Genre_Tagging.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import csv\n",
    "import gensim\n",
    "import numpy as np\n",
    "import nltk\n",
    "from nltk.tokenize import RegexpTokenizer\n",
    "from scipy import spatial\n",
    "import plotly.plotly as py\n",
    "import plotly.graph_objs as go\n",
    "import matplotlib.pyplot as plt\n",
    "from collections import Counter\n",
    "# Download these lists\n",
    "# nltk.download('punkt')\n",
    "# nltk.download('stopwords')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Import all the datasets first\n",
    "# Movie Titles Metadata.txt\n",
    "mtm = 'cornell movie-dialogs corpus/movie_titles_metadata.txt'\n",
    "# CSV for transforming the data\n",
    "mtm_csv = 'mtm_csv.csv'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Add header rows\n",
    "with open(mtm_csv, 'wt') as csv_file:\n",
    "    writer = csv.DictWriter(csv_file, fieldnames = [\"Movie_Number\", \"Movie_Name\", \"Year_of_Release\", \n",
    "                                                   \"IMDB_Rating\", \"Number_of_Votes\", \"Genres\"])\n",
    "    writer.writeheader()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Open the .txt file and write it onto the dataframe\n",
    "with open(mtm, 'r', encoding = 'latin-1') as mtmeta:\n",
    "    for lines in mtmeta:\n",
    "        text = str(lines)\n",
    "        line_list = text.split('+++$+++')\n",
    "        \n",
    "        with open(mtm_csv, 'a') as write_csv:\n",
    "            writer = csv.writer(write_csv)\n",
    "            writer.writerow([line_list[0].strip(), line_list[1].strip(), line_list[2].strip(),\n",
    "                            line_list[3].strip(), line_list[4].strip(), line_list[5].strip()])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(617, 6)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Movie_Number</th>\n",
       "      <th>Movie_Name</th>\n",
       "      <th>Year_of_Release</th>\n",
       "      <th>IMDB_Rating</th>\n",
       "      <th>Number_of_Votes</th>\n",
       "      <th>Genres</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>m0</td>\n",
       "      <td>10 things i hate about you</td>\n",
       "      <td>1999</td>\n",
       "      <td>6.9</td>\n",
       "      <td>62847</td>\n",
       "      <td>['comedy', 'romance']</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>m1</td>\n",
       "      <td>1492: conquest of paradise</td>\n",
       "      <td>1992</td>\n",
       "      <td>6.2</td>\n",
       "      <td>10421</td>\n",
       "      <td>['adventure', 'biography', 'drama', 'history']</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>m2</td>\n",
       "      <td>15 minutes</td>\n",
       "      <td>2001</td>\n",
       "      <td>6.1</td>\n",
       "      <td>25854</td>\n",
       "      <td>['action', 'crime', 'drama', 'thriller']</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>m3</td>\n",
       "      <td>2001: a space odyssey</td>\n",
       "      <td>1968</td>\n",
       "      <td>8.4</td>\n",
       "      <td>163227</td>\n",
       "      <td>['adventure', 'mystery', 'sci-fi']</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>m4</td>\n",
       "      <td>48 hrs.</td>\n",
       "      <td>1982</td>\n",
       "      <td>6.9</td>\n",
       "      <td>22289</td>\n",
       "      <td>['action', 'comedy', 'crime', 'drama', 'thrill...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Movie_Number                  Movie_Name Year_of_Release  IMDB_Rating  \\\n",
       "0           m0  10 things i hate about you            1999          6.9   \n",
       "1           m1  1492: conquest of paradise            1992          6.2   \n",
       "2           m2                  15 minutes            2001          6.1   \n",
       "3           m3       2001: a space odyssey            1968          8.4   \n",
       "4           m4                     48 hrs.            1982          6.9   \n",
       "\n",
       "   Number_of_Votes                                             Genres  \n",
       "0            62847                              ['comedy', 'romance']  \n",
       "1            10421     ['adventure', 'biography', 'drama', 'history']  \n",
       "2            25854           ['action', 'crime', 'drama', 'thriller']  \n",
       "3           163227                 ['adventure', 'mystery', 'sci-fi']  \n",
       "4            22289  ['action', 'comedy', 'crime', 'drama', 'thrill...  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Check the content of the csv file\n",
    "mtm_df = pd.read_csv(mtm_csv, index_col = False, encoding='latin-1')\n",
    "print(mtm_df.shape)\n",
    "mtm_df.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count           617\n",
       "unique          290\n",
       "top       ['drama']\n",
       "freq             34\n",
       "Name: Genres, dtype: object"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mtm_df.Genres.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "list1 = []\n",
    "list1 = mtm_df.Genres.unique()\n",
    "list1 = list1.tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "list2 = []\n",
    "for j in list1:\n",
    "    j=j.replace('[',\"\")\n",
    "    j=j.replace(']',\"\")\n",
    "    j=j.replace(\"'\",\"\")\n",
    "    j=j.split(\", \")\n",
    "    for items in j:\n",
    "        list2.append(items)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "25\n"
     ]
    }
   ],
   "source": [
    "list2 = set(list2)\n",
    "print(len(list2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "22\n"
     ]
    }
   ],
   "source": [
    "list2 = [w for w in list2 if not w in ['short', 'western', 'adult']]\n",
    "print(len(list2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['',\n",
       " 'sport',\n",
       " 'action',\n",
       " 'musical',\n",
       " 'music',\n",
       " 'war',\n",
       " 'film-noir',\n",
       " 'biography',\n",
       " 'animation',\n",
       " 'mystery',\n",
       " 'fantasy',\n",
       " 'romance',\n",
       " 'adventure',\n",
       " 'horror',\n",
       " 'crime',\n",
       " 'family',\n",
       " 'drama',\n",
       " 'comedy',\n",
       " 'thriller',\n",
       " 'documentary',\n",
       " 'history',\n",
       " 'sci-fi']"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "try:\n",
    "    model = gensim.models.KeyedVectors.load_word2vec_format('../Google_Billion_Word_Corpus/GoogleNews-vectors-negative300.bin', binary=True)\n",
    "except Exception as e:\n",
    "    print(e)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Dictionary for our genres\n",
    "dict1 = {}\n",
    "for i in list2:\n",
    "    try:\n",
    "        dict1[i] = model[i]\n",
    "    except:\n",
    "        pass"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "       dtype=float32),\n",
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       "         0.1015625 , -0.00445557,  0.03125   , -0.13574219, -0.08398438,\n",
       "         0.2265625 ,  0.27734375,  0.00241089,  0.05273438,  0.08691406,\n",
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       "         0.1640625 ,  0.07958984,  0.11914062, -0.06884766,  0.03125   ],\n",
       "       dtype=float32),\n",
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       "       dtype=float32),\n",
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       "        -8.20312500e-02,  1.00097656e-01, -6.95800781e-03, -2.05078125e-01,\n",
       "        -4.35546875e-01, -7.56835938e-02, -2.77343750e-01,  1.66992188e-01,\n",
       "         4.00390625e-02,  4.41894531e-02, -3.00781250e-01,  1.10351562e-01,\n",
       "        -9.42382812e-02,  9.86328125e-02,  1.80664062e-01,  2.50000000e-01,\n",
       "         1.27929688e-01, -7.42187500e-02,  3.27148438e-02, -1.12304688e-01,\n",
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       "         1.93359375e-01,  1.75781250e-01, -2.09960938e-01,  1.38671875e-01,\n",
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       "         1.06201172e-02, -1.71875000e-01,  1.67968750e-01, -9.71679688e-02,\n",
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       "         1.94335938e-01, -8.85009766e-03,  2.94921875e-01, -1.32812500e-01,\n",
       "         2.47070312e-01, -1.86767578e-02, -3.24218750e-01,  6.25000000e-02,\n",
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       "        -2.73437500e-01, -8.30078125e-02,  1.50390625e-01,  1.61132812e-01,\n",
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       "        -7.12890625e-02,  7.03125000e-02, -1.40625000e-01,  1.35742188e-01,\n",
       "         7.20214844e-03,  3.88671875e-01, -2.73437500e-01, -4.58984375e-01,\n",
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       "        -2.24609375e-01, -7.81250000e-02, -2.57812500e-01,  2.96875000e-01,\n",
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       "        -8.25195312e-02,  1.57226562e-01,  6.17675781e-02, -1.41601562e-01,\n",
       "         1.33789062e-01, -1.49414062e-01,  9.86328125e-02,  1.24023438e-01,\n",
       "         2.50000000e-01, -2.31445312e-01,  4.58984375e-02, -3.82812500e-01,\n",
       "         4.74609375e-01,  1.82617188e-01,  1.75781250e-01, -1.33789062e-01,\n",
       "         1.66015625e-01,  9.08203125e-02, -1.48437500e-01,  5.27343750e-02,\n",
       "        -6.12792969e-02, -1.61132812e-01,  2.03125000e-01,  7.56835938e-02,\n",
       "        -2.39257812e-02, -1.65039062e-01,  2.02636719e-02, -6.88476562e-02,\n",
       "        -1.74804688e-01, -7.76367188e-02, -1.59179688e-01, -1.22070312e-01,\n",
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       "         1.75781250e-02, -1.77734375e-01,  2.21679688e-01,  2.20703125e-01,\n",
       "         2.39257812e-01, -2.71484375e-01, -6.29882812e-02, -1.82617188e-01,\n",
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       "        -3.27148438e-02,  2.65625000e-01, -3.18359375e-01,  5.93261719e-02,\n",
       "         5.66406250e-02,  1.15722656e-01,  8.05664062e-02, -2.91015625e-01,\n",
       "        -1.88476562e-01,  1.28906250e-01, -2.20703125e-01,  1.67968750e-01,\n",
       "         1.17187500e-01, -2.33398438e-01,  5.58593750e-01,  2.52685547e-02,\n",
       "        -3.36914062e-02, -1.07910156e-01,  3.41796875e-02, -1.27929688e-01,\n",
       "        -3.02124023e-03, -2.06054688e-01, -2.34375000e-01,  2.51953125e-01,\n",
       "         1.35742188e-01, -3.04687500e-01,  2.79541016e-02, -2.47802734e-02,\n",
       "         1.01928711e-02,  3.33984375e-01,  4.32128906e-02, -1.23046875e-01,\n",
       "        -1.25000000e-01, -2.46093750e-01, -2.98828125e-01, -1.63085938e-01,\n",
       "        -8.25195312e-02,  1.76757812e-01,  1.48437500e-01, -2.00195312e-01,\n",
       "         6.25000000e-02,  4.17968750e-01,  4.66308594e-02, -1.73828125e-01,\n",
       "        -2.63671875e-01, -1.95312500e-03, -1.78222656e-02,  2.07031250e-01,\n",
       "        -2.33398438e-01, -1.48437500e-01,  3.33984375e-01, -5.81054688e-02,\n",
       "        -2.89062500e-01, -3.73840332e-03, -6.98242188e-02,  1.32812500e-01,\n",
       "        -7.91015625e-02, -7.53784180e-03, -3.02734375e-01,  2.83203125e-01,\n",
       "         4.49218750e-02,  4.10156250e-02,  3.85742188e-02, -2.43164062e-01,\n",
       "         1.70898438e-02,  3.16406250e-01, -5.89843750e-01,  3.22265625e-02,\n",
       "        -1.32812500e-01,  1.72119141e-02,  1.27929688e-01,  7.03125000e-02,\n",
       "         1.98974609e-02, -1.17187500e-01, -1.50390625e-01, -1.73828125e-01],\n",
       "       dtype=float32),\n",
       " 'mystery': array([ 0.359375  ,  0.07617188,  0.04174805,  0.08349609, -0.16601562,\n",
       "         0.25195312,  0.04199219,  0.20996094,  0.05200195,  0.16015625,\n",
       "         0.0703125 , -0.12304688, -0.00147247, -0.20214844, -0.06396484,\n",
       "         0.29492188,  0.17285156,  0.05102539,  0.0291748 , -0.14257812,\n",
       "        -0.02978516, -0.13671875, -0.05322266,  0.07080078, -0.30859375,\n",
       "        -0.03320312,  0.12792969,  0.02758789,  0.265625  , -0.23828125,\n",
       "        -0.27539062, -0.03759766,  0.30273438, -0.0201416 , -0.04248047,\n",
       "         0.11962891,  0.00115967, -0.32421875,  0.3359375 ,  0.09375   ,\n",
       "        -0.20019531, -0.11279297, -0.28125   ,  0.08251953, -0.09423828,\n",
       "        -0.25      ,  0.02600098, -0.0088501 ,  0.2109375 ,  0.28320312,\n",
       "        -0.2578125 ,  0.19238281, -0.06494141, -0.11279297, -0.1796875 ,\n",
       "        -0.012146  , -0.07421875, -0.23632812,  0.07617188, -0.10302734,\n",
       "         0.3203125 ,  0.34960938, -0.06982422,  0.05957031, -0.02563477,\n",
       "        -0.06591797, -0.15722656, -0.01086426,  0.00775146, -0.06982422,\n",
       "         0.33007812, -0.06396484,  0.08886719, -0.12890625, -0.10693359,\n",
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       "         0.41992188, -0.17578125, -0.06054688,  0.05273438, -0.05615234,\n",
       "         0.14453125, -0.265625  , -0.12158203, -0.171875  , -0.14257812,\n",
       "         0.04956055, -0.07568359,  0.01409912,  0.19238281, -0.1796875 ,\n",
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       "         0.03466797,  0.05053711, -0.15527344, -0.36132812,  0.15722656,\n",
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       "         0.05419922, -0.00793457,  0.20019531,  0.29882812, -0.12792969,\n",
       "         0.12304688,  0.15429688,  0.25      , -0.04663086, -0.16308594,\n",
       "         0.17089844,  0.12890625, -0.05224609, -0.23632812, -0.03759766,\n",
       "         0.23535156,  0.15039062, -0.65625   ,  0.05126953,  0.07666016,\n",
       "        -0.08349609, -0.15625   , -0.00759888,  0.05834961, -0.2890625 ,\n",
       "        -0.125     ,  0.04614258, -0.03222656, -0.01159668, -0.30664062,\n",
       "         0.16601562,  0.09326172, -0.08837891,  0.11035156, -0.22460938,\n",
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       "        -0.15429688,  0.32421875, -0.02111816, -0.14746094, -0.06982422,\n",
       "         0.08398438, -0.1796875 ,  0.08984375,  0.3125    ,  0.11962891,\n",
       "        -0.03710938,  0.19921875,  0.04785156, -0.04321289, -0.00585938,\n",
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       "         0.00320435,  0.39648438,  0.05444336,  0.33398438, -0.109375  ,\n",
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       "         0.10449219, -0.15917969, -0.4609375 ,  0.17773438, -0.22460938,\n",
       "         0.23925781, -0.06689453, -0.14257812, -0.01916504, -0.20996094,\n",
       "         0.09521484,  0.00314331, -0.13574219, -0.48242188,  0.10205078,\n",
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       "        -0.02172852, -0.14257812, -0.23046875,  0.07080078, -0.00521851,\n",
       "        -0.07470703, -0.25      ,  0.00473022,  0.08837891, -0.140625  ],\n",
       "       dtype=float32),\n",
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       "         0.171875  , -0.02722168, -0.02099609,  0.11328125, -0.12451172,\n",
       "        -0.03271484,  0.0703125 , -0.08105469, -0.09082031, -0.04345703,\n",
       "         0.03881836, -0.11962891,  0.29492188,  0.04223633,  0.05273438,\n",
       "        -0.17382812, -0.16113281,  0.21386719,  0.10546875, -0.08837891,\n",
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       "         0.07763672, -0.03564453,  0.04394531,  0.10400391,  0.0055542 ,\n",
       "         0.17089844,  0.22070312, -0.2890625 , -0.11425781,  0.1015625 ,\n",
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       "         0.13964844, -0.02307129, -0.08203125,  0.05419922,  0.6171875 ,\n",
       "         0.18554688, -0.02258301, -0.08642578, -0.06103516,  0.04101562,\n",
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       "        -0.125     ,  0.04272461,  0.10058594,  0.0300293 ,  0.11474609],\n",
       "       dtype=float32),\n",
       " 'romance': array([ 0.23730469, -0.1875    , -0.25      ,  0.14453125, -0.03564453,\n",
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       "         0.13769531,  0.1875    ,  0.00430298,  0.05688477, -0.390625  ,\n",
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       "        -0.05932617,  0.10839844, -0.04516602,  0.36132812, -0.1640625 ,\n",
       "        -0.12451172,  0.34179688, -0.0168457 , -0.265625  ,  0.05419922,\n",
       "         0.14453125, -0.22851562,  0.01202393, -0.1953125 , -0.0025177 ,\n",
       "         0.11865234,  0.12353516,  0.11523438, -0.08544922, -0.13085938,\n",
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       "         0.03063965, -0.01635742, -0.03344727,  0.4296875 ,  0.11767578,\n",
       "         0.52734375,  0.03417969,  0.1484375 , -0.19335938, -0.08886719,\n",
       "         0.36914062, -0.19726562, -0.08300781,  0.0234375 ,  0.109375  ,\n",
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       "        -0.05371094,  0.16503906,  0.19921875,  0.21679688, -0.02832031,\n",
       "         0.21777344, -0.08154297, -0.1953125 , -0.07373047,  0.14550781,\n",
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       "         0.21972656, -0.11523438, -0.21191406,  0.16894531, -0.01965332,\n",
       "        -0.12353516,  0.0534668 ,  0.25390625,  0.24804688,  0.11572266,\n",
       "         0.07714844, -0.12792969, -0.24316406, -0.19628906,  0.13085938,\n",
       "        -0.15527344, -0.16601562, -0.11816406,  0.14550781, -0.28320312,\n",
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       "         0.20800781,  0.01721191, -0.04931641,  0.05224609, -0.03637695,\n",
       "         0.01031494, -0.01538086,  0.05786133, -0.10400391,  0.06982422,\n",
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       "        -0.10253906,  0.19726562, -0.12890625, -0.05639648,  0.34765625],\n",
       "       dtype=float32),\n",
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       "       dtype=float32),\n",
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       "       dtype=float32),\n",
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       "       dtype=float32),\n",
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       "       dtype=float32),\n",
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       "        -0.24316406,  0.11816406, -0.29882812, -0.08398438,  0.07910156,\n",
       "        -0.37890625,  0.09960938,  0.11865234,  0.17285156, -0.04248047,\n",
       "         0.05029297,  0.11767578,  0.00460815,  0.42578125, -0.28710938,\n",
       "         0.25585938,  0.08105469, -0.02233887,  0.16503906, -0.10302734,\n",
       "        -0.11914062, -0.3046875 ,  0.04736328, -0.10888672, -0.03613281,\n",
       "        -0.11914062, -0.09375   ,  0.06835938, -0.08007812, -0.33203125,\n",
       "         0.24804688,  0.24707031, -0.09423828,  0.23242188, -0.00151825,\n",
       "         0.0078125 , -0.09326172,  0.05029297,  0.22558594,  0.08789062,\n",
       "        -0.5390625 , -0.12890625, -0.22851562,  0.01196289, -0.10791016,\n",
       "         0.02490234,  0.296875  , -0.14355469, -0.02502441,  0.03515625,\n",
       "         0.18261719, -0.04272461, -0.2578125 , -0.296875  , -0.01965332,\n",
       "        -0.10498047, -0.32617188,  0.03857422,  0.25585938, -0.05908203,\n",
       "        -0.15722656,  0.08300781,  0.10449219,  0.3984375 ,  0.03881836,\n",
       "         0.21875   , -0.08447266, -0.00418091,  0.45703125, -0.16308594,\n",
       "         0.03100586,  0.39648438,  0.0703125 , -0.10400391,  0.05786133,\n",
       "        -0.04394531, -0.04272461, -0.41015625, -0.05297852, -0.34570312,\n",
       "         0.30273438,  0.08007812, -0.09179688, -0.14648438, -0.08935547,\n",
       "        -0.22070312, -0.03613281, -0.11572266, -0.02954102, -0.01062012,\n",
       "        -0.13378906, -0.04394531,  0.09228516, -0.1484375 , -0.26953125,\n",
       "         0.09423828, -0.2265625 ,  0.1328125 , -0.35351562,  0.04394531,\n",
       "        -0.04248047, -0.14941406,  0.18164062,  0.03613281,  0.16992188,\n",
       "         0.11035156,  0.26757812, -0.07910156, -0.2109375 ,  0.24023438,\n",
       "         0.12695312,  0.21875   ,  0.13964844,  0.12695312, -0.00787354,\n",
       "        -0.36132812,  0.33203125,  0.31445312, -0.2109375 ,  0.09716797,\n",
       "        -0.24121094, -0.06591797,  0.13574219,  0.25585938,  0.27929688,\n",
       "        -0.22558594, -0.24121094, -0.12890625, -0.09277344, -0.00527954,\n",
       "        -0.07128906, -0.00210571, -0.01507568,  0.2578125 , -0.05517578,\n",
       "         0.24707031,  0.30859375, -0.19238281, -0.08935547, -0.03320312,\n",
       "         0.27148438, -0.09033203,  0.36914062, -0.421875  ,  0.10302734,\n",
       "        -0.19335938,  0.25      ,  0.296875  ,  0.08935547,  0.04003906,\n",
       "         0.0480957 , -0.17675781, -0.16015625, -0.38476562,  0.07519531,\n",
       "         0.20214844, -0.11035156, -0.06689453, -0.14746094,  0.16894531,\n",
       "         0.16015625,  0.20703125,  0.19238281,  0.14160156, -0.09863281,\n",
       "        -0.1015625 , -0.0534668 ,  0.07666016, -0.21484375,  0.25      ,\n",
       "         0.25585938,  0.12060547, -0.12890625,  0.24023438,  0.15332031,\n",
       "         0.00970459, -0.09130859,  0.51953125, -0.18554688,  0.18945312,\n",
       "        -0.22070312,  0.35351562,  0.14941406,  0.00494385,  0.20605469,\n",
       "         0.21875   , -0.03808594,  0.0324707 ,  0.01403809, -0.23339844,\n",
       "         0.00787354,  0.01422119, -0.0234375 ,  0.27929688,  0.15722656,\n",
       "         0.00061417,  0.32226562,  0.2265625 , -0.16601562, -0.09375   ,\n",
       "         0.04638672, -0.125     ,  0.08886719,  0.23144531,  0.25585938,\n",
       "        -0.05029297,  0.09423828,  0.22558594,  0.02661133, -0.35742188,\n",
       "         0.27148438, -0.16113281, -0.07714844, -0.06689453, -0.29296875,\n",
       "         0.19238281, -0.12695312,  0.09326172,  0.15136719, -0.08789062,\n",
       "         0.3125    , -0.24121094, -0.10644531,  0.1640625 ,  0.37890625,\n",
       "         0.07373047,  0.20214844, -0.10791016, -0.03027344,  0.16308594,\n",
       "        -0.2734375 ,  0.40234375, -0.125     , -0.31835938, -0.02294922,\n",
       "         0.24804688, -0.13574219, -0.02709961, -0.26757812,  0.08056641,\n",
       "         0.0300293 ,  0.15234375,  0.11328125,  0.11279297,  0.55078125,\n",
       "        -0.08349609, -0.1953125 ,  0.09228516, -0.06787109, -0.01818848,\n",
       "         0.03637695, -0.5390625 ,  0.05224609,  0.17382812, -0.15429688,\n",
       "        -0.03857422, -0.3671875 ,  0.26757812,  0.10498047,  0.15429688,\n",
       "        -0.328125  , -0.17382812, -0.27539062,  0.08789062, -0.21484375,\n",
       "        -0.34375   , -0.07373047, -0.11816406,  0.13183594, -0.0703125 ],\n",
       "       dtype=float32),\n",
       " 'history': array([ 0.09619141,  0.13574219,  0.13574219,  0.11523438,  0.1953125 ,\n",
       "        -0.20605469,  0.04956055, -0.07177734,  0.36132812, -0.03564453,\n",
       "         0.04101562, -0.26757812,  0.05200195,  0.11035156,  0.09179688,\n",
       "         0.06835938, -0.08496094, -0.09179688,  0.17285156, -0.19628906,\n",
       "        -0.15039062,  0.09765625, -0.15820312, -0.19921875, -0.02600098,\n",
       "        -0.00372314, -0.04370117,  0.12890625, -0.22265625, -0.04833984,\n",
       "         0.13671875,  0.10839844, -0.1796875 ,  0.05102539,  0.11669922,\n",
       "         0.1875    ,  0.07324219, -0.17578125,  0.12695312,  0.18457031,\n",
       "         0.09863281, -0.04199219, -0.12792969,  0.15429688,  0.13671875,\n",
       "         0.21679688, -0.0534668 ,  0.07568359, -0.05639648, -0.05639648,\n",
       "        -0.03637695, -0.17675781,  0.03125   , -0.05786133,  0.0246582 ,\n",
       "         0.06787109, -0.09228516, -0.06079102, -0.03076172, -0.12451172,\n",
       "        -0.04077148,  0.12792969,  0.13476562, -0.22558594, -0.18066406,\n",
       "        -0.00646973,  0.03149414,  0.02722168, -0.2265625 , -0.22851562,\n",
       "         0.12988281, -0.01086426, -0.02404785, -0.09570312,  0.06445312,\n",
       "        -0.03466797,  0.12158203,  0.20898438,  0.23144531,  0.02001953,\n",
       "        -0.046875  , -0.09960938,  0.28320312, -0.28515625,  0.00190735,\n",
       "        -0.203125  , -0.3828125 ,  0.1328125 ,  0.08544922,  0.10742188,\n",
       "         0.06152344, -0.04931641,  0.07958984, -0.01379395, -0.15917969,\n",
       "        -0.13964844,  0.08837891,  0.13183594,  0.07714844,  0.21386719,\n",
       "        -0.11425781,  0.22265625, -0.18945312, -0.01855469, -0.02954102,\n",
       "         0.00637817,  0.11376953, -0.02880859, -0.06494141,  0.0534668 ,\n",
       "         0.03564453,  0.22070312, -0.10009766,  0.0189209 ,  0.12109375,\n",
       "         0.03686523, -0.12011719, -0.05395508,  0.23632812,  0.10693359,\n",
       "        -0.11914062, -0.01245117,  0.33203125,  0.09716797,  0.07666016,\n",
       "         0.08935547, -0.09960938, -0.17382812, -0.16015625,  0.15820312,\n",
       "        -0.20117188, -0.3046875 , -0.18261719, -0.05834961,  0.09765625,\n",
       "         0.08935547, -0.07958984, -0.07861328, -0.20019531,  0.24414062,\n",
       "         0.05786133, -0.09228516, -0.04467773,  0.15625   ,  0.00133514,\n",
       "        -0.16894531,  0.12109375,  0.10546875, -0.10644531,  0.06933594,\n",
       "        -0.125     , -0.0612793 , -0.33398438, -0.08398438, -0.14160156,\n",
       "        -0.14941406, -0.03955078, -0.05712891,  0.00311279, -0.35351562,\n",
       "        -0.06103516, -0.05395508, -0.02282715, -0.265625  ,  0.09082031,\n",
       "         0.20410156,  0.15429688, -0.30664062, -0.0625    ,  0.10449219,\n",
       "        -0.01019287,  0.00524902,  0.19335938, -0.32617188,  0.2421875 ,\n",
       "        -0.26367188, -0.00793457,  0.04541016,  0.1796875 , -0.14648438,\n",
       "        -0.05078125,  0.01043701, -0.02160645, -0.00842285, -0.22363281,\n",
       "         0.02380371,  0.0009079 ,  0.08447266,  0.10351562,  0.22460938,\n",
       "         0.22265625,  0.10644531,  0.06542969,  0.22265625, -0.17285156,\n",
       "        -0.00564575, -0.0112915 ,  0.15429688, -0.31054688, -0.17089844,\n",
       "        -0.03686523,  0.08789062,  0.15136719, -0.01806641, -0.06445312,\n",
       "        -0.11279297, -0.00119019, -0.22753906, -0.20898438, -0.0390625 ,\n",
       "        -0.08691406,  0.25      ,  0.04980469,  0.13476562,  0.12451172,\n",
       "         0.10498047,  0.05883789,  0.08398438,  0.15625   ,  0.03295898,\n",
       "        -0.08740234,  0.13964844, -0.0859375 ,  0.00897217, -0.04077148,\n",
       "        -0.06738281,  0.20800781,  0.02770996, -0.07568359, -0.11669922,\n",
       "         0.0559082 , -0.0019989 , -0.20703125,  0.20214844, -0.01165771,\n",
       "         0.03076172, -0.00415039,  0.05053711,  0.08984375, -0.28320312,\n",
       "         0.17382812, -0.29492188,  0.04736328, -0.18164062,  0.00527954,\n",
       "         0.08154297,  0.01806641,  0.22070312, -0.10742188, -0.09375   ,\n",
       "         0.05200195, -0.04492188, -0.05053711, -0.0246582 , -0.09863281,\n",
       "        -0.19433594,  0.0324707 , -0.00311279, -0.17578125, -0.06689453,\n",
       "         0.14550781,  0.06982422, -0.03857422,  0.16210938, -0.00683594,\n",
       "         0.15527344,  0.20800781,  0.06445312, -0.17675781, -0.1953125 ,\n",
       "        -0.05761719,  0.09570312,  0.01708984,  0.20898438,  0.00878906,\n",
       "        -0.19042969,  0.01989746, -0.20214844, -0.13476562, -0.15722656,\n",
       "         0.20117188,  0.02575684,  0.07324219,  0.01147461, -0.17382812,\n",
       "        -0.16992188, -0.06542969,  0.18359375, -0.03662109, -0.09960938,\n",
       "        -0.14550781,  0.0071106 , -0.02392578,  0.01330566, -0.08203125,\n",
       "        -0.15332031, -0.07568359, -0.04785156,  0.11962891, -0.05859375],\n",
       "       dtype=float32)}"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dict1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "from nltk.corpus import stopwords\n",
    "stop_words = set(stopwords.words('english'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Does it include the stop words like 'a', 'and', 'the'? 0 0 1\n"
     ]
    }
   ],
   "source": [
    "print(\"Does it include the stop words like \\'a\\', \\'and\\', \\'the\\'? %d %d %d\" % ('a' in model.vocab, 'and' in model.vocab, 'the' in model.vocab))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "ml_df = pd.read_csv('ml_csv.csv', index_col = False, encoding='latin-1')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Lets, import the dataframe\n",
    "mc_df = pd.read_csv(\"mc_csv.csv\", index_col = False, encoding='latin-1')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "mcm_df = pd.read_csv(\"mcm_csv.csv\", index_col = False, encoding='latin-1')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "movie_check = 'm158'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "# So, the columns here in this dataset mention that characterId1 \n",
    "# is the charcter speking to characterId2 in each movies\n",
    "mc1_df = mc_df.loc[mc_df['Movie_Number'] == movie_check]\n",
    "ml1_df = ml_df.loc[ml_df['Movie_Number'] == movie_check]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Movie_Number</th>\n",
       "      <th>Movie_Name</th>\n",
       "      <th>Year_of_Release</th>\n",
       "      <th>IMDB_Rating</th>\n",
       "      <th>Number_of_Votes</th>\n",
       "      <th>Genres</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>158</th>\n",
       "      <td>m158</td>\n",
       "      <td>pet sematary</td>\n",
       "      <td>1989</td>\n",
       "      <td>6.3</td>\n",
       "      <td>19851</td>\n",
       "      <td>['drama', 'fantasy', 'horror', 'mystery', 'thr...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Movie_Number    Movie_Name Year_of_Release  IMDB_Rating  Number_of_Votes  \\\n",
       "158         m158  pet sematary            1989          6.3            19851   \n",
       "\n",
       "                                                Genres  \n",
       "158  ['drama', 'fantasy', 'horror', 'mystery', 'thr...  "
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mtm_df[mtm_df['Movie_Number'] == movie_check]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# For checking the genres of each movie dialogue with the entire genres in our dataset\n",
    " Using cosine similairties and word2vec model\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Who might you be, little Miss?\n",
      "['might', 'little', 'miss']\n",
      "{'sport': 0.15720804055641968, 'action': 0.12141097208244545, 'musical': 0.11179763776096718, 'music': 0.09233133484583245, 'war': 0.061605056087916776, 'biography': 0.06165460325572991, 'animation': 0.09768036078588094, 'mystery': 0.1812417346440569, 'fantasy': 0.23282045016096908, 'romance': 0.1260397355047711, 'adventure': 0.16384722536170826, 'horror': 0.11663842097580324, 'crime': 0.04617367654322724, 'family': 0.16116786481668255, 'drama': 0.13282206315112288, 'comedy': 0.08513144624917146, 'thriller': 0.0710317985956136, 'documentary': 0.021524770308517516, 'history': 0.118216736874446}\n",
      "fantasy 0.23282045016096908\n",
      "I'm Ellen Creed and I live at 642 Alden Lane, Dearborn, Michigan.  At least, I used to.\n",
      "['ellen', 'creed', 'live', '642', 'alden', 'lane', 'dearborn', 'michigan', 'least', 'used']\n",
      "{'sport': 0.23602973480088807, 'action': 0.057535185787698895, 'musical': 0.09956174359762182, 'music': 0.14925620107380788, 'war': 0.1634446153892336, 'biography': 0.07133983426509372, 'animation': 0.09160456648278237, 'mystery': 0.10016556410635391, 'fantasy': 0.18251198548011982, 'romance': 0.10997777227861183, 'adventure': 0.08094938422934339, 'horror': 0.1320037172286228, 'crime': 0.14770711423297622, 'family': 0.17774497360149488, 'drama': 0.04508362158259882, 'comedy': 0.1177129041513213, 'thriller': 0.02675365858602663, 'documentary': 0.076135212717521, 'history': 0.18346869947590638}\n",
      "sport 0.23602973480088807\n",
      "And now you live on Route 9 in Ludlow, and your dad's gonna be the new doctor up to the college, I hear, and I think you're going to be just as happy as a clam here, Ellen Creed.\n",
      "['live', 'route', '9', 'ludlow', 'dad', 'gonna', 'new', 'doctor', 'college', 'hear', 'think', 'going', 'happy', 'clam', 'ellen', 'creed']\n",
      "{'sport': 0.2791246672526574, 'action': 0.1498989519052839, 'musical': 0.20556897668687957, 'music': 0.2851732760830905, 'war': 0.20667294274035197, 'biography': 0.1376200833650596, 'animation': 0.11943305746466504, 'mystery': 0.18374538249887085, 'fantasy': 0.2432506243053968, 'romance': 0.21142046286317118, 'adventure': 0.2240297659492121, 'horror': 0.19475545634158165, 'crime': 0.18377270599024254, 'family': 0.3405673932348, 'drama': 0.1726340236132976, 'comedy': 0.20905185876093024, 'thriller': 0.08495512427145924, 'documentary': 0.1615310298923751, 'history': 0.20298478132163056}\n",
      "family 0.3405673932348\n",
      "But where are we going, Mr. Crandall?\n",
      "['going', 'mr', 'crandall']\n",
      "{'sport': 0.14774287461412983, 'action': 0.05609226444320092, 'musical': 0.016033162837843173, 'music': 0.12449937941411648, 'war': 0.13939919198139128, 'biography': 0.05363462282090692, 'animation': 0.1391542537121182, 'mystery': 0.02985242832251389, 'fantasy': 0.11559535692419587, 'romance': 0.06437983660924362, 'adventure': 0.04723059901389115, 'horror': 0.039617625591882866, 'crime': 0.14011114925931634, 'family': 0.11206738675466588, 'drama': 0.0031076534546732315, 'comedy': 0.08080819660717342, 'thriller': -0.0640060515258174, 'documentary': 0.049869541356152625, 'history': 0.0980596613425968}\n",
      "sport 0.14774287461412983\n",
      "You'll see soon enough, hon.\n",
      "['see', 'soon', 'enough', 'hon']\n",
      "{'sport': 0.12489746240129762, 'action': 0.162043186148218, 'musical': 0.08753102162309123, 'music': 0.09047621808609274, 'war': 0.1274113435819232, 'biography': 0.09908266021743617, 'animation': 0.07961819688028227, 'mystery': 0.10556168483190909, 'fantasy': 0.09680256041523272, 'romance': 0.07298723801600748, 'adventure': 0.06382743806817048, 'horror': 0.0951315527615001, 'crime': 0.16272988510466502, 'family': 0.14144613260428107, 'drama': 0.02976855713835147, 'comedy': 0.06412161480038803, 'thriller': -0.01628152457266263, 'documentary': 0.036974659623717265, 'history': 0.03388669939886191}\n",
      "crime 0.16272988510466502\n",
      "Best never to go climbing on old blowdowns like this, Ellie--sometimes they bite.\n",
      "['best', 'never', 'go', 'climbing', 'old', 'blowdowns', 'like', 'ellie', 'sometimes', 'bite']\n",
      "{'sport': 0.2616953575670937, 'action': 0.16829310543390363, 'musical': 0.1652720410921591, 'music': 0.19331477271020836, 'war': 0.1845865383819052, 'biography': 0.081690501588363, 'animation': 0.14459351613775984, 'mystery': 0.17627363692863351, 'fantasy': 0.2875938037045169, 'romance': 0.226179929782652, 'adventure': 0.275252649394081, 'horror': 0.23089287624888954, 'crime': 0.15743668554226775, 'family': 0.1835644728801974, 'drama': 0.12920341237751076, 'comedy': 0.16954765148735051, 'thriller': 0.09183861535000537, 'documentary': 0.0782968513343204, 'history': 0.2260627480065639}\n",
      "fantasy 0.2875938037045169\n",
      "Bite?\n",
      "['bite']\n",
      "{'sport': 0.062331198478417504, 'action': 0.2551896691291464, 'musical': 0.037604621568489205, 'music': 0.03280889486648564, 'war': 0.1250357673103577, 'biography': 0.012064111203107797, 'animation': 0.03840070827597253, 'mystery': 0.07625874913818986, 'fantasy': 0.062014865324904966, 'romance': 0.04493617105625547, 'adventure': 0.08469348067575555, 'horror': 0.10512525536132067, 'crime': 0.0838103691484976, 'family': 0.009729984689354376, 'drama': 0.07575943358020087, 'comedy': 0.034212335204404254, 'thriller': 0.05489868912890605, 'documentary': 0.030516660980316912, 'history': 0.053316001967050664}\n",
      "action 0.2551896691291464\n",
      "Ayuh.\n",
      "['ayuh']\n",
      "{'sport': nan, 'action': nan, 'musical': nan, 'music': nan, 'war': nan, 'biography': nan, 'animation': nan, 'mystery': nan, 'fantasy': nan, 'romance': nan, 'adventure': nan, 'horror': nan, 'crime': nan, 'family': nan, 'drama': nan, 'comedy': nan, 'thriller': nan, 'documentary': nan, 'history': nan}\n",
      "sport nan\n",
      "Do you know what this place is, Ellie? Oh, I know you know it's a boneyard, but a bone ain't nothing and even a whole pile of 'em don't amount to much. Do you know what a graveyard really is?\n",
      "['know', 'place', 'ellie', 'oh', 'know', 'know', 'boneyard', 'bone', 'nothing', 'even', 'whole', 'pile', 'em', 'amount', 'much', 'know', 'graveyard', 'really']\n",
      "{'sport': 0.23777820278367734, 'action': 0.1602954071662711, 'musical': 0.1085857129632748, 'music': 0.16360920332487083, 'war': 0.22544502740272587, 'biography': 0.08959288391802533, 'animation': 0.13876626582711182, 'mystery': 0.2860082137466675, 'fantasy': 0.251903783392858, 'romance': 0.15670178165195892, 'adventure': 0.1852764609057469, 'horror': 0.2489107827928152, 'crime': 0.1975005044155067, 'family': 0.191216174736337, 'drama': 0.1712490240207083, 'comedy': 0.17345990244138, 'thriller': 0.14306530635055936, 'documentary': 0.07007315774237222, 'history': 0.22974845654613607}\n",
      "mystery 0.2860082137466675\n",
      "Well...I guess not.\n",
      "['well', 'guess']\n",
      "{'sport': 0.15203119488664174, 'action': 0.0295073853960639, 'musical': 0.0772804475616421, 'music': 0.13693166874479057, 'war': 0.1127430104353111, 'biography': 0.06654728143818811, 'animation': 0.06093296327413067, 'mystery': 0.1509837474946596, 'fantasy': 0.22028557831520879, 'romance': 0.05275754214753903, 'adventure': 0.11043745472022692, 'horror': 0.17499208706858127, 'crime': 0.06960248848146422, 'family': 0.13648744363616072, 'drama': 0.08551089571708015, 'comedy': 0.11282436102594462, 'thriller': 0.08319069244140309, 'documentary': 0.0010690838955466075, 'history': 0.14195431364016553}\n",
      "fantasy 0.22028557831520879\n",
      "It's a place where the dead speak, Missy.\n",
      "['place', 'dead', 'speak', 'missy']\n",
      "{'sport': 0.1470157061795223, 'action': 0.15366806940463462, 'musical': 0.059074542033047184, 'music': 0.16458587462483298, 'war': 0.18562452381256522, 'biography': 0.10506518930032316, 'animation': 0.08029143726163501, 'mystery': 0.16451409810073647, 'fantasy': 0.1449981049774094, 'romance': 0.19405310744110194, 'adventure': 0.09902243391284726, 'horror': 0.18990291793738656, 'crime': 0.1699440486627899, 'family': 0.14289469498258955, 'drama': 0.12657205652927572, 'comedy': 0.16430563210010385, 'thriller': 0.07673851930841247, 'documentary': 0.05557101844584067, 'history': 0.096508517300263}\n",
      "romance 0.19405310744110194\n",
      "What if you can't read what's written on there anymore?\n",
      "['read', 'written', 'anymore']\n",
      "{'sport': 0.11894954688865833, 'action': 0.06693927159490665, 'musical': 0.1255080841639743, 'music': 0.19274949361816873, 'war': 0.14344105178255484, 'biography': 0.27428095349970427, 'animation': 0.09966148137682485, 'mystery': 0.1365084639501365, 'fantasy': 0.19254697331052006, 'romance': 0.15447896072904965, 'adventure': 0.07650716352580211, 'horror': 0.20074595684795582, 'crime': 0.1682219825393797, 'family': 0.13841490010061763, 'drama': 0.10353649117558272, 'comedy': 0.10823677838345414, 'thriller': 0.05640773021011969, 'documentary': 0.10694673073907812, 'history': 0.17615482670876104}\n",
      "biography 0.27428095349970427\n",
      "Well, it still says some animal got laid down here after, don't it?\n",
      "['well', 'still', 'says', 'animal', 'got', 'laid']\n",
      "{'sport': 0.15895384704163618, 'action': 0.10226058845512997, 'musical': 0.15611358123047903, 'music': 0.15638596283255013, 'war': 0.12405292659733802, 'biography': 0.1080460245680136, 'animation': 0.13038167298205172, 'mystery': 0.15691695435096298, 'fantasy': 0.13806931619127205, 'romance': 0.07408099307851845, 'adventure': 0.09137613085141849, 'horror': 0.13962340496662673, 'crime': 0.14450629823883177, 'family': 0.23521784903361798, 'drama': 0.06464239388850479, 'comedy': 0.08338408615231674, 'thriller': 0.030471769958282602, 'documentary': 0.027585883674078104, 'history': 0.11166995771616206}\n",
      "family 0.23521784903361798\n",
      "Yes--\n",
      "['yes']\n",
      "{'sport': 0.12374277032586312, 'action': 0.053729920372102, 'musical': 0.03606975723879602, 'music': 0.07363393701548371, 'war': 0.15112724775528097, 'biography': 0.051129653854268264, 'animation': 0.09271596555237904, 'mystery': 0.13457879984443855, 'fantasy': 0.21283436485354223, 'romance': 0.12075159865817553, 'adventure': 0.08319007524445932, 'horror': 0.11232356207858551, 'crime': 0.11309632596613317, 'family': 0.024838185590518314, 'drama': 0.01962206384830978, 'comedy': 0.08465410700681608, 'thriller': 0.02077930477743828, 'documentary': 0.008482254429355573, 'history': 0.08628284332041825}\n",
      "fantasy 0.21283436485354223\n",
      "They do it to honor the dead, Ellen.\n",
      "['honor', 'dead', 'ellen']\n",
      "{'sport': 0.08881368539071932, 'action': 0.04760130777325433, 'musical': 0.08906241657678438, 'music': 0.11458355475723048, 'war': 0.189591449078371, 'biography': 0.10513460945814912, 'animation': 0.04543334243821884, 'mystery': 0.20361419175554096, 'fantasy': 0.11967581196366128, 'romance': 0.1639583384723775, 'adventure': 0.09094308377198035, 'horror': 0.19596734788361259, 'crime': 0.15668523770776654, 'family': 0.19059452865411486, 'drama': 0.0714449759927126, 'comedy': 0.11879449194274405, 'thriller': 0.07133374375121204, 'documentary': 0.0702949403928671, 'history': 0.12116439055819461}\n",
      "mystery 0.20361419175554096\n",
      "Is that right, dad?\n",
      "['right', 'dad']\n",
      "{'sport': 0.2021054574857556, 'action': 0.1273031912973358, 'musical': 0.10444713307126174, 'music': 0.1671553563285917, 'war': 0.16669966379845302, 'biography': 0.119837815315745, 'animation': 0.06372115983662308, 'mystery': 0.09875535096358146, 'fantasy': 0.16244965247533616, 'romance': 0.18465979786113862, 'adventure': 0.17320255956584307, 'horror': 0.15808907943487893, 'crime': 0.06614831778465513, 'family': 0.39351736271422455, 'drama': 0.09958074492413249, 'comedy': 0.14303808366538417, 'thriller': 0.07890887858283024, 'documentary': 0.0783410594631222, 'history': 0.10337134707160611}\n",
      "family 0.39351736271422455\n",
      "Ellie...God doesn't do things like that. I know you loved y'brother, but--\n",
      "['ellie', 'god', 'things', 'like', 'know', 'loved', 'brother']\n",
      "{'sport': 0.25956089411358163, 'action': 0.05756874860099226, 'musical': 0.15885504667074424, 'music': 0.2463123836280472, 'war': 0.16152094465081446, 'biography': 0.1833990559177543, 'animation': 0.1599866213354013, 'mystery': 0.23743857069970176, 'fantasy': 0.2820148590982241, 'romance': 0.263727323459952, 'adventure': 0.24774928017263143, 'horror': 0.2549035772782161, 'crime': 0.13570106529594939, 'family': 0.366040750494692, 'drama': 0.16609694994495183, 'comedy': 0.1912044585608046, 'thriller': 0.10704865334991776, 'documentary': 0.1094484585773422, 'history': 0.1716483566448601}\n",
      "family 0.366040750494692\n",
      "He can if He wants to. He can do anything, just like Inspector Gadget on TV. But I have to keep things ready for him, that's what I think. I've got his picture and I'm going to sit in his chair--\n",
      "['wants', 'anything', 'like', 'inspector', 'gadget', 'tv', 'keep', 'things', 'ready', 'think', 'got', 'picture', 'going', 'sit', 'chair']\n",
      "{'sport': 0.22765853756843868, 'action': 0.16616340857876932, 'musical': 0.12669355506647406, 'music': 0.23127184044510019, 'war': 0.17213894368214344, 'biography': 0.12889953602266746, 'animation': 0.20410696934407735, 'mystery': 0.17866340769604927, 'fantasy': 0.2553399142239976, 'romance': 0.16760985390617755, 'adventure': 0.17642929038712296, 'horror': 0.1939922514097383, 'crime': 0.19472898439414088, 'family': 0.15462311351623903, 'drama': 0.17132318285877057, 'comedy': 0.1743786604236056, 'thriller': 0.12454041770358137, 'documentary': 0.13999261199308322, 'history': 0.17417494276159418}\n",
      "fantasy 0.2553399142239976\n",
      "It's gorgeous!\n",
      "['gorgeous']\n",
      "{'sport': 0.10317144019627644, 'action': -0.0008108989278976519, 'musical': 0.24459576141911799, 'music': 0.20766155777420803, 'war': 0.02890933608577506, 'biography': 0.07158690546920354, 'animation': 0.19771877375096014, 'mystery': 0.1705573700082842, 'fantasy': 0.2324005143321758, 'romance': 0.32915963933386116, 'adventure': 0.23102144493893628, 'horror': 0.16337420079006948, 'crime': 0.04613358849350768, 'family': 0.05228764729607238, 'drama': 0.15933597493339235, 'comedy': 0.16430928202362693, 'thriller': 0.1344192148118799, 'documentary': 0.05155400255201359, 'history': 0.01962164075982531}\n",
      "romance 0.32915963933386116\n",
      "Am I really gonna have my own room?\n",
      "['really', 'gonna', 'room']\n",
      "{'sport': 0.15455912210347877, 'action': 0.07259208407116258, 'musical': 0.12207365724404706, 'music': 0.21200599842113987, 'war': 0.13724386907240615, 'biography': 0.026294199669955276, 'animation': 0.1185917790494283, 'mystery': 0.11910295093047307, 'fantasy': 0.2162649744917131, 'romance': 0.12674122179479053, 'adventure': 0.1145609029913176, 'horror': 0.12460639037090016, 'crime': 0.1434287776048685, 'family': 0.16469983722701165, 'drama': 0.11909662330193849, 'comedy': 0.14137208070090157, 'thriller': 0.07326869990270146, 'documentary': 0.07148774773028499, 'history': 0.13145023551764268}\n",
      "fantasy 0.2162649744917131\n",
      "Yes, but the rope might be--\n",
      "['yes', 'rope', 'might']\n",
      "{'sport': 0.16597765104623763, 'action': 0.11110827901357756, 'musical': 0.09979279055205137, 'music': 0.09131532526297259, 'war': 0.12526267037804062, 'biography': 0.07727660763601507, 'animation': 0.103000390623596, 'mystery': 0.22382992788727396, 'fantasy': 0.22832185102856473, 'romance': 0.17690731614663602, 'adventure': 0.15048190209395051, 'horror': 0.1738090058709587, 'crime': 0.12304405749805791, 'family': 0.0947515262076073, 'drama': 0.09864203772709734, 'comedy': 0.10580264953601004, 'thriller': 0.0855543030874758, 'documentary': 0.07582292003397695, 'history': 0.13587026239787248}\n",
      "fantasy 0.22832185102856473\n",
      "Yaay!\n",
      "['yaay']\n",
      "{'sport': nan, 'action': nan, 'musical': nan, 'music': nan, 'war': nan, 'biography': nan, 'animation': nan, 'mystery': nan, 'fantasy': nan, 'romance': nan, 'adventure': nan, 'horror': nan, 'crime': nan, 'family': nan, 'drama': nan, 'comedy': nan, 'thriller': nan, 'documentary': nan, 'history': nan}\n",
      "sport nan\n",
      "Honey, Church will be fine.\n",
      "['honey', 'church', 'fine']\n",
      "{'sport': 0.11834711690527622, 'action': 0.007888327308147591, 'musical': 0.22483703188731452, 'music': 0.2773017085922622, 'war': 0.06546411511948613, 'biography': 0.0816613006882656, 'animation': 0.10177398572633545, 'mystery': 0.15281229546026087, 'fantasy': 0.1253619616257453, 'romance': 0.18386926055813224, 'adventure': 0.08642554576308625, 'horror': 0.12181668759972375, 'crime': 0.1278788896305968, 'family': 0.26054075932148224, 'drama': 0.10877592087139687, 'comedy': 0.17434775742368003, 'thriller': 0.03649810308596069, 'documentary': 0.0470026060122265, 'history': 0.09091816704497924}\n",
      "music 0.2773017085922622\n",
      "But what if he dies and has to go to the Pet Sematary?\n",
      "['dies', 'go', 'pet', 'sematary']\n",
      "{'sport': 0.12258508356845232, 'action': 0.10588414637680554, 'musical': 0.1031605683723531, 'music': 0.17164302112969476, 'war': 0.1436643820173581, 'biography': 0.10011513135539585, 'animation': 0.14654199385860478, 'mystery': 0.18606642203104595, 'fantasy': 0.15661306168371614, 'romance': 0.15901040326788174, 'adventure': 0.19678073102391114, 'horror': 0.17632328560727895, 'crime': 0.11212183206790838, 'family': 0.28344727014437443, 'drama': 0.09113422926843961, 'comedy': 0.1266319342844585, 'thriller': 0.07247191150684473, 'documentary': 0.07309541695934685, 'history': 0.15821064064785317}\n",
      "family 0.28344727014437443\n",
      "I want to fly it! Can I fly it now, mommy!\n",
      "['want', 'fly', 'fly', 'mommy']\n",
      "{'sport': 0.13414832911418084, 'action': 0.16670184998480142, 'musical': 0.09349518158220294, 'music': 0.1438317121792576, 'war': 0.20248363190272045, 'biography': 0.03685803398622112, 'animation': 0.1678086815613571, 'mystery': 0.09088921691364316, 'fantasy': 0.19241874292711314, 'romance': 0.22393662873263198, 'adventure': 0.22449219705945467, 'horror': 0.14997298326509612, 'crime': 0.12273395547591825, 'family': 0.21325040046747257, 'drama': 0.06516577302871251, 'comedy': 0.10380338824656787, 'thriller': 0.04548940777945387, 'documentary': 0.020719345997188943, 'history': 0.03567579859778447}\n",
      "adventure 0.22449219705945467\n",
      "In a minute, hon. Let Gage finish his turn.\n",
      "['minute', 'hon', 'let', 'gage', 'finish', 'turn']\n",
      "{'sport': 0.13649384173205026, 'action': 0.15926951574160586, 'musical': 0.11856579904788356, 'music': 0.1073536256257237, 'war': 0.12676602197194753, 'biography': 0.07855754955891214, 'animation': 0.1171051686458362, 'mystery': 0.06744341787281627, 'fantasy': 0.08380931123598556, 'romance': 0.09224830901839931, 'adventure': 0.09847665286555252, 'horror': 0.09036262539352624, 'crime': 0.15238295170634975, 'family': 0.08251821013210636, 'drama': 0.06713311878830897, 'comedy': 0.08362572287472614, 'thriller': 0.0647271971445198, 'documentary': 0.051924198842363434, 'history': 0.1114983355908239}\n",
      "action 0.15926951574160586\n",
      "Paxcow says it's almost too late!\n",
      "['paxcow', 'says', 'almost', 'late']\n",
      "{'sport': 0.08519250858779881, 'action': 0.13066988032082671, 'musical': 0.075663084955636, 'music': 0.13542304894172585, 'war': 0.12672442967863828, 'biography': 0.13754149625187528, 'animation': 0.08385495979922863, 'mystery': 0.16462167815262962, 'fantasy': 0.12184840840808675, 'romance': 0.10750725470735434, 'adventure': 0.06668028431178663, 'horror': 0.14387096602941296, 'crime': 0.09205131580607595, 'family': 0.20662967685829825, 'drama': 0.07596886688828852, 'comedy': 0.08253319008230109, 'thriller': 0.05968130694749907, 'documentary': 0.048144122145857615, 'history': 0.11076286490814546}\n",
      "family 0.20662967685829825\n",
      "Ellie...Ellie...what...\n",
      "['ellie', 'ellie']\n",
      "{'sport': 0.16499175456509185, 'action': 0.06885490174628006, 'musical': 0.10417183513073791, 'music': 0.08010067082808359, 'war': 0.04707932672894877, 'biography': 0.11316994988710383, 'animation': 0.2146578892433384, 'mystery': 0.17212771173076058, 'fantasy': 0.24944821360582248, 'romance': 0.2506764609174882, 'adventure': 0.24159085636072242, 'horror': 0.21661305960833732, 'crime': 0.0551013597047042, 'family': 0.11050733118062761, 'drama': 0.13846279384225224, 'comedy': 0.18881886500823275, 'thriller': 0.13672622030371007, 'documentary': 0.057948461262192885, 'history': 0.004015549253599038}\n",
      "romance 0.2506764609174882\n",
      "Paxcow says it's almost too late! We have to go back! Paxcow says it's almost too late!\n",
      "['paxcow', 'says', 'almost', 'late', 'go', 'back', 'paxcow', 'says', 'almost', 'late']\n",
      "{'sport': 0.10668870045848677, 'action': 0.18251407185019253, 'musical': 0.08248558146652696, 'music': 0.15156884786433555, 'war': 0.156248625187153, 'biography': 0.12419843835938482, 'animation': 0.09538999465183529, 'mystery': 0.15533486169494148, 'fantasy': 0.16265595538031086, 'romance': 0.11921119335011054, 'adventure': 0.12515215113557132, 'horror': 0.1682291493991499, 'crime': 0.10700612056024639, 'family': 0.2219581038356686, 'drama': 0.09518091126544581, 'comedy': 0.10147808324743202, 'thriller': 0.08569358186368192, 'documentary': 0.06235539596531425, 'history': 0.15117977627413115}\n",
      "family 0.2219581038356686\n",
      "Paxcow says Daddy's going to do something really bad. He--\n",
      "['paxcow', 'says', 'daddy', 'going', 'something', 'really', 'bad']\n",
      "{'sport': 0.24767664446069249, 'action': 0.16362558164043017, 'musical': 0.1120473675320981, 'music': 0.21439385351568652, 'war': 0.19622548377275328, 'biography': 0.09213180821842948, 'animation': 0.12933894322469186, 'mystery': 0.18222383895941374, 'fantasy': 0.23203163343895472, 'romance': 0.21315845949847334, 'adventure': 0.1779375956640663, 'horror': 0.2072919197445542, 'crime': 0.19904390436649932, 'family': 0.26066198956665354, 'drama': 0.1483652450884292, 'comedy': 0.13281582526267666, 'thriller': 0.0916677229864249, 'documentary': 0.09406184152340857, 'history': 0.16729877613237076}\n",
      "family 0.26066198956665354\n",
      "Who is this Paxcow? Is he like the boogeyman?\n",
      "['paxcow', 'like', 'boogeyman']\n",
      "{'sport': 0.042277811524387254, 'action': 0.06963708890979603, 'musical': 0.08135557104797708, 'music': 0.11108977690593236, 'war': 0.1604684369578241, 'biography': 0.004534869554057908, 'animation': 0.13787164044181033, 'mystery': 0.1919485340338951, 'fantasy': 0.2556891594917958, 'romance': 0.08782444406916667, 'adventure': 0.17484674778504083, 'horror': 0.325368859298066, 'crime': 0.11396088623741729, 'family': 0.029548831346596027, 'drama': 0.12392483916659514, 'comedy': 0.11681085761550591, 'thriller': 0.16871543531791844, 'documentary': 0.12494323677126451, 'history': 0.1446770941649661}\n",
      "horror 0.325368859298066\n",
      "He's a ghost. But he's a good ghost.\n",
      "['ghost', 'good', 'ghost']\n",
      "{'sport': 0.03779699042139972, 'action': 0.017656073811458284, 'musical': 0.14348525897534814, 'music': 0.12020236142899021, 'war': 0.11391528452658273, 'biography': 0.1188504962158965, 'animation': 0.12049930137099074, 'mystery': 0.37316881495202003, 'fantasy': 0.2593797906020002, 'romance': 0.20187526647376797, 'adventure': 0.232151951056354, 'horror': 0.31344185987002304, 'crime': 0.1937120849314793, 'family': 0.10362488747972343, 'drama': 0.14411113281014465, 'comedy': 0.14604222097289965, 'thriller': 0.1675787884845914, 'documentary': 0.09613200986125148, 'history': 0.10619905235680915}\n",
      "mystery 0.37316881495202003\n",
      "There are no ghosts, Ellie. I want you to go to sleep and forget all this nonsense.\n",
      "['ghosts', 'ellie', 'want', 'go', 'sleep', 'forget', 'nonsense']\n",
      "{'sport': 0.1633763802192092, 'action': 0.10308629749012865, 'musical': 0.13762012050070704, 'music': 0.21172400569088357, 'war': 0.21124118168783235, 'biography': 0.09805649068521194, 'animation': 0.13632664847935583, 'mystery': 0.2436881067796437, 'fantasy': 0.302546162409004, 'romance': 0.2553609254353437, 'adventure': 0.21756988248774112, 'horror': 0.2890104254658876, 'crime': 0.2128443623141748, 'family': 0.1992806575969761, 'drama': 0.21562977561711494, 'comedy': 0.17271576597641203, 'thriller': 0.12797573776788174, 'documentary': 0.11500321998056107, 'history': 0.22643266149063157}\n",
      "fantasy 0.302546162409004\n",
      "Will you at least call and make sure daddy's okay?\n",
      "['least', 'call', 'make', 'sure', 'daddy', 'okay']\n",
      "{'sport': 0.15547118274811556, 'action': 0.13885756009299344, 'musical': 0.0681938596069881, 'music': 0.12673872792357666, 'war': 0.13450165826064042, 'biography': 0.0587751595699445, 'animation': 0.09326066713702019, 'mystery': 0.14590339779233596, 'fantasy': 0.223823201094984, 'romance': 0.1191094772212491, 'adventure': 0.11861499601205283, 'horror': 0.1445513059223471, 'crime': 0.1365209399020917, 'family': 0.23511597045447885, 'drama': 0.07139146612916714, 'comedy': 0.11411530383162061, 'thriller': 0.06450294741869578, 'documentary': 0.04703047036638741, 'history': 0.1680118051220314}\n",
      "family 0.23511597045447885\n",
      "Of course I will.\n",
      "['course']\n",
      "{'sport': 0.21591412626747697, 'action': 0.25567439594209485, 'musical': 0.026284558517890022, 'music': 0.06587728457282727, 'war': 0.0748713745612829, 'biography': 0.10699581372117473, 'animation': 0.09185851496742503, 'mystery': 0.11675779728318703, 'fantasy': 0.10023473719104647, 'romance': 0.08828659338731026, 'adventure': 0.20394689104696573, 'horror': 0.08536813413476352, 'crime': 0.03277314000198972, 'family': 0.06196133982760632, 'drama': 0.15372452899840028, 'comedy': 0.09297027257406665, 'thriller': 0.09923006243039867, 'documentary': 0.0829655359998992, 'history': 0.22110757673319226}\n",
      "action 0.25567439594209485\n",
      "Please hurry.\n",
      "['please', 'hurry']\n",
      "{'sport': 0.07556179478002778, 'action': 0.08172727726449602, 'musical': 0.07155556170721888, 'music': 0.05251279674531184, 'war': 0.11394774995340695, 'biography': -0.001309871591076206, 'animation': 0.0708031384055845, 'mystery': 0.12127037754492143, 'fantasy': 0.10683631353875023, 'romance': 0.07836315298114926, 'adventure': 0.09124726211760537, 'horror': 0.0737502733187253, 'crime': 0.04939565547135927, 'family': 0.06610923695292648, 'drama': 0.03446799147589452, 'comedy': 0.03144941415565827, 'thriller': -0.0084629628931856, 'documentary': -0.10911763440151168, 'history': 0.11373072148957364}\n",
      "mystery 0.12127037754492143\n",
      "I will. Come and kiss me.\n",
      "['come', 'kiss']\n",
      "{'sport': 0.11621073308895824, 'action': 0.04857691202066927, 'musical': 0.14261046335417416, 'music': 0.16037221795063006, 'war': 0.12467867751247741, 'biography': 0.06215239743027956, 'animation': 0.12355183845995632, 'mystery': 0.1257026286028322, 'fantasy': 0.1365374024092152, 'romance': 0.36541711925536147, 'adventure': 0.1382031233089417, 'horror': 0.15290752101352978, 'crime': 0.07321303521155775, 'family': 0.12784281128150865, 'drama': 0.12078136650005011, 'comedy': 0.15326617897757844, 'thriller': 0.08328428999470339, 'documentary': 0.08340427869592626, 'history': 0.07108599327755227}\n",
      "romance 0.36541711925536147\n",
      "Yes.\n",
      "['yes']\n",
      "{'sport': 0.12374277032586312, 'action': 0.053729920372102, 'musical': 0.03606975723879602, 'music': 0.07363393701548371, 'war': 0.15112724775528097, 'biography': 0.051129653854268264, 'animation': 0.09271596555237904, 'mystery': 0.13457879984443855, 'fantasy': 0.21283436485354223, 'romance': 0.12075159865817553, 'adventure': 0.08319007524445932, 'horror': 0.11232356207858551, 'crime': 0.11309632596613317, 'family': 0.024838185590518314, 'drama': 0.01962206384830978, 'comedy': 0.08465410700681608, 'thriller': 0.02077930477743828, 'documentary': 0.008482254429355573, 'history': 0.08628284332041825}\n",
      "fantasy 0.21283436485354223\n",
      "Yaay!\n",
      "['yaay']\n",
      "{'sport': nan, 'action': nan, 'musical': nan, 'music': nan, 'war': nan, 'biography': nan, 'animation': nan, 'mystery': nan, 'fantasy': nan, 'romance': nan, 'adventure': nan, 'horror': nan, 'crime': nan, 'family': nan, 'drama': nan, 'comedy': nan, 'thriller': nan, 'documentary': nan, 'history': nan}\n",
      "sport nan\n",
      "Hurrts! It hurrrrts!\n",
      "['hurrts', 'hurrrrts']\n",
      "{'sport': nan, 'action': nan, 'musical': nan, 'music': nan, 'war': nan, 'biography': nan, 'animation': nan, 'mystery': nan, 'fantasy': nan, 'romance': nan, 'adventure': nan, 'horror': nan, 'crime': nan, 'family': nan, 'drama': nan, 'comedy': nan, 'thriller': nan, 'documentary': nan, 'history': nan}\n",
      "sport nan\n",
      "Anyone who can scream that loud isn't ready for intensive care just yet-- looks like she just skinned her knee.\n",
      "['anyone', 'scream', 'loud', 'ready', 'intensive', 'care', 'yet', 'looks', 'like', 'skinned', 'knee']\n",
      "{'sport': 0.21807184112278755, 'action': 0.22015958274655623, 'musical': 0.12191533679264743, 'music': 0.17615983131382806, 'war': 0.14861725315738306, 'biography': 0.04876306950023479, 'animation': 0.16762560451632424, 'mystery': 0.16136944808764553, 'fantasy': 0.24512908890793217, 'romance': 0.1289534102392631, 'adventure': 0.19187750606429377, 'horror': 0.23240740156486217, 'crime': 0.15471160991460797, 'family': 0.1424149166023414, 'drama': 0.1074839145679154, 'comedy': 0.10630026745431809, 'thriller': 0.08944432637644473, 'documentary': 0.026456878246272852, 'history': 0.10942008847043061}\n",
      "fantasy 0.24512908890793217\n",
      "No-I guess not.\n",
      "['guess']\n",
      "{'sport': 0.15422192679298385, 'action': 0.024110163452395916, 'musical': 0.0761133335829175, 'music': 0.10980320915642194, 'war': 0.11746270222695909, 'biography': 0.08548630602205431, 'animation': 0.05943203202520286, 'mystery': 0.1924060082948048, 'fantasy': 0.2797056946212966, 'romance': 0.13833021437594084, 'adventure': 0.13435004253890903, 'horror': 0.1698293452451447, 'crime': 0.06450234231991847, 'family': 0.12927929377961733, 'drama': 0.07997802022503975, 'comedy': 0.1355117220852462, 'thriller': 0.0806971079946579, 'documentary': 0.038387653949322864, 'history': 0.14337360232312413}\n",
      "fantasy 0.2797056946212966\n",
      "Yayyy!\n",
      "['yayyy']\n",
      "{'sport': nan, 'action': nan, 'musical': nan, 'music': nan, 'war': nan, 'biography': nan, 'animation': nan, 'mystery': nan, 'fantasy': nan, 'romance': nan, 'adventure': nan, 'horror': nan, 'crime': nan, 'family': nan, 'drama': nan, 'comedy': nan, 'thriller': nan, 'documentary': nan, 'history': nan}\n",
      "sport nan\n",
      "Have you got a death-wish, Ellen?\n",
      "['got', 'death', 'wish', 'ellen']\n",
      "{'sport': 0.13987401794157428, 'action': 0.05725962240675164, 'musical': 0.11081824942136342, 'music': 0.15263907028120405, 'war': 0.20360011845545167, 'biography': 0.13590415368751252, 'animation': 0.09810199200874592, 'mystery': 0.182359256853466, 'fantasy': 0.19442410461278392, 'romance': 0.20806919825373604, 'adventure': 0.10905195128851031, 'horror': 0.21476920170979508, 'crime': 0.21985432746232503, 'family': 0.26779960516254864, 'drama': 0.07674684777801666, 'comedy': 0.12320903732815769, 'thriller': 0.04804752666503631, 'documentary': 0.0638011995715776, 'history': 0.07935666006811737}\n",
      "family 0.26779960516254864\n",
      "Well, I thought it was safe--\n",
      "['well', 'thought', 'safe']\n",
      "{'sport': 0.12247921339951695, 'action': 0.07852305536092385, 'musical': 0.03402197813036978, 'music': 0.11177312979074805, 'war': 0.11363087094532187, 'biography': -0.022110604364217634, 'animation': 0.0804287435346559, 'mystery': 0.12787947493459728, 'fantasy': 0.17157158989647725, 'romance': 0.0466522538172538, 'adventure': 0.1462805139333686, 'horror': 0.16523820067047923, 'crime': 0.13045557032678168, 'family': 0.19420650394666317, 'drama': 0.07797319911856226, 'comedy': 0.12680233748991265, 'thriller': 0.08018883764063234, 'documentary': 0.010103185424243488, 'history': 0.10210686254081847}\n",
      "family 0.19420650394666317\n",
      "I want to look around, daddy-- may I?\n",
      "['want', 'look', 'around', 'daddy', 'may']\n",
      "{'sport': 0.20547984154477117, 'action': 0.1875786647251937, 'musical': 0.09082940394612005, 'music': 0.1642277876948769, 'war': 0.16928220565401353, 'biography': 0.042478970623141654, 'animation': 0.13779302709281505, 'mystery': 0.19518542309138287, 'fantasy': 0.2648005552489284, 'romance': 0.17602074270445422, 'adventure': 0.1526400818952417, 'horror': 0.15980575980137823, 'crime': 0.15652388069096246, 'family': 0.26820131605182307, 'drama': 0.08868161493036986, 'comedy': 0.08712507037779516, 'thriller': 0.0221752768358211, 'documentary': 0.024610456139992354, 'history': 0.18541074717256367}\n",
      "family 0.26820131605182307\n",
      "For a little while.\n",
      "['little']\n",
      "{'sport': 0.1396120465222892, 'action': 0.07123385965148554, 'musical': 0.08138461107621342, 'music': 0.06754026908155608, 'war': 0.10895849060971297, 'biography': 0.027715981036797954, 'animation': 0.0894022944788424, 'mystery': 0.10644623430891487, 'fantasy': 0.1608171352120451, 'romance': 0.11255855346042076, 'adventure': 0.12982765313836742, 'horror': 0.07178152594265952, 'crime': 0.07507577736069726, 'family': 0.11636826366019248, 'drama': 0.09710193667208711, 'comedy': 0.07227640238174893, 'thriller': 0.07450760463045458, 'documentary': 0.045556862037818946, 'history': 0.048455266824743104}\n",
      "fantasy 0.1608171352120451\n",
      "And that someone cared enough about that animal to mark the spot.\n",
      "['someone', 'cared', 'enough', 'animal', 'mark', 'spot']\n",
      "{'sport': 0.20272768536574803, 'action': 0.13984591993294704, 'musical': 0.09994838728566924, 'music': 0.14613493784010578, 'war': 0.11917056682788496, 'biography': 0.11429258976460666, 'animation': 0.11834973407156657, 'mystery': 0.13875246500269145, 'fantasy': 0.23059321957091394, 'romance': 0.12129017867759195, 'adventure': 0.14979369482380456, 'horror': 0.10674859526594782, 'crime': 0.1673237304213484, 'family': 0.24497749086617315, 'drama': 0.11186929372558063, 'comedy': 0.11718124182122802, 'thriller': 0.08989330425299746, 'documentary': 0.09919113704815519, 'history': 0.21619642503714498}\n",
      "family 0.24497749086617315\n",
      "To remember.\n",
      "['remember']\n",
      "{'sport': 0.12336107085146364, 'action': -0.02130768580222009, 'musical': 0.09071621444158873, 'music': 0.1304550636863968, 'war': 0.1808552943763586, 'biography': 0.08640389331502663, 'animation': 0.029724324476257835, 'mystery': 0.11775093831748173, 'fantasy': 0.11077045315984724, 'romance': 0.10566076719025164, 'adventure': 0.08912700959558384, 'horror': 0.2079083190145672, 'crime': 0.05601904590008433, 'family': 0.1601806118575242, 'drama': 0.07749594502742851, 'comedy': 0.08190083293714256, 'thriller': 0.026406126177817235, 'documentary': 0.062057956794458136, 'history': 0.2904926421732321}\n",
      "history 0.2904926421732321\n",
      "That's what I think. I heard Missy Dandridge tell Mom when Church was fixed he wouldn't cross the road so much.\n",
      "['think', 'heard', 'missy', 'dandridge', 'tell', 'mom', 'church', 'fixed', 'cross', 'road', 'much']\n",
      "{'sport': 0.25285220368293315, 'action': 0.09760279334171218, 'musical': 0.1674671605519673, 'music': 0.2656351429573196, 'war': 0.2113254333137976, 'biography': 0.0812733031795273, 'animation': 0.08293454310461723, 'mystery': 0.13862336878740722, 'fantasy': 0.2082906615832938, 'romance': 0.22340053651962766, 'adventure': 0.14067699625047103, 'horror': 0.20992612474203332, 'crime': 0.21762599294114526, 'family': 0.31996847825810937, 'drama': 0.12569295891395083, 'comedy': 0.17466630244899328, 'thriller': 0.02668690031365839, 'documentary': 0.08976983924664739, 'history': 0.13838732047212}\n",
      "family 0.31996847825810937\n",
      "Well, it's always better to take precautions--but I'm sure Church will be all right, honey...\n",
      "['well', 'always', 'better', 'take', 'precautions', 'sure', 'church', 'right', 'honey']\n",
      "{'sport': 0.19846471736430282, 'action': 0.19208593355456416, 'musical': 0.16151632930045068, 'music': 0.2176174578666734, 'war': 0.1191144160157872, 'biography': 0.06612389756912973, 'animation': 0.06057969561443455, 'mystery': 0.1503930864665256, 'fantasy': 0.16432831111828494, 'romance': 0.1410328372703452, 'adventure': 0.1579443346040914, 'horror': 0.16052503831553766, 'crime': 0.1858461956364661, 'family': 0.24701429443244072, 'drama': 0.10812075561299939, 'comedy': 0.155811855062705, 'thriller': 0.07250215617010469, 'documentary': 0.046660004839904845, 'history': 0.16671067086279123}\n",
      "family 0.24701429443244072\n",
      "In the end he's gonna croak, isn't he?\n",
      "['end', 'gonna', 'croak']\n",
      "{'sport': 0.019942665478801525, 'action': 0.09238200285303744, 'musical': 0.16318263952966272, 'music': 0.2052226545138116, 'war': 0.16667118875175702, 'biography': 0.06964620178556524, 'animation': 0.05334371035743246, 'mystery': 0.12710642669944794, 'fantasy': 0.13076200551494588, 'romance': 0.14611093933185515, 'adventure': 0.0969689216609726, 'horror': 0.11816669114487821, 'crime': 0.03529849728782397, 'family': 0.07649829551498422, 'drama': 0.06893693981073346, 'comedy': 0.13444025297336104, 'thriller': 0.08235852470463356, 'documentary': 0.023411573845827927, 'history': 0.05948282459979559}\n",
      "music 0.2052226545138116\n",
      "Lovey...Church might be still alive when you're in a high school...and that's a very long time.\n",
      "['lovey', 'church', 'might', 'still', 'alive', 'high', 'school', 'long', 'time']\n",
      "{'sport': 0.23995162005791237, 'action': 0.13001167432915528, 'musical': 0.21888167871444875, 'music': 0.25499069781728934, 'war': 0.18689181120437892, 'biography': 0.08622896333534613, 'animation': 0.15144733953964007, 'mystery': 0.2661025847844458, 'fantasy': 0.22177573467146305, 'romance': 0.28700776204938405, 'adventure': 0.177699821407735, 'horror': 0.22373304108203895, 'crime': 0.15804769493550086, 'family': 0.3871021966410749, 'drama': 0.224945118538187, 'comedy': 0.16899938376978918, 'thriller': 0.1065133281163505, 'documentary': 0.06690388122860857, 'history': 0.21232228884723992}\n",
      "family 0.3871021966410749\n",
      "It doesn't seem long to me. It seems short. I think the whole thing about pets dying s-s-sucks!\n",
      "['seem', 'long', 'seems', 'short', 'think', 'whole', 'thing', 'pets', 'dying', 'sucks']\n",
      "{'sport': 0.251759493700934, 'action': 0.15982286148684843, 'musical': 0.11937988180396186, 'music': 0.21190394435227589, 'war': 0.1950545947983623, 'biography': 0.07526903502631055, 'animation': 0.1718736194650191, 'mystery': 0.21370778147624503, 'fantasy': 0.29483297305099554, 'romance': 0.24450229764776643, 'adventure': 0.17777821593640586, 'horror': 0.24252557240460992, 'crime': 0.1756337434460089, 'family': 0.2066171999060602, 'drama': 0.15182655505332954, 'comedy': 0.16363230074762214, 'thriller': 0.09789264761526562, 'documentary': 0.08817366305336227, 'history': 0.21613170132381643}\n",
      "fantasy 0.29483297305099554\n",
      "Good God! Where'd you hear that?\n",
      "['good', 'god', 'hear']\n",
      "{'sport': 0.16266261816524552, 'action': 0.07077282784284233, 'musical': 0.14252685873545912, 'music': 0.24432742984156752, 'war': 0.12820637348552355, 'biography': 0.06674082780028934, 'animation': 0.07752733718402494, 'mystery': 0.15243008452971107, 'fantasy': 0.220648628873918, 'romance': 0.11583786169336918, 'adventure': 0.13061904483999687, 'horror': 0.20162165030481216, 'crime': 0.09461130095595027, 'family': 0.16799965992347876, 'drama': 0.10841831654391965, 'comedy': 0.09378533222321084, 'thriller': 0.051475994398151315, 'documentary': 0.07813226210374857, 'history': 0.1323067118591308}\n",
      "music 0.24432742984156752\n",
      "Missy Dandridge. And she says it's a operation!\n",
      "['missy', 'dandridge', 'says', 'operation']\n",
      "{'sport': 0.14875250699592035, 'action': 0.13738953992283864, 'musical': 0.0930289680120987, 'music': 0.12938622344843642, 'war': 0.18507277118194687, 'biography': 0.08702836165508843, 'animation': 0.09698621726945844, 'mystery': 0.021153132184328904, 'fantasy': 0.1573363174241914, 'romance': 0.20370847812855908, 'adventure': 0.09966362019912522, 'horror': 0.07631474985562114, 'crime': 0.1293094317086676, 'family': 0.11581341903412223, 'drama': 0.1260715005443025, 'comedy': 0.19059361852520917, 'thriller': 0.007918293392500053, 'documentary': 0.039239797175790514, 'history': 0.033243129795726745}\n",
      "romance 0.20370847812855908\n",
      "Yeah, I know...how are things out there in Chicagoland?\n",
      "['yeah', 'know', 'things', 'chicagoland']\n",
      "{'sport': 0.19412929748022123, 'action': 0.07124518928433032, 'musical': 0.07738826798744414, 'music': 0.18649170012688188, 'war': 0.1494548015644368, 'biography': 0.09736029266130097, 'animation': 0.1023215314183632, 'mystery': 0.16944901984797212, 'fantasy': 0.2245339640310614, 'romance': 0.17142525528022945, 'adventure': 0.11633015762249399, 'horror': 0.16032467305421738, 'crime': 0.13096974056307975, 'family': 0.0911628347486787, 'drama': 0.10977935491788948, 'comedy': 0.13360907973036285, 'thriller': 0.07784820894099964, 'documentary': 0.05137165158770052, 'history': 0.1490195723659148}\n",
      "fantasy 0.2245339640310614\n",
      "Fine...except when Mom was airing Gage's diaper rash, he walked away and got into Grampa's study and pooped in Grampa's favorite chair.\n",
      "['fine', 'except', 'mom', 'airing', 'gage', 'diaper', 'rash', 'walked', 'away', 'got', 'grampa', 'study', 'pooped', 'grampa', 'favorite', 'chair']\n",
      "{'sport': 0.1728356022504417, 'action': 0.11437511016199597, 'musical': 0.16553868122772564, 'music': 0.20011122465630637, 'war': 0.16818399991585364, 'biography': 0.10909143287461887, 'animation': 0.13709178928913013, 'mystery': 0.17114143921583436, 'fantasy': 0.18288891593410828, 'romance': 0.22738797450465065, 'adventure': 0.22081982538207856, 'horror': 0.19841660739010836, 'crime': 0.11789547076241969, 'family': 0.2301011621838841, 'drama': 0.15305336672475922, 'comedy': 0.20296319390818685, 'thriller': 0.09159215965269651, 'documentary': 0.11593066849605616, 'history': 0.14659116226439672}\n",
      "family 0.2301011621838841\n",
      "Yes...I guess so. He was sleeping on the front porch when I left.\n",
      "['yes', 'guess', 'sleeping', 'front', 'porch', 'left']\n",
      "{'sport': 0.1167100600985248, 'action': 0.057147829335199574, 'musical': 0.12276898352149823, 'music': 0.14483502436089668, 'war': 0.1887181683046344, 'biography': 0.1024886406967177, 'animation': 0.05939467049877556, 'mystery': 0.14473582036770116, 'fantasy': 0.2082229489324986, 'romance': 0.1772053796743871, 'adventure': 0.11836620063498782, 'horror': 0.19883697110893495, 'crime': 0.13657659628755936, 'family': 0.23674685259742612, 'drama': 0.08164947291922786, 'comedy': 0.13248976564917958, 'thriller': 0.0635797099758717, 'documentary': 0.05700889804886344, 'history': 0.10386052788889821}\n",
      "family 0.23674685259742612\n",
      "Cause I had a bad dream about him. I dreamed he got hit by a car and you and Mr. Crandall buried him in the Pet Sematary.\n",
      "['cause', 'bad', 'dream', 'dreamed', 'got', 'hit', 'car', 'mr', 'crandall', 'buried', 'pet', 'sematary']\n",
      "{'sport': 0.2513280398183607, 'action': 0.10103071908238292, 'musical': 0.1849364836847358, 'music': 0.21460234731498284, 'war': 0.19328470496978412, 'biography': 0.14054751368752894, 'animation': 0.14161951056427569, 'mystery': 0.2349968557014761, 'fantasy': 0.320715269598426, 'romance': 0.24797446316383076, 'adventure': 0.2624833585923274, 'horror': 0.29137443559462417, 'crime': 0.16858215206683702, 'family': 0.3043357225232197, 'drama': 0.13808835502429184, 'comedy': 0.18489490792840169, 'thriller': 0.1145218723529281, 'documentary': 0.11143942585146083, 'history': 0.21523929370639072}\n",
      "fantasy 0.320715269598426\n",
      "Is he really all right?\n",
      "['really', 'right']\n",
      "{'sport': 0.19850981712653837, 'action': 0.16432723733053312, 'musical': 0.07668234679798724, 'music': 0.17702795053568166, 'war': 0.15565216452076103, 'biography': 0.052271710539406824, 'animation': 0.10457014194648862, 'mystery': 0.0750212853044564, 'fantasy': 0.22151673021087037, 'romance': 0.10545839383596523, 'adventure': 0.1139100534248394, 'horror': 0.10726751493843512, 'crime': 0.1187361688909766, 'family': 0.10478820180820081, 'drama': 0.07031439668185457, 'comedy': 0.10421592394742718, 'thriller': 0.04161619948976536, 'documentary': 0.05620155859728204, 'history': 0.11542099998897049}\n",
      "fantasy 0.22151673021087037\n",
      "Yes.\n",
      "['yes']\n",
      "{'sport': 0.12374277032586312, 'action': 0.053729920372102, 'musical': 0.03606975723879602, 'music': 0.07363393701548371, 'war': 0.15112724775528097, 'biography': 0.051129653854268264, 'animation': 0.09271596555237904, 'mystery': 0.13457879984443855, 'fantasy': 0.21283436485354223, 'romance': 0.12075159865817553, 'adventure': 0.08319007524445932, 'horror': 0.11232356207858551, 'crime': 0.11309632596613317, 'family': 0.024838185590518314, 'drama': 0.01962206384830978, 'comedy': 0.08465410700681608, 'thriller': 0.02077930477743828, 'documentary': 0.008482254429355573, 'history': 0.08628284332041825}\n",
      "fantasy 0.21283436485354223\n",
      "Because you promised.\n",
      "['promised']\n",
      "{'sport': 0.04137831353693455, 'action': 0.12132066525303509, 'musical': 0.029431271332252762, 'music': 0.035273887090182754, 'war': 0.10205900592915651, 'biography': 0.019798422214402756, 'animation': 0.05866244559485512, 'mystery': 0.10654415279108198, 'fantasy': 0.08949950302202314, 'romance': 0.019925801169556, 'adventure': 0.06905852660184864, 'horror': 0.04715485254929708, 'crime': 0.11874602283449764, 'family': 0.10799169549454912, 'drama': 0.04066232557295679, 'comedy': 0.056511054497804136, 'thriller': 0.01735237857119787, 'documentary': -0.0041516086077262315, 'history': 0.03777269644351122}\n",
      "action 0.12132066525303509\n",
      "I know.\n",
      "['know']\n",
      "{'sport': 0.16845923930390005, 'action': 0.05011008331506317, 'musical': 0.05743516335786303, 'music': 0.12203657513396982, 'war': 0.15343893650466012, 'biography': 0.09394868408878176, 'animation': 0.039275596768308496, 'mystery': 0.24923063453909922, 'fantasy': 0.14832722156049405, 'romance': 0.10869376937920538, 'adventure': 0.08749323507674389, 'horror': 0.12486571537920521, 'crime': 0.1442735660973129, 'family': 0.15303586809766256, 'drama': 0.09314939939630085, 'comedy': 0.10065269362148421, 'thriller': 0.04441900011705824, 'documentary': 0.07414168659981624, 'history': 0.14422649235973672}\n",
      "mystery 0.24923063453909922\n",
      "I've noticed it, too. I'll cough up the money, Ellen.\n",
      "['noticed', 'cough', 'money', 'ellen']\n",
      "{'sport': 0.08649088069265831, 'action': 0.05667550513372266, 'musical': 0.07168723025145152, 'music': 0.1038998689450703, 'war': 0.12724478573159648, 'biography': 0.08147848691044657, 'animation': 0.07347465527006103, 'mystery': 0.1491665899798421, 'fantasy': 0.14398409763780085, 'romance': 0.12418232371709081, 'adventure': 0.06978142639710694, 'horror': 0.09646402845330104, 'crime': 0.13308512519477012, 'family': 0.08908382347279997, 'drama': 0.07688260063057883, 'comedy': 0.11709836704766663, 'thriller': 0.026205750272940254, 'documentary': 0.07027669741536657, 'history': 0.06484197427562932}\n",
      "mystery 0.1491665899798421\n",
      "I hate that smell.\n",
      "['hate', 'smell']\n",
      "{'sport': 0.15726404407700745, 'action': 0.004744703697812991, 'musical': 0.05993091907700121, 'music': 0.13693368629366043, 'war': 0.15613451972858605, 'biography': 0.0319603535703582, 'animation': 0.04705686986372726, 'mystery': 0.22529006990491518, 'fantasy': 0.15621962509307497, 'romance': 0.2757210209834091, 'adventure': 0.0978137865635258, 'horror': 0.28251401415779687, 'crime': 0.25779592227117276, 'family': 0.11717119293514777, 'drama': 0.11322832257456816, 'comedy': 0.09682808992815672, 'thriller': 0.07277436949601745, 'documentary': 0.06844685500202052, 'history': 0.1027797297567794}\n",
      "horror 0.28251401415779687\n",
      "She's in bed. She was throwing up. Ever since Mrs. Rogers called and said Missy--\n",
      "['bed', 'throwing', 'ever', 'since', 'mrs', 'rogers', 'called', 'said', 'missy']\n",
      "{'sport': 0.17579501442574297, 'action': 0.09368461444078546, 'musical': 0.11299068482120456, 'music': 0.15245871542048195, 'war': 0.16049742402268097, 'biography': 0.05790563517440561, 'animation': 0.09452462108221771, 'mystery': 0.09654894994617358, 'fantasy': 0.23049852533058124, 'romance': 0.1684492121385993, 'adventure': 0.08178861782824232, 'horror': 0.16264617554587946, 'crime': 0.17068564824785293, 'family': 0.18364604991788658, 'drama': 0.08341763985159789, 'comedy': 0.1663530553892738, 'thriller': -0.016134993882880755, 'documentary': -0.00383117761018692, 'history': 0.16257133065992346}\n",
      "fantasy 0.23049852533058124\n",
      "That's enough, Ellen.\n",
      "['enough', 'ellen']\n",
      "{'sport': 0.0720825182618835, 'action': 0.02490640098496666, 'musical': 0.07508500745853186, 'music': 0.09054006871849651, 'war': 0.12739637477221932, 'biography': 0.10034129595618324, 'animation': 0.07500807031377432, 'mystery': 0.06543933954758929, 'fantasy': 0.1920686782793365, 'romance': 0.14160921273670324, 'adventure': 0.03438916434478123, 'horror': 0.07817704182497287, 'crime': 0.10683266926910873, 'family': 0.06545876997923805, 'drama': 0.056573392476064965, 'comedy': 0.12985331557336122, 'thriller': 0.03395514046934889, 'documentary': 0.06566528382501557, 'history': 0.05036205060251564}\n",
      "fantasy 0.1920686782793365\n",
      "Ellie? What's wrong?\n",
      "['ellie', 'wrong']\n",
      "{'sport': 0.13295468726272885, 'action': 0.0903203599257818, 'musical': 0.0906279532350327, 'music': 0.06977395850963863, 'war': 0.18268833956731856, 'biography': 0.06737467264437436, 'animation': 0.09613307521482173, 'mystery': 0.1655001793948957, 'fantasy': 0.1895796477406264, 'romance': 0.1877961738948536, 'adventure': 0.1297633523904559, 'horror': 0.1621707025387793, 'crime': 0.15489336505039142, 'family': 0.06645402343940177, 'drama': 0.10448547415808995, 'comedy': 0.15421170682315377, 'thriller': 0.0801478104744261, 'documentary': 0.05747285197103824, 'history': 0.06420101435778025}\n",
      "fantasy 0.1895796477406264\n",
      "No more chocolate chip cookies.\n",
      "['chocolate', 'chip', 'cookies']\n",
      "{'sport': 0.016410751739719287, 'action': -0.03431171244881348, 'musical': 0.12572291118706902, 'music': 0.16777068104101822, 'war': 0.0392931790101122, 'biography': 0.014283259158807349, 'animation': 0.1834691141081214, 'mystery': 0.14487850917797318, 'fantasy': 0.15160825094049646, 'romance': 0.09477229291680644, 'adventure': 0.08914537214082652, 'horror': 0.08079524675905392, 'crime': 0.11727668768709909, 'family': 0.10333875193849573, 'drama': 0.016371324325146652, 'comedy': 0.10609569865098678, 'thriller': 0.03376997480194166, 'documentary': 0.032636600610232436, 'history': 0.057968558074719345}\n",
      "animation 0.1834691141081214\n",
      "Huh?\n",
      "['huh']\n",
      "{'sport': 0.08864873217673541, 'action': 0.027516383656433052, 'musical': 0.05843165322577604, 'music': 0.0862536604605556, 'war': 0.08175832387306048, 'biography': 0.06035194618247519, 'animation': 0.11887228656186777, 'mystery': 0.12287049315379239, 'fantasy': 0.24912217023606598, 'romance': 0.15871068050607606, 'adventure': 0.1430965127273066, 'horror': 0.16233898275253444, 'crime': 0.07885974516205063, 'family': 0.017719689027777652, 'drama': 0.13849313417710363, 'comedy': 0.165206207752854, 'thriller': 0.18130347326979757, 'documentary': 0.09297443386133519, 'history': 0.12175413940866875}\n",
      "fantasy 0.24912217023606598\n",
      "Missy made the best chocolate chip cookies in the world--even Mom said so. Now there won't be any more because she's gonna be dead forever!\n",
      "['missy', 'made', 'best', 'chocolate', 'chip', 'cookies', 'world', 'even', 'mom', 'said', 'gonna', 'dead', 'forever']\n",
      "{'sport': 0.20528589288555277, 'action': 0.06553572828928178, 'musical': 0.1819172982389159, 'music': 0.26391722142048224, 'war': 0.19037341897049953, 'biography': 0.08900330825984715, 'animation': 0.19138349540644173, 'mystery': 0.19516435101672547, 'fantasy': 0.2875549409786735, 'romance': 0.22466503435481322, 'adventure': 0.16821906067015846, 'horror': 0.18534516890769548, 'crime': 0.18906701271047854, 'family': 0.2905063755362456, 'drama': 0.09510071680905585, 'comedy': 0.1876297455545719, 'thriller': 0.0498946795706402, 'documentary': 0.08715938715935911, 'history': 0.19503581166955386}\n",
      "family 0.2905063755362456\n",
      "What's up, sugar?\n",
      "['sugar']\n",
      "{'sport': 0.08155038491449595, 'action': 0.04081807593418507, 'musical': 0.07936174878530511, 'music': 0.1313975180001563, 'war': 0.011909380904535527, 'biography': 0.021467547587998848, 'animation': 0.08843201267293654, 'mystery': 0.0633250765572636, 'fantasy': 0.09328362816342894, 'romance': 0.09654081964747019, 'adventure': 0.020146496681290982, 'horror': 0.0603942597218049, 'crime': 0.07619088128827012, 'family': 0.06186888101462307, 'drama': 0.08074362792927825, 'comedy': 0.034820922911383834, 'thriller': 0.05173891211698023, 'documentary': 0.017469805372692937, 'history': 0.0411832241592609}\n",
      "music 0.1313975180001563\n",
      "Daddy, do you think Missy Dandridge went to heaven?\n",
      "['daddy', 'think', 'missy', 'dandridge', 'went', 'heaven']\n",
      "{'sport': 0.19922353704053353, 'action': 0.06557951117591843, 'musical': 0.10506204791256746, 'music': 0.18664191412336573, 'war': 0.16882523072879496, 'biography': 0.11131815667794898, 'animation': 0.12151636609487859, 'mystery': 0.14127566512983192, 'fantasy': 0.28916614862564405, 'romance': 0.2751716193064697, 'adventure': 0.1664606494632439, 'horror': 0.2077363064169625, 'crime': 0.12453449865528465, 'family': 0.22592830191066837, 'drama': 0.16754091859951825, 'comedy': 0.17268447363902495, 'thriller': 0.09477685898734389, 'documentary': 0.053729171466003756, 'history': 0.13048414576953382}\n",
      "fantasy 0.28916614862564405\n",
      "At school Michael McDowell said she was gonna fry in hell. Michael McDowell says all sewersides fry in hell.\n",
      "['school', 'michael', 'mcdowell', 'said', 'gonna', 'fry', 'hell', 'michael', 'mcdowell', 'says', 'sewersides', 'fry', 'hell']\n",
      "{'sport': 0.19914020925889897, 'action': 0.07628401560029163, 'musical': 0.06981252201444099, 'music': 0.20300872427875338, 'war': 0.19387891565202042, 'biography': 0.08109538607087219, 'animation': 0.14750135871668624, 'mystery': 0.18292795429659658, 'fantasy': 0.1974767460495035, 'romance': 0.13532376837164972, 'adventure': 0.09500218085609136, 'horror': 0.21251207942437844, 'crime': 0.21451590912226348, 'family': 0.17498142867797262, 'drama': 0.08943118726711263, 'comedy': 0.13105555369662414, 'thriller': 0.0820103978884692, 'documentary': 0.11657549581348992, 'history': 0.09125939830028473}\n",
      "crime 0.21451590912226348\n",
      "Well, I think Michael McDowell is so full of shit he probably squeaks when he walks, my dear.\n",
      "['well', 'think', 'michael', 'mcdowell', 'full', 'shit', 'probably', 'squeaks', 'walks', 'dear']\n",
      "{'sport': 0.1843201743294388, 'action': 0.11445263993323895, 'musical': 0.11619434688817176, 'music': 0.2338530364827306, 'war': 0.14323539486999848, 'biography': 0.08712885011978744, 'animation': 0.16320121019388, 'mystery': 0.16767265995171288, 'fantasy': 0.22717007553325796, 'romance': 0.1621202635856387, 'adventure': 0.12931905155016032, 'horror': 0.25009760506759093, 'crime': 0.14316446353556445, 'family': 0.13397532766421538, 'drama': 0.08742071173378596, 'comedy': 0.12315199741080762, 'thriller': 0.06928480879803922, 'documentary': 0.022936009510777344, 'history': 0.1575755891179511}\n",
      "horror 0.25009760506759093\n",
      "But don't you dare say that.\n",
      "['dare', 'say']\n",
      "{'sport': 0.1584263127351726, 'action': 0.09128562217951242, 'musical': 0.03676132906245566, 'music': 0.10286056325531079, 'war': 0.15795082630492407, 'biography': 0.0294953607320374, 'animation': 0.06602907238377176, 'mystery': 0.1651149834483432, 'fantasy': 0.21705114536033832, 'romance': 0.11615657638697718, 'adventure': 0.07001796395223725, 'horror': 0.17512441459760386, 'crime': 0.19967426668642507, 'family': 0.08133749700763337, 'drama': 0.05850053951879164, 'comedy': 0.0934243575435787, 'thriller': 0.04013348346661094, 'documentary': 0.05827758326902355, 'history': 0.12142002187206558}\n",
      "fantasy 0.21705114536033832\n",
      "I won't...is Missy in heaven, do you think?\n",
      "['missy', 'heaven', 'think']\n",
      "{'sport': 0.21415767162947852, 'action': 0.037963463397258757, 'musical': 0.10230298174553987, 'music': 0.17515064581842954, 'war': 0.13378702127546882, 'biography': 0.0805334036688895, 'animation': 0.1021370147338081, 'mystery': 0.10872269218989539, 'fantasy': 0.3157111638992185, 'romance': 0.25712450704656387, 'adventure': 0.13823088009867845, 'horror': 0.18833069348256715, 'crime': 0.13580383041741317, 'family': 0.10535000893831037, 'drama': 0.15147979788161048, 'comedy': 0.18770932534446683, 'thriller': 0.059683985308184195, 'documentary': 0.026407627511589316, 'history': 0.09735461602515227}\n",
      "fantasy 0.3157111638992185\n",
      "I don't know, honey. Different people believe all sorts of different things happen to us when we die. Some believe in heaven or hell. Some think we're born again as little children--\n",
      "['know', 'honey', 'different', 'people', 'believe', 'sorts', 'different', 'things', 'happen', 'us', 'die', 'believe', 'heaven', 'hell', 'think', 'born', 'little', 'children']\n",
      "{'sport': 0.2214753470478097, 'action': 0.0959199844948515, 'musical': 0.18859700507588884, 'music': 0.21990632155729228, 'war': 0.19767247481348316, 'biography': 0.07137066273886883, 'animation': 0.12603489559168013, 'mystery': 0.24925613264428437, 'fantasy': 0.2617784130192031, 'romance': 0.21652257805769481, 'adventure': 0.19407243171776134, 'horror': 0.23262852686318003, 'crime': 0.20051670169555558, 'family': 0.2686984664341656, 'drama': 0.13635940671254865, 'comedy': 0.16341527954920276, 'thriller': 0.09256947687422368, 'documentary': 0.10060296260770463, 'history': 0.19497015874215706}\n",
      "family 0.2686984664341656\n",
      "Sure, carnation. Like in that movie you rented, Audrey Rose.\n",
      "['sure', 'carnation', 'like', 'movie', 'rented', 'audrey', 'rose']\n",
      "{'sport': 0.17615395787692023, 'action': 0.06748051798078636, 'musical': 0.24029584415929262, 'music': 0.29251804781475643, 'war': 0.16898249511799635, 'biography': 0.15402674261678417, 'animation': 0.2353405026289408, 'mystery': 0.18448101284999086, 'fantasy': 0.23592519287910074, 'romance': 0.28640821970425545, 'adventure': 0.24883560080757983, 'horror': 0.2711369452959377, 'crime': 0.1678941528230824, 'family': 0.2963910153628593, 'drama': 0.19679857842783366, 'comedy': 0.27651908873917297, 'thriller': 0.20911144824297634, 'documentary': 0.20668321167673487, 'history': 0.14876787874400466}\n",
      "family 0.2963910153628593\n",
      "Well, it's actually reincarnation, but you get the idea. And some people think we just wink out...like a candle flame when the wind blows hard.\n",
      "['well', 'actually', 'reincarnation', 'get', 'idea', 'people', 'think', 'wink', 'like', 'candle', 'flame', 'wind', 'blows', 'hard']\n",
      "{'sport': 0.21795371424809318, 'action': 0.10449873094945517, 'musical': 0.1434481270276412, 'music': 0.23211938348038053, 'war': 0.19235691402446986, 'biography': 0.12556411221141062, 'animation': 0.18195032172127257, 'mystery': 0.21476646591426907, 'fantasy': 0.2996427843986553, 'romance': 0.25438282305247406, 'adventure': 0.16817721768818972, 'horror': 0.22423645938675962, 'crime': 0.16790629105895583, 'family': 0.14826755612207698, 'drama': 0.1526956678233169, 'comedy': 0.1416336509783236, 'thriller': 0.10990992014142897, 'documentary': 0.08724203097277416, 'history': 0.15922994281133473}\n",
      "fantasy 0.2996427843986553\n",
      "Do you believe that?\n",
      "['believe']\n",
      "{'sport': 0.1153382251627133, 'action': 0.07124114132370529, 'musical': 0.004099930694679843, 'music': 0.04019356012957642, 'war': 0.10871452224492073, 'biography': -0.01811156964888605, 'animation': 0.002706294545213206, 'mystery': 0.2021320173910186, 'fantasy': 0.12232570917919516, 'romance': 0.034878962742588615, 'adventure': -0.0006223468609130034, 'horror': 0.07287485098910451, 'crime': 0.12483124793371003, 'family': 0.07977442455712358, 'drama': 0.03770573983458747, 'comedy': 0.016803699836976604, 'thriller': 0.0030983391786783, 'documentary': 0.002673612613884657, 'history': 0.1263158894394263}\n",
      "mystery 0.2021320173910186\n",
      "I think we go on. I'm not sure what happens after we die, but yeah-- I have faith in that.\n",
      "['think', 'go', 'sure', 'happens', 'die', 'yeah', 'faith']\n",
      "{'sport': 0.22054051517903006, 'action': 0.142354529090992, 'musical': 0.08852464476474575, 'music': 0.17519437457931342, 'war': 0.15793365323373454, 'biography': 0.06557597087873601, 'animation': 0.10309987370316254, 'mystery': 0.18597838060845628, 'fantasy': 0.25512484410703284, 'romance': 0.18029680795672431, 'adventure': 0.1731467627758635, 'horror': 0.2319485817515452, 'crime': 0.16801607841361776, 'family': 0.2003738897573949, 'drama': 0.1587079587862127, 'comedy': 0.15912330801480046, 'thriller': 0.11838550836612638, 'documentary': 0.09697153566751082, 'history': 0.21056721545372203}\n",
      "fantasy 0.25512484410703284\n",
      "You believe in it.\n",
      "['believe']\n",
      "{'sport': 0.1153382251627133, 'action': 0.07124114132370529, 'musical': 0.004099930694679843, 'music': 0.04019356012957642, 'war': 0.10871452224492073, 'biography': -0.01811156964888605, 'animation': 0.002706294545213206, 'mystery': 0.2021320173910186, 'fantasy': 0.12232570917919516, 'romance': 0.034878962742588615, 'adventure': -0.0006223468609130034, 'horror': 0.07287485098910451, 'crime': 0.12483124793371003, 'family': 0.07977442455712358, 'drama': 0.03770573983458747, 'comedy': 0.016803699836976604, 'thriller': 0.0030983391786783, 'documentary': 0.002673612613884657, 'history': 0.1263158894394263}\n",
      "mystery 0.2021320173910186\n",
      "Oh, faith's a little more than just believing.\n",
      "['oh', 'faith', 'little', 'believing']\n",
      "{'sport': 0.18188664645787123, 'action': 0.10051905783763226, 'musical': 0.09321018449440754, 'music': 0.12337820626783513, 'war': 0.16955099718343192, 'biography': 0.055158365084206795, 'animation': 0.11701031639345627, 'mystery': 0.18860875183126902, 'fantasy': 0.2967326945027262, 'romance': 0.2202179890009608, 'adventure': 0.17488366452366522, 'horror': 0.21467277933425433, 'crime': 0.0964771163710938, 'family': 0.19609105967135587, 'drama': 0.1583757102718325, 'comedy': 0.134442665274779, 'thriller': 0.10976019201716469, 'documentary': 0.0616302536548855, 'history': 0.15544530062573658}\n",
      "fantasy 0.2967326945027262\n",
      "I don't get it.\n",
      "['get']\n",
      "{'sport': 0.14101616759735136, 'action': 0.096153203916709, 'musical': 0.023130680835392936, 'music': 0.08490084358649785, 'war': 0.07746501706474018, 'biography': 0.008925096603161209, 'animation': 0.052724673317952275, 'mystery': 0.09836796423514804, 'fantasy': 0.16157978151319297, 'romance': 0.05884275789176141, 'adventure': 0.09448754881436994, 'horror': 0.06681036214921787, 'crime': 0.09351114465221899, 'family': 0.08594823970711118, 'drama': 0.07533074538143025, 'comedy': 0.060531212778304644, 'thriller': 0.06559175463611988, 'documentary': -0.01769792982350271, 'history': 0.08131725231891396}\n",
      "fantasy 0.16157978151319297\n",
      "Well, here we are, sitting in my chair. Do you think my chair will be here tomorrow?\n",
      "['well', 'sitting', 'chair', 'think', 'chair', 'tomorrow']\n",
      "{'sport': 0.08833960781305161, 'action': 0.1356028066891033, 'musical': 0.0571645965583093, 'music': 0.11372743671722729, 'war': 0.05264546571249429, 'biography': 0.041385259041558764, 'animation': 0.06100962881467986, 'mystery': 0.089605770542449, 'fantasy': 0.060091789205678925, 'romance': -0.03899901739182621, 'adventure': 0.04759676573333649, 'horror': 0.11952863911319811, 'crime': 0.09907488355505567, 'family': 0.06516372002057846, 'drama': 0.08245364355897356, 'comedy': 0.06792209351890688, 'thriller': 0.05782917577226354, 'documentary': 0.02896109615835929, 'history': 0.08087056367752865}\n",
      "action 0.1356028066891033\n",
      "Yeah, sure.\n",
      "['yeah', 'sure']\n",
      "{'sport': 0.16343441158893757, 'action': 0.04564218311667301, 'musical': 0.0712594947826184, 'music': 0.159972210521929, 'war': 0.11428440987481236, 'biography': 0.048939195476666475, 'animation': 0.09138364343092242, 'mystery': 0.1209215015163736, 'fantasy': 0.200997171435349, 'romance': 0.10285820082259489, 'adventure': 0.09838455600123241, 'horror': 0.14808842258897248, 'crime': 0.1267264545314184, 'family': 0.08538384261571341, 'drama': 0.07800718201216605, 'comedy': 0.10894587999364125, 'thriller': 0.08468192038176248, 'documentary': 0.051162228096428564, 'history': 0.11916167913683295}\n",
      "fantasy 0.200997171435349\n",
      "Then you have faith in that. But we don't know it will be; after all, some crazed chair-burglar might break in while we're away and steal it, right?\n",
      "['faith', 'know', 'crazed', 'chair', 'burglar', 'might', 'break', 'away', 'steal', 'right']\n",
      "{'sport': 0.1566991331000307, 'action': 0.15797968202134227, 'musical': 0.1320887468967582, 'music': 0.1445221083851843, 'war': 0.16542940006528872, 'biography': 0.06356353289989325, 'animation': 0.077929447124641, 'mystery': 0.20922243078639668, 'fantasy': 0.2616578510383558, 'romance': 0.18043025662361245, 'adventure': 0.17056543387148349, 'horror': 0.227183927797439, 'crime': 0.2857441831488312, 'family': 0.19993842746421842, 'drama': 0.1367298932325205, 'comedy': 0.1470921148735631, 'thriller': 0.15930578248162852, 'documentary': 0.0764576712900773, 'history': 0.17444332069954382}\n",
      "crime 0.2857441831488312\n",
      "I'm not tired!\n",
      "['tired']\n",
      "{'sport': 0.13771258001340692, 'action': 0.04776764394174149, 'musical': 0.0379639028639962, 'music': 0.07111245409027445, 'war': 0.1835123136270711, 'biography': 0.007273273645740819, 'animation': 0.04231981325246936, 'mystery': 0.02427936685750276, 'fantasy': 0.12489345841407684, 'romance': 0.08544580399893598, 'adventure': 0.13461162167884444, 'horror': 0.14857426633923576, 'crime': 0.0405629210955073, 'family': 0.06356189873305274, 'drama': 0.10557788654605771, 'comedy': 0.09355326495085592, 'thriller': 0.07187178283294171, 'documentary': 0.03276287180419635, 'history': 0.05139772703322465}\n",
      "war 0.1835123136270711\n",
      "I'm sure you're not.\n",
      "['sure']\n",
      "{'sport': 0.15716278103500503, 'action': 0.07760105013560192, 'musical': 0.06757695030272237, 'music': 0.11062012547935685, 'war': 0.07717940303383897, 'biography': 0.02661498434681131, 'animation': 0.04536091066047143, 'mystery': 0.13246150959425185, 'fantasy': 0.12331526084760724, 'romance': 0.027946366784970755, 'adventure': 0.05619928036059596, 'horror': 0.11500012176109342, 'crime': 0.158462839156301, 'family': 0.12044779447556664, 'drama': 0.05137985541946666, 'comedy': 0.06435592817351754, 'thriller': 0.0546506624215225, 'documentary': 0.07464856884453364, 'history': 0.13983557814655112}\n",
      "crime 0.158462839156301\n",
      "Then why do I have to go to bed?\n",
      "['go', 'bed']\n",
      "{'sport': 0.03325763882666355, 'action': 0.06918284846836154, 'musical': 0.05062844389686716, 'music': 0.08480011828774603, 'war': 0.10069443224322183, 'biography': 0.012751743943116844, 'animation': 0.0218339318725983, 'mystery': 0.07215104028225172, 'fantasy': 0.16628235150264659, 'romance': 0.1460351706675782, 'adventure': 0.11051925159642206, 'horror': 0.13483403002494998, 'crime': 0.10593069420195611, 'family': 0.20202293074609845, 'drama': 0.05756143061340169, 'comedy': 0.0820300665270286, 'thriller': 0.04124358441887921, 'documentary': 0.041119526809493934, 'history': 0.0583251057473817}\n",
      "family 0.20202293074609845\n",
      "Because your mother and I need the rest, sugar. Now buzz.\n",
      "['mother', 'need', 'rest', 'sugar', 'buzz']\n",
      "{'sport': 0.21030304891348872, 'action': 0.1312066907701961, 'musical': 0.13226922720780543, 'music': 0.24572956014502179, 'war': 0.11253501136771826, 'biography': 0.09084151977501542, 'animation': 0.12410091421224256, 'mystery': 0.2458918839051527, 'fantasy': 0.24691978502987744, 'romance': 0.25850377099268007, 'adventure': 0.13216859422098293, 'horror': 0.23541932105354746, 'crime': 0.15550082953408118, 'family': 0.313149062897635, 'drama': 0.2637148959110047, 'comedy': 0.1006574068556283, 'thriller': 0.13967341551990153, 'documentary': 0.08049111897001249, 'history': 0.11114615344672163}\n",
      "family 0.313149062897635\n",
      "Ellie--\n",
      "['ellie']\n",
      "{'sport': 0.16499175456509185, 'action': 0.06885490174628006, 'musical': 0.10417183513073791, 'music': 0.08010067082808359, 'war': 0.04707932672894877, 'biography': 0.11316994988710383, 'animation': 0.2146578892433384, 'mystery': 0.17212771173076058, 'fantasy': 0.24944821360582248, 'romance': 0.2506764609174882, 'adventure': 0.24159085636072242, 'horror': 0.21661305960833732, 'crime': 0.0551013597047042, 'family': 0.11050733118062761, 'drama': 0.13846279384225224, 'comedy': 0.18881886500823275, 'thriller': 0.13672622030371007, 'documentary': 0.057948461262192885, 'history': 0.004015549253599038}\n",
      "romance 0.2506764609174882\n",
      "And I'm going to eat his breakfast cereal, too, even though it tastes like boogers. And...and...\n",
      "['going', 'eat', 'breakfast', 'cereal', 'even', 'though', 'tastes', 'like', 'boogers']\n",
      "{'sport': 0.1884735205819863, 'action': 0.09057499832315075, 'musical': 0.21445837916128074, 'music': 0.2580398085820004, 'war': 0.1447183958293522, 'biography': 0.07761206208568416, 'animation': 0.13898549231114554, 'mystery': 0.15860167733693042, 'fantasy': 0.2256126486821931, 'romance': 0.1918342430649539, 'adventure': 0.21452908363455747, 'horror': 0.19846310928884692, 'crime': 0.0911378556264355, 'family': 0.1746123003005715, 'drama': 0.05931806126184591, 'comedy': 0.16614036575161162, 'thriller': 0.04317240764434427, 'documentary': 0.08828134964247814, 'history': 0.13011061615893893}\n",
      "music 0.2580398085820004\n",
      "Be good to your mother, darlin'. She needs you.\n",
      "['good', 'mother', 'darlin', 'needs']\n",
      "{'sport': 0.1691911735278222, 'action': 0.0512924914808317, 'musical': 0.1561463443620449, 'music': 0.20530430662952037, 'war': 0.11787581240941414, 'biography': 0.07330165564241842, 'animation': 0.0709330987362059, 'mystery': 0.15606509221679865, 'fantasy': 0.1309404188353176, 'romance': 0.2438333019356128, 'adventure': 0.12953712673455275, 'horror': 0.1582306014891599, 'crime': 0.11842697667675306, 'family': 0.3858136127837112, 'drama': 0.09390573306226468, 'comedy': 0.15832760385546107, 'thriller': 0.01619708474691206, 'documentary': 0.043817838979394286, 'history': 0.07350454160292119}"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/ipykernel_launcher.py:28: RuntimeWarning:\n",
      "\n",
      "invalid value encountered in true_divide\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "family 0.3858136127837112\n",
      "Come with us, daddy. Please come with us!\n",
      "['come', 'us', 'daddy', 'please', 'come', 'us']\n",
      "{'sport': 0.16124607124062973, 'action': 0.12341671521713038, 'musical': 0.12146426918482289, 'music': 0.15145556840875052, 'war': 0.16278432568315726, 'biography': 0.018667748754420233, 'animation': 0.10116681386525539, 'mystery': 0.14933287495540526, 'fantasy': 0.171358211786529, 'romance': 0.12120417361464952, 'adventure': 0.1577634409382902, 'horror': 0.11111164770336446, 'crime': 0.10151124859316896, 'family': 0.27102908250424207, 'drama': 0.058396012054409474, 'comedy': 0.051424661467970534, 'thriller': 0.014523806733967581, 'documentary': -0.022081853406975327, 'history': 0.15557664849983888}\n",
      "family 0.27102908250424207\n",
      "I'll be there in three days--four at the most. I've got to get the electricity shut off and square things with your school so the truant officer ain't after you, and--\n",
      "['three', 'days', 'four', 'got', 'get', 'electricity', 'shut', 'square', 'things', 'school', 'truant', 'officer']\n",
      "{'sport': 0.17944821112349918, 'action': 0.17140898278759087, 'musical': 0.11285674866734441, 'music': 0.18721120398886426, 'war': 0.14860249514865964, 'biography': 0.06072493338587359, 'animation': 0.124157866619787, 'mystery': 0.12551765134688597, 'fantasy': 0.09539415297651477, 'romance': 0.10508804595412669, 'adventure': 0.11176228471355476, 'horror': 0.11379652063996071, 'crime': 0.24448392236675154, 'family': 0.18864156444163793, 'drama': 0.20302363610072893, 'comedy': 0.09064940781630582, 'thriller': 0.11442204638038167, 'documentary': 0.0777925137320492, 'history': 0.1604295493936716}\n",
      "crime 0.24448392236675154\n",
      "Do you swear?\n",
      "['swear']\n",
      "{'sport': 0.09970416335078358, 'action': 0.07482166371745902, 'musical': 0.06053897510062389, 'music': 0.08880380490883888, 'war': 0.06359356583995357, 'biography': 0.06737367205938138, 'animation': 0.0960938109821996, 'mystery': 0.09220921358996248, 'fantasy': 0.08682424576333614, 'romance': 0.14252482138436284, 'adventure': 0.07371178521351696, 'horror': 0.1792695688660867, 'crime': 0.062102630233763945, 'family': -0.02123609828831352, 'drama': 0.08136747804212563, 'comedy': 0.16132028877479676, 'thriller': 0.01435790196071407, 'documentary': 0.05966963594464658, 'history': 0.06959465411934773}\n",
      "horror 0.1792695688660867\n",
      "I swear.\n",
      "['swear']\n",
      "{'sport': 0.09970416335078358, 'action': 0.07482166371745902, 'musical': 0.06053897510062389, 'music': 0.08880380490883888, 'war': 0.06359356583995357, 'biography': 0.06737367205938138, 'animation': 0.0960938109821996, 'mystery': 0.09220921358996248, 'fantasy': 0.08682424576333614, 'romance': 0.14252482138436284, 'adventure': 0.07371178521351696, 'horror': 0.1792695688660867, 'crime': 0.062102630233763945, 'family': -0.02123609828831352, 'drama': 0.08136747804212563, 'comedy': 0.16132028877479676, 'thriller': 0.01435790196071407, 'documentary': 0.05966963594464658, 'history': 0.06959465411934773}\n",
      "horror 0.1792695688660867\n",
      "Jud Crandall. I live just across the road.\n",
      "['jud', 'crandall', 'live', 'across', 'road']\n",
      "{'sport': 0.17980532197982835, 'action': 0.12863435202283802, 'musical': 0.20111397195351755, 'music': 0.23098607651478276, 'war': 0.16631155328487401, 'biography': -0.00989456186873916, 'animation': 0.11963983801168843, 'mystery': 0.05342222120644147, 'fantasy': 0.07595969099972677, 'romance': 0.10225237385167296, 'adventure': 0.1763284870467865, 'horror': 0.10199524280900618, 'crime': 0.18600476999139304, 'family': 0.1879760706992416, 'drama': 0.05668600602979268, 'comedy': 0.1482747528154369, 'thriller': 0.005796632895259224, 'documentary': 0.1341421549076287, 'history': 0.10306534359300157}\n",
      "music 0.23098607651478276\n",
      "I'm Rachel. Thanks again for saving the wandering minstrel boy, here.\n",
      "['rachel', 'thanks', 'saving', 'wandering', 'minstrel', 'boy']\n",
      "{'sport': 0.1254626132176958, 'action': 0.014004091989586853, 'musical': 0.3003994018794517, 'music': 0.26066468820309696, 'war': 0.13850719360026786, 'biography': 0.08164423376561059, 'animation': 0.20540114631042894, 'mystery': 0.1998063668245248, 'fantasy': 0.21953084243067744, 'romance': 0.2910496947973851, 'adventure': 0.24750337129509803, 'horror': 0.23650271525088762, 'crime': 0.1344670220356049, 'family': 0.26359006643799887, 'drama': 0.17571821945443755, 'comedy': 0.2904591934056977, 'thriller': 0.091221174716138, 'documentary': 0.11373048644740236, 'history': 0.11041567263224539}\n",
      "musical 0.3003994018794517\n",
      "No harm, no foul. But you want to watch out for that road. Those damn trucks go back and forth all day and most of the night.\n",
      "['harm', 'foul', 'want', 'watch', 'road', 'damn', 'trucks', 'go', 'back', 'forth', 'day', 'night']\n",
      "{'sport': 0.22388010632533895, 'action': 0.26938547911734556, 'musical': 0.12170933021358366, 'music': 0.17592996974442188, 'war': 0.20333286932960726, 'biography': 0.06462019395186436, 'animation': 0.09695951050994112, 'mystery': 0.11422730418353932, 'fantasy': 0.2100420855838656, 'romance': 0.13132935412780633, 'adventure': 0.18890744287219863, 'horror': 0.2146384164100048, 'crime': 0.19495841295353056, 'family': 0.2317668605746449, 'drama': 0.16292927188152473, 'comedy': 0.15229348981398116, 'thriller': 0.1502047330710532, 'documentary': 0.12109927661868836, 'history': 0.1753288553630098}\n",
      "action 0.26938547911734556\n",
      "Excuse me, Mr. Crandall--I've got to change this kid. It's nice to meet you.\n",
      "['excuse', 'mr', 'crandall', 'got', 'change', 'kid', 'nice', 'meet']\n",
      "{'sport': 0.2561067957067025, 'action': 0.1526655744404577, 'musical': 0.15958224267009413, 'music': 0.1775063785267582, 'war': 0.1368711894553578, 'biography': 0.07538355328021162, 'animation': 0.13695699300574704, 'mystery': 0.09577242923604845, 'fantasy': 0.23588061770855706, 'romance': 0.1377325688485077, 'adventure': 0.19497002433556454, 'horror': 0.09979757040343273, 'crime': 0.12814508660571688, 'family': 0.19743519863783487, 'drama': 0.1161933956608655, 'comedy': 0.184696390124645, 'thriller': 0.06303837955323643, 'documentary': 0.06684411479894758, 'history': 0.15123506383876606}\n",
      "sport 0.2561067957067025\n",
      "Same here. Come over and visit when you get the chance.\n",
      "['come', 'visit', 'get', 'chance']\n",
      "{'sport': 0.15031976677867354, 'action': 0.1927698940605902, 'musical': 0.10207673665969141, 'music': 0.12201828515223312, 'war': 0.09845550450389251, 'biography': 0.09598852545878689, 'animation': 0.06966079131264613, 'mystery': 0.14474500891328845, 'fantasy': 0.1872557721881014, 'romance': 0.1071647199154735, 'adventure': 0.2326031245043354, 'horror': 0.11857274136652074, 'crime': 0.09174734151148212, 'family': 0.16320353291965106, 'drama': 0.08189751669986656, 'comedy': 0.040446253104686525, 'thriller': 0.06537678951700687, 'documentary': 0.08268103147775041, 'history': 0.1891004366440926}\n",
      "adventure 0.2326031245043354\n",
      "How can you call it a good thing? A graveyard for pets killed in the road! Built and maintained by broken- hearted children!\n",
      "['call', 'good', 'thing', 'graveyard', 'pets', 'killed', 'road', 'built', 'maintained', 'broken', 'hearted', 'children']\n",
      "{'sport': 0.19905134298165983, 'action': 0.18106791649698428, 'musical': 0.182157065200237, 'music': 0.16498976568241341, 'war': 0.20137379539953937, 'biography': 0.08652274940736238, 'animation': 0.12619592184553352, 'mystery': 0.1802444046455065, 'fantasy': 0.21089040250558022, 'romance': 0.20195005709710778, 'adventure': 0.24857540672958878, 'horror': 0.24241168178146166, 'crime': 0.21727663119268792, 'family': 0.37330840573218205, 'drama': 0.1434616759759556, 'comedy': 0.18488304456235527, 'thriller': 0.13395728621993264, 'documentary': 0.106080089148329, 'history': 0.23438984417578135}\n",
      "family 0.37330840573218205\n",
      "Well, but Missus Creed! It ain't quite that way, deah!\n",
      "['well', 'missus', 'creed', 'quite', 'way', 'deah']\n",
      "{'sport': 0.2772087686706186, 'action': 0.1114809161649355, 'musical': 0.1456282254773381, 'music': 0.17779818643101097, 'war': 0.14827162239769642, 'biography': 0.20449773597844845, 'animation': 0.02758740257804093, 'mystery': 0.183164104406347, 'fantasy': 0.22615874140814407, 'romance': 0.2424547142732163, 'adventure': 0.20265376282850045, 'horror': 0.2016170937969326, 'crime': 0.1478966661725678, 'family': 0.2746109050696536, 'drama': 0.15108606293748283, 'comedy': 0.19287375533657258, 'thriller': 0.14443676644563253, 'documentary': 0.04834543020376192, 'history': 0.16406455673017528}\n",
      "sport 0.2772087686706186\n",
      "No--but if he drops by, I'll tell him to call you.\n",
      "['drops', 'tell', 'call']\n",
      "{'sport': 0.06962644639953819, 'action': 0.1888939560795212, 'musical': 0.026738476872261052, 'music': 0.06105080432318133, 'war': 0.14615140551577, 'biography': 0.008959366920128331, 'animation': 0.028202528419239536, 'mystery': 0.20634414472329543, 'fantasy': 0.14639120996882926, 'romance': 0.09220172300445428, 'adventure': 0.11713092396733127, 'horror': 0.14496061342820044, 'crime': 0.13227965860322222, 'family': 0.07435548858500785, 'drama': 0.04845342435735145, 'comedy': 0.04647116799715245, 'thriller': 0.06422331846255558, 'documentary': 0.021984988890253687, 'history': 0.12881281552910806}\n",
      "mystery 0.20634414472329543\n",
      "Jud, do you remember the name of the student that died on Louis's first day at work? The one that was hit by a car?\n",
      "['jud', 'remember', 'name', 'student', 'died', 'louis', 'first', 'day', 'work', 'one', 'hit', 'car']\n",
      "{'sport': 0.20813595044521138, 'action': 0.11047756721916424, 'musical': 0.15806572129016783, 'music': 0.22800113821274026, 'war': 0.17727972635316136, 'biography': 0.17839795182067641, 'animation': 0.1133991278287978, 'mystery': 0.17091186901466648, 'fantasy': 0.12564019670571946, 'romance': 0.1697609762226462, 'adventure': 0.13769272800289645, 'horror': 0.18829454499355047, 'crime': 0.1697043400717796, 'family': 0.30523573668418746, 'drama': 0.12167875302452857, 'comedy': 0.1415660371365406, 'thriller': 0.07360344156618337, 'documentary': 0.12990225059890004, 'history': 0.3001202540784077}\n",
      "family 0.30523573668418746\n",
      "Was it Pascow?\n",
      "['pascow']\n",
      "{'sport': nan, 'action': nan, 'musical': nan, 'music': nan, 'war': nan, 'biography': nan, 'animation': nan, 'mystery': nan, 'fantasy': nan, 'romance': nan, 'adventure': nan, 'horror': nan, 'crime': nan, 'family': nan, 'drama': nan, 'comedy': nan, 'thriller': nan, 'documentary': nan, 'history': nan}\n",
      "sport nan\n",
      "Ayuh, I think 'twas. If I see Louis come home before I go to bed, I'll tell him to--\n",
      "['ayuh', 'think', 'twas', 'see', 'louis', 'come', 'home', 'go', 'bed', 'tell']\n",
      "{'sport': 0.11845652989720734, 'action': 0.09916654041964623, 'musical': 0.0939005407681881, 'music': 0.15678251241937646, 'war': 0.15587748285986414, 'biography': 0.05117084396201854, 'animation': 0.08071861301613259, 'mystery': 0.16969652888128894, 'fantasy': 0.23009334184046348, 'romance': 0.167609656522693, 'adventure': 0.14571656466690674, 'horror': 0.18075836691735436, 'crime': 0.16874220040018229, 'family': 0.19148190718368463, 'drama': 0.09337127668625345, 'comedy': 0.10666778214839479, 'thriller': 0.04483047182013311, 'documentary': 0.05997096980107186, 'history': 0.16934496487893502}\n",
      "fantasy 0.23009334184046348\n",
      "Don't bother. I'm coming home.\n",
      "['bother', 'coming', 'home']\n",
      "{'sport': 0.14978394962741148, 'action': 0.11559574028361208, 'musical': 0.04630031305960047, 'music': 0.10964993920192156, 'war': 0.13205119737323834, 'biography': 0.048492071997430664, 'animation': 0.060185516275249706, 'mystery': 0.15986093738949259, 'fantasy': 0.16832492521373354, 'romance': 0.1020376029511546, 'adventure': 0.12594139426652728, 'horror': 0.16810669054528982, 'crime': 0.11464420285981669, 'family': 0.24387452125795706, 'drama': 0.09202782268175358, 'comedy': 0.046322554487712164, 'thriller': 0.11165782692104698, 'documentary': 0.06998277711350465, 'history': 0.11333444475111687}\n",
      "family 0.24387452125795706\n",
      "Hey--they actually found the place!\n",
      "['hey', 'actually', 'found', 'place']\n",
      "{'sport': 0.14908931808625914, 'action': 0.15289864516385376, 'musical': 0.054824368018157266, 'music': 0.13426598952575186, 'war': 0.10626242137457531, 'biography': 0.019691572052657036, 'animation': 0.07225181682693904, 'mystery': 0.21147377095506492, 'fantasy': 0.21678541923550543, 'romance': 0.12353879865715722, 'adventure': 0.1254284260114027, 'horror': 0.1357169953743066, 'crime': 0.1794604442972323, 'family': 0.0866341482296944, 'drama': 0.042536423214372454, 'comedy': 0.09579479764918453, 'thriller': 0.08295801512691292, 'documentary': 0.028580580492003516, 'history': 0.1880782696711878}\n",
      "fantasy 0.21678541923550543\n",
      "Movin' in's mighty thirsty work. I usually sit out on my porch of an evening and pour a couple of beers over m'dinner. Come on over and join me, if you want.\n",
      "['movin', 'mighty', 'thirsty', 'work', 'usually', 'sit', 'porch', 'evening', 'pour', 'couple', 'beers', 'dinner', 'come', 'join', 'want']\n",
      "{'sport': 0.15837777118706864, 'action': 0.15879874729075794, 'musical': 0.21325219200910928, 'music': 0.2602808552058423, 'war': 0.1521984052086527, 'biography': 0.0575336301135041, 'animation': 0.058498077024633166, 'mystery': 0.16740441510496673, 'fantasy': 0.1578372994481333, 'romance': 0.19074076474951962, 'adventure': 0.2049636764539191, 'horror': 0.1615016277164263, 'crime': 0.09254656469162248, 'family': 0.23944859756834858, 'drama': 0.12828632128586892, 'comedy': 0.16927691092929198, 'thriller': 0.06806739831187225, 'documentary': 0.09206831507996793, 'history': 0.1277002201030557}\n",
      "music 0.2602808552058423\n",
      "Well, maybe I----\n",
      "['well', 'maybe']\n",
      "{'sport': 0.16079839289935483, 'action': 0.048664287679863305, 'musical': 0.07853904488656394, 'music': 0.13397093738430033, 'war': 0.11310664077180654, 'biography': 0.03503272330672902, 'animation': 0.06493655544036747, 'mystery': 0.09235572567640826, 'fantasy': 0.17809578649083924, 'romance': 0.034282300876340877, 'adventure': 0.10734042074441152, 'horror': 0.12771750144136296, 'crime': 0.057220682602571626, 'family': 0.08986984786369046, 'drama': 0.08916390178960709, 'comedy': 0.10732609442260765, 'thriller': 0.08647272921144977, 'documentary': -0.0005578790699010128, 'history': 0.15690404532271307}\n",
      "fantasy 0.17809578649083924\n",
      "You need a glass?\n",
      "['need', 'glass']\n",
      "{'sport': 0.048074689824381234, 'action': 0.06354516016730816, 'musical': 0.04744177339728284, 'music': 0.09609310182395836, 'war': 0.0632574477750083, 'biography': -0.025212674776376565, 'animation': 0.10023013735584818, 'mystery': 0.09930384793129143, 'fantasy': 0.1279055948026676, 'romance': 0.05975485426199201, 'adventure': 0.011311094446114112, 'horror': 0.1147386705451493, 'crime': 0.07132619931448436, 'family': 0.06109863082631384, 'drama': 0.03139557649372793, 'comedy': 0.0007411575182295627, 'thriller': 0.001124247982774107, 'documentary': 0.009595056403684188, 'history': 0.12127484629954721}\n",
      "fantasy 0.1279055948026676\n",
      "Not at all.\n",
      "[]\n",
      "{'sport': nan, 'action': nan, 'musical': nan, 'music': nan, 'war': nan, 'biography': nan, 'animation': nan, 'mystery': nan, 'fantasy': nan, 'romance': nan, 'adventure': nan, 'horror': nan, 'crime': nan, 'family': nan, 'drama': nan, 'comedy': nan, 'thriller': nan, 'documentary': nan, 'history': nan}\n",
      "sport nan\n",
      "Good for you.\n",
      "['good']\n",
      "{'sport': 0.13443756692826758, 'action': 0.05572683472928042, 'musical': 0.07551593187021233, 'music': 0.08795480077541729, 'war': 0.05861112199173857, 'biography': 0.011032434796099944, 'animation': 0.010075225717730896, 'mystery': 0.06131622056465291, 'fantasy': 0.14704125429686865, 'romance': 0.05581935035306651, 'adventure': 0.07956643832912647, 'horror': 0.101691473955005, 'crime': 0.06570269368729875, 'family': 0.08544211793775602, 'drama': 0.0572552279856402, 'comedy': 0.08447773550178594, 'thriller': 0.0499132575792397, 'documentary': 0.028875442582042776, 'history': 0.07155920352564848}\n",
      "fantasy 0.14704125429686865\n",
      "God, that's fine.\n",
      "['god', 'fine']\n",
      "{'sport': 0.14785469582578536, 'action': 0.04318335971584042, 'musical': 0.10709451646148471, 'music': 0.18906094786042915, 'war': 0.10004176931797759, 'biography': 0.1020319691943452, 'animation': 0.15455532435622021, 'mystery': 0.1149347276368089, 'fantasy': 0.23805878667245572, 'romance': 0.12539010022280728, 'adventure': 0.14120492588982703, 'horror': 0.11179319108436414, 'crime': 0.035265493788042224, 'family': 0.10133718775527245, 'drama': 0.08350330959994734, 'comedy': 0.08359201898372992, 'thriller': 0.06012622936502221, 'documentary': 0.02759706595221645, 'history': 0.1233640068098345}\n",
      "fantasy 0.23805878667245572\n",
      "Ain't it just? The man who invented beer, Louis, that man was having a prime day for himself.\n",
      "['man', 'invented', 'beer', 'louis', 'man', 'prime', 'day']\n",
      "{'sport': 0.19327513641598815, 'action': 0.0336926742997532, 'musical': 0.10158417802352149, 'music': 0.1653025983217269, 'war': 0.15085283496161306, 'biography': 0.11309855316268724, 'animation': 0.040770758563100196, 'mystery': 0.24215242010083315, 'fantasy': 0.16838289096572556, 'romance': 0.15057410328923682, 'adventure': 0.1308606593648305, 'horror': 0.14266197552723003, 'crime': 0.18273325822175823, 'family': 0.18279376781663337, 'drama': 0.13115170717095248, 'comedy': 0.21177222010150876, 'thriller': 0.14033480162102963, 'documentary': 0.1319750604047467, 'history': 0.24833524015198083}\n",
      "history 0.24833524015198083\n",
      "What were you listening to?\n",
      "['listening']\n",
      "{'sport': 0.0441659291487595, 'action': 0.024200377221065827, 'musical': 0.20226609981489774, 'music': 0.41077311791737303, 'war': 0.08041348641932922, 'biography': 0.08528585355752283, 'animation': 0.03401882598415307, 'mystery': 0.034999198686547994, 'fantasy': 0.06280028306812946, 'romance': 0.0507060714446913, 'adventure': 0.04275606664606579, 'horror': 0.06762576315764957, 'crime': 0.07100307747396706, 'family': 0.07440302210347793, 'drama': 0.007103027341492707, 'comedy': 0.02258714215329316, 'thriller': -0.08028466176628601, 'documentary': 0.09009074305097875, 'history': 0.08539455962799458}\n",
      "music 0.41077311791737303\n",
      "Allman Brothers.\n",
      "['allman', 'brothers']\n",
      "{'sport': 0.12455640032049797, 'action': 0.0780169659932971, 'musical': 0.12174071659625574, 'music': 0.09931246672614158, 'war': 0.08651603094572768, 'biography': 0.09122815493228786, 'animation': 0.04193847002492579, 'mystery': 0.04245321478560038, 'fantasy': 0.07922704155991789, 'romance': 0.13126254674097704, 'adventure': 0.1456517992957279, 'horror': 0.13195996751659456, 'crime': 0.0698297847788989, 'family': 0.43662259239798074, 'drama': 0.08957665618454758, 'comedy': 0.15772711186268173, 'thriller': 0.06912125142665249, 'documentary': 0.12651471006824488, 'history': 0.06249240477925677}\n",
      "family 0.43662259239798074\n",
      "What?\n",
      "[]\n",
      "{'sport': nan, 'action': nan, 'musical': nan, 'music': nan, 'war': nan, 'biography': nan, 'animation': nan, 'mystery': nan, 'fantasy': nan, 'romance': nan, 'adventure': nan, 'horror': nan, 'crime': nan, 'family': nan, 'drama': nan, 'comedy': nan, 'thriller': nan, 'documentary': nan, 'history': nan}\n",
      "sport nan\n",
      "The Eat A Peach album. God, they were good before drugs and bad luck caught up with them. Listen to this, Louis.\n",
      "['eat', 'peach', 'album', 'god', 'good', 'drugs', 'bad', 'luck', 'caught', 'listen', 'louis']\n",
      "{'sport': 0.20511129853251153, 'action': 0.03850037001916151, 'musical': 0.2683328805369528, 'music': 0.3423595314801807, 'war': 0.16730321667334547, 'biography': 0.15601524002895828, 'animation': 0.1082213381014816, 'mystery': 0.19675371819078558, 'fantasy': 0.2260395575705001, 'romance': 0.29125903291266186, 'adventure': 0.19935547443583623, 'horror': 0.20131193135578473, 'crime': 0.16806541058988533, 'family': 0.165787306661886, 'drama': 0.17918919497803287, 'comedy': 0.21518379818821431, 'thriller': 0.13155605235944934, 'documentary': 0.16801205272047515, 'history': 0.15938692828073742}\n",
      "music 0.3423595314801807\n",
      "Nice.\n",
      "['nice']\n",
      "{'sport': 0.11916716639217362, 'action': 0.018644597270098262, 'musical': 0.1282677280527995, 'music': 0.137869062583448, 'war': 0.0034862339976455825, 'biography': 0.014531165290135206, 'animation': 0.08077298210400619, 'mystery': 0.08612773452053446, 'fantasy': 0.21574147490206097, 'romance': 0.1285870325727404, 'adventure': 0.13596775718308085, 'horror': 0.06601994787457721, 'crime': 0.03595269775219179, 'family': 0.12735617977213975, 'drama': 0.054138252280495736, 'comedy': 0.12546127257889017, 'thriller': 0.08039467807571088, 'documentary': 0.005463620456494733, 'history': 0.05206882122795309}\n",
      "fantasy 0.21574147490206097\n",
      "I like rock and roll. No...I guess that's too mild. I love it. Since my ears started to die out on me, it's the only music I can really hear. And since my wife died...I dunno, some- times a little rock and roll fills up night. Not always, but sometimes.  One more time--welcome to Ludlow. Hope your time here will be a happy one.\n",
      "['like', 'rock', 'roll', 'guess', 'mild', 'love', 'since', 'ears', 'started', 'die', 'music', 'really', 'hear', 'since', 'wife', 'died', 'dunno', 'times', 'little', 'rock', 'roll', 'fills', 'night', 'always', 'sometimes', 'one', 'time', 'welcome', 'ludlow', 'hope', 'time', 'happy', 'one']\n",
      "{'sport': 0.25283042417044743, 'action': 0.13074576831782514, 'musical': 0.2770359019914248, 'music': 0.3763174107987962, 'war': 0.21796234197642173, 'biography': 0.11064933530664822, 'animation': 0.134300450618275, 'mystery': 0.23554089559909408, 'fantasy': 0.2524941285568181, 'romance': 0.25357386686491634, 'adventure': 0.2259892580238947, 'horror': 0.2647967537960909, 'crime': 0.15726271542529613, 'family': 0.27969860033698535, 'drama': 0.1986794681648114, 'comedy': 0.22231014906133373, 'thriller': 0.11615943017425767, 'documentary': 0.10797618876643889, 'history': 0.27489085123810686}\n",
      "music 0.3763174107987962\n",
      "The one that goes into the woods--sure.\n",
      "['one', 'goes', 'woods', 'sure']\n",
      "{'sport': 0.1902037972139936, 'action': 0.12525342142377538, 'musical': 0.13619467817862685, 'music': 0.17897283479191683, 'war': 0.10050688218267123, 'biography': 0.028207972448871854, 'animation': 0.08256839812613104, 'mystery': 0.25261280211545556, 'fantasy': 0.2041865275367536, 'romance': 0.1340158431338796, 'adventure': 0.209550900181662, 'horror': 0.18310386083115238, 'crime': 0.1739220588766497, 'family': 0.21180593985630114, 'drama': 0.13373445273921114, 'comedy': 0.10732569492724753, 'thriller': 0.10035477938361759, 'documentary': 0.08804888451235271, 'history': 0.21960236040887104}\n",
      "mystery 0.25261280211545556\n",
      "That road--and those Orinco trucks-- are the two main reasons it's there.\n",
      "['road', 'orinco', 'trucks', 'two', 'main', 'reasons']\n",
      "{'sport': 0.17770757605561505, 'action': 0.13575780689065686, 'musical': 0.09135250065285061, 'music': 0.0942440192848446, 'war': 0.11732621700755819, 'biography': 0.03081382966314339, 'animation': 0.043607239192790415, 'mystery': 0.12988069759554488, 'fantasy': 0.089365992247188, 'romance': 0.06803466729083574, 'adventure': 0.10373686393793091, 'horror': 0.09500703892145301, 'crime': 0.10961346394859006, 'family': 0.16684537464367544, 'drama': 0.1129800170205324, 'comedy': 0.06688206791473772, 'thriller': 0.08038126822031033, 'documentary': 0.10010658863860977, 'history': 0.1237419825440228}\n",
      "sport 0.17770757605561505\n",
      "What's at the end of it?\n",
      "['end']\n",
      "{'sport': 0.014108972651437846, 'action': 0.11823422968165131, 'musical': 0.020918401404309117, 'music': 0.02470843730384986, 'war': 0.15893844683074743, 'biography': -0.006148369827861044, 'animation': -0.018856116625446173, 'mystery': 0.017423620816381602, 'fantasy': 0.07529736071712256, 'romance': 0.0844033134319978, 'adventure': 0.05530838624120915, 'horror': 0.01889925417380034, 'crime': 0.03117610033438667, 'family': 0.05541992992864142, 'drama': 0.08266520721482973, 'comedy': 0.028074924834635695, 'thriller': 0.04580750965501845, 'documentary': -0.03719430592605799, 'history': 0.09802164400857283}\n",
      "war 0.15893844683074743\n",
      "You folks ready to go on?\n",
      "['folks', 'ready', 'go']\n",
      "{'sport': 0.09396306129052301, 'action': 0.15710563726489446, 'musical': 0.07323958888445248, 'music': 0.12677895719608423, 'war': 0.0935511419719458, 'biography': -0.04318997919295042, 'animation': 0.047576020542433706, 'mystery': 0.02524591379692076, 'fantasy': 0.14437443643581005, 'romance': 0.06624390349331832, 'adventure': 0.1506311519493848, 'horror': 0.07115929546921307, 'crime': 0.06907197162600698, 'family': 0.11948240147941247, 'drama': 0.049351770808327755, 'comedy': 0.09140249219694019, 'thriller': 0.03017316125440328, 'documentary': -0.00580440860970155, 'history': 0.09998872289067906}\n",
      "action 0.15710563726489446\n",
      "Sure.\n",
      "['sure']\n",
      "{'sport': 0.15716278103500503, 'action': 0.07760105013560192, 'musical': 0.06757695030272237, 'music': 0.11062012547935685, 'war': 0.07717940303383897, 'biography': 0.02661498434681131, 'animation': 0.04536091066047143, 'mystery': 0.13246150959425185, 'fantasy': 0.12331526084760724, 'romance': 0.027946366784970755, 'adventure': 0.05619928036059596, 'horror': 0.11500012176109342, 'crime': 0.158462839156301, 'family': 0.12044779447556664, 'drama': 0.05137985541946666, 'comedy': 0.06435592817351754, 'thriller': 0.0546506624215225, 'documentary': 0.07464856884453364, 'history': 0.13983557814655112}\n",
      "crime 0.158462839156301\n",
      "Who owns the woods up ahead? Paper companies?\n",
      "['owns', 'woods', 'ahead', 'paper', 'companies']\n",
      "{'sport': 0.07238498405164928, 'action': 0.0696640013408446, 'musical': 0.08273232040397394, 'music': 0.117637105420075, 'war': 0.046647084483102175, 'biography': 0.08067452968025168, 'animation': 0.09870766913643403, 'mystery': 0.12755409042673072, 'fantasy': 0.08468241270044308, 'romance': 0.08208009644057057, 'adventure': 0.12631628298811926, 'horror': 0.07150292609329667, 'crime': 0.0707647193933525, 'family': 0.21276057203519538, 'drama': 0.0359280834076795, 'comedy': 0.06689830565920563, 'thriller': 0.07869583748119191, 'documentary': 0.0649312547520503, 'history': 0.1630323072940546}\n",
      "family 0.21276057203519538\n",
      "Nope. The Micmac Indians. What's up ahead is all that's left of their tribal lands.\n",
      "['nope', 'micmac', 'indians', 'ahead', 'left', 'tribal', 'lands']\n",
      "{'sport': 0.16606417996176148, 'action': 0.14089450826361893, 'musical': 0.05561690258566443, 'music': 0.06734183822100992, 'war': 0.17570638436085861, 'biography': 0.01981070272140173, 'animation': 0.10938901497852738, 'mystery': 0.08486069024748277, 'fantasy': 0.18331972168855548, 'romance': 0.12434090928335961, 'adventure': 0.18687627494930903, 'horror': 0.08539090692429852, 'crime': 0.12643715499213137, 'family': 0.1494498792604111, 'drama': 0.06569119016697411, 'comedy': 0.08935064758485134, 'thriller': 0.07643196538775043, 'documentary': 0.05750432407800321, 'history': 0.16088562143141005}\n",
      "adventure 0.18687627494930903\n",
      "Not yet...how much further is it?\n",
      "['yet', 'much']\n",
      "{'sport': 0.17643181661672136, 'action': 0.13249204477841492, 'musical': 0.07507574022733365, 'music': 0.102239366097991, 'war': 0.15042646469882337, 'biography': 0.0855992935840233, 'animation': 0.05829440433984967, 'mystery': 0.23117411203299998, 'fantasy': 0.12814691380850052, 'romance': 0.07684610620805299, 'adventure': 0.070664029107109, 'horror': 0.1323221413723027, 'crime': 0.13725516287060802, 'family': 0.11728257766004002, 'drama': 0.11627827290181081, 'comedy': 0.03158569050967108, 'thriller': 0.08105916172932248, 'documentary': 0.015418851799094413, 'history': 0.13045898972608305}\n",
      "mystery 0.23117411203299998\n",
      "Aw, you'll be okay. Less than a mile.\n",
      "['aw', 'okay', 'less', 'mile']\n",
      "{'sport': 0.08020924545771002, 'action': 0.0023301581340167132, 'musical': 0.013562235898373243, 'music': 0.06743232021516099, 'war': 0.12046365693827787, 'biography': 0.03735720257218755, 'animation': 0.07255985985896296, 'mystery': 0.04617671887408459, 'fantasy': 0.11289258902388111, 'romance': 0.08488546699783184, 'adventure': 0.12175886690949289, 'horror': 0.08737997252702101, 'crime': 0.10606751714556462, 'family': 0.08818381041445633, 'drama': 0.09472417013769219, 'comedy': 0.1636433155377781, 'thriller': 0.08982650515392177, 'documentary': 0.11476567750016187, 'history': 0.11826726948507904}\n",
      "comedy 0.1636433155377781\n",
      "I can hardly read these.\n",
      "['hardly', 'read']\n",
      "{'sport': 0.14206551904888476, 'action': 0.1394605519810984, 'musical': 0.07466970910601867, 'music': 0.13436524469063715, 'war': 0.13565604177614243, 'biography': 0.26081660064981205, 'animation': 0.033133641867578834, 'mystery': 0.1172635872682588, 'fantasy': 0.23048433709242455, 'romance': 0.12915557408015654, 'adventure': 0.09287124160034799, 'horror': 0.23509894489183858, 'crime': 0.18219578959722538, 'family': 0.09591342044745943, 'drama': 0.13580332966985864, 'comedy': 0.056082077949564546, 'thriller': 0.10362007886536662, 'documentary': 0.0674183612198096, 'history': 0.22596528411755457}\n",
      "biography 0.26081660064981205\n",
      "Ayuh--they get older as you go toward the middle.  Pete LaVasseur's dog is buried there...  the Stoppard boys' racing pigeon that Missus Cowley's cat got...and I think that's the cat himself right there, although it's been so many years I can't tell for sure.  Missy Ellen! Come over here just a minute!\n",
      "['ayuh', 'get', 'older', 'go', 'toward', 'middle', 'pete', 'lavasseur', 'dog', 'buried', 'stoppard', 'boys', 'racing', 'pigeon', 'missus', 'cowley', 'cat', 'got', 'think', 'cat', 'right', 'although', 'many', 'years', 'tell', 'sure', 'missy', 'ellen', 'come', 'minute']\n",
      "{'sport': 0.3062125338651436, 'action': 0.14499178823630332, 'musical': 0.15662913870486517, 'music': 0.21122818810460886, 'war': 0.2111512108228798, 'biography': 0.07901288064046164, 'animation': 0.14987629404712632, 'mystery': 0.2042258779817443, 'fantasy': 0.28108633804637595, 'romance': 0.23634332980932382, 'adventure': 0.20583909550693413, 'horror': 0.2449552295329004, 'crime': 0.18882388143101592, 'family': 0.2591452190514112, 'drama': 0.11695454465332178, 'comedy': 0.19382487084278188, 'thriller': 0.0815879557717013, 'documentary': 0.058149484001975504, 'history': 0.1675198234711165}\n",
      "sport 0.3062125338651436\n",
      "No--not right out loud. Their stones speak...or their markers. Even if the marker ain't nothing but a tin can someone wrote on with a Magic Marker, it speaks. Ain't that so, Louis?\n",
      "['right', 'loud', 'stones', 'speak', 'markers', 'even', 'marker', 'nothing', 'tin', 'someone', 'wrote', 'magic', 'marker', 'speaks', 'louis']\n",
      "{'sport': 0.1259574214271676, 'action': 0.0863914643280318, 'musical': 0.16684414839132522, 'music': 0.18938128797494225, 'war': 0.1568823605147447, 'biography': 0.21718515949247108, 'animation': 0.10732222002520264, 'mystery': 0.2018911648944577, 'fantasy': 0.12012039675301078, 'romance': 0.14815609123654627, 'adventure': 0.10123870678229041, 'horror': 0.12101748049814276, 'crime': 0.1580791435606379, 'family': 0.13785428647592102, 'drama': 0.10287074004184549, 'comedy': 0.13381717706860619, 'thriller': 0.08559647638429413, 'documentary': 0.07435908387516676, 'history': 0.2269393721003612}\n",
      "history 0.2269393721003612\n",
      "I think it is so, Ellie.\n",
      "['think', 'ellie']\n",
      "{'sport': 0.238094218214165, 'action': 0.09268495277134192, 'musical': 0.0813956057334535, 'music': 0.13852052334591014, 'war': 0.1246512802136317, 'biography': 0.09008900631527295, 'animation': 0.14677594881982436, 'mystery': 0.15096667352084125, 'fantasy': 0.29309955176027624, 'romance': 0.18396318093483566, 'adventure': 0.15909869536410315, 'horror': 0.19157809686882354, 'crime': 0.12931446243160905, 'family': 0.08093101026263638, 'drama': 0.1403370046974124, 'comedy': 0.1612542656429179, 'thriller': 0.09577261793932268, 'documentary': 0.06913803447745293, 'history': 0.13578483342635916}\n",
      "fantasy 0.29309955176027624\n",
      "My wife is not crazy about cemeteries of any kind. As you may have noticed.\n",
      "['wife', 'crazy', 'cemeteries', 'kind', 'may', 'noticed']\n",
      "{'sport': 0.15820241682060865, 'action': 0.09549496050137651, 'musical': 0.15953382065180866, 'music': 0.1711401871689202, 'war': 0.19032571005758803, 'biography': 0.1521028713077437, 'animation': 0.06898623538155912, 'mystery': 0.2451764694683558, 'fantasy': 0.2316509733658052, 'romance': 0.26909814964460654, 'adventure': 0.21152125244876807, 'horror': 0.2388183628754319, 'crime': 0.19030706748277515, 'family': 0.35597663272549007, 'drama': 0.12885252816959603, 'comedy': 0.1858049009984899, 'thriller': 0.11922254724108372, 'documentary': 0.10971583089380132, 'history': 0.18941750140569058}\n",
      "family 0.35597663272549007\n",
      "Me neither. But I believe in knowing your enemy.\n",
      "['neither', 'believe', 'knowing', 'enemy']\n",
      "{'sport': 0.15085718933898185, 'action': 0.191067448151515, 'musical': 0.06422236313806928, 'music': 0.08938566420593586, 'war': 0.3267102221395506, 'biography': 0.11850533411900877, 'animation': 0.03840942003647285, 'mystery': 0.18264072392711916, 'fantasy': 0.24842700882028368, 'romance': 0.13857967628840684, 'adventure': 0.15023590226959338, 'horror': 0.17848215532886702, 'crime': 0.23554266472547947, 'family': 0.19316408608061664, 'drama': 0.08364958690275492, 'comedy': 0.03382468889875634, 'thriller': 0.09052588784908577, 'documentary': 0.028720018798615743, 'history': 0.15261888493886433}\n",
      "war 0.3267102221395506\n",
      "Did you tell me Rachel took the kids back to Chicago for a few days?\n",
      "['tell', 'rachel', 'took', 'kids', 'back', 'chicago', 'days']\n",
      "{'sport': 0.17560894883946498, 'action': 0.08169332263058537, 'musical': 0.11163847733520038, 'music': 0.17751916687041147, 'war': 0.15482182640559672, 'biography': 0.03206983914842265, 'animation': 0.09660564834191221, 'mystery': 0.14868550873133424, 'fantasy': 0.1940141644536657, 'romance': 0.14106291739138777, 'adventure': 0.15912261394643734, 'horror': 0.16547796165363704, 'crime': 0.17269901990283643, 'family': 0.23222411502205764, 'drama': 0.104696611390943, 'comedy': 0.14366287756035, 'thriller': 0.06436140437725302, 'documentary': 0.032282739403854066, 'history': 0.15984452396312376}\n",
      "family 0.23222411502205764\n",
      "For Ellie's birthday, yes. I didn't go because her old man thinks I'm a shit and the feeling is heartily re- ciprocated...they'll be back tomorrow night. Jud, what's this about?\n",
      "['ellie', 'birthday', 'yes', 'go', 'old', 'man', 'thinks', 'shit', 'feeling', 'heartily', 'ciprocated', 'back', 'tomorrow', 'night', 'jud']\n",
      "{'sport': 0.18701343530126524, 'action': 0.15050842658352404, 'musical': 0.16152798372011845, 'music': 0.24023515365242287, 'war': 0.17618302897137494, 'biography': 0.14905279108405067, 'animation': 0.0987006709577063, 'mystery': 0.21716480339542144, 'fantasy': 0.2355837306296572, 'romance': 0.22519067324418562, 'adventure': 0.21884753384749978, 'horror': 0.24915142086133069, 'crime': 0.1522655336979929, 'family': 0.23679153182149537, 'drama': 0.14978114085176308, 'comedy': 0.20559937303185793, 'thriller': 0.1254012400885376, 'documentary': 0.11232896000322934, 'history': 0.1560564397696118}\n",
      "horror 0.24915142086133069\n",
      "Well, there's a dead cat over here on the edge of my lawn, Louis. I think it might be your daughter's.\n",
      "['well', 'dead', 'cat', 'edge', 'lawn', 'louis', 'think', 'might', 'daughter']\n",
      "{'sport': 0.13174860277625122, 'action': 0.0880972172233142, 'musical': 0.09207183924726037, 'music': 0.17081752331328737, 'war': 0.20436378289489587, 'biography': 0.05543929118138613, 'animation': 0.05742346123633979, 'mystery': 0.23376432433386296, 'fantasy': 0.17941814094980435, 'romance': 0.17852914739345738, 'adventure': 0.10430284759315689, 'horror': 0.19843379901850877, 'crime': 0.1301980405995824, 'family': 0.30925111975605724, 'drama': 0.09500470839646558, 'comedy': 0.10666666103183808, 'thriller': 0.0944632715281769, 'documentary': 0.013197199704988671, 'history': 0.1352682713827401}\n",
      "family 0.30925111975605724\n",
      "Church? Oh. Oh, Jesus.\n",
      "['church', 'oh', 'oh', 'jesus']\n",
      "{'sport': 0.10553963899860397, 'action': -0.007273815012289964, 'musical': 0.09627030970867145, 'music': 0.20289937981424222, 'war': 0.1651528559762161, 'biography': 0.05457101021883226, 'animation': 0.1343797303191291, 'mystery': 0.1150496468269786, 'fantasy': 0.16224413330134158, 'romance': 0.1701420303768979, 'adventure': 0.08145712662778248, 'horror': 0.18083463744191985, 'crime': 0.1010157845633255, 'family': 0.18512772226458662, 'drama': 0.07554334862928735, 'comedy': 0.13551704781978935, 'thriller': 0.04809781645536837, 'documentary': 0.039204998856387285, 'history': 0.10630710913874175}\n",
      "music 0.20289937981424222\n",
      "It's Church.\n",
      "['church']\n",
      "{'sport': 0.13846799131503218, 'action': -5.2144000139531244e-05, 'musical': 0.19758502477314466, 'music': 0.2458265613491657, 'war': 0.1174950437298079, 'biography': 0.05586932184307036, 'animation': -0.011465592649100964, 'mystery': 0.10727329187843215, 'fantasy': 0.026452956410255024, 'romance': 0.09561527947729342, 'adventure': 0.03110937386914303, 'horror': 0.10965501290781421, 'crime': 0.1393140641561541, 'family': 0.39753151076670534, 'drama': 0.08334722386352034, 'comedy': 0.10526485390427309, 'thriller': -0.0024164498121357347, 'documentary': 0.03448760326828193, 'history': 0.05863604114779153}\n",
      "family 0.39753151076670534\n",
      "I'm sorry. At least it don't look like he suffered.\n",
      "['sorry', 'least', 'look', 'like', 'suffered']\n",
      "{'sport': 0.1750300501049331, 'action': 0.14101617281222334, 'musical': 0.04161339668015174, 'music': 0.052028370239756816, 'war': 0.1548652299376604, 'biography': 0.08054352893728378, 'animation': 0.07926428126491458, 'mystery': 0.10920706261497093, 'fantasy': 0.19506444553620217, 'romance': 0.06814356575304148, 'adventure': 0.1084929447701597, 'horror': 0.24707764311208602, 'crime': 0.11215094037477347, 'family': 0.16441190005377848, 'drama': 0.07855404024548351, 'comedy': 0.11901206666983266, 'thriller': 0.044415347728274934, 'documentary': 0.04725341355006074, 'history': 0.22100101112219628}\n",
      "horror 0.24707764311208602\n",
      "Ellie will, though. She'll suffer plenty.\n",
      "['ellie', 'though', 'suffer', 'plenty']\n",
      "{'sport': 0.18822635964296464, 'action': 0.13817471584447027, 'musical': 0.1161365042249699, 'music': 0.09495102616572115, 'war': 0.1308060291410318, 'biography': 0.08554372580284075, 'animation': 0.10173205655437045, 'mystery': 0.1523968459463273, 'fantasy': 0.23253269509131835, 'romance': 0.1748320243015884, 'adventure': 0.18482924568332326, 'horror': 0.21067798068998056, 'crime': 0.05494116757083678, 'family': 0.12056831742959717, 'drama': 0.14933605053127996, 'comedy': 0.15627272484376353, 'thriller': 0.12413523971805751, 'documentary': 0.049003291361791046, 'history': 0.15433143772209612}\n",
      "fantasy 0.23253269509131835\n",
      "Loved that cat pretty well, didn't she?\n",
      "['loved', 'cat', 'pretty', 'well']\n",
      "{'sport': 0.21799167005500142, 'action': 0.0763948465915828, 'musical': 0.15957534341448, 'music': 0.24333524790618688, 'war': 0.13119450280520828, 'biography': 0.1133396013093052, 'animation': 0.1819632724014859, 'mystery': 0.17229748574700465, 'fantasy': 0.2477885780043788, 'romance': 0.15372330806097678, 'adventure': 0.2267743388081056, 'horror': 0.2530904878039131, 'crime': 0.13155993000147692, 'family': 0.29857630940086555, 'drama': 0.11458519154725455, 'comedy': 0.20003672805544725, 'thriller': 0.09452798703795695, 'documentary': 0.012618635781398324, 'history': 0.13395693330365344}\n",
      "family 0.29857630940086555\n",
      "Yes.\n",
      "['yes']\n",
      "{'sport': 0.12374277032586312, 'action': 0.053729920372102, 'musical': 0.03606975723879602, 'music': 0.07363393701548371, 'war': 0.15112724775528097, 'biography': 0.051129653854268264, 'animation': 0.09271596555237904, 'mystery': 0.13457879984443855, 'fantasy': 0.21283436485354223, 'romance': 0.12075159865817553, 'adventure': 0.08319007524445932, 'horror': 0.11232356207858551, 'crime': 0.11309632596613317, 'family': 0.024838185590518314, 'drama': 0.01962206384830978, 'comedy': 0.08465410700681608, 'thriller': 0.02077930477743828, 'documentary': 0.008482254429355573, 'history': 0.08628284332041825}\n",
      "fantasy 0.21283436485354223\n",
      "Bagged cat. What a mess.\n",
      "['bagged', 'cat', 'mess']\n",
      "{'sport': 0.10630992436030806, 'action': 0.11005263461116277, 'musical': 0.08028856071100066, 'music': 0.07917314103309148, 'war': 0.1567153517276243, 'biography': 0.016246998880959485, 'animation': 0.1442865777411727, 'mystery': 0.2034638368813475, 'fantasy': 0.13292633767134276, 'romance': 0.08265321757062516, 'adventure': 0.15689271999786047, 'horror': 0.18496160977949716, 'crime': 0.06615462942142458, 'family': 0.08453778627372321, 'drama': 0.13503735335070843, 'comedy': 0.15407551220163762, 'thriller': 0.11779823395124223, 'documentary': 0.01152514920486114, 'history': 0.08520183852361485}\n",
      "mystery 0.2034638368813475\n",
      "You going to bury him in the Pet Sematary?\n",
      "['going', 'bury', 'pet', 'sematary']\n",
      "{'sport': 0.10045496413628374, 'action': 0.13373623942807933, 'musical': 0.12006743361987748, 'music': 0.15362348304979923, 'war': 0.1863158491522191, 'biography': 0.04168402333901944, 'animation': 0.1081414296096852, 'mystery': 0.18490078268541443, 'fantasy': 0.18533794828184602, 'romance': 0.14183650553660687, 'adventure': 0.15631918266535105, 'horror': 0.2065490493511769, 'crime': 0.07370262529193095, 'family': 0.32122749911212545, 'drama': 0.03981812244996252, 'comedy': 0.1109349042294887, 'thriller': 0.05672431673534517, 'documentary': 0.0391614151383044, 'history': 0.1371245767391147}\n",
      "family 0.32122749911212545\n",
      "Going to tell Ellie?\n",
      "['going', 'tell', 'ellie']\n",
      "{'sport': 0.16620301533514892, 'action': 0.1255321333593492, 'musical': 0.07030568372657131, 'music': 0.13193664478373157, 'war': 0.17894770014850436, 'biography': 0.07159450507498533, 'animation': 0.12948343201788004, 'mystery': 0.20015101464278828, 'fantasy': 0.22285013391289488, 'romance': 0.16548269954566952, 'adventure': 0.1758830786642548, 'horror': 0.1930463842400979, 'crime': 0.14795171738281632, 'family': 0.16093352034340458, 'drama': 0.11763260721885294, 'comedy': 0.11602398739324793, 'thriller': 0.07113104183146002, 'documentary': 0.11084259136520536, 'history': 0.11678844828666457}\n",
      "fantasy 0.22285013391289488\n",
      "I don't know.\n",
      "['know']\n",
      "{'sport': 0.16845923930390005, 'action': 0.05011008331506317, 'musical': 0.05743516335786303, 'music': 0.12203657513396982, 'war': 0.15343893650466012, 'biography': 0.09394868408878176, 'animation': 0.039275596768308496, 'mystery': 0.24923063453909922, 'fantasy': 0.14832722156049405, 'romance': 0.10869376937920538, 'adventure': 0.08749323507674389, 'horror': 0.12486571537920521, 'crime': 0.1442735660973129, 'family': 0.15303586809766256, 'drama': 0.09314939939630085, 'comedy': 0.10065269362148421, 'thriller': 0.04441900011705824, 'documentary': 0.07414168659981624, 'history': 0.14422649235973672}\n",
      "mystery 0.24923063453909922\n",
      "Seems like you told me about a promise you made--\n",
      "['seems', 'like', 'told', 'promise', 'made']\n",
      "{'sport': 0.12223709731978838, 'action': 0.14113936400470595, 'musical': 0.07078795724118137, 'music': 0.09394255966133036, 'war': 0.10625982590907157, 'biography': 0.07298641303554876, 'animation': 0.12181101150776696, 'mystery': 0.16555943671997064, 'fantasy': 0.25493880478112096, 'romance': 0.13448502339279478, 'adventure': 0.1422212111146004, 'horror': 0.14509729505161528, 'crime': 0.10033209590116887, 'family': 0.14735246001393976, 'drama': 0.10132488339616075, 'comedy': 0.10096912337851105, 'thriller': 0.040836661405963204, 'documentary': 0.0493565157929412, 'history': 0.12883340917562724}\n",
      "fantasy 0.25493880478112096\n",
      "No need to apologize.\n",
      "['need', 'apologize']\n",
      "{'sport': 0.16354340200605155, 'action': 0.17820792538380648, 'musical': 0.02062231508320811, 'music': 0.03637620316960688, 'war': 0.12864339114338053, 'biography': 0.07823682515739416, 'animation': 0.03085136459415072, 'mystery': 0.0710661611195923, 'fantasy': 0.12152391256071049, 'romance': 0.02852110564881749, 'adventure': 0.061155344568554426, 'horror': 0.13966378062998208, 'crime': 0.11756970684390955, 'family': 0.130373485601049, 'drama': 0.08969284602958605, 'comedy': 0.09175550621895034, 'thriller': -0.04488448437953285, 'documentary': 0.03230241018833824, 'history': 0.1418639530350868}\n",
      "action 0.17820792538380648\n",
      "Maybe when they call I'll just tell Ellie I haven't seen the damn cat around. You know?\n",
      "['maybe', 'call', 'tell', 'ellie', 'seen', 'damn', 'cat', 'around', 'know']\n",
      "{'sport': 0.19484055917328902, 'action': 0.13847617774961063, 'musical': 0.09772651575172275, 'music': 0.16450609932310079, 'war': 0.19541580639458767, 'biography': 0.058469859948985015, 'animation': 0.1328581190717787, 'mystery': 0.2373281708244177, 'fantasy': 0.2671728825185118, 'romance': 0.1478147065605281, 'adventure': 0.16676676380901023, 'horror': 0.21863849266977708, 'crime': 0.1706813415856353, 'family': 0.174496167360505, 'drama': 0.09070056107141267, 'comedy': 0.17106576359904824, 'thriller': 0.0721131682531968, 'documentary': 0.08391312801723605, 'history': 0.18266510929180246}\n",
      "fantasy 0.2671728825185118\n",
      "Jud, this is crazy. It's going to be almost dark before we get back.\n",
      "['jud', 'crazy', 'going', 'almost', 'dark', 'get', 'back']\n",
      "{'sport': 0.19937722641474975, 'action': 0.19428506144900504, 'musical': 0.10342825946958145, 'music': 0.17213770809962614, 'war': 0.20594278002273125, 'biography': 0.05108695459561963, 'animation': 0.16508635625209345, 'mystery': 0.19885152999353028, 'fantasy': 0.30276355868653726, 'romance': 0.21451982201792164, 'adventure': 0.24742219123098297, 'horror': 0.259497635272661, 'crime': 0.1662241589881096, 'family': 0.15274585287315112, 'drama': 0.17034136578447356, 'comedy': 0.19632358620153734, 'thriller': 0.18812233203660833, 'documentary': 0.08069052791698184, 'history': 0.1558556252949932}\n",
      "fantasy 0.30276355868653726\n",
      "It's going to be dark before we even get where we're going, Louis. But we can do it...and we're going to.\n",
      "['going', 'dark', 'even', 'get', 'going', 'louis', 'going']\n",
      "{'sport': 0.1533674409200938, 'action': 0.14400747141930303, 'musical': 0.04637914507341501, 'music': 0.13922094764772197, 'war': 0.17372069940421575, 'biography': 0.001129304016408872, 'animation': 0.11040011554023588, 'mystery': 0.159225859896584, 'fantasy': 0.20024470436935393, 'romance': 0.1253649865425691, 'adventure': 0.12252908949928631, 'horror': 0.11872869435550593, 'crime': 0.14016213024705815, 'family': 0.10358590455508843, 'drama': 0.09828310689355235, 'comedy': 0.09971794333470674, 'thriller': 0.07413495310606166, 'documentary': 0.03459405396161397, 'history': 0.17554844437560813}\n",
      "fantasy 0.20024470436935393\n",
      "But--\n",
      "[]\n",
      "{'sport': nan, 'action': nan, 'musical': nan, 'music': nan, 'war': nan, 'biography': nan, 'animation': nan, 'mystery': nan, 'fantasy': nan, 'romance': nan, 'adventure': nan, 'horror': nan, 'crime': nan, 'family': nan, 'drama': nan, 'comedy': nan, 'thriller': nan, 'documentary': nan, 'history': nan}\n",
      "sport nan\n",
      "Does she love the cat?\n",
      "['love', 'cat']\n",
      "{'sport': 0.20729997137335432, 'action': 0.06882163697988597, 'musical': 0.1858565684951382, 'music': 0.24909913210769097, 'war': 0.14084096139355773, 'biography': 0.08889153129212168, 'animation': 0.1671767099800049, 'mystery': 0.24364341881023055, 'fantasy': 0.27014823484962514, 'romance': 0.37118881032199924, 'adventure': 0.2728561127235779, 'horror': 0.2524229777897564, 'crime': 0.13102608336643695, 'family': 0.2607672069061693, 'drama': 0.1210573315612461, 'comedy': 0.18809384521934602, 'thriller': 0.06623355504440698, 'documentary': 0.025724390749585657, 'history': 0.07142265514701651}\n",
      "romance 0.37118881032199924\n",
      "Yes, but--\n",
      "['yes']\n",
      "{'sport': 0.12374277032586312, 'action': 0.053729920372102, 'musical': 0.03606975723879602, 'music': 0.07363393701548371, 'war': 0.15112724775528097, 'biography': 0.051129653854268264, 'animation': 0.09271596555237904, 'mystery': 0.13457879984443855, 'fantasy': 0.21283436485354223, 'romance': 0.12075159865817553, 'adventure': 0.08319007524445932, 'horror': 0.11232356207858551, 'crime': 0.11309632596613317, 'family': 0.024838185590518314, 'drama': 0.01962206384830978, 'comedy': 0.08465410700681608, 'thriller': 0.02077930477743828, 'documentary': 0.008482254429355573, 'history': 0.08628284332041825}\n",
      "fantasy 0.21283436485354223\n",
      "Then come on.\n",
      "['come']\n",
      "{'sport': 0.12013834789085975, 'action': 0.11087353211201512, 'musical': 0.1212701473027149, 'music': 0.09326166830218319, 'war': 0.06653550623683457, 'biography': -0.023757408190897777, 'animation': 0.07124487867250173, 'mystery': 0.09824108576116886, 'fantasy': 0.12821822170320618, 'romance': 0.07361494597886753, 'adventure': 0.11060851775588176, 'horror': 0.08612526780485585, 'crime': 0.05523466027267754, 'family': 0.13135593684692592, 'drama': 0.022652702386582235, 'comedy': 0.04287994154326136, 'thriller': 0.015790115195698617, 'documentary': 0.0025097907084900006, 'history': 0.10257651714099192}\n",
      "family 0.13135593684692592\n",
      "What say, Louis?\n",
      "['say', 'louis']\n",
      "{'sport': 0.042312846449188424, 'action': -0.03376395428042822, 'musical': -0.027358098159246724, 'music': 0.07388716386981231, 'war': 0.10546560358330082, 'biography': -0.03464349526291399, 'animation': 0.0028236485471069273, 'mystery': 0.11068197967893822, 'fantasy': 0.05768093863301049, 'romance': 0.07129461620525979, 'adventure': -0.03673823095596762, 'horror': 0.015991156871503986, 'crime': 0.12306018860766887, 'family': 0.044591927369155515, 'drama': -0.03481110809960852, 'comedy': 0.006331849516289956, 'thriller': -0.06950468175414959, 'documentary': -0.026640360086386705, 'history': 0.11644301706019122}\n",
      "crime 0.12306018860766887\n",
      "Nothing.  Do we plant him on the outer circle or start a new one?\n",
      "['nothing', 'plant', 'outer', 'circle', 'start', 'new', 'one']\n",
      "{'sport': 0.17343170477259584, 'action': 0.12092960863570035, 'musical': 0.13612684828586508, 'music': 0.10631784581060189, 'war': 0.1410522011409543, 'biography': 0.0957603056752574, 'animation': 0.1263074911706712, 'mystery': 0.19299857954312383, 'fantasy': 0.11621908232060907, 'romance': 0.14025626137818237, 'adventure': 0.11104689435671722, 'horror': 0.10250844103706092, 'crime': 0.14155961026650443, 'family': 0.18776559281774863, 'drama': 0.10052109857563118, 'comedy': 0.1052930034610694, 'thriller': 0.0766415899740962, 'documentary': 0.0827914854529691, 'history': 0.17618273456769895}\n",
      "mystery 0.19299857954312383\n",
      "We're still not where we're going.\n",
      "['still', 'going']\n",
      "{'sport': 0.16535270412996195, 'action': 0.10986694153270515, 'musical': 0.06768641556685828, 'music': 0.13753957147216855, 'war': 0.14031556197718187, 'biography': 0.028994256427483434, 'animation': 0.09974895974765208, 'mystery': 0.1697662633047432, 'fantasy': 0.17609932692184893, 'romance': 0.0712529398013857, 'adventure': 0.07874361938883812, 'horror': 0.11313425794192733, 'crime': 0.10525539024332464, 'family': 0.12750608907106986, 'drama': 0.09028010389773922, 'comedy': 0.08397323317617666, 'thriller': 0.0675179205332681, 'documentary': 0.05640291368279626, 'history': 0.15829729499722078}\n",
      "fantasy 0.17609932692184893\n",
      "What do you mean?\n",
      "['mean']\n",
      "{'sport': 0.12218512033535767, 'action': 0.019583903727171115, 'musical': 0.03885393356755695, 'music': 0.07567945973506562, 'war': 0.11129451106255461, 'biography': -0.02283537460957219, 'animation': 0.04090451844772236, 'mystery': 0.03413466354311989, 'fantasy': 0.1504795902107614, 'romance': 0.03684718270179421, 'adventure': 0.03516087430213477, 'horror': 0.07861919329257805, 'crime': 0.13230333953774143, 'family': 0.02781663021650449, 'drama': 0.05104271285275219, 'comedy': 0.058919070031510534, 'thriller': 0.043694840403189605, 'documentary': -0.03861612929503, 'history': 0.10907312268432023}\n",
      "fantasy 0.1504795902107614\n",
      "The place we're going is on the other side of that.\n",
      "['place', 'going', 'side']\n",
      "{'sport': 0.17516800285673506, 'action': 0.25332105470302535, 'musical': 0.03760977148196698, 'music': 0.10138369121802981, 'war': 0.12287808327025784, 'biography': -0.004791001835146913, 'animation': 0.04741856042056036, 'mystery': 0.05804316717939295, 'fantasy': 0.12535889447612125, 'romance': 0.07246797653117654, 'adventure': 0.14208406482773406, 'horror': 0.1039639197186154, 'crime': 0.11020215189637605, 'family': 0.1289391101852011, 'drama': 0.10429490764598637, 'comedy': 0.101335020574715, 'thriller': 0.1313328964838717, 'documentary': 0.025891931081987396, 'history': 0.18836293294855821}\n",
      "action 0.25332105470302535\n",
      "We can't climb over that. We'll break our necks!\n",
      "['climb', 'break', 'necks']\n",
      "{'sport': 0.13504122593374646, 'action': 0.13854336694949865, 'musical': 0.04263024903539003, 'music': 0.032950509427690844, 'war': 0.10787148177477279, 'biography': -0.016470681011641286, 'animation': 0.00697646981960931, 'mystery': 0.06290408381244095, 'fantasy': 0.11527277678993786, 'romance': 0.13441602311245382, 'adventure': 0.15065670216359128, 'horror': 0.12181800727522318, 'crime': 0.05072666242617396, 'family': 0.0370168132928399, 'drama': 0.07627363739379334, 'comedy': 0.018460571520508395, 'thriller': 0.09307296000163845, 'documentary': 0.01869961753457383, 'history': 0.16175560880037676}\n",
      "history 0.16175560880037676\n",
      "No. We won't. I have climbed it a time or two before, and I know all the places to step. Just follow me...move easy...don't look down...and don't stop. If you stop, you'll crash through for sure.\n",
      "['climbed', 'time', 'two', 'know', 'places', 'step', 'follow', 'move', 'easy', 'look', 'stop', 'stop', 'crash', 'sure']\n",
      "{'sport': 0.24416835863783892, 'action': 0.27461463193737146, 'musical': 0.07862045297273146, 'music': 0.12412289729536952, 'war': 0.12556955703185113, 'biography': 0.05868508956838514, 'animation': 0.06897710441319949, 'mystery': 0.17073985137235648, 'fantasy': 0.1545398850556221, 'romance': 0.09699871758018064, 'adventure': 0.22905830191990417, 'horror': 0.14869119768613415, 'crime': 0.16603781986797939, 'family': 0.16866616453653138, 'drama': 0.10248858684332673, 'comedy': 0.08503136105213871, 'thriller': 0.09149300585957576, 'documentary': 0.08200447042436776, 'history': 0.25053246665436224}\n",
      "action 0.27461463193737146\n",
      "I'm not climbing that.\n",
      "['climbing']\n",
      "{'sport': 0.19870462028790048, 'action': 0.05539291753434206, 'musical': 0.1073979419612735, 'music': 0.09928100542931617, 'war': 0.059583898088347964, 'biography': 0.00898299987693274, 'animation': 0.06520352633044746, 'mystery': 0.07282153952749437, 'fantasy': 0.13080405075397883, 'romance': 0.10897262935665686, 'adventure': 0.27437060249607603, 'horror': 0.10410135938051635, 'crime': 0.037923312819101995, 'family': 0.07955117485312613, 'drama': 0.05190803904519492, 'comedy': 0.11170304894931338, 'thriller': 0.058580520816707504, 'documentary': 0.01982760587890864, 'history': 0.07775413762261008}\n",
      "adventure 0.27437060249607603\n",
      "Give me the cat. I'll take care of it myself.\n",
      "['give', 'cat', 'take', 'care']\n",
      "{'sport': 0.14871593814971884, 'action': 0.22406527185674163, 'musical': 0.11969098194610261, 'music': 0.11724167963603016, 'war': 0.09774268239369843, 'biography': 0.04372851117736598, 'animation': 0.13499085288909474, 'mystery': 0.12029904491660492, 'fantasy': 0.19318535116734392, 'romance': 0.06370611390286385, 'adventure': 0.1690685347316747, 'horror': 0.12161378659256095, 'crime': 0.09384922273828056, 'family': 0.2042001329682328, 'drama': 0.07233086426734725, 'comedy': 0.09790255694330008, 'thriller': 0.055841475417237496, 'documentary': 0.01699908281272633, 'history': 0.08663785001729118}\n",
      "action 0.22406527185674163\n",
      "No, you shouldn't have stopped. But you got away with it. Important thing is are you sure you're all right?\n",
      "['stopped', 'got', 'away', 'important', 'thing', 'sure', 'right']\n",
      "{'sport': 0.2370301626994008, 'action': 0.12956312299080996, 'musical': 0.05481243371514266, 'music': 0.1515080212507215, 'war': 0.1486331767616227, 'biography': 0.05007317891745522, 'animation': 0.05252990440196115, 'mystery': 0.154050076125546, 'fantasy': 0.13543966973201904, 'romance': 0.05526263225317907, 'adventure': 0.0932644873623294, 'horror': 0.11053942885304258, 'crime': 0.11397254385654765, 'family': 0.15565501239169244, 'drama': 0.08269207507309584, 'comedy': 0.06909290528188772, 'thriller': 0.07852617974937803, 'documentary': 0.0916154084643579, 'history': 0.23839309134360442}\n",
      "history 0.23839309134360442\n",
      "Yes.  Where are we going, Jud?\n",
      "['yes', 'going', 'jud']\n",
      "{'sport': 0.14753581660247705, 'action': 0.10933209858016613, 'musical': 0.0594454018427516, 'music': 0.12515037679146768, 'war': 0.15776460664986902, 'biography': 0.02803880569742656, 'animation': 0.12404510293308602, 'mystery': 0.08363132781148841, 'fantasy': 0.1990403419093536, 'romance': 0.12263982942210927, 'adventure': 0.09223549415090249, 'horror': 0.09718337339538063, 'crime': 0.15362730407949043, 'family': 0.06077680043400435, 'drama': 0.04446539526743298, 'comedy': 0.10602199004165258, 'thriller': 0.02606411335769343, 'documentary': 0.02896862284023549, 'history': 0.07020480569105536}\n",
      "fantasy 0.1990403419093536\n",
      "You'll see before long. Let's go.\n",
      "['see', 'long', 'let', 'go']\n",
      "{'sport': 0.16118381206351984, 'action': 0.19815888785588798, 'musical': 0.06253246836903303, 'music': 0.12134306452546995, 'war': 0.12540627463833742, 'biography': 0.032543537863160776, 'animation': 0.09820751104701608, 'mystery': 0.14436794282390975, 'fantasy': 0.2081821273255865, 'romance': 0.09776671869119469, 'adventure': 0.14454572079762507, 'horror': 0.15459805719539588, 'crime': 0.1300551221809314, 'family': 0.13367445465371275, 'drama': 0.07077644789461568, 'comedy': 0.05849319008605247, 'thriller': 0.02990289500634513, 'documentary': 0.0587684023188475, 'history': 0.19627661680182373}\n",
      "fantasy 0.2081821273255865\n",
      "Micmacs used to call it Little God Swamp.\n",
      "['micmacs', 'used', 'call', 'little', 'god', 'swamp']\n",
      "{'sport': 0.1398923278853128, 'action': 0.10556838925189316, 'musical': 0.12292619481181455, 'music': 0.15715545482213145, 'war': 0.1753860248408402, 'biography': 0.034755800199767095, 'animation': 0.09750297145001152, 'mystery': 0.21856588720991343, 'fantasy': 0.2354478949733948, 'romance': 0.1424443945526883, 'adventure': 0.18443570908884788, 'horror': 0.17712972627315804, 'crime': 0.11586844554034126, 'family': 0.15210684604318114, 'drama': 0.08780550492515282, 'comedy': 0.09168130243475203, 'thriller': 0.10327651385574654, 'documentary': 0.0531108303347777, 'history': 0.15290055750964604}\n",
      "fantasy 0.2354478949733948\n",
      "Is there quicksand?\n",
      "['quicksand']\n",
      "{'sport': 0.11404843872426784, 'action': 0.11419126775030553, 'musical': 0.023223105145586453, 'music': 0.008075944198061902, 'war': 0.24219434687034624, 'biography': 0.06070007220812912, 'animation': 0.03989339411266235, 'mystery': 0.13641094623557493, 'fantasy': 0.1383696312205619, 'romance': 0.08991782130078985, 'adventure': 0.20916371643403409, 'horror': 0.19665524104548937, 'crime': 0.025263041258618557, 'family': 0.030555455814995636, 'drama': 0.16970229414020765, 'comedy': 0.10821395909881304, 'thriller': 0.14747213870863574, 'documentary': 0.060377230342054555, 'history': 0.15437629061473124}\n",
      "war 0.24219434687034624\n",
      "Ayuh.\n",
      "['ayuh']\n",
      "{'sport': nan, 'action': nan, 'musical': nan, 'music': nan, 'war': nan, 'biography': nan, 'animation': nan, 'mystery': nan, 'fantasy': nan, 'romance': nan, 'adventure': nan, 'horror': nan, 'crime': nan, 'family': nan, 'drama': nan, 'comedy': nan, 'thriller': nan, 'documentary': nan, 'history': nan}\n",
      "sport nan\n",
      "There's a lot of funny things down this way, Louis.\n",
      "['lot', 'funny', 'things', 'way', 'louis']\n",
      "{'sport': 0.19551813953181485, 'action': 0.07562669880172268, 'musical': 0.13674963129589068, 'music': 0.1920995926340302, 'war': 0.1339544450627953, 'biography': 0.12588985356731497, 'animation': 0.13138458746969173, 'mystery': 0.13370427296158072, 'fantasy': 0.1978535881532042, 'romance': 0.2101949243469573, 'adventure': 0.13293558309204956, 'horror': 0.1718427112144727, 'crime': 0.10670162819161944, 'family': 0.11033761670662545, 'drama': 0.14122270079287946, 'comedy': 0.2540840235439382, 'thriller': 0.08423741660468265, 'documentary': 0.10171238337242328, 'history': 0.20432658536029225}\n",
      "comedy 0.2540840235439382\n",
      "You're telling me.\n",
      "['telling']\n",
      "{'sport': 0.05667784068865844, 'action': 0.06297470992768195, 'musical': 0.04279135710304627, 'music': 0.10088576882049993, 'war': 0.1507253392127218, 'biography': 0.06544042762367686, 'animation': 0.07714968486579199, 'mystery': 0.18647657631481818, 'fantasy': 0.13104815766696265, 'romance': 0.11858645028949166, 'adventure': 0.0795168515132545, 'horror': 0.1875958580993955, 'crime': 0.07919135380519726, 'family': 0.1576781098412332, 'drama': 0.1284479367526674, 'comedy': 0.08308997975802113, 'thriller': 0.02429621033184126, 'documentary': 0.14127663010715463, 'history': 0.04953844631999793}\n",
      "horror 0.1875958580993955\n",
      "It's funny, all right.\n",
      "['funny', 'right']\n",
      "{'sport': 0.13703629703372067, 'action': 0.13985524053350296, 'musical': 0.19771067200666947, 'music': 0.15935307031912593, 'war': 0.12011866865630239, 'biography': 0.1624016283091272, 'animation': 0.19630583419705028, 'mystery': 0.133232343849766, 'fantasy': 0.2549429718485685, 'romance': 0.23176541092797742, 'adventure': 0.16940186881596708, 'horror': 0.23185021980429465, 'crime': 0.07311884565543125, 'family': 0.07817000768167748, 'drama': 0.1893393963780795, 'comedy': 0.4194733815910936, 'thriller': 0.16476941579998572, 'documentary': 0.16768124743357093, 'history': 0.12148723594222932}\n",
      "comedy 0.4194733815910936\n",
      "Just don't stop, Louis. You don't ever want to stop down here in Little God.  And you don't ever want to look behind you, whatever you hear.\n",
      "['stop', 'louis', 'ever', 'want', 'stop', 'little', 'god', 'ever', 'want', 'look', 'behind', 'whatever', 'hear']\n",
      "{'sport': 0.2354308813537488, 'action': 0.1782412641215395, 'musical': 0.11627584425209792, 'music': 0.2091163553685227, 'war': 0.19001459118972752, 'biography': 0.05912409483570735, 'animation': 0.09731144516293644, 'mystery': 0.19533466697239843, 'fantasy': 0.22530698986563813, 'romance': 0.10942897092784898, 'adventure': 0.1579654617710886, 'horror': 0.15765214328670574, 'crime': 0.19423232758796494, 'family': 0.14510177309689587, 'drama': 0.09731913074963139, 'comedy': 0.09368534821798491, 'thriller': 0.04058025614665617, 'documentary': 0.08005101575434515, 'history': 0.2962609423658751}\n",
      "history 0.2962609423658751\n",
      "Almost there, Louis.\n",
      "['almost', 'louis']\n",
      "{'sport': 0.035845960516223685, 'action': -0.0011868538442831866, 'musical': -0.026465871390003448, 'music': 0.0515307718885456, 'war': 0.12199738005297045, 'biography': -0.007345636550843082, 'animation': 0.033423743980633525, 'mystery': 0.06994748088239489, 'fantasy': 0.0883223301858922, 'romance': 0.06524410947889792, 'adventure': 0.03424989306744908, 'horror': 0.0696617594550416, 'crime': 0.05590917484909419, 'family': 0.011350445688903088, 'drama': -0.0310424158214464, 'comedy': 0.004392028337201093, 'thriller': -0.005718074726027922, 'documentary': -0.05421252350442729, 'history': 0.13534804849917725}\n",
      "history 0.13534804849917725\n",
      "You keep saying that.\n",
      "['keep', 'saying']\n",
      "{'sport': 0.15580522122141838, 'action': 0.06830711641088072, 'musical': 0.028305307592620954, 'music': 0.12005627145855946, 'war': 0.14293822080636165, 'biography': 0.06914660420855223, 'animation': 0.06307459653449388, 'mystery': 0.06022349022920426, 'fantasy': 0.13252314811696753, 'romance': 0.08211263891467402, 'adventure': 0.008651964378782018, 'horror': 0.07311012324222632, 'crime': 0.12342259857421489, 'family': 0.15908490932258745, 'drama': 0.059123078955071184, 'comedy': 0.05716032331012555, 'thriller': 0.037481943192998246, 'documentary': 0.06480079202127542, 'history': 0.09793683375995976}\n",
      "family 0.15908490932258745\n",
      "This time I mean it.\n",
      "['time', 'mean']\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'sport': 0.18227386511450017, 'action': 0.11196751159480467, 'musical': 0.06733221610800921, 'music': 0.09268095882785754, 'war': 0.13788433229618324, 'biography': 0.03167994652761075, 'animation': 0.06666267615131694, 'mystery': 0.07539740389391847, 'fantasy': 0.17036612991925226, 'romance': 0.07342725272815043, 'adventure': 0.09963879609113291, 'horror': 0.08248982677800665, 'crime': 0.15964321393033232, 'family': 0.11655402341111798, 'drama': 0.12147812301782168, 'comedy': 0.07877438392138103, 'thriller': 0.043237875126777015, 'documentary': -0.006562103878112291, 'history': 0.2442421490722375}\n",
      "history 0.2442421490722375\n",
      "This was their burying ground, Louis.\n",
      "['burying', 'ground', 'louis']\n",
      "{'sport': 0.03850335097648483, 'action': 0.023308954210494948, 'musical': -0.011293064161362665, 'music': 0.036592889323227795, 'war': 0.19981509243310058, 'biography': -0.023785503457242063, 'animation': 0.043331303562939794, 'mystery': 0.06701358746053865, 'fantasy': 0.1086743415128959, 'romance': 0.10437530708603582, 'adventure': 0.03338640468886667, 'horror': 0.12251079936306586, 'crime': 0.05739839419451265, 'family': 0.06371985573346595, 'drama': -0.032423319171660525, 'comedy': 0.009559556404237224, 'thriller': 0.006379508428351555, 'documentary': 0.0024543615570564725, 'history': 0.12879416838663738}\n",
      "war 0.19981509243310058\n",
      "Whose burying ground?\n",
      "['whose', 'burying', 'ground']\n",
      "{'sport': 0.09294031105574241, 'action': 0.08331048043041456, 'musical': 0.09495899735363877, 'music': 0.047425184344632165, 'war': 0.1934529674776766, 'biography': 0.06258428335015509, 'animation': 0.08594795833970137, 'mystery': 0.11531111254915927, 'fantasy': 0.15288247600107774, 'romance': 0.10196435160257733, 'adventure': 0.0755059835698173, 'horror': 0.19373940113674404, 'crime': 0.07552907256585228, 'family': 0.17698854902951278, 'drama': 0.03408931450419095, 'comedy': 0.05021075903107841, 'thriller': 0.0683472677912772, 'documentary': 0.056670367384791365, 'history': 0.1123645079979525}\n",
      "horror 0.19373940113674404\n",
      "The Micmac Indians. I brought you here to bury Ellen's cat.\n",
      "['micmac', 'indians', 'brought', 'bury', 'ellen', 'cat']\n",
      "{'sport': 0.11774407688627775, 'action': 0.09235813062074161, 'musical': 0.1130132049785777, 'music': 0.1334695601258774, 'war': 0.19670076505654888, 'biography': 0.013488090514196971, 'animation': 0.1388039291607348, 'mystery': 0.12450974987597863, 'fantasy': 0.17081393639891163, 'romance': 0.12906642627230103, 'adventure': 0.14638978289289428, 'horror': 0.18488281065061973, 'crime': 0.1081299334992325, 'family': 0.2227173401092386, 'drama': 0.03128790168051221, 'comedy': 0.1280297183292579, 'thriller': 0.0560892849464556, 'documentary': 0.03629149927138897, 'history': 0.11578998396120332}\n",
      "family 0.2227173401092386\n",
      "Why? For God's sake, why?\n",
      "['god', 'sake']\n",
      "{'sport': 0.18392686510715295, 'action': -0.015261062037356776, 'musical': 0.09628942529465068, 'music': 0.13928414877193906, 'war': 0.1643716096843365, 'biography': 0.06822843208625984, 'animation': 0.11578713939846097, 'mystery': 0.12347444418523712, 'fantasy': 0.2475373908094327, 'romance': 0.1723172031446758, 'adventure': 0.14387112280068293, 'horror': 0.12338052494100782, 'crime': 0.061129371952306055, 'family': 0.1787525782698739, 'drama': 0.08486243039392627, 'comedy': 0.07524588825344525, 'thriller': 0.016853524995134483, 'documentary': 0.054279705333237116, 'history': 0.12924125644141538}\n",
      "fantasy 0.2475373908094327\n",
      "I had my reasons, Louis. We'll talk later. All right?\n",
      "['reasons', 'louis', 'talk', 'later', 'right']\n",
      "{'sport': 0.12138218935052791, 'action': 0.11455916476836647, 'musical': 0.020676183142089744, 'music': 0.10598749102879146, 'war': 0.12458843637443484, 'biography': 0.10706192799669356, 'animation': 0.01840050209252686, 'mystery': 0.16808665429571024, 'fantasy': 0.12863823980626565, 'romance': 0.1067017872836209, 'adventure': 0.0814523718998793, 'horror': 0.06480905181012608, 'crime': 0.09444488690779695, 'family': 0.0952139875066067, 'drama': 0.09950102665986349, 'comedy': 0.08197196976647758, 'thriller': 0.016383779154830802, 'documentary': 0.08963045187801488, 'history': 0.15513407674823831}\n",
      "mystery 0.16808665429571024\n",
      "I guess so...but...\n",
      "['guess']\n",
      "{'sport': 0.15422192679298385, 'action': 0.024110163452395916, 'musical': 0.0761133335829175, 'music': 0.10980320915642194, 'war': 0.11746270222695909, 'biography': 0.08548630602205431, 'animation': 0.05943203202520286, 'mystery': 0.1924060082948048, 'fantasy': 0.2797056946212966, 'romance': 0.13833021437594084, 'adventure': 0.13435004253890903, 'horror': 0.1698293452451447, 'crime': 0.06450234231991847, 'family': 0.12927929377961733, 'drama': 0.07997802022503975, 'comedy': 0.1355117220852462, 'thriller': 0.0806971079946579, 'documentary': 0.038387653949322864, 'history': 0.14337360232312413}\n",
      "fantasy 0.2797056946212966\n",
      "You want to rest a bit before you start?\n",
      "['want', 'rest', 'bit', 'start']\n",
      "{'sport': 0.18739330462313242, 'action': 0.16056837932278278, 'musical': 0.07104438550030445, 'music': 0.14400615466261169, 'war': 0.12717776188301155, 'biography': 0.026979488714554134, 'animation': 0.09772129173122279, 'mystery': 0.09973423313494256, 'fantasy': 0.23893101167681297, 'romance': 0.0998928796927977, 'adventure': 0.17383782569165573, 'horror': 0.11600077249298146, 'crime': 0.11757010574371718, 'family': 0.14477313499339628, 'drama': 0.11199392886296589, 'comedy': 0.08744407626405837, 'thriller': 0.08378697895993192, 'documentary': 0.017628894573470832, 'history': 0.1862092861079776}\n",
      "fantasy 0.23893101167681297\n",
      "No, I'm okay. Will I really be able to dig him a grave? The soil looks thin.\n",
      "['okay', 'really', 'able', 'dig', 'grave', 'soil', 'looks', 'thin']\n",
      "{'sport': 0.14123025166635728, 'action': 0.15893885199160174, 'musical': 0.07315260264611434, 'music': 0.09804281131297099, 'war': 0.2181416346329348, 'biography': 0.10342692225346695, 'animation': 0.08913863239360986, 'mystery': 0.22379891871652446, 'fantasy': 0.20425343215658986, 'romance': 0.12630987854375242, 'adventure': 0.14416578879931563, 'horror': 0.20473788132108783, 'crime': 0.14150574516206382, 'family': 0.1699588999196897, 'drama': 0.07705214463980481, 'comedy': 0.11995469882732201, 'thriller': 0.09958038858574358, 'documentary': 0.11474543326150499, 'history': 0.1737899679103323}\n",
      "mystery 0.22379891871652446\n",
      "Soil's thin, all right. But you'll manage.\n",
      "['soil', 'thin', 'right', 'manage']\n",
      "{'sport': 0.07994517536047241, 'action': 0.06582324070937795, 'musical': 0.013746288006693086, 'music': 0.030433271959556363, 'war': 0.16516093642386298, 'biography': 0.05546561037199549, 'animation': 0.03611811696388434, 'mystery': 0.09181432340915396, 'fantasy': 0.13495304299116895, 'romance': 0.04014105427331416, 'adventure': 0.04666884704752394, 'horror': 0.10514411048258432, 'crime': 0.02287478277027255, 'family': 0.09779611232674645, 'drama': 0.027532719950356888, 'comedy': 0.06097872495808432, 'thriller': 0.05175028885114663, 'documentary': 0.07905854590260075, 'history': 0.1342768200647224}\n",
      "war 0.16516093642386298\n",
      "What are those for?\n",
      "[]\n",
      "{'sport': nan, 'action': nan, 'musical': nan, 'music': nan, 'war': nan, 'biography': nan, 'animation': nan, 'mystery': nan, 'fantasy': nan, 'romance': nan, 'adventure': nan, 'horror': nan, 'crime': nan, 'family': nan, 'drama': nan, 'comedy': nan, 'thriller': nan, 'documentary': nan, 'history': nan}\n",
      "sport nan\n",
      "Your cairn.\n",
      "['cairn']\n",
      "{'sport': 0.050111150639983726, 'action': -0.022241618105121486, 'musical': 0.12010127219655731, 'music': 0.05831046816558383, 'war': 0.11398588936721399, 'biography': 0.15908383527773184, 'animation': 0.0037389647217591637, 'mystery': 0.1513366276251572, 'fantasy': 0.020050007331521624, 'romance': 0.05264840771978918, 'adventure': 0.13260785834469135, 'horror': 0.05088110303677296, 'crime': 0.03961100883700719, 'family': 0.09978321333107065, 'drama': 0.024377171649283103, 'comedy': 0.008705032763623444, 'thriller': 0.010262548178378683, 'documentary': 0.09831424914858122, 'history': 0.16260387174591573}\n",
      "history 0.16260387174591573\n",
      "Doesn't look like they last long.\n",
      "['look', 'like', 'last', 'long']\n",
      "{'sport': 0.1542194560832253, 'action': 0.1938639436882137, 'musical': 0.059941089566386, 'music': 0.0778582591148369, 'war': 0.13106550759535107, 'biography': 0.01777947678455105, 'animation': 0.12052089652656517, 'mystery': 0.16447581309894133, 'fantasy': 0.20455377927709084, 'romance': 0.0906746281407439, 'adventure': 0.12445279637924489, 'horror': 0.19213622984487666, 'crime': 0.12048584506091442, 'family': 0.11356888627429418, 'drama': 0.06139416746749571, 'comedy': 0.05904537504011331, 'thriller': 0.03979704507293125, 'documentary': 0.03243059700833184, 'history': 0.23402914141542375}\n",
      "history 0.23402914141542375\n",
      "Don't worry about that.\n",
      "['worry']\n",
      "{'sport': 0.1102446735822653, 'action': 0.012247538349369647, 'musical': 0.017213733186690172, 'music': 0.07402307292822852, 'war': 0.13346373743558537, 'biography': -0.025719241763822787, 'animation': 0.0075654706009044, 'mystery': 0.19830370693301136, 'fantasy': 0.17478241479583412, 'romance': 0.12344954489495708, 'adventure': 0.05940912017361999, 'horror': 0.18367969016825114, 'crime': 0.08047892393836309, 'family': 0.08913025003869635, 'drama': 0.15725835262769838, 'comedy': 0.05251923019507798, 'thriller': 0.0711320521654929, 'documentary': 0.06652821286273458, 'history': 0.07275074632815526}\n",
      "mystery 0.19830370693301136\n",
      "Jud, why am I doing all this?\n",
      "['jud']\n",
      "{'sport': 0.04112664882223316, 'action': 0.020316020410947044, 'musical': 0.04624450373827338, 'music': 0.07013835232122767, 'war': 0.03932759247363726, 'biography': 0.028589342002203866, 'animation': 0.06957938170169908, 'mystery': -0.031128033293048585, 'fantasy': 0.0396649394798666, 'romance': 0.08260288927579729, 'adventure': 0.0034326810472924407, 'horror': 0.005879817425238687, 'crime': 0.1062244803686142, 'family': -0.004939220053473248, 'drama': -0.008252421326768067, 'comedy': 0.056758844120175844, 'thriller': -0.021263533698833603, 'documentary': 0.0036821905517827602, 'history': -0.06956292653646812}\n",
      "crime 0.1062244803686142\n",
      "Because it's right.\n",
      "['right']\n",
      "{'sport': 0.07393975658284091, 'action': 0.1427817232226376, 'musical': 0.018343258781074012, 'music': 0.07013210252049829, 'war': 0.1413028235124244, 'biography': 0.01085849582750753, 'animation': 0.037600648495343836, 'mystery': 0.010944470721976352, 'fantasy': 0.14513582660440993, 'romance': 0.012144455298708334, 'adventure': 0.03480858997767178, 'horror': 0.05702744456357256, 'crime': 0.04613593865461907, 'family': 0.02640700350976488, 'drama': -0.020406608885042088, 'comedy': 0.046889604580970135, 'thriller': -0.00891099660266259, 'documentary': -0.0045078365104502804, 'history': 0.04357501772811301}\n",
      "fantasy 0.14513582660440993\n",
      "But--\n",
      "[]\n",
      "{'sport': nan, 'action': nan, 'musical': nan, 'music': nan, 'war': nan, 'biography': nan, 'animation': nan, 'mystery': nan, 'fantasy': nan, 'romance': nan, 'adventure': nan, 'horror': nan, 'crime': nan, 'family': nan, 'drama': nan, 'comedy': nan, 'thriller': nan, 'documentary': nan, 'history': nan}\n",
      "sport nan\n",
      "No buts! Accept what's done, Louis. What we done was right. Another time it might not be, but tonight it was... at least I hope to Christ it was. Now you make your call...but not a word about tonight.\n",
      "['buts', 'accept', 'done', 'louis', 'done', 'right', 'another', 'time', 'might', 'tonight', 'least', 'hope', 'christ', 'make', 'call', 'word', 'tonight']\n",
      "{'sport': 0.1815019631870638, 'action': 0.21812408081687984, 'musical': 0.11754700034767995, 'music': 0.153367018278463, 'war': 0.17751284821376712, 'biography': 0.051204709773632784, 'animation': 0.07564996234790577, 'mystery': 0.18472113616150965, 'fantasy': 0.22551698706698386, 'romance': 0.12064549139096259, 'adventure': 0.11589172504563527, 'horror': 0.1667126309169613, 'crime': 0.16654076412703867, 'family': 0.11887907230911132, 'drama': 0.14130063409808258, 'comedy': 0.13001301653714703, 'thriller': 0.0690819232947838, 'documentary': 0.050294932872762876, 'history': 0.23777608962607888}\n",
      "history 0.23777608962607888\n",
      "I most generally don't start before noon, but this looks like an exception.\n",
      "['generally', 'start', 'noon', 'looks', 'like', 'exception']\n",
      "{'sport': 0.13391922240181198, 'action': 0.18886223152828163, 'musical': 0.03652958942091655, 'music': 0.0952638021878438, 'war': 0.09316084430523619, 'biography': 0.00819330930235418, 'animation': 0.11028514488425378, 'mystery': 0.10267208589684529, 'fantasy': 0.14898943117517482, 'romance': 0.06323519839822944, 'adventure': 0.11337617037612135, 'horror': 0.10659850253159708, 'crime': 0.09106541889878983, 'family': 0.06342908443180417, 'drama': 0.08501973232689541, 'comedy': 0.11977699505207717, 'thriller': 0.08159772924171782, 'documentary': 0.03685862874723378, 'history': 0.15929332754546888}\n",
      "action 0.18886223152828163\n",
      "What did we do, Jud?\n",
      "['jud']\n",
      "{'sport': 0.04112664882223316, 'action': 0.020316020410947044, 'musical': 0.04624450373827338, 'music': 0.07013835232122767, 'war': 0.03932759247363726, 'biography': 0.028589342002203866, 'animation': 0.06957938170169908, 'mystery': -0.031128033293048585, 'fantasy': 0.0396649394798666, 'romance': 0.08260288927579729, 'adventure': 0.0034326810472924407, 'horror': 0.005879817425238687, 'crime': 0.1062244803686142, 'family': -0.004939220053473248, 'drama': -0.008252421326768067, 'comedy': 0.056758844120175844, 'thriller': -0.021263533698833603, 'documentary': 0.0036821905517827602, 'history': -0.06956292653646812}\n",
      "crime 0.1062244803686142\n",
      "Why, saved a little girl from being unhappy...that's all. Drink up, Louis!\n",
      "['saved', 'little', 'girl', 'unhappy', 'drink', 'louis']\n",
      "{'sport': 0.12029187979169498, 'action': 0.0006482907185134668, 'musical': 0.08976067100874907, 'music': 0.16951326801317934, 'war': 0.1320384389331809, 'biography': 0.03602443381049458, 'animation': 0.059384260315564874, 'mystery': 0.14042374288902637, 'fantasy': 0.1662039999515289, 'romance': 0.27253892456729645, 'adventure': 0.1531260768506354, 'horror': 0.14931013350149758, 'crime': 0.13616091377756767, 'family': 0.22448127246475247, 'drama': 0.1394252613692526, 'comedy': 0.10635036952346555, 'thriller': 0.048170632603928176, 'documentary': 0.07603404565051664, 'history': 0.10598845941247448}\n",
      "romance 0.27253892456729645\n",
      "I tried to tell myself I buried him alive. You know--Edgar Allan Poe meets Felix the Cat. But...\n",
      "['tried', 'tell', 'buried', 'alive', 'know', 'edgar', 'allan', 'poe', 'meets', 'felix', 'cat']\n",
      "{'sport': 0.12701404029344499, 'action': 0.06286073955182325, 'musical': 0.07804277955269123, 'music': 0.1434675920516455, 'war': 0.15193134094712524, 'biography': 0.11665033744804443, 'animation': 0.12202282390175467, 'mystery': 0.2814825312407141, 'fantasy': 0.21696037312200844, 'romance': 0.2155100931280992, 'adventure': 0.13811869575935976, 'horror': 0.20824711246922822, 'crime': 0.10326218089107875, 'family': 0.16145555850909443, 'drama': 0.07450753127184806, 'comedy': 0.11119782736098927, 'thriller': 0.10928863012619139, 'documentary': 0.052602197270591566, 'history': 0.11980200817037878}\n",
      "mystery 0.2814825312407141\n",
      "Wouldn't wash?\n",
      "['wash']\n",
      "{'sport': 0.08313052680411825, 'action': -0.027464589568575004, 'musical': 0.05282620387560877, 'music': 0.0204453334681145, 'war': 0.03930197609484143, 'biography': -0.018470804733509594, 'animation': 0.021336112426497356, 'mystery': 0.03531080768305861, 'fantasy': -0.020137486063028565, 'romance': 0.03737731782711107, 'adventure': -0.02515041065524226, 'horror': 0.08335495529735526, 'crime': 0.05708689205291062, 'family': 0.07951063439840733, 'drama': -0.021798038601460235, 'comedy': 0.011062164324616042, 'thriller': -0.025482908217789202, 'documentary': 0.014994949936284363, 'history': 0.007279616155323354}\n",
      "horror 0.08335495529735526\n",
      "No. I'm a doctor. I know death when I see it, and Church was dead. He smells horrible and he uses his claws, but he's alive...and I feel like I'm going crazy. It was that place, wasn't it?\n",
      "['doctor', 'know', 'death', 'see', 'church', 'dead', 'smells', 'horrible', 'uses', 'claws', 'alive', 'feel', 'like', 'going', 'crazy', 'place']\n",
      "{'sport': 0.21202572387646657, 'action': 0.14049052870680956, 'musical': 0.14252903845341292, 'music': 0.20931130713968293, 'war': 0.244599492940333, 'biography': 0.09250401390952767, 'animation': 0.1351190145052047, 'mystery': 0.2948588645104363, 'fantasy': 0.22881477057599742, 'romance': 0.23515144785491127, 'adventure': 0.20527921136462557, 'horror': 0.34391298680194693, 'crime': 0.23644978644175996, 'family': 0.3159018592951679, 'drama': 0.17666890961416015, 'comedy': 0.16075662768545718, 'thriller': 0.17552097302405456, 'documentary': 0.12801105416790615, 'history': 0.17595649301423}\n",
      "horror 0.34391298680194693\n",
      "Ayuh. It was the rag-man told me about the place--Stanley Bouchard. Us kids just called him Stanny B. He was half Micmac himself.\n",
      "['ayuh', 'rag', 'man', 'told', 'place', 'stanley', 'bouchard', 'us', 'kids', 'called', 'stanny', 'b', 'half', 'micmac']\n",
      "{'sport': 0.20970785081686893, 'action': 0.17108873378656664, 'musical': 0.09099782962196679, 'music': 0.16753412608815432, 'war': 0.1561408105513502, 'biography': 0.04583427561883291, 'animation': 0.08535645057505681, 'mystery': 0.1603488002103849, 'fantasy': 0.19967439679242427, 'romance': 0.12720029851528813, 'adventure': 0.17452653858363099, 'horror': 0.173578039668012, 'crime': 0.22047525067043128, 'family': 0.2356437532754867, 'drama': 0.13006450506842593, 'comedy': 0.17290114896035802, 'thriller': 0.12170045455586453, 'documentary': 0.07279105797579755, 'history': 0.1431024270169824}\n",
      "family 0.2356437532754867\n",
      "Can I have another one?\n",
      "['another', 'one']\n",
      "{'sport': 0.13124210671101122, 'action': 0.15070535082316194, 'musical': 0.0971180852676008, 'music': 0.09438718390855616, 'war': 0.08148056362197664, 'biography': 0.027667628181104353, 'animation': 0.018210134763857355, 'mystery': 0.19686375867276196, 'fantasy': 0.1765961661745008, 'romance': 0.0629897158178736, 'adventure': 0.10099816935823636, 'horror': 0.1261068420550021, 'crime': 0.09500706112872892, 'family': 0.15867182794041612, 'drama': 0.12947035869782875, 'comedy': 0.08101102302358532, 'thriller': 0.0909175306905704, 'documentary': 0.06024845585066618, 'history': 0.30747471877768495}\n",
      "history 0.30747471877768495\n",
      "I guess it wouldn't hurt.\n",
      "['guess', 'hurt']\n",
      "{'sport': 0.17746300742640453, 'action': 0.061659833190905955, 'musical': 0.06350371565722224, 'music': 0.10600854494476042, 'war': 0.12226990931505488, 'biography': 0.04441824459111654, 'animation': 0.03777918285893356, 'mystery': 0.13652999188540527, 'fantasy': 0.23154352188560123, 'romance': 0.0947847378739497, 'adventure': 0.1066474960904924, 'horror': 0.1376089222546495, 'crime': 0.07827982066814032, 'family': 0.14766311004371446, 'drama': 0.07674171446328826, 'comedy': 0.10157123546441416, 'thriller': 0.053240082472530204, 'documentary': 0.025425694537349663, 'history': 0.10012720881216153}\n",
      "fantasy 0.23154352188560123\n",
      "They buried their dead and for a long time their dead stayed buried. Then something happened. Half the tribe died in a season. The rest moved on. They said a Wendigo had soured the ground.\n",
      "['buried', 'dead', 'long', 'time', 'dead', 'stayed', 'buried', 'something', 'happened', 'half', 'tribe', 'died', 'season', 'rest', 'moved', 'said', 'wendigo', 'soured', 'ground']\n",
      "{'sport': 0.17663412576315396, 'action': 0.15162449992953952, 'musical': 0.1124584248122964, 'music': 0.12672497512907588, 'war': 0.2422042506710329, 'biography': 0.13083124927622825, 'animation': 0.05796751627566521, 'mystery': 0.26739540411058815, 'fantasy': 0.15963786893855447, 'romance': 0.21333366421030542, 'adventure': 0.16895575653872186, 'horror': 0.22110058606310723, 'crime': 0.16300459376258558, 'family': 0.33379311258976196, 'drama': 0.1569537766979241, 'comedy': 0.12290971403907758, 'thriller': 0.15545378785545805, 'documentary': 0.09985568715698179, 'history': 0.2582713611722298}\n",
      "family 0.33379311258976196\n",
      "Wendigo?\n",
      "['wendigo']\n",
      "{'sport': nan, 'action': nan, 'musical': nan, 'music': nan, 'war': nan, 'biography': nan, 'animation': nan, 'mystery': nan, 'fantasy': nan, 'romance': nan, 'adventure': nan, 'horror': nan, 'crime': nan, 'family': nan, 'drama': nan, 'comedy': nan, 'thriller': nan, 'documentary': nan, 'history': nan}\n",
      "sport nan\n",
      "Spirit of the north country. Not a good spirit. Wendigos are great liars and tricksters, according to the stories. And if one touches you...\n",
      "['spirit', 'north', 'country', 'good', 'spirit', 'wendigos', 'great', 'liars', 'tricksters', 'according', 'stories', 'one', 'touches']\n",
      "{'sport': 0.2823672133030788, 'action': 0.18339586640847216, 'musical': 0.23731798526787684, 'music': 0.26142313112213844, 'war': 0.21953668398808146, 'biography': 0.17848242241817558, 'animation': 0.1799256299669083, 'mystery': 0.22197136992987365, 'fantasy': 0.276952717273926, 'romance': 0.2593819704967304, 'adventure': 0.30516537563491264, 'horror': 0.266570194223686, 'crime': 0.2307714999938888, 'family': 0.22232386052231656, 'drama': 0.23020092230888467, 'comedy': 0.2343539920588108, 'thriller': 0.1553622852069625, 'documentary': 0.17006179062614435, 'history': 0.2927355502709854}\n",
      "adventure 0.30516537563491264\n",
      "You and this old Indian rag-man--\n",
      "['old', 'indian', 'rag', 'man']\n",
      "{'sport': 0.15718041695290363, 'action': 0.003111092911628921, 'musical': 0.07160705330789019, 'music': 0.16411828390934569, 'war': 0.16631944943327615, 'biography': 0.0933687236081987, 'animation': 0.0963980731780335, 'mystery': 0.16673786082746733, 'fantasy': 0.1516781168415564, 'romance': 0.2161068755453338, 'adventure': 0.1355587778578875, 'horror': 0.16652512396332786, 'crime': 0.18851709454836785, 'family': 0.12953499600066865, 'drama': 0.09850708738797564, 'comedy': 0.13676914310481825, 'thriller': 0.09787743651642, 'documentary': 0.07672635745509304, 'history': 0.1835175224870338}\n",
      "romance 0.2161068755453338\n",
      "Stanny B. did for me what I did for you last night, Louis. Only I wasn't alone when Spot came back.\n",
      "['stanny', 'b', 'last', 'night', 'louis', 'alone', 'spot', 'came', 'back']\n",
      "{'sport': 0.08518766617098616, 'action': 0.1404672977376814, 'musical': 0.04012773694599858, 'music': 0.10127089433949454, 'war': 0.13033310827424982, 'biography': -0.0014383850051209457, 'animation': 0.040578920411617925, 'mystery': 0.1378829505191259, 'fantasy': 0.15171195094154488, 'romance': 0.10190163798856755, 'adventure': 0.10591276807589767, 'horror': 0.09149661371578177, 'crime': 0.11388675411529314, 'family': 0.1283277060030601, 'drama': 0.07585312677583933, 'comedy': 0.10765646419626151, 'thriller': 0.0986107625992656, 'documentary': -0.0032413904130654814, 'history': 0.1633193827758459}\n",
      "history 0.1633193827758459\n",
      "Well, she was a little upset at first, and that's why I thought you ought to hold your peace when you talked to your people last night...you did, didn't you, Louis?\n",
      "['well', 'little', 'upset', 'first', 'thought', 'ought', 'hold', 'peace', 'talked', 'people', 'last', 'night', 'louis']\n",
      "{'sport': 0.15204381616975038, 'action': 0.14026099198528075, 'musical': 0.09350676198962993, 'music': 0.1726275182834106, 'war': 0.2520783282897803, 'biography': 0.05618421124309103, 'animation': 0.07087917738530813, 'mystery': 0.17876718568073569, 'fantasy': 0.15828470922407012, 'romance': 0.13065462252369464, 'adventure': 0.09914288255353465, 'horror': 0.19094031420664892, 'crime': 0.16924862700922394, 'family': 0.19721859885405402, 'drama': 0.15092049184868706, 'comedy': 0.1124732757222845, 'thriller': 0.11507964830234452, 'documentary': 0.10860110590038086, 'history': 0.2469626058618143}\n",
      "war 0.2520783282897803\n",
      "Yes.\n",
      "['yes']\n",
      "{'sport': 0.12374277032586312, 'action': 0.053729920372102, 'musical': 0.03606975723879602, 'music': 0.07363393701548371, 'war': 0.15112724775528097, 'biography': 0.051129653854268264, 'animation': 0.09271596555237904, 'mystery': 0.13457879984443855, 'fantasy': 0.21283436485354223, 'romance': 0.12075159865817553, 'adventure': 0.08319007524445932, 'horror': 0.11232356207858551, 'crime': 0.11309632596613317, 'family': 0.024838185590518314, 'drama': 0.01962206384830978, 'comedy': 0.08465410700681608, 'thriller': 0.02077930477743828, 'documentary': 0.008482254429355573, 'history': 0.08628284332041825}\n",
      "fantasy 0.21283436485354223\n",
      "Why, then, things should be fine.\n",
      "['things', 'fine']\n",
      "{'sport': 0.178578861524876, 'action': 0.14119168525170633, 'musical': 0.10086502559775667, 'music': 0.1967471972770899, 'war': 0.07602568684149225, 'biography': 0.11080801851967004, 'animation': 0.1350985408765173, 'mystery': 0.07052005536905392, 'fantasy': 0.19245802284774327, 'romance': 0.12571589744931555, 'adventure': 0.10252960244083642, 'horror': 0.09926615530345095, 'crime': 0.0894672596805619, 'family': 0.03146563987542328, 'drama': 0.08522627083249612, 'comedy': 0.09756097854819534, 'thriller': 0.0521389089666735, 'documentary': 0.016711660386338645, 'history': 0.15577400671632335}\n",
      "music 0.1967471972770899\n",
      "A little upset is all she was? Because I'll tell you, Jud, my brains feel a little like a nuclear reactor on the edge of a meltdown.\n",
      "['little', 'upset', 'tell', 'jud', 'brains', 'feel', 'little', 'like', 'nuclear', 'reactor', 'edge', 'meltdown']\n",
      "{'sport': 0.1798360477287061, 'action': 0.13373625152359836, 'musical': 0.09241721490430188, 'music': 0.15235435391515784, 'war': 0.28012343754265023, 'biography': 0.05565428786093951, 'animation': 0.22053821263207563, 'mystery': 0.21941947701028397, 'fantasy': 0.1712415048696042, 'romance': 0.19316052427511687, 'adventure': 0.16171286662332507, 'horror': 0.2601542811637013, 'crime': 0.17910722592401773, 'family': 0.11306749497027069, 'drama': 0.20870394438079198, 'comedy': 0.14336946616098134, 'thriller': 0.17691835501513864, 'documentary': 0.10647037956235339, 'history': 0.15097343447263867}\n",
      "war 0.28012343754265023\n",
      "She got used to the idea. Spot lived another four years. He died peacefully in the night that second time, and I buried him in the Pet Sematary...where his bones still lie.\n",
      "['got', 'used', 'idea', 'spot', 'lived', 'another', 'four', 'years', 'died', 'peacefully', 'night', 'second', 'time', 'buried', 'pet', 'sematary', 'bones', 'still', 'lie']\n",
      "{'sport': 0.17530929479073776, 'action': 0.1313880311756126, 'musical': 0.16554330113982996, 'music': 0.16624152248953095, 'war': 0.22713359222672058, 'biography': 0.168521832413705, 'animation': 0.09871397733252618, 'mystery': 0.2927349262794582, 'fantasy': 0.19134953132123433, 'romance': 0.20751024960290665, 'adventure': 0.171130334416008, 'horror': 0.19799827752416554, 'crime': 0.17823716168632897, 'family': 0.354878608613433, 'drama': 0.1656061511538076, 'comedy': 0.17026729079503455, 'thriller': 0.12872097307660968, 'documentary': 0.12283207587516842, 'history': 0.28698247792975895}\n",
      "family 0.354878608613433\n",
      "A man doesn't always know why he does things, Louis. I think I did it because your daughter ain't ready for her favorite pet to die.\n",
      "['man', 'always', 'know', 'things', 'louis', 'think', 'daughter', 'ready', 'favorite', 'pet', 'die']\n",
      "{'sport': 0.21739354622553797, 'action': 0.09627110095686431, 'musical': 0.1312571412241348, 'music': 0.23544963362701643, 'war': 0.20291421967737788, 'biography': 0.13239609284596032, 'animation': 0.10744576726041655, 'mystery': 0.22831980534715568, 'fantasy': 0.2570001361663423, 'romance': 0.2597054625397579, 'adventure': 0.20471177630366144, 'horror': 0.21377230257972657, 'crime': 0.17909748778964285, 'family': 0.34202623052033654, 'drama': 0.1189397533041332, 'comedy': 0.16310725491846756, 'thriller': 0.06306564008277116, 'documentary': 0.0708739826211724, 'history': 0.21520149712775583}\n",
      "family 0.34202623052033654\n",
      "What?\n",
      "[]\n",
      "{'sport': nan, 'action': nan, 'musical': nan, 'music': nan, 'war': nan, 'biography': nan, 'animation': nan, 'mystery': nan, 'fantasy': nan, 'romance': nan, 'adventure': nan, 'horror': nan, 'crime': nan, 'family': nan, 'drama': nan, 'comedy': nan, 'thriller': nan, 'documentary': nan, 'history': nan}\n",
      "sport nan\n",
      "Ellie's a little scared of death. And the main reason Ellie's that way is because your wife is a lot scared of death. Now you just go ahead and tell me I'm wrong.\n",
      "['ellie', 'little', 'scared', 'death', 'main', 'reason', 'ellie', 'way', 'wife', 'lot', 'scared', 'death', 'go', 'ahead', 'tell', 'wrong']\n",
      "{'sport': 0.19289852764062498, 'action': 0.11670299039027188, 'musical': 0.061509207845434455, 'music': 0.13469763520865785, 'war': 0.23927737422366313, 'biography': 0.12608950409782094, 'animation': 0.08882972478777229, 'mystery': 0.2729531788852241, 'fantasy': 0.186680620980627, 'romance': 0.21814280441193867, 'adventure': 0.1895105581512765, 'horror': 0.2587058280910792, 'crime': 0.24252233862386086, 'family': 0.3350533296284419, 'drama': 0.16408923901105965, 'comedy': 0.11982824113674218, 'thriller': 0.128992973979565, 'documentary': 0.15171491094742606, 'history': 0.11606073100018854}\n",
      "family 0.3350533296284419\n",
      "Rachel not feeling well?\n",
      "['rachel', 'feeling', 'well']\n",
      "{'sport': 0.1685706000210767, 'action': 0.035202455596533566, 'musical': 0.0745187687567106, 'music': 0.17102597205758252, 'war': 0.1402074376027337, 'biography': 0.05834972677023387, 'animation': 0.07594999380337031, 'mystery': 0.1675587105789228, 'fantasy': 0.20264880546466502, 'romance': 0.19137867580903145, 'adventure': 0.12600404668626042, 'horror': 0.22310500680900125, 'crime': 0.09957475578558783, 'family': 0.16724700690429328, 'drama': 0.14388618025471933, 'comedy': 0.13340805766792285, 'thriller': 0.10257103739304352, 'documentary': -0.0029049852150897504, 'history': 0.06311761823766271}\n",
      "horror 0.22310500680900125\n",
      "Well...a touch of the flu...\n",
      "['well', 'touch', 'flu']\n",
      "{'sport': 0.14507125762478723, 'action': 0.1260967212554126, 'musical': 0.05926644417521876, 'music': 0.095996372649784, 'war': 0.11115807284016022, 'biography': 0.09081392218055584, 'animation': 0.13604634499678236, 'mystery': 0.12165644519242402, 'fantasy': 0.1631629681990221, 'romance': 0.11468549361010494, 'adventure': 0.1329177106827606, 'horror': 0.10772316873194043, 'crime': 0.10971785554503999, 'family': 0.11465739713002965, 'drama': 0.12278961060779436, 'comedy': 0.06023368325866807, 'thriller': 0.05212224867192161, 'documentary': -0.03378863794102571, 'history': 0.022818041397973277}\n",
      "fantasy 0.1631629681990221\n",
      "Out of the mouths of babes, Louis.\n",
      "['mouths', 'babes', 'louis']\n",
      "{'sport': 0.11539692493595011, 'action': 0.017620019201826542, 'musical': 0.03472181103732497, 'music': 0.09585797691306053, 'war': 0.12387476302186995, 'biography': -0.036096297422012036, 'animation': 0.0883503998235805, 'mystery': 0.05255051450830173, 'fantasy': 0.13690608381058356, 'romance': 0.18207005148907907, 'adventure': 0.06776399877188843, 'horror': 0.1333932797520072, 'crime': 0.04760500719305105, 'family': -0.019415195473543978, 'drama': 0.05347081394346054, 'comedy': 0.07707826900447035, 'thriller': 0.03505842452183772, 'documentary': 0.01056725519786561, 'history': 0.07030335895630113}\n",
      "romance 0.18207005148907907\n",
      "This babe has said enough.\n",
      "['babe', 'said', 'enough']\n",
      "{'sport': 0.17074981647622278, 'action': 0.10450110438024263, 'musical': 0.0861603791642307, 'music': 0.14731579414182838, 'war': 0.10519932211083138, 'biography': 0.10563551358574841, 'animation': 0.10279012174565327, 'mystery': 0.1292637543513998, 'fantasy': 0.23510691891428304, 'romance': 0.3075949251707637, 'adventure': 0.14806271518838665, 'horror': 0.13107085989704503, 'crime': 0.1690146566360471, 'family': 0.1680783237472584, 'drama': 0.17913154255083863, 'comedy': 0.19264499818019942, 'thriller': 0.11442381142831093, 'documentary': 0.03517539243925605, 'history': 0.037478516318781074}\n",
      "romance 0.3075949251707637\n",
      "Poor Missy. God, I was sorry to hear. I remember when she was no older'n Ellen there, walking down to the store with her Raggedy Anne doll draggin' behind her in the dust. I don't know why God takes someone like her, who should have a bunch of years still in front of them, and lets an old shit like me just go on and on.\n",
      "['poor', 'missy', 'god', 'sorry', 'hear', 'remember', 'older', 'n', 'ellen', 'walking', 'store', 'raggedy', 'anne', 'doll', 'draggin', 'behind', 'dust', 'know', 'god', 'takes', 'someone', 'like', 'bunch', 'years', 'still', 'front', 'lets', 'old', 'shit', 'like', 'go']\n",
      "{'sport': 0.21024755950597673, 'action': 0.06216243036307589, 'musical': 0.18656435846204034, 'music': 0.25545374884272354, 'war': 0.18459787939950778, 'biography': 0.113651845951381, 'animation': 0.17678051444070086, 'mystery': 0.21701969933283116, 'fantasy': 0.28047786625480087, 'romance': 0.2192051468673245, 'adventure': 0.1830848429702856, 'horror': 0.2825332901291119, 'crime': 0.17254001858142343, 'family': 0.2174429631767072, 'drama': 0.14042155054445482, 'comedy': 0.2078060694413144, 'thriller': 0.07764060484938995, 'documentary': 0.09134997208174667, 'history': 0.19109391284545152}\n",
      "horror 0.2825332901291119\n",
      "My father used to have a saying, Jud-- \"God sees the truth, but waits.\"\n",
      "['father', 'used', 'saying', 'jud', 'god', 'sees', 'truth', 'waits']\n",
      "{'sport': 0.1774580271166265, 'action': 0.09139991465857777, 'musical': 0.11099423580850543, 'music': 0.1639557689490141, 'war': 0.17839256330514475, 'biography': 0.18812872899118827, 'animation': 0.106447567417565, 'mystery': 0.22777740410839686, 'fantasy': 0.20557810672053045, 'romance': 0.20787734190885898, 'adventure': 0.11823857108974245, 'horror': 0.18299431176519676, 'crime': 0.1439896338218084, 'family': 0.2865448232163035, 'drama': 0.12387180150841859, 'comedy': 0.10949302414586848, 'thriller': 0.04776555838298113, 'documentary': 0.1173925623619071, 'history': 0.1481925544134043}\n",
      "family 0.2865448232163035\n",
      "Ayuh...how is your cat, Louis?\n",
      "['ayuh', 'cat', 'louis']\n",
      "{'sport': 0.025097209340391835, 'action': 0.009802507289240148, 'musical': 0.03242752343133137, 'music': 0.08787885530854755, 'war': 0.09488394284072121, 'biography': -0.01686403993711738, 'animation': 0.08196887887556836, 'mystery': 0.10630489674012411, 'fantasy': 0.10166063015454974, 'romance': 0.0664964202426247, 'adventure': 0.05497129246574428, 'horror': 0.06376030840981972, 'crime': 0.04884899637470064, 'family': 0.07323540589312916, 'drama': -0.059039160630069976, 'comedy': 0.034674497201655496, 'thriller': -0.05438667456565338, 'documentary': -0.07132643882365808, 'history': 0.05775748167595329}\n",
      "mystery 0.10630489674012411\n",
      "It's Ellie's cat.\n",
      "['ellie', 'cat']\n",
      "{'sport': 0.11354981354600813, 'action': 0.10412126589064086, 'musical': 0.11418241865401546, 'music': 0.12496278006035999, 'war': 0.09089296283133974, 'biography': 0.036122570309123025, 'animation': 0.19067811526583778, 'mystery': 0.1924483729261951, 'fantasy': 0.2119771700256129, 'romance': 0.14226579287173868, 'adventure': 0.1882600960441494, 'horror': 0.19946150515146754, 'crime': 0.06269544104757685, 'family': 0.17613211653253524, 'drama': 0.041062493976306014, 'comedy': 0.13895198161748856, 'thriller': 0.047795397789036964, 'documentary': -0.02229204520914707, 'history': 0.002130109551136128}\n",
      "fantasy 0.2119771700256129\n",
      "Nope. He's your cat now.\n",
      "['nope', 'cat']\n",
      "{'sport': 0.08993158264327339, 'action': 0.0724467462127445, 'musical': 0.057107610711469636, 'music': 0.08123055121072609, 'war': 0.123475855350907, 'biography': -0.001986157383626841, 'animation': 0.13376553904514732, 'mystery': 0.19650928306427418, 'fantasy': 0.21570741889514378, 'romance': 0.12630311162815733, 'adventure': 0.14149013330597626, 'horror': 0.178066070108573, 'crime': 0.10699215325229772, 'family': 0.10964359251842792, 'drama': 0.01209650617482394, 'comedy': 0.12350597639103456, 'thriller': 0.04783205167067006, 'documentary': -0.03099001412390301, 'history': 0.021317449588208248}\n",
      "fantasy 0.21570741889514378\n",
      "Your father-in-law packs a wallop, for an old guy. He and his wife gone back to Chicago?\n",
      "['father', 'law', 'packs', 'wallop', 'old', 'guy', 'wife', 'gone', 'back', 'chicago']\n",
      "{'sport': 0.194815648966995, 'action': 0.1295422192795428, 'musical': 0.10281165213427501, 'music': 0.17022205397418733, 'war': 0.1619540619502755, 'biography': 0.18970313217235235, 'animation': 0.10560999487233058, 'mystery': 0.17015312221860934, 'fantasy': 0.2020402337840841, 'romance': 0.2384971298491224, 'adventure': 0.21794363257504668, 'horror': 0.1942736152204546, 'crime': 0.18117075980454356, 'family': 0.39729122109521886, 'drama': 0.1664949450606935, 'comedy': 0.17476610665603065, 'thriller': 0.15397694429424647, 'documentary': 0.08827372141290335, 'history': 0.19323024825488622}\n",
      "family 0.39729122109521886\n",
      "No...squatting out there at the Holiday Inn like a couple of vultures. He really thinks Rachel's going to go back with them. Her and Ellie.\n",
      "['squatting', 'holiday', 'inn', 'like', 'couple', 'vultures', 'really', 'thinks', 'rachel', 'going', 'go', 'back', 'ellie']\n",
      "{'sport': 0.195826793478177, 'action': 0.14908783397587455, 'musical': 0.14096393324765155, 'music': 0.19548248001644464, 'war': 0.17920564018026686, 'biography': 0.06412672046022894, 'animation': 0.1326823720771958, 'mystery': 0.23675253803152818, 'fantasy': 0.3140453734745392, 'romance': 0.2733932486817612, 'adventure': 0.24708391705768118, 'horror': 0.23585559077961527, 'crime': 0.18478153878023962, 'family': 0.2686783684901508, 'drama': 0.13530332139818446, 'comedy': 0.22404378026433125, 'thriller': 0.11103016000058197, 'documentary': 0.060590577169608584, 'history': 0.15175005786048912}\n",
      "fantasy 0.3140453734745392\n",
      "Louis--\n",
      "['louis']\n",
      "{'sport': -0.02956508179443107, 'action': -0.0772209835571358, 'musical': -0.041699498868695395, 'music': 0.020261191519980737, 'war': 0.05694577445772864, 'biography': -0.024241499685202506, 'animation': -0.013038438791933116, 'mystery': 0.005720896017373356, 'fantasy': 0.005247728097862003, 'romance': 0.03158137523280491, 'adventure': -0.040791967924885375, 'horror': -0.04944964291426346, 'crime': 0.022775243749363905, 'family': -0.04806632433469482, 'drama': -0.08359010153431745, 'comedy': -0.03506652071025784, 'thriller': -0.08484963745433527, 'documentary': -0.060278963304016386, 'history': 0.08548964722341046}\n",
      "history 0.08548964722341046\n",
      "Jud, I buried my son today and I'm very tired. I wonder if we could just--\n",
      "['jud', 'buried', 'son', 'today', 'tired', 'wonder', 'could']\n",
      "{'sport': 0.17024987398837643, 'action': 0.1293524526533153, 'musical': 0.10724690509473389, 'music': 0.13787350776712382, 'war': 0.21812069089095454, 'biography': 0.12637959914056363, 'animation': 0.06980685581500556, 'mystery': 0.2549226253935182, 'fantasy': 0.20183990707373478, 'romance': 0.18958015240001636, 'adventure': 0.1617611604941237, 'horror': 0.23877901668973744, 'crime': 0.11639891200304753, 'family': 0.2896938002590155, 'drama': 0.1307281588905388, 'comedy': 0.08358161639394512, 'thriller': 0.1089389525609108, 'documentary': 0.10446939303090597, 'history': 0.13865733264042834}\n",
      "family 0.2896938002590155\n",
      "You're thinking of things best not thought of, Louis.\n",
      "['thinking', 'things', 'best', 'thought', 'louis']\n",
      "{'sport': 0.1720415632095692, 'action': 0.0869134523550571, 'musical': 0.08693195047812519, 'music': 0.17143117908549121, 'war': 0.1342535077092405, 'biography': 0.08244634123831496, 'animation': 0.09539515429115342, 'mystery': 0.16341045334957371, 'fantasy': 0.27874416475861086, 'romance': 0.16190651639872, 'adventure': 0.12909696873283372, 'horror': 0.1590212966494664, 'crime': 0.10443927861690094, 'family': 0.08332232124668892, 'drama': 0.07303994708394668, 'comedy': 0.12841997856954812, 'thriller': 0.03910434550341291, 'documentary': 0.04743086546006692, 'history': 0.2623337219910461}\n",
      "fantasy 0.27874416475861086\n",
      "I'm thinking about going to bed.\n",
      "['thinking', 'going', 'bed']\n",
      "{'sport': 0.11434279094608546, 'action': 0.10378536106872449, 'musical': 0.07133283017097736, 'music': 0.12649925058714562, 'war': 0.14229471356554924, 'biography': 0.034191145707385684, 'animation': 0.08475475316947867, 'mystery': 0.1338365983976364, 'fantasy': 0.24438988152278662, 'romance': 0.15966125324421532, 'adventure': 0.13641241638848678, 'horror': 0.1740909522405707, 'crime': 0.11373255698606966, 'family': 0.19037060916020154, 'drama': 0.09341657973641415, 'comedy': 0.12181919845153344, 'thriller': 0.0789735123498011, 'documentary': 0.06645549665822381, 'history': 0.1261853624715964}\n",
      "fantasy 0.24438988152278662\n",
      "--but I think the thought has crossed your mind.\n",
      "['think', 'thought', 'crossed', 'mind']\n",
      "{'sport': 0.19575776989283789, 'action': 0.10188816932441469, 'musical': 0.10910322063063027, 'music': 0.12863029337622645, 'war': 0.17827328338904902, 'biography': 0.11497311199514815, 'animation': 0.09737800641834571, 'mystery': 0.15134205600569972, 'fantasy': 0.24862141609234023, 'romance': 0.1770611911660882, 'adventure': 0.16838367511198526, 'horror': 0.17963832833141402, 'crime': 0.13305642392240002, 'family': 0.10709699032718167, 'drama': 0.11210967660248505, 'comedy': 0.1331628894897955, 'thriller': 0.12181458814841284, 'documentary': 0.05122944171404864, 'history': 0.19569262093570894}\n",
      "fantasy 0.24862141609234023\n",
      "Shit! Look at this mess!\n",
      "['shit', 'look', 'mess']\n",
      "{'sport': 0.16437417677339328, 'action': 0.19475233450169893, 'musical': 0.07286575884075197, 'music': 0.17098269918975595, 'war': 0.19558823713150686, 'biography': 0.07637051714647736, 'animation': 0.16995814597438974, 'mystery': 0.19816985222282624, 'fantasy': 0.2004145941893466, 'romance': 0.13866240621523795, 'adventure': 0.14346764106287857, 'horror': 0.2569980156407651, 'crime': 0.1868320585301394, 'family': 0.03813969377606141, 'drama': 0.1511566579690825, 'comedy': 0.17133093704929703, 'thriller': 0.10274898370828633, 'documentary': 0.12141132452517922, 'history': 0.17817498668743403}\n",
      "horror 0.2569980156407651\n",
      "Ayuh--it's a mess, all right.\n",
      "['ayuh', 'mess', 'right']\n",
      "{'sport': 0.14496982872841557, 'action': 0.18207584615630457, 'musical': 0.03087160789842114, 'music': 0.06748629943710538, 'war': 0.23650109526598762, 'biography': 0.013805691580754287, 'animation': 0.07619553516784627, 'mystery': 0.16825230594655038, 'fantasy': 0.15173668717552902, 'romance': 0.052740365738837225, 'adventure': 0.09482491567522722, 'horror': 0.15179754506913556, 'crime': 0.14795126007116866, 'family': 0.06630947357101924, 'drama': 0.11255635215156168, 'comedy': 0.09520024786236181, 'thriller': 0.05569344888290173, 'documentary': 0.02787023329107996, 'history': 0.13270763142078967}\n",
      "war 0.23650109526598762\n",
      "I know the Micmacs thought it was a holy place...and then they thought it was a cursed place. That's why they moved on.\n",
      "['know', 'micmacs', 'thought', 'holy', 'place', 'thought', 'cursed', 'place', 'moved']\n",
      "{'sport': 0.16258447334441384, 'action': 0.1625685957366676, 'musical': 0.11024276754764806, 'music': 0.13238313647234135, 'war': 0.18241283640909156, 'biography': 0.06703744633313102, 'animation': 0.07844590871952084, 'mystery': 0.20396405700427578, 'fantasy': 0.22668005244835965, 'romance': 0.1574575710696936, 'adventure': 0.1692649557450019, 'horror': 0.19437088735823282, 'crime': 0.16624572788593528, 'family': 0.19402227870848265, 'drama': 0.1326130164457251, 'comedy': 0.1444562345254089, 'thriller': 0.09568525319083654, 'documentary': 0.06091937353525234, 'history': 0.257245495571919}\n",
      "history 0.257245495571919\n",
      "Because something called a wendigo soured the ground.\n",
      "['something', 'called', 'wendigo', 'soured', 'ground']\n",
      "{'sport': 0.15253614936515736, 'action': 0.18538911671850156, 'musical': 0.056456759613217056, 'music': 0.06878621363022708, 'war': 0.21332996516149738, 'biography': 0.0461255901037686, 'animation': 0.04684410289997498, 'mystery': 0.1713304670675202, 'fantasy': 0.15893910565297642, 'romance': 0.1812636517799152, 'adventure': 0.13323712128380105, 'horror': 0.18762319256716764, 'crime': 0.14092332597798818, 'family': 0.10412126405156164, 'drama': 0.09196099434944671, 'comedy': 0.1149916243776532, 'thriller': 0.078255235105395, 'documentary': 0.04323623219620787, 'history': 0.15869915796086997}\n",
      "war 0.21332996516149738\n",
      "And because the dead walked.\n",
      "['dead', 'walked']\n",
      "{'sport': -0.00012981354639540754, 'action': 0.006587417160309972, 'musical': 0.044110473805507255, 'music': 0.09359597757829274, 'war': 0.10196496057854332, 'biography': 0.023985302150205445, 'animation': 0.03966759310902346, 'mystery': 0.17510386060619487, 'fantasy': 0.028831090341570498, 'romance': 0.10783119712056422, 'adventure': 0.0626997193180453, 'horror': 0.1962184444945192, 'crime': 0.1127013548943957, 'family': 0.1517307429990714, 'drama': 0.08481595573682343, 'comedy': 0.09181187730906959, 'thriller': 0.10738331664141065, 'documentary': 0.04351427489866144, 'history': 0.06885097589164713}\n",
      "horror 0.1962184444945192\n",
      "I'll bite--what's the bottom of the truth, Jud?\n",
      "['bite', 'bottom', 'truth', 'jud']\n",
      "{'sport': 0.1546009465062731, 'action': 0.2143786152695063, 'musical': 0.08391932030875904, 'music': 0.09364723832225275, 'war': 0.1968028055452794, 'biography': 0.11481963268146456, 'animation': 0.04940721130857839, 'mystery': 0.18990114278834236, 'fantasy': 0.17075915084579663, 'romance': 0.18478361933135556, 'adventure': 0.09077304952861842, 'horror': 0.1897925493035465, 'crime': 0.16138112791062265, 'family': 0.05404006805820549, 'drama': 0.11407850961139276, 'comedy': 0.1122053742441168, 'thriller': 0.09232788770312428, 'documentary': 0.08979668893167014, 'history': 0.14592376264460394}\n",
      "action 0.2143786152695063\n",
      "Why...that sometimes dead is better. That's all. Sometimes dead is better.\n",
      "['sometimes', 'dead', 'better', 'sometimes', 'dead', 'better']\n",
      "{'sport': 0.12076819903588099, 'action': 0.04982128680957476, 'musical': 0.06336040245676988, 'music': 0.1288871572481154, 'war': 0.20189537186941375, 'biography': 0.043562815658472975, 'animation': 0.055385915903419125, 'mystery': 0.1927075361392464, 'fantasy': 0.1764193926019223, 'romance': 0.13338483092614006, 'adventure': 0.07025444394753788, 'horror': 0.1685772215949206, 'crime': 0.17153685870657065, 'family': 0.14369659682407387, 'drama': 0.06135969759241966, 'comedy': 0.09943887154214015, 'thriller': 0.08135418595866106, 'documentary': 0.06029703309753032, 'history': 0.08582184913380353}\n",
      "war 0.20189537186941375\n",
      "I want to wake up. I want to wake up, that's all. I--\n",
      "['want', 'wake', 'want', 'wake']\n",
      "{'sport': 0.17294706373457935, 'action': 0.13869678467496827, 'musical': 0.0462706575089431, 'music': 0.13042210278594957, 'war': 0.13503226462210993, 'biography': -0.06104037311830557, 'animation': 0.055626710925710365, 'mystery': 0.09995339711075679, 'fantasy': 0.14799173277398092, 'romance': 0.043834747302948784, 'adventure': 0.06912343036634538, 'horror': 0.1648445489193857, 'crime': 0.11881552403129603, 'family': 0.15167462474490867, 'drama': 0.09228549103040007, 'comedy': 0.051093247774045225, 'thriller': 0.013120931206341502, 'documentary': 0.005444952721111118, 'history': 0.14906464437105948}\n",
      "sport 0.17294706373457935\n",
      "The door must not be opened. The barrier must not be crossed. Don't go on, doc. No matter how much you feel you have to. There's more power here than you know.\n",
      "['door', 'must', 'opened', 'barrier', 'must', 'crossed', 'go', 'doc', 'matter', 'much', 'feel', 'power', 'know']\n",
      "{'sport': 0.20539791963554832, 'action': 0.19584854350752146, 'musical': 0.09064578729106654, 'music': 0.16746598531163426, 'war': 0.22212671439150866, 'biography': 0.12465008898527452, 'animation': 0.15426038415062937, 'mystery': 0.21128066355902853, 'fantasy': 0.19564917064532572, 'romance': 0.154200863446446, 'adventure': 0.15683488026981485, 'horror': 0.2570212348987253, 'crime': 0.16085307882345246, 'family': 0.1705549566689033, 'drama': 0.19972438765850153, 'comedy': 0.1706065068985433, 'thriller': 0.19689491350422894, 'documentary': 0.17394602684032057, 'history': 0.20919916883170353}\n",
      "horror 0.2570212348987253\n",
      "Please, I want to wake up. Leave me alone. It's not my fault you died; you were as good as dead when they brought you in--\n",
      "['please', 'want', 'wake', 'leave', 'alone', 'fault', 'died', 'good', 'dead', 'brought']\n",
      "{'sport': 0.14250493461020097, 'action': 0.11193086145334719, 'musical': 0.104505155240599, 'music': 0.13823469714866532, 'war': 0.2026297790620496, 'biography': 0.04279458973349981, 'animation': 0.05405701875662927, 'mystery': 0.20068207068330557, 'fantasy': 0.1365553515526582, 'romance': 0.12710415401973274, 'adventure': 0.15110031320373052, 'horror': 0.1985983825701525, 'crime': 0.17069567577777223, 'family': 0.2805089442464681, 'drama': 0.10684402427730433, 'comedy': 0.11961453141339318, 'thriller': 0.0640514417295378, 'documentary': 0.034617435411310904, 'history': 0.18133996665302}\n",
      "family 0.2805089442464681\n",
      "The power of this place is old and always restless. Sometimes the dead do more than speak. Remember, doc.\n",
      "['power', 'place', 'old', 'always', 'restless', 'sometimes', 'dead', 'speak', 'remember', 'doc']\n",
      "{'sport': 0.18320735130989219, 'action': 0.13825051673466882, 'musical': 0.1580133140526907, 'music': 0.2605236894892409, 'war': 0.263899667988049, 'biography': 0.18421407329709694, 'animation': 0.15970441249482992, 'mystery': 0.24782359547702804, 'fantasy': 0.1888869089381543, 'romance': 0.2484395286190425, 'adventure': 0.20182484848401794, 'horror': 0.2880594115159987, 'crime': 0.18026914974963892, 'family': 0.25504864807947136, 'drama': 0.21502027691485315, 'comedy': 0.2035812161143944, 'thriller': 0.17045655897240009, 'documentary': 0.23050734941505902, 'history': 0.2537308805287435}\n",
      "horror 0.2880594115159987\n",
      "Leave me alone!\n",
      "['leave', 'alone']\n",
      "{'sport': 0.07708442811547844, 'action': 0.09573652532689514, 'musical': 0.08023704934157994, 'music': 0.06302188359000938, 'war': 0.12790494987669865, 'biography': -0.003288938759206106, 'animation': 0.02818478615597486, 'mystery': 0.1426946170843968, 'fantasy': 0.10962309645239277, 'romance': 0.07301471538684712, 'adventure': 0.17694197437818726, 'horror': 0.0648101060266354, 'crime': 0.13613742395286055, 'family': 0.22998442262101682, 'drama': 0.07751875462498192, 'comedy': 0.07511417918207464, 'thriller': 0.03469059358369686, 'documentary': 0.01066976164709521, 'history': 0.10285647381021124}\n",
      "family 0.22998442262101682\n",
      "Remember.\n",
      "['remember']\n",
      "{'sport': 0.12336107085146364, 'action': -0.02130768580222009, 'musical': 0.09071621444158873, 'music': 0.1304550636863968, 'war': 0.1808552943763586, 'biography': 0.08640389331502663, 'animation': 0.029724324476257835, 'mystery': 0.11775093831748173, 'fantasy': 0.11077045315984724, 'romance': 0.10566076719025164, 'adventure': 0.08912700959558384, 'horror': 0.2079083190145672, 'crime': 0.05601904590008433, 'family': 0.1601806118575242, 'drama': 0.07749594502742851, 'comedy': 0.08190083293714256, 'thriller': 0.026406126177817235, 'documentary': 0.062057956794458136, 'history': 0.2904926421732321}\n",
      "history 0.2904926421732321\n",
      "The door must not be opened. The barrier must not be crossed.\n",
      "['door', 'must', 'opened', 'barrier', 'must', 'crossed']\n",
      "{'sport': 0.090638812499796, 'action': 0.10880881739573356, 'musical': 0.061311063262750265, 'music': 0.04106992041906299, 'war': 0.11851098590634757, 'biography': 0.03176192036877179, 'animation': 0.07288115169793663, 'mystery': 0.12176439949900386, 'fantasy': 0.11264009484549264, 'romance': 0.07252532310422499, 'adventure': 0.08897806731159819, 'horror': 0.16743427258891974, 'crime': 0.06138313576430099, 'family': 0.08892640168694732, 'drama': 0.06276577683199058, 'comedy': 0.09481297380027065, 'thriller': 0.12775696237973688, 'documentary': 0.024997743743658485, 'history': 0.1336337446441812}\n",
      "horror 0.16743427258891974\n",
      "You don't understand--\n",
      "['understand']\n",
      "{'sport': 0.1491929088376771, 'action': 0.02655459174611552, 'musical': -0.005405631200461114, 'music': 0.07414846830307231, 'war': 0.16324137448949938, 'biography': 0.08200298203681577, 'animation': 0.059336068050615975, 'mystery': 0.17215656063559026, 'fantasy': 0.10747961660427574, 'romance': 0.05608974769435615, 'adventure': 0.013275840389041726, 'horror': 0.03872904327688176, 'crime': 0.11587166316559827, 'family': 0.12122163709083178, 'drama': 0.021846246206751907, 'comedy': 0.004467032296259554, 'thriller': -0.05124657618667339, 'documentary': 0.08001814928161499, 'history': 0.13253521187556527}\n",
      "mystery 0.17215656063559026\n",
      "I'll tell you where the ground is sour--the ground in my heart is sour. Let me tell you something else, Vic-baby: Wrong is wrong.\n",
      "['tell', 'ground', 'sour', 'ground', 'heart', 'sour', 'let', 'tell', 'something', 'else', 'vic', 'baby', 'wrong', 'wrong']\n",
      "{'sport': 0.15384222970495787, 'action': 0.13139198444015665, 'musical': 0.10830827299141255, 'music': 0.13229114273227216, 'war': 0.26844772861887656, 'biography': 0.04629837575694218, 'animation': 0.05361600273342304, 'mystery': 0.24609153977974751, 'fantasy': 0.20117023528329492, 'romance': 0.2514596837087557, 'adventure': 0.14415690698056494, 'horror': 0.21844162309756998, 'crime': 0.20825254881137378, 'family': 0.2020132592899957, 'drama': 0.12873824150930313, 'comedy': 0.1259632432476131, 'thriller': 0.06154706684378275, 'documentary': 0.06672308530341509, 'history': 0.1437163934794754}\n",
      "war 0.26844772861887656\n",
      "Timmy Baterman. That was wrong.\n",
      "['timmy', 'baterman', 'wrong']\n",
      "{'sport': 0.093557496249558, 'action': 0.07562957024020767, 'musical': 0.04698401927806739, 'music': 0.05267285747611439, 'war': 0.1685446063238646, 'biography': -0.021537613354049023, 'animation': 0.08332779352348996, 'mystery': 0.10360752381588889, 'fantasy': 0.17281893769584222, 'romance': 0.09041952500208394, 'adventure': 0.08588125985176343, 'horror': 0.1203092367849039, 'crime': 0.13695815052687377, 'family': -0.011715539915804651, 'drama': 0.03067872388217341, 'comedy': 0.11475564069801791, 'thriller': 0.05360452848361097, 'documentary': 0.022296939018570106, 'history': -0.007018599418920246}\n",
      "fantasy 0.17281893769584222\n",
      "Don't talk like an asshole even if you are just a bit of underdone potato or a blot of mustard.\n",
      "['talk', 'like', 'asshole', 'even', 'bit', 'underdone', 'potato', 'blot', 'mustard']\n",
      "{'sport': 0.1673391857652221, 'action': 0.0745218369242796, 'musical': 0.11521398964605967, 'music': 0.13477281148344988, 'war': 0.20691839231899045, 'biography': 0.15148685441495469, 'animation': 0.12424191374913285, 'mystery': 0.2214607056134703, 'fantasy': 0.1830313988730321, 'romance': 0.1792587219911328, 'adventure': 0.17142502707234675, 'horror': 0.20841853377445152, 'crime': 0.13889916123155888, 'family': 0.08958490042364275, 'drama': 0.12298974991448464, 'comedy': 0.20889463236150196, 'thriller': 0.14015368110995874, 'documentary': 0.07831468995557811, 'history': 0.13772101639532885}\n",
      "mystery 0.2214607056134703\n",
      "Let her go. It's cool.\n",
      "['let', 'go', 'cool']\n",
      "{'sport': 0.12869733537575434, 'action': 0.11757050142400105, 'musical': 0.07553870652711059, 'music': 0.18358734652511977, 'war': 0.10614119255180521, 'biography': 0.003803782781819698, 'animation': 0.1417122588037356, 'mystery': 0.13701453444929013, 'fantasy': 0.19990330257831812, 'romance': 0.15823623839778633, 'adventure': 0.18508945800687615, 'horror': 0.13644230389275447, 'crime': 0.09071535377706341, 'family': 0.11311185871046014, 'drama': 0.08640272810456606, 'comedy': 0.08042589136980449, 'thriller': 0.058029028474451905, 'documentary': 0.03136343583034129, 'history': 0.07812243068265345}\n",
      "fantasy 0.19990330257831812\n",
      "Louis, the house is beautiful.\n",
      "['louis', 'house', 'beautiful']\n",
      "{'sport': 0.07981902613684333, 'action': -0.04850917108055408, 'musical': 0.09833179286198312, 'music': 0.16707628958185083, 'war': 0.08719293055257038, 'biography': 0.043315936621990625, 'animation': 0.1093287762028301, 'mystery': 0.1468085970929125, 'fantasy': 0.1506717170720645, 'romance': 0.21247808513883215, 'adventure': 0.1188577657973039, 'horror': 0.10994144010007756, 'crime': 0.13186410873812104, 'family': 0.23816117109969093, 'drama': 0.03717487328312219, 'comedy': 0.056209579866171144, 'thriller': -0.006100077861821207, 'documentary': 0.027845440051942227, 'history': 0.12992723109769144}\n",
      "family 0.23816117109969093\n",
      "And Buckaroo Banzai.\n",
      "['buckaroo', 'banzai']\n",
      "{'sport': 0.17706220065634592, 'action': 0.021553516312636023, 'musical': 0.1254401140512138, 'music': 0.12899424496969225, 'war': 0.17283801233025609, 'biography': -0.0007852625917230682, 'animation': 0.08966795725014132, 'mystery': 0.07356068370930213, 'fantasy': 0.11305346845264641, 'romance': 0.12844009519229738, 'adventure': 0.2322005348637175, 'horror': 0.17406142974503358, 'crime': 0.06178143144616588, 'family': 0.08734818325103733, 'drama': 0.09459734275019382, 'comedy': 0.13994981002694384, 'thriller': 0.09395512762240288, 'documentary': 0.00265597998345235, 'history': 0.06093694274881356}\n",
      "adventure 0.2322005348637175\n",
      "Come on--let's parole 'em.\n",
      "['come', 'let', 'parole', 'em']\n",
      "{'sport': 0.1448588996225728, 'action': 0.10434588779537013, 'musical': 0.11846309813552258, 'music': 0.15175087341176208, 'war': 0.12336237476381284, 'biography': 0.1092977570920558, 'animation': 0.1552210741824489, 'mystery': 0.11189349017442562, 'fantasy': 0.20470872504281723, 'romance': 0.1689480648783962, 'adventure': 0.1368384262207294, 'horror': 0.18635100591162468, 'crime': 0.2664396053196182, 'family': 0.21465899825324353, 'drama': 0.07890730090744402, 'comedy': 0.11820096522006451, 'thriller': 0.0882306380140403, 'documentary': 0.08002833169633794, 'history': 0.09247836653924946}\n",
      "crime 0.2664396053196182\n",
      "Gage's gone!\n",
      "['gage', 'gone']\n",
      "{'sport': 0.10423593579567791, 'action': 0.04528538106584823, 'musical': 0.0747673868196812, 'music': 0.07780759959459083, 'war': 0.09306953306819743, 'biography': -0.01410415509950691, 'animation': 0.040357308002685666, 'mystery': 0.07579327406764635, 'fantasy': 0.09577420487288713, 'romance': 0.06576102800049255, 'adventure': 0.025568001346255587, 'horror': 0.05584025876398224, 'crime': 0.09687486187464778, 'family': 0.033618787071922895, 'drama': 0.0006785764973474828, 'comedy': 0.024138375551913005, 'thriller': 0.01090795968092162, 'documentary': 0.0003000992381897438, 'history': 0.07787609434990939}\n",
      "sport 0.10423593579567791\n",
      "Jesus, the road!\n",
      "['jesus', 'road']\n",
      "{'sport': 0.1345359874611276, 'action': 0.03529704998146399, 'musical': 0.1010472831792183, 'music': 0.15057312367077336, 'war': 0.1559343039069243, 'biography': 0.07761836353312834, 'animation': 0.13258239149384876, 'mystery': 0.08349931952957779, 'fantasy': 0.12720678881097136, 'romance': 0.1341685624142317, 'adventure': 0.11795455790311593, 'horror': 0.13012001375838145, 'crime': 0.1200353136609702, 'family': 0.11678054958106288, 'drama': 0.044231240202882716, 'comedy': 0.10784332317819378, 'thriller': 0.04961701220418335, 'documentary': 0.08932036404024679, 'history': 0.12803244624935461}\n",
      "war 0.1559343039069243\n",
      "Thank you. Thank you so much.\n",
      "['thank', 'thank', 'much']\n",
      "{'sport': 0.14382916213503916, 'action': 0.03858586262387065, 'musical': -0.013599257866712788, 'music': 0.0886859338999415, 'war': 0.09865575858536968, 'biography': 0.050467338891840186, 'animation': 0.036435409241404426, 'mystery': 0.05401114514804417, 'fantasy': 0.006535148794586831, 'romance': -0.03498936205496439, 'adventure': 0.08009671637656146, 'horror': 0.029583664431192425, 'crime': 0.02274825007831105, 'family': 0.16323952911435713, 'drama': 0.03418717365687285, 'comedy': -0.059325082101231885, 'thriller': -0.06883947365020915, 'documentary': 0.027963026009338532, 'history': 0.06264808010114031}\n",
      "family 0.16323952911435713\n",
      "Yes--thanks. I'm Louis Creed.\n",
      "['yes', 'thanks', 'louis', 'creed']\n",
      "{'sport': 0.17435813366277786, 'action': 0.026316018526173157, 'musical': 0.0694423649537137, 'music': 0.08783176054891106, 'war': 0.14914997517820772, 'biography': 0.09115067228500962, 'animation': 0.05090476153969403, 'mystery': 0.12632079591860423, 'fantasy': 0.1846970088625185, 'romance': 0.08549967474163422, 'adventure': 0.1080353841576327, 'horror': 0.05608259273794225, 'crime': 0.11269565464133269, 'family': 0.09224517228249862, 'drama': 0.02225629953321895, 'comedy': 0.07518240092790285, 'thriller': 0.024043314081611866, 'documentary': -0.0032188174013194626, 'history': 0.20300493615286308}\n",
      "history 0.20300493615286308\n",
      "The movers--\n",
      "['movers']\n",
      "{'sport': 0.0678848594836654, 'action': 0.10660297656504714, 'musical': 0.043221350749038656, 'music': 0.08748051204299578, 'war': -0.05299553211855401, 'biography': 0.0018621333629563752, 'animation': 0.0262306126764843, 'mystery': 0.045335330068069446, 'fantasy': 0.01502589033027213, 'romance': 0.0006839306669595979, 'adventure': 0.07145906114620404, 'horror': 0.04696233550682871, 'crime': 0.0011021096452888957, 'family': 0.048079484661219696, 'drama': 0.047294401693671495, 'comedy': 0.04150213417526194, 'thriller': 0.03525503716898182, 'documentary': -0.0032838034270070704, 'history': 0.09908897829724028}\n",
      "action 0.10660297656504714\n",
      "Yes--I know. This path, Louis? Where does it go?\n",
      "['yes', 'know', 'path', 'louis', 'go']\n",
      "{'sport': 0.14435169159150452, 'action': 0.12062282190457063, 'musical': 0.05152385738670806, 'music': 0.11392219067953935, 'war': 0.14964574052454238, 'biography': 0.06971638988845186, 'animation': 0.06062921624346651, 'mystery': 0.13739380213883579, 'fantasy': 0.17146162101646378, 'romance': 0.13890877040137983, 'adventure': 0.16926018224409523, 'horror': 0.09354135819358522, 'crime': 0.10179135664783667, 'family': 0.09338030123207741, 'drama': 0.030920578408742627, 'comedy': 0.05822349269244098, 'thriller': 0.021942005985282398, 'documentary': 0.024246656473159822, 'history': 0.20322108378185733}\n",
      "history 0.20322108378185733\n",
      "I don't have the slightest idea. When I saw the house, this field was under four feet of snow.\n",
      "['slightest', 'idea', 'saw', 'house', 'field', 'four', 'feet', 'snow']\n",
      "{'sport': 0.2520168469926909, 'action': 0.13011751672270677, 'musical': 0.12524708430334652, 'music': 0.14257113597692173, 'war': 0.1564881412517909, 'biography': 0.0890537490586667, 'animation': 0.14304867298192236, 'mystery': 0.1588318920560432, 'fantasy': 0.23394361165234412, 'romance': 0.14446894514974618, 'adventure': 0.18796339966980213, 'horror': 0.22236178045033794, 'crime': 0.1840758338541043, 'family': 0.21124727092800677, 'drama': 0.13208198482775213, 'comedy': 0.09944467827694892, 'thriller': 0.09709092260423857, 'documentary': 0.14139290934019022, 'history': 0.14899006709586204}\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "sport 0.2520168469926909\n",
      "You're not really going over to have a beer with that old guy, are you?\n",
      "['really', 'going', 'beer', 'old', 'guy']\n",
      "{'sport': 0.27316754032573465, 'action': 0.09787744077908889, 'musical': 0.11879152280724159, 'music': 0.26802711374624466, 'war': 0.1432856725868863, 'biography': 0.10390891562174187, 'animation': 0.11617975550109105, 'mystery': 0.1394437890929231, 'fantasy': 0.2690519688212707, 'romance': 0.2047395089240881, 'adventure': 0.16873872189783923, 'horror': 0.1692984575403097, 'crime': 0.18318888729548288, 'family': 0.2102899661586427, 'drama': 0.14224739296922873, 'comedy': 0.21350736212557986, 'thriller': 0.1215196955657798, 'documentary': 0.11868201537714573, 'history': 0.196196224728456}\n",
      "sport 0.27316754032573465\n",
      "Well, I've got a million questions about the area, and---\n",
      "['well', 'got', 'million', 'questions', 'area']\n",
      "{'sport': 0.13893821900531944, 'action': 0.11014289989829862, 'musical': 0.08171468923088432, 'music': 0.10601102571202725, 'war': 0.10817473550488632, 'biography': 0.018724839429820173, 'animation': 0.04704379116256474, 'mystery': 0.2630398974115168, 'fantasy': 0.11920065689794868, 'romance': -0.002947468850945656, 'adventure': 0.10229171928521696, 'horror': 0.12204742717707306, 'crime': 0.12342833251841889, 'family': 0.16979139939725396, 'drama': 0.14950206441883074, 'comedy': 0.08350000719733497, 'thriller': 0.08578041637097078, 'documentary': 0.05488170074974985, 'history': 0.17682422390042107}\n",
      "mystery 0.2630398974115168\n",
      "---and you'll end up doing a free consultation on his arthritis or urinary problems and---\n",
      "['end', 'free', 'consultation', 'arthritis', 'urinary', 'problems']\n",
      "{'sport': 0.1281517740476238, 'action': 0.12141386747836558, 'musical': 0.07915457029602435, 'music': 0.06592756861112314, 'war': 0.08959443736005535, 'biography': 0.08728836460342859, 'animation': 0.05270823167194172, 'mystery': 0.10565105686299603, 'fantasy': 0.08716342604793692, 'romance': 0.12747053388437135, 'adventure': 0.07482607527283891, 'horror': 0.06942598444268389, 'crime': 0.07103566755290336, 'family': 0.06879352890341284, 'drama': 0.04290544369574256, 'comedy': 0.059536626571203066, 'thriller': -0.038846381022338505, 'documentary': 0.029656690542478215, 'history': 0.10716463345603822}\n",
      "sport 0.1281517740476238\n",
      "Did you see his shirt?\n",
      "['see', 'shirt']\n",
      "{'sport': 0.20095883470856224, 'action': 0.16082733020444595, 'musical': 0.03500405730975609, 'music': 0.10369399827191961, 'war': 0.06957166644290402, 'biography': 0.10560259956945073, 'animation': 0.042717059862283246, 'mystery': 0.1409924807057985, 'fantasy': 0.08710701003542753, 'romance': 0.049328380552706164, 'adventure': 0.10958061949708042, 'horror': 0.12246725753060206, 'crime': 0.14119847407960995, 'family': 0.09756865224955136, 'drama': 0.09024568314257175, 'comedy': 0.07193046783255119, 'thriller': 0.07992847612101495, 'documentary': 0.06700657477733185, 'history': 0.11675527717545575}\n",
      "sport 0.20095883470856224\n",
      "My God!\n",
      "['god']\n",
      "{'sport': 0.1320352961817719, 'action': -0.015121886266665774, 'musical': 0.08668068405981177, 'music': 0.15610451128829272, 'war': 0.12313482296354894, 'biography': 0.08053812833399143, 'animation': 0.1272070788427898, 'mystery': 0.15421131898508067, 'fantasy': 0.23591003706724645, 'romance': 0.15019971081942218, 'adventure': 0.1389588023755698, 'horror': 0.13293093332603712, 'crime': 0.030649375205404228, 'family': 0.1415518469997057, 'drama': 0.08699044302632508, 'comedy': 0.07864314444891929, 'thriller': 0.06064826057998085, 'documentary': 0.04856257276284914, 'history': 0.10552099888669242}\n",
      "fantasy 0.23591003706724645\n",
      "It's beautiful!\n",
      "['beautiful']\n",
      "{'sport': 0.18122216167781624, 'action': -0.011851472417397257, 'musical': 0.22791128798046012, 'music': 0.23596211547699153, 'war': 0.03671123741057236, 'biography': 0.07536809428654834, 'animation': 0.1748014339358448, 'mystery': 0.1735067219641453, 'fantasy': 0.210295404397149, 'romance': 0.29854769361379774, 'adventure': 0.25910407551160697, 'horror': 0.16217749978174578, 'crime': 0.08702407093030584, 'family': 0.14450028456067165, 'drama': 0.13225002874012515, 'comedy': 0.12986146864704473, 'thriller': 0.09079813625272437, 'documentary': 0.09584782425301097, 'history': 0.15594724341812738}\n",
      "romance 0.29854769361379774\n",
      "I think it's rather extraordinary.\n",
      "['think', 'rather', 'extraordinary']\n",
      "{'sport': 0.20174491731571775, 'action': 0.14424367117717318, 'musical': 0.14969557825890867, 'music': 0.11580375483697325, 'war': 0.12707322566384716, 'biography': 0.13859961069599858, 'animation': 0.09920787178077584, 'mystery': 0.1440280063948659, 'fantasy': 0.23453941128595746, 'romance': 0.12907762477507212, 'adventure': 0.1661729122796065, 'horror': 0.1596402351268732, 'crime': 0.14947641619367635, 'family': 0.07883380762290493, 'drama': 0.13325759640129387, 'comedy': 0.10829286460904597, 'thriller': 0.06447961039846228, 'documentary': 0.14137954504606765, 'history': 0.21212152115996186}\n",
      "fantasy 0.23453941128595746\n",
      "Extraordinarily morbid, maybe.\n",
      "['extraordinarily', 'morbid', 'maybe']\n",
      "{'sport': 0.0832740647002449, 'action': 0.07481694378315307, 'musical': 0.2186301353435034, 'music': 0.16416194769905423, 'war': 0.1819633053171047, 'biography': 0.1712043488677295, 'animation': 0.1349991716592306, 'mystery': 0.23585902529558278, 'fantasy': 0.27076336242175514, 'romance': 0.24209843617174565, 'adventure': 0.1912527602737082, 'horror': 0.2879835758956072, 'crime': 0.17576452436699708, 'family': 0.1702482725339305, 'drama': 0.2042926472873433, 'comedy': 0.270437094386478, 'thriller': 0.22230610825567765, 'documentary': 0.1965105946957202, 'history': 0.24005640444337928}\n",
      "horror 0.2879835758956072\n",
      "She's finally asleep.\n",
      "['finally', 'asleep']\n",
      "{'sport': 0.020537831544389706, 'action': 0.10318899031937001, 'musical': 0.03633997609122819, 'music': 0.11890386900756011, 'war': 0.08579625463727014, 'biography': 0.006516802299777691, 'animation': 0.05461501858101525, 'mystery': 0.1454308123859892, 'fantasy': 0.14399879182165387, 'romance': 0.1685332944854494, 'adventure': 0.09575985665312725, 'horror': 0.17684794705448115, 'crime': 0.11478318457160164, 'family': 0.11623480082712212, 'drama': 0.09980120928817382, 'comedy': 0.06892369717690972, 'thriller': 0.07634889329642935, 'documentary': 0.04316922977693238, 'history': 0.02089273283775528}\n",
      "horror 0.17684794705448115\n",
      "She was a little over-excited, that's all. Poor kid.\n",
      "['little', 'excited', 'poor', 'kid']\n",
      "{'sport': 0.2552518539448778, 'action': 0.056166415432921335, 'musical': 0.18417139432928087, 'music': 0.17649312730470967, 'war': 0.09548481585479374, 'biography': 0.04759367215521726, 'animation': 0.13627966986594864, 'mystery': 0.12526841933254973, 'fantasy': 0.18811561984319214, 'romance': 0.08612586786380927, 'adventure': 0.2322530423561241, 'horror': 0.1460471025709249, 'crime': 0.12458008078671157, 'family': 0.2342999590644148, 'drama': 0.14900012245912841, 'comedy': 0.142646342346475, 'thriller': 0.06860689399229936, 'documentary': 0.10843973330068257, 'history': 0.14464181479516225}\n",
      "sport 0.2552518539448778\n",
      "It was that place. That creepy cemetery up in the woods. Whatever disease the kids in this town have got, I don't want Ellie to catch it.\n",
      "['place', 'creepy', 'cemetery', 'woods', 'whatever', 'disease', 'kids', 'town', 'got', 'want', 'ellie', 'catch']\n",
      "{'sport': 0.25560245992336283, 'action': 0.18042353077529616, 'musical': 0.2461594404462728, 'music': 0.2644108255276433, 'war': 0.20832536874947127, 'biography': 0.07539769690822273, 'animation': 0.17744580210654903, 'mystery': 0.28011264893414867, 'fantasy': 0.2630006564412518, 'romance': 0.2654553815931133, 'adventure': 0.2988104101733571, 'horror': 0.2802026399753068, 'crime': 0.28294436962761027, 'family': 0.3432367587098727, 'drama': 0.20059550380523383, 'comedy': 0.2357536528520784, 'thriller': 0.16738920056472262, 'documentary': 0.14032210584643856, 'history': 0.18593093906884717}\n",
      "family 0.3432367587098727\n",
      "Jesus, Rachel, what's got into you?\n",
      "['jesus', 'rachel', 'got']\n",
      "{'sport': 0.10708104185345313, 'action': -0.022084086122960755, 'musical': 0.06258272345636129, 'music': 0.14376634795203858, 'war': 0.13239575812427273, 'biography': 0.06513046878684758, 'animation': 0.1247461384777786, 'mystery': 0.12309453039949336, 'fantasy': 0.18449737629543594, 'romance': 0.18158362602680067, 'adventure': 0.04256175281508279, 'horror': 0.12662318385986204, 'crime': 0.1011051322669071, 'family': 0.11169172541650163, 'drama': 0.05684085034785735, 'comedy': 0.1388187393893826, 'thriller': 0.04877182804763158, 'documentary': 0.008306806953219281, 'history': 0.07025155796627292}\n",
      "fantasy 0.18449737629543594\n",
      "Do you think I didn't hear her tonight, crying as if her heart would break? Here she is thinking Church is going to die.\n",
      "['think', 'hear', 'tonight', 'crying', 'heart', 'would', 'break', 'thinking', 'church', 'going', 'die']\n",
      "{'sport': 0.1995302823446088, 'action': 0.18091910118070054, 'musical': 0.14815731889976513, 'music': 0.24704508287977944, 'war': 0.2179370936066174, 'biography': 0.03942953418408668, 'animation': 0.08590134060980137, 'mystery': 0.17675648580115577, 'fantasy': 0.17640283218753594, 'romance': 0.16845483853494758, 'adventure': 0.13966346547585307, 'horror': 0.23023540729252756, 'crime': 0.21225467598465064, 'family': 0.29040949251823744, 'drama': 0.1667609131865131, 'comedy': 0.14184523136064242, 'thriller': 0.09361011535192842, 'documentary': 0.09673421923752179, 'history': 0.166768488532559}\n",
      "family 0.29040949251823744\n",
      "Don't be silly. Church is not going to die.\n",
      "['silly', 'church', 'going', 'die']\n",
      "{'sport': 0.20345734121572967, 'action': 0.11221491664147298, 'musical': 0.16806906726354276, 'music': 0.22602484795369215, 'war': 0.23891909231959896, 'biography': 0.03769519022499157, 'animation': 0.12142433840096245, 'mystery': 0.16358803003447042, 'fantasy': 0.20714326079541456, 'romance': 0.2092574771947543, 'adventure': 0.17466816172803534, 'horror': 0.23729702448900525, 'crime': 0.1963264725472239, 'family': 0.3222277440268, 'drama': 0.17545785643940992, 'comedy': 0.21659980448643323, 'thriller': 0.11031895193824637, 'documentary': 0.08179832159106626, 'history': 0.13563087511743444}\n",
      "family 0.3222277440268\n",
      "According to what Mr. Crandall says, the road's a lot more dangerous than the operation. Church will be just the same. Well--almost the same--and we won't have to worry about him getting turned into catburgers by one of those damn Orinco trucks.\n",
      "['according', 'mr', 'crandall', 'says', 'road', 'lot', 'dangerous', 'operation', 'church', 'well', 'almost', 'worry', 'getting', 'turned', 'catburgers', 'one', 'damn', 'orinco', 'trucks']\n",
      "{'sport': 0.24411176114857847, 'action': 0.15849814973919218, 'musical': 0.12297572798545342, 'music': 0.20189433978398308, 'war': 0.26407630293522155, 'biography': 0.09676934940146786, 'animation': 0.10086458692264366, 'mystery': 0.14262075369477611, 'fantasy': 0.2088606451180508, 'romance': 0.13437320859878776, 'adventure': 0.149209644012263, 'horror': 0.20280000526273745, 'crime': 0.227884561496692, 'family': 0.2680336349953798, 'drama': 0.13110439197830703, 'comedy': 0.14832291982895307, 'thriller': 0.09543261302988482, 'documentary': 0.11119118329941835, 'history': 0.20009304021589536}\n",
      "family 0.2680336349953798\n",
      "That's enough of that kind of talk!\n",
      "['enough', 'kind', 'talk']\n",
      "{'sport': 0.19505647239148893, 'action': 0.14299718689264207, 'musical': 0.11963682288353794, 'music': 0.17872187106490123, 'war': 0.14266619300334415, 'biography': 0.11181486742267199, 'animation': 0.09442017485248122, 'mystery': 0.18652900858076393, 'fantasy': 0.2607038166974206, 'romance': 0.17317586627511106, 'adventure': 0.15563035582864382, 'horror': 0.1699361289680562, 'crime': 0.14938651415616644, 'family': 0.17105117763372157, 'drama': 0.21461301292938706, 'comedy': 0.20832909165404168, 'thriller': 0.10486087831757207, 'documentary': 0.16841000967908248, 'history': 0.19658606694200986}\n",
      "fantasy 0.2607038166974206\n",
      "I just said--\n",
      "['said']\n",
      "{'sport': 0.098889094366995, 'action': 0.08241202214471322, 'musical': 0.03153518158449298, 'music': 0.08053915637496911, 'war': 0.03166454669651153, 'biography': 0.09211377300319701, 'animation': 0.01739539973241855, 'mystery': -0.005461161557134275, 'fantasy': 0.005280362735493038, 'romance': -0.022978635359389488, 'adventure': 0.009616344693736845, 'horror': -0.006551870685793659, 'crime': 0.13492912428120252, 'family': 0.23563713504924855, 'drama': -0.010137821162776506, 'comedy': 0.012164138239138422, 'thriller': -0.08878796882585327, 'documentary': 0.007019975220276975, 'history': 0.009684718540744486}\n",
      "family 0.23563713504924855\n",
      "I know what you just said. Ellie, clear your place.\n",
      "['know', 'said', 'ellie', 'clear', 'place']\n",
      "{'sport': 0.217841963689124, 'action': 0.2082630462904812, 'musical': 0.07068160672330992, 'music': 0.11872368509906994, 'war': 0.1452480778282229, 'biography': 0.06999370791195103, 'animation': 0.06576111957251918, 'mystery': 0.2212447020815307, 'fantasy': 0.14605005524708947, 'romance': 0.09476379452361627, 'adventure': 0.11258379818493158, 'horror': 0.1123197854682062, 'crime': 0.1865659620485296, 'family': 0.2062279097984171, 'drama': 0.1128512035517244, 'comedy': 0.08777437349897321, 'thriller': 0.060094601185386676, 'documentary': 0.05632572351804921, 'history': 0.14950533328311844}\n",
      "mystery 0.2212447020815307\n",
      "You'll be fine, Ellie. Now you can be excused. Go and wash your face.\n",
      "['fine', 'ellie', 'excused', 'go', 'wash', 'face']\n",
      "{'sport': 0.15082512779735646, 'action': 0.11462066738777921, 'musical': 0.09580113574049198, 'music': 0.08385695695271456, 'war': 0.08519930667883224, 'biography': 0.06423159187944738, 'animation': 0.08500905104999723, 'mystery': 0.07915596692457871, 'fantasy': 0.16126772732950934, 'romance': 0.06475916837491469, 'adventure': 0.1274825207900584, 'horror': 0.13948153854307865, 'crime': 0.08736730576045326, 'family': 0.12330740809437823, 'drama': 0.07138963892111394, 'comedy': 0.09313352395269814, 'thriller': 0.05421115935181997, 'documentary': 0.058004592458566706, 'history': 0.12774280626782464}\n",
      "fantasy 0.16126772732950934\n",
      "And Church will be fine.\n",
      "['church', 'fine']\n",
      "{'sport': 0.160267140288616, 'action': 0.059182580928671014, 'musical': 0.19414319104001498, 'music': 0.26510706699486697, 'war': 0.09941745753631326, 'biography': 0.0898769469709626, 'animation': 0.061884420294630704, 'mystery': 0.08401619740817379, 'fantasy': 0.09630203648726521, 'romance': 0.09011324979738289, 'adventure': 0.06914274913243146, 'horror': 0.09893620446543883, 'crime': 0.11651685127563993, 'family': 0.2909859876894314, 'drama': 0.0845651160130434, 'comedy': 0.10719385697098105, 'thriller': 0.016845984357891752, 'documentary': 0.017536118508666654, 'history': 0.09579256831341454}\n",
      "family 0.2909859876894314\n",
      "Well, honey...you know that...\n",
      "['well', 'honey', 'know']\n",
      "{'sport': 0.10699656473321195, 'action': -0.008809047428471217, 'musical': 0.13684497889418812, 'music': 0.19165359039954188, 'war': 0.08099199043891336, 'biography': 0.06428815793414666, 'animation': 0.09505332118173593, 'mystery': 0.2239988699012494, 'fantasy': 0.14474594185377687, 'romance': 0.1500064603080593, 'adventure': 0.09073025825175207, 'horror': 0.15072416018131518, 'crime': 0.1291601971608628, 'family': 0.15505206236902502, 'drama': 0.11508750196222806, 'comedy': 0.16569467368537938, 'thriller': 0.06572299411273541, 'documentary': 0.052772390048650863, 'history': 0.11655032133075116}\n",
      "mystery 0.2239988699012494\n",
      "Don't shilly-shally, Louis. Give the little girl her promise.\n",
      "['shilly', 'shally', 'louis', 'give', 'little', 'girl', 'promise']\n",
      "{'sport': 0.10158126481011864, 'action': 0.08211947743515047, 'musical': 0.10739734088216979, 'music': 0.1402325893060261, 'war': 0.14234383457460464, 'biography': 0.046092671043146294, 'animation': 0.11046508315499115, 'mystery': 0.20032167531314748, 'fantasy': 0.22905554718953414, 'romance': 0.23949070379336113, 'adventure': 0.16438203105012106, 'horror': 0.1544341803397664, 'crime': 0.13098578639259184, 'family': 0.17584184629177446, 'drama': 0.11964934999805854, 'comedy': 0.12558541795004474, 'thriller': 0.09411606171576858, 'documentary': 0.0490023789516415, 'history': 0.14484346801892456}\n",
      "romance 0.23949070379336113\n",
      "Thank you, Louis.\n",
      "['thank', 'louis']\n",
      "{'sport': 0.06112425861335602, 'action': -0.028153010873463558, 'musical': -0.03739233604850667, 'music': 0.06340568920752743, 'war': 0.08323417220947515, 'biography': 0.00976302990922251, 'animation': 0.013929479086666863, 'mystery': 0.024840227353623234, 'fantasy': -0.006206473920839395, 'romance': -0.011996070651810964, 'adventure': 0.032237314345563206, 'horror': -0.02260996155849293, 'crime': 0.011969465666969326, 'family': 0.0772322039336576, 'drama': -0.03943181383879346, 'comedy': -0.06188661914212368, 'thriller': -0.11740685664729766, 'documentary': -0.02462469404010248, 'history': 0.08955755050078706}\n",
      "history 0.08955755050078706\n",
      "Oh, you're welcome. Only if some- thing should go wrong while he's under the gas--it's a one-in-a-thousand shot, but it happens--you explain to her.\n",
      "['oh', 'welcome', 'thing', 'go', 'wrong', 'gas', 'one', 'thousand', 'shot', 'happens', 'explain']\n",
      "{'sport': 0.18957663647799883, 'action': 0.1547914566879719, 'musical': 0.10574402074745648, 'music': 0.17358109329816263, 'war': 0.2148087240240637, 'biography': 0.059813656357763145, 'animation': 0.1057314815654753, 'mystery': 0.24136329075848817, 'fantasy': 0.1908807925413789, 'romance': 0.12535787810077936, 'adventure': 0.1710252408224111, 'horror': 0.20754650024525745, 'crime': 0.1819942757643188, 'family': 0.1694661156270394, 'drama': 0.13535123179617448, 'comedy': 0.15406592451469026, 'thriller': 0.10502464799714206, 'documentary': 0.11419324765439187, 'history': 0.23840935264805485}\n",
      "mystery 0.24136329075848817\n",
      "Getting there.\n",
      "['getting']\n",
      "{'sport': 0.12318715442072192, 'action': 0.08875685559807245, 'musical': -0.0013654554847863931, 'music': 0.05796821243164807, 'war': 0.11277237128389128, 'biography': 0.004867098461715957, 'animation': 0.04720021539467234, 'mystery': 0.06483055445186059, 'fantasy': 0.13862674005506348, 'romance': 0.08682126965375903, 'adventure': 0.04055445253921608, 'horror': 0.0479004981264024, 'crime': 0.07104599024573777, 'family': 0.09746663182722803, 'drama': 0.06957405785897319, 'comedy': 0.02998851515696599, 'thriller': 0.052086305363492236, 'documentary': -0.0020473710139421453, 'history': 0.03928805084283726}\n",
      "fantasy 0.13862674005506348\n",
      "I got eggs down here!\n",
      "['got', 'eggs']\n",
      "{'sport': 0.09161724614270106, 'action': 0.03176399250841766, 'musical': 0.03950620061961718, 'music': 0.0520946570277534, 'war': 0.06561417976352568, 'biography': -0.03597878164084278, 'animation': 0.1495114816073041, 'mystery': 0.16343172325707944, 'fantasy': 0.09123637995076939, 'romance': 0.0788684498249963, 'adventure': 0.07204247783187123, 'horror': 0.07101042311584904, 'crime': 0.03865151509832465, 'family': 0.0969861971946101, 'drama': 0.024449151752224618, 'comedy': 0.0984629764396786, 'thriller': 0.06110835434414286, 'documentary': -0.0007796126935772918, 'history': 0.004886578210919423}\n",
      "mystery 0.16343172325707944\n",
      "Good d--\n",
      "['good']\n",
      "{'sport': 0.13443756692826758, 'action': 0.05572683472928042, 'musical': 0.07551593187021233, 'music': 0.08795480077541729, 'war': 0.05861112199173857, 'biography': 0.011032434796099944, 'animation': 0.010075225717730896, 'mystery': 0.06131622056465291, 'fantasy': 0.14704125429686865, 'romance': 0.05581935035306651, 'adventure': 0.07956643832912647, 'horror': 0.101691473955005, 'crime': 0.06570269368729875, 'family': 0.08544211793775602, 'drama': 0.0572552279856402, 'comedy': 0.08447773550178594, 'thriller': 0.0499132575792397, 'documentary': 0.028875442582042776, 'history': 0.07155920352564848}\n",
      "fantasy 0.14704125429686865\n",
      "I heard you tonight.\n",
      "['heard', 'tonight']\n",
      "{'sport': 0.04836331178437281, 'action': 0.18452941545938883, 'musical': 0.1440252495214518, 'music': 0.18492086723858392, 'war': 0.08649826812113304, 'biography': -0.020668677949363, 'animation': -0.0038606451578551138, 'mystery': 0.10974280273583736, 'fantasy': 0.0524033176095855, 'romance': 0.02888861564196521, 'adventure': 0.03753905976328664, 'horror': 0.17782754957076752, 'crime': 0.10730424379981773, 'family': 0.07366193538002808, 'drama': 0.13885959685843463, 'comedy': 0.12724969846528955, 'thriller': 0.08024681826677182, 'documentary': 0.12896537471442837, 'history': 0.10357009376769977}\n",
      "music 0.18492086723858392\n",
      "I thought maybe you did. I know you don't approve of the subject being raised--\n",
      "['thought', 'maybe', 'know', 'approve', 'subject', 'raised']\n",
      "{'sport': 0.13688673782414984, 'action': 0.10555106908326939, 'musical': 0.08187135008994284, 'music': 0.0943423687230257, 'war': 0.16921960240929845, 'biography': 0.0668219296563235, 'animation': 0.07508317189742875, 'mystery': 0.16259823727224054, 'fantasy': 0.1651078799884076, 'romance': 0.08377584473479849, 'adventure': 0.08744346200023978, 'horror': 0.14401809134288657, 'crime': 0.10228202003969045, 'family': 0.1375787227873826, 'drama': 0.1070096651216681, 'comedy': 0.11746473911450472, 'thriller': 0.05925167286732402, 'documentary': 0.11907699970342378, 'history': 0.18265449660591482}\n",
      "history 0.18265449660591482\n",
      "That's not true. The subject scares me. Because of Zelda.\n",
      "['true', 'subject', 'scares', 'zelda']\n",
      "{'sport': 0.2045613229956501, 'action': 0.13557489368772224, 'musical': 0.15702195458102441, 'music': 0.16791703906592925, 'war': 0.17791936070071634, 'biography': 0.10938297925411167, 'animation': 0.21894067638387216, 'mystery': 0.3312912451017964, 'fantasy': 0.34633724115967746, 'romance': 0.22423686263483134, 'adventure': 0.26238465559066393, 'horror': 0.4061828842138353, 'crime': 0.1154598264566068, 'family': 0.07762945903786578, 'drama': 0.1631219068105877, 'comedy': 0.15067595881015716, 'thriller': 0.2249482808408697, 'documentary': 0.14955423564260628, 'history': 0.20336009065297267}\n",
      "horror 0.4061828842138353\n",
      "I'm sorry I couldn't go with you to Missy's funeral. And that I blew up when we went to that silly animal graveyard.\n",
      "['sorry', 'go', 'missy', 'funeral', 'blew', 'went', 'silly', 'animal', 'graveyard']\n",
      "{'sport': 0.15476763457170617, 'action': 0.12434710576887176, 'musical': 0.17061511722923273, 'music': 0.19626696158255075, 'war': 0.1893734830821907, 'biography': 0.1203595281299279, 'animation': 0.15960738183247114, 'mystery': 0.1568091770795017, 'fantasy': 0.2284953907664582, 'romance': 0.1798688067032027, 'adventure': 0.19354109093641947, 'horror': 0.2896455306733722, 'crime': 0.13068269611016925, 'family': 0.24962496598644923, 'drama': 0.18991368897908056, 'comedy': 0.21377444874978013, 'thriller': 0.11159346097409428, 'documentary': 0.1047530957035322, 'history': 0.15769865345977252}\n",
      "horror 0.2896455306733722\n",
      "That's forgotten.\n",
      "['forgotten']\n",
      "{'sport': 0.14140602604981878, 'action': 0.012073107819615791, 'musical': 0.17039911332111068, 'music': 0.11829121458598313, 'war': 0.22888842626943018, 'biography': 0.1244605549117207, 'animation': 0.05393468508980337, 'mystery': 0.223209254857635, 'fantasy': 0.1628646171966588, 'romance': 0.20718408645935882, 'adventure': 0.1451427087758541, 'horror': 0.20033972289852342, 'crime': 0.1306269600954324, 'family': 0.14087310859457713, 'drama': 0.139546812067335, 'comedy': 0.10603714380958895, 'thriller': 0.06494400369653386, 'documentary': 0.11907784860715431, 'history': 0.276749336235554}\n",
      "history 0.276749336235554\n",
      "Not by me, it isn't. I know how badly I acted, how unfair I was. It's just that I..you know.\n",
      "['know', 'badly', 'acted', 'unfair', 'know']\n",
      "{'sport': 0.17172071276965317, 'action': 0.14686357837073882, 'musical': 0.06494947457639888, 'music': 0.09810475062939139, 'war': 0.19369521933902778, 'biography': 0.08386226829649823, 'animation': 0.07919121263687712, 'mystery': 0.1475172342947414, 'fantasy': 0.13954615094508627, 'romance': 0.10405489994479267, 'adventure': 0.039075327170177365, 'horror': 0.14994185795532144, 'crime': 0.1524008352178403, 'family': 0.12226125202414184, 'drama': 0.13491733167668762, 'comedy': 0.10910092997485743, 'thriller': 0.05461783206827986, 'documentary': 0.09669114566912018, 'history': 0.11714589603445325}\n",
      "war 0.19369521933902778\n",
      "Yes, I guess I do.\n",
      "['yes', 'guess']\n",
      "{'sport': 0.15810602188311718, 'action': 0.04337178144487486, 'musical': 0.06446661248163266, 'music': 0.10471906566013534, 'war': 0.15127898876092472, 'biography': 0.07816588088113263, 'animation': 0.08535831215748324, 'mystery': 0.1865089646193845, 'fantasy': 0.28046089286142295, 'romance': 0.14710898481059786, 'adventure': 0.12438324820916269, 'horror': 0.16111743165988435, 'crime': 0.09940597030738152, 'family': 0.08973499746264957, 'drama': 0.057823117607819774, 'comedy': 0.12586277153179692, 'thriller': 0.05887512285027552, 'documentary': 0.027246055546779724, 'history': 0.13138399086438834}\n",
      "fantasy 0.28046089286142295\n",
      "I'm going to try to do better.\n",
      "['going', 'try', 'better']\n",
      "{'sport': 0.16088726842663725, 'action': 0.1455258863170743, 'musical': 0.05884293230464521, 'music': 0.10408256881050648, 'war': 0.10555140760755166, 'biography': -0.0019230363451496757, 'animation': 0.041530251570314536, 'mystery': 0.09075596787142437, 'fantasy': 0.1833874531018469, 'romance': 0.04711518871931286, 'adventure': 0.08279222858511492, 'horror': 0.10292603652226562, 'crime': 0.10921142329551625, 'family': 0.08013031435372409, 'drama': 0.07664329006991943, 'comedy': 0.07559093740621303, 'thriller': 0.06422425785400643, 'documentary': 0.03203029134434332, 'history': 0.11948104616796573}\n",
      "fantasy 0.1833874531018469\n",
      "You're doing fine.\n",
      "['fine']\n",
      "{'sport': 0.08818848161824389, 'action': 0.08832305160086862, 'musical': 0.07431393255137653, 'music': 0.12760003523061791, 'war': 0.020282376688014248, 'biography': 0.07318429881232325, 'animation': 0.10478566864554584, 'mystery': 0.008447465539107357, 'fantasy': 0.11481100522659937, 'romance': 0.03024019170179093, 'adventure': 0.06923264183741351, 'horror': 0.02810501957589895, 'crime': 0.022016649843760172, 'family': 0.0009394254873715813, 'drama': 0.035329561361441275, 'comedy': 0.04520301034151897, 'thriller': 0.027756800413808347, 'documentary': -0.011414675392033669, 'history': 0.07899311600346137}\n",
      "music 0.12760003523061791\n",
      "You better get going, hon.\n",
      "['better', 'get', 'going', 'hon']\n",
      "{'sport': 0.1354306691642484, 'action': 0.11148485501415106, 'musical': 0.07866875183975985, 'music': 0.10425500417688505, 'war': 0.12725704298679652, 'biography': 0.051467212700342824, 'animation': 0.05551035942408433, 'mystery': 0.06569097178686878, 'fantasy': 0.11263138516083049, 'romance': 0.043357826366710595, 'adventure': 0.06183648338233505, 'horror': 0.05873822865535039, 'crime': 0.13944090870773107, 'family': 0.12726781472091853, 'drama': 0.03200948256924108, 'comedy': 0.07008498091975102, 'thriller': 0.0014773747640207668, 'documentary': 0.022154504343077974, 'history': 0.05297442914826023}\n",
      "crime 0.13944090870773107\n",
      "Oh Louis, I just don't know about this--\n",
      "['oh', 'louis', 'know']\n",
      "{'sport': 0.07109721765156118, 'action': -0.016769751453635795, 'musical': 0.006945239801090186, 'music': 0.09366510470199996, 'war': 0.1466207398260635, 'biography': 0.02491438237495902, 'animation': 0.06603993063321967, 'mystery': 0.13206441327566332, 'fantasy': 0.1263030807068718, 'romance': 0.12240068818709338, 'adventure': 0.055806418574160466, 'horror': 0.09100826514958704, 'crime': 0.07630032951528665, 'family': 0.04276338193874407, 'drama': 0.021244816097932828, 'comedy': 0.06308682386723075, 'thriller': 0.006807290982577152, 'documentary': 0.0006419207990812081, 'history': 0.14056133762660383}\n",
      "war 0.1466207398260635\n",
      "I told you last night--this can be the start of patching things up with your folks. If something good doesn't come of Gage's death, I think I'll go crazy.\n",
      "['told', 'last', 'night', 'start', 'patching', 'things', 'folks', 'something', 'good', 'come', 'gage', 'death', 'think', 'go', 'crazy']\n",
      "{'sport': 0.2070543862886851, 'action': 0.17955889387471669, 'musical': 0.10765559708162142, 'music': 0.18673302024000638, 'war': 0.18193543457024786, 'biography': 0.054215856380742444, 'animation': 0.09365512715957791, 'mystery': 0.17811736382167165, 'fantasy': 0.2444503522852436, 'romance': 0.17464052135751273, 'adventure': 0.17361172779356937, 'horror': 0.22125366625779608, 'crime': 0.21078621088368665, 'family': 0.19038013017590272, 'drama': 0.1349465922592913, 'comedy': 0.16186882042088735, 'thriller': 0.11642204843951898, 'documentary': 0.08866422200420376, 'history': 0.15169745218815334}\n",
      "fantasy 0.2444503522852436\n",
      "Louis, are you sure?\n",
      "['louis', 'sure']\n",
      "{'sport': 0.06674073438341432, 'action': -0.01762533134683486, 'musical': 0.0052848609909794675, 'music': 0.08014808391955075, 'war': 0.09049568465634128, 'biography': -0.004233255692012827, 'animation': 0.015624146057929389, 'mystery': 0.08099786666977249, 'fantasy': 0.0753419776103248, 'romance': 0.0416215753734297, 'adventure': -0.0005424974682357586, 'horror': 0.026369367875452965, 'crime': 0.10976470982181319, 'family': 0.030627773711869533, 'drama': -0.03788867589754741, 'comedy': 0.00878496236345161, 'thriller': -0.03702003629810258, 'documentary': -0.005643957048324433, 'history': 0.14967756996701942}\n",
      "history 0.14967756996701942\n",
      "I'm sure.\n",
      "['sure']\n",
      "{'sport': 0.15716278103500503, 'action': 0.07760105013560192, 'musical': 0.06757695030272237, 'music': 0.11062012547935685, 'war': 0.07717940303383897, 'biography': 0.02661498434681131, 'animation': 0.04536091066047143, 'mystery': 0.13246150959425185, 'fantasy': 0.12331526084760724, 'romance': 0.027946366784970755, 'adventure': 0.05619928036059596, 'horror': 0.11500012176109342, 'crime': 0.158462839156301, 'family': 0.12044779447556664, 'drama': 0.05137985541946666, 'comedy': 0.06435592817351754, 'thriller': 0.0546506624215225, 'documentary': 0.07464856884453364, 'history': 0.13983557814655112}\n",
      "crime 0.158462839156301\n"
     ]
    }
   ],
   "source": [
    "tokenizer = RegexpTokenizer(r'\\w+')\n",
    "\n",
    "dict3 = {}\n",
    "index1 = 0\n",
    "\n",
    "# For a single dialogue\n",
    "for index, rows in mc1_df.iterrows():\n",
    "    s = rows[3]\n",
    "    l = s.split('\\'')[1::2]\n",
    "    for _ in l:\n",
    "        index1 += 1 \n",
    "        val2 = {}\n",
    "        av = np.zeros(300)\n",
    "        line = ml1_df.loc[ml1_df['Line_Id'] == _, 'Dialogue'].iloc[0]\n",
    "        print(line)\n",
    "        line = tokenizer.tokenize(line)\n",
    "        line = [i.lower() for i in line]\n",
    "        line = [w for w in line if not w in stop_words]\n",
    "        print(line)\n",
    "        l1 = len(line)\n",
    "        for tokens in line:\n",
    "#             print(model[tokens])\n",
    "            try:\n",
    "                av += model[tokens]\n",
    "            except:\n",
    "                l1 -= 1\n",
    "                pass\n",
    "        av = av/l1\n",
    "#         print(av)\n",
    "        # Cosine similarities\n",
    "        for key, vals in dict1.items():\n",
    "            try:\n",
    "                val2[key] = 1 - spatial.distance.cosine(av, vals)\n",
    "            except:\n",
    "                pass\n",
    "        print(val2)\n",
    "        m = max(val2, key = val2.get)\n",
    "        print(m, val2[m])\n",
    "        dict3[index1] = m"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{1: 'fantasy',\n",
       " 2: 'sport',\n",
       " 3: 'family',\n",
       " 4: 'sport',\n",
       " 5: 'crime',\n",
       " 6: 'fantasy',\n",
       " 7: 'action',\n",
       " 8: 'sport',\n",
       " 9: 'mystery',\n",
       " 10: 'fantasy',\n",
       " 11: 'romance',\n",
       " 12: 'biography',\n",
       " 13: 'family',\n",
       " 14: 'fantasy',\n",
       " 15: 'mystery',\n",
       " 16: 'family',\n",
       " 17: 'family',\n",
       " 18: 'fantasy',\n",
       " 19: 'romance',\n",
       " 20: 'fantasy',\n",
       " 21: 'fantasy',\n",
       " 22: 'sport',\n",
       " 23: 'music',\n",
       " 24: 'family',\n",
       " 25: 'adventure',\n",
       " 26: 'action',\n",
       " 27: 'family',\n",
       " 28: 'romance',\n",
       " 29: 'family',\n",
       " 30: 'family',\n",
       " 31: 'horror',\n",
       " 32: 'mystery',\n",
       " 33: 'fantasy',\n",
       " 34: 'family',\n",
       " 35: 'action',\n",
       " 36: 'mystery',\n",
       " 37: 'romance',\n",
       " 38: 'fantasy',\n",
       " 39: 'sport',\n",
       " 40: 'sport',\n",
       " 41: 'fantasy',\n",
       " 42: 'fantasy',\n",
       " 43: 'sport',\n",
       " 44: 'family',\n",
       " 45: 'family',\n",
       " 46: 'family',\n",
       " 47: 'fantasy',\n",
       " 48: 'family',\n",
       " 49: 'history',\n",
       " 50: 'family',\n",
       " 51: 'family',\n",
       " 52: 'music',\n",
       " 53: 'family',\n",
       " 54: 'fantasy',\n",
       " 55: 'music',\n",
       " 56: 'romance',\n",
       " 57: 'fantasy',\n",
       " 58: 'family',\n",
       " 59: 'family',\n",
       " 60: 'fantasy',\n",
       " 61: 'fantasy',\n",
       " 62: 'fantasy',\n",
       " 63: 'action',\n",
       " 64: 'mystery',\n",
       " 65: 'mystery',\n",
       " 66: 'horror',\n",
       " 67: 'fantasy',\n",
       " 68: 'fantasy',\n",
       " 69: 'fantasy',\n",
       " 70: 'animation',\n",
       " 71: 'fantasy',\n",
       " 72: 'family',\n",
       " 73: 'music',\n",
       " 74: 'fantasy',\n",
       " 75: 'crime',\n",
       " 76: 'horror',\n",
       " 77: 'fantasy',\n",
       " 78: 'fantasy',\n",
       " 79: 'family',\n",
       " 80: 'family',\n",
       " 81: 'fantasy',\n",
       " 82: 'mystery',\n",
       " 83: 'fantasy',\n",
       " 84: 'mystery',\n",
       " 85: 'fantasy',\n",
       " 86: 'fantasy',\n",
       " 87: 'action',\n",
       " 88: 'fantasy',\n",
       " 89: 'crime',\n",
       " 90: 'war',\n",
       " 91: 'crime',\n",
       " 92: 'family',\n",
       " 93: 'family',\n",
       " 94: 'romance',\n",
       " 95: 'music',\n",
       " 96: 'family',\n",
       " 97: 'family',\n",
       " 98: 'crime',\n",
       " 99: 'horror',\n",
       " 100: 'horror',\n",
       " 101: 'music',\n",
       " 102: 'musical',\n",
       " 103: 'action',\n",
       " 104: 'sport',\n",
       " 105: 'adventure',\n",
       " 106: 'family',\n",
       " 107: 'sport',\n",
       " 108: 'mystery',\n",
       " 109: 'family',\n",
       " 110: 'sport',\n",
       " 111: 'fantasy',\n",
       " 112: 'family',\n",
       " 113: 'fantasy',\n",
       " 114: 'music',\n",
       " 115: 'fantasy',\n",
       " 116: 'fantasy',\n",
       " 117: 'sport',\n",
       " 118: 'fantasy',\n",
       " 119: 'fantasy',\n",
       " 120: 'history',\n",
       " 121: 'music',\n",
       " 122: 'family',\n",
       " 123: 'sport',\n",
       " 124: 'music',\n",
       " 125: 'fantasy',\n",
       " 126: 'music',\n",
       " 127: 'mystery',\n",
       " 128: 'sport',\n",
       " 129: 'war',\n",
       " 130: 'action',\n",
       " 131: 'crime',\n",
       " 132: 'family',\n",
       " 133: 'adventure',\n",
       " 134: 'mystery',\n",
       " 135: 'comedy',\n",
       " 136: 'biography',\n",
       " 137: 'sport',\n",
       " 138: 'history',\n",
       " 139: 'fantasy',\n",
       " 140: 'family',\n",
       " 141: 'war',\n",
       " 142: 'family',\n",
       " 143: 'horror',\n",
       " 144: 'family',\n",
       " 145: 'music',\n",
       " 146: 'family',\n",
       " 147: 'horror',\n",
       " 148: 'fantasy',\n",
       " 149: 'family',\n",
       " 150: 'fantasy',\n",
       " 151: 'mystery',\n",
       " 152: 'family',\n",
       " 153: 'fantasy',\n",
       " 154: 'mystery',\n",
       " 155: 'fantasy',\n",
       " 156: 'action',\n",
       " 157: 'fantasy',\n",
       " 158: 'fantasy',\n",
       " 159: 'fantasy',\n",
       " 160: 'sport',\n",
       " 161: 'romance',\n",
       " 162: 'fantasy',\n",
       " 163: 'family',\n",
       " 164: 'crime',\n",
       " 165: 'mystery',\n",
       " 166: 'fantasy',\n",
       " 167: 'fantasy',\n",
       " 168: 'action',\n",
       " 169: 'history',\n",
       " 170: 'action',\n",
       " 171: 'adventure',\n",
       " 172: 'action',\n",
       " 173: 'history',\n",
       " 174: 'fantasy',\n",
       " 175: 'fantasy',\n",
       " 176: 'fantasy',\n",
       " 177: 'war',\n",
       " 178: 'sport',\n",
       " 179: 'comedy',\n",
       " 180: 'horror',\n",
       " 181: 'comedy',\n",
       " 182: 'history',\n",
       " 183: 'history',\n",
       " 184: 'family',\n",
       " 185: 'history',\n",
       " 186: 'war',\n",
       " 187: 'horror',\n",
       " 188: 'family',\n",
       " 189: 'fantasy',\n",
       " 190: 'mystery',\n",
       " 191: 'fantasy',\n",
       " 192: 'fantasy',\n",
       " 193: 'mystery',\n",
       " 194: 'war',\n",
       " 195: 'sport',\n",
       " 196: 'history',\n",
       " 197: 'history',\n",
       " 198: 'mystery',\n",
       " 199: 'crime',\n",
       " 200: 'fantasy',\n",
       " 201: 'sport',\n",
       " 202: 'history',\n",
       " 203: 'action',\n",
       " 204: 'crime',\n",
       " 205: 'romance',\n",
       " 206: 'mystery',\n",
       " 207: 'horror',\n",
       " 208: 'horror',\n",
       " 209: 'family',\n",
       " 210: 'history',\n",
       " 211: 'fantasy',\n",
       " 212: 'family',\n",
       " 213: 'sport',\n",
       " 214: 'adventure',\n",
       " 215: 'romance',\n",
       " 216: 'history',\n",
       " 217: 'war',\n",
       " 218: 'fantasy',\n",
       " 219: 'music',\n",
       " 220: 'war',\n",
       " 221: 'family',\n",
       " 222: 'family',\n",
       " 223: 'sport',\n",
       " 224: 'family',\n",
       " 225: 'horror',\n",
       " 226: 'fantasy',\n",
       " 227: 'romance',\n",
       " 228: 'romance',\n",
       " 229: 'horror',\n",
       " 230: 'family',\n",
       " 231: 'mystery',\n",
       " 232: 'fantasy',\n",
       " 233: 'fantasy',\n",
       " 234: 'family',\n",
       " 235: 'fantasy',\n",
       " 236: 'history',\n",
       " 237: 'family',\n",
       " 238: 'fantasy',\n",
       " 239: 'fantasy',\n",
       " 240: 'fantasy',\n",
       " 241: 'horror',\n",
       " 242: 'war',\n",
       " 243: 'history',\n",
       " 244: 'war',\n",
       " 245: 'horror',\n",
       " 246: 'action',\n",
       " 247: 'war',\n",
       " 248: 'sport',\n",
       " 249: 'horror',\n",
       " 250: 'family',\n",
       " 251: 'horror',\n",
       " 252: 'family',\n",
       " 253: 'history',\n",
       " 254: 'horror',\n",
       " 255: 'mystery',\n",
       " 256: 'war',\n",
       " 257: 'fantasy',\n",
       " 258: 'mystery',\n",
       " 259: 'fantasy',\n",
       " 260: 'family',\n",
       " 261: 'adventure',\n",
       " 262: 'crime',\n",
       " 263: 'sport',\n",
       " 264: 'war',\n",
       " 265: 'family',\n",
       " 266: 'history',\n",
       " 267: 'action',\n",
       " 268: 'history',\n",
       " 269: 'sport',\n",
       " 270: 'sport',\n",
       " 271: 'mystery',\n",
       " 272: 'sport',\n",
       " 273: 'sport',\n",
       " 274: 'fantasy',\n",
       " 275: 'romance',\n",
       " 276: 'fantasy',\n",
       " 277: 'horror',\n",
       " 278: 'horror',\n",
       " 279: 'sport',\n",
       " 280: 'family',\n",
       " 281: 'fantasy',\n",
       " 282: 'family',\n",
       " 283: 'family',\n",
       " 284: 'family',\n",
       " 285: 'fantasy',\n",
       " 286: 'family',\n",
       " 287: 'mystery',\n",
       " 288: 'fantasy',\n",
       " 289: 'family',\n",
       " 290: 'mystery',\n",
       " 291: 'romance',\n",
       " 292: 'history',\n",
       " 293: 'mystery',\n",
       " 294: 'fantasy',\n",
       " 295: 'mystery',\n",
       " 296: 'fantasy',\n",
       " 297: 'music',\n",
       " 298: 'history',\n",
       " 299: 'horror',\n",
       " 300: 'horror',\n",
       " 301: 'history',\n",
       " 302: 'war',\n",
       " 303: 'fantasy',\n",
       " 304: 'fantasy',\n",
       " 305: 'music',\n",
       " 306: 'crime',\n",
       " 307: 'war',\n",
       " 308: 'fantasy',\n",
       " 309: 'history',\n",
       " 310: 'crime'}"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dict3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Counter({'fantasy': 75, 'family': 57, 'sport': 27, 'mystery': 26, 'horror': 22, 'history': 22, 'war': 15, 'action': 14, 'music': 14, 'romance': 13, 'crime': 12, 'adventure': 6, 'comedy': 3, 'biography': 2, 'animation': 1, 'musical': 1})\n",
      "[75, 27, 57, 12, 14, 26, 13, 2, 14, 6, 22, 22, 1, 15, 1, 3]\n"
     ]
    },
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\n",
      "text/plain": [
       "<Figure size 2160x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "counter = Counter(dict3.values())\n",
    "print(counter)\n",
    "plt.rcParams.update({'font.size': 15})\n",
    "fig = plt.figure(figsize=(30,10))\n",
    "ax = fig.add_subplot(111)\n",
    "\n",
    "frequencies = list(counter.values())\n",
    "names = list(counter.keys())\n",
    "print (frequencies)\n",
    "x_coordinates = np.arange(len(counter))\n",
    "ax.bar(x_coordinates, frequencies, align='center')\n",
    "\n",
    "ax.xaxis.set_major_locator(plt.FixedLocator(x_coordinates))\n",
    "ax.xaxis.set_major_formatter(plt.FixedFormatter(names))\n",
    "# plt.hist(freq.values())\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Now checking each dialogue with the genres of the movies"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "glist = mtm_df[mtm_df['Movie_Number'] == movie_check].Genres\n",
    "m1_df = mcm_df.loc[mcm_df['Movie_Number'] == movie_check]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['drama', 'fantasy', 'horror', 'mystery', 'thriller']\n"
     ]
    }
   ],
   "source": [
    "list2 = []\n",
    "for j in glist:\n",
    "    j=j.replace('[',\"\")\n",
    "    j=j.replace(']',\"\")\n",
    "    j=j.replace(\"'\",\"\")\n",
    "    j=j.split(\", \")\n",
    "    for items in j:\n",
    "        list2.append(str(items))\n",
    "print(list2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Dictionary for our genres\n",
    "gdict = {}\n",
    "for i in list2:\n",
    "    try:\n",
    "        gdict[i] = model[i]\n",
    "    except:\n",
    "        pass"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/pandas/core/frame.py:6211: FutureWarning:\n",
      "\n",
      "Sorting because non-concatenation axis is not aligned. A future version\n",
      "of pandas will change to not sort by default.\n",
      "\n",
      "To accept the future behavior, pass 'sort=False'.\n",
      "\n",
      "To retain the current behavior and silence the warning, pass 'sort=True'.\n",
      "\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Character_Id1</th>\n",
       "      <th>Character_Id2</th>\n",
       "      <th>Gender1</th>\n",
       "      <th>Gender2</th>\n",
       "      <th>List_of_Utterance</th>\n",
       "      <th>Movie_Number</th>\n",
       "      <th>Movie_Title</th>\n",
       "      <th>Name1</th>\n",
       "      <th>Name2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>u2460</td>\n",
       "      <td>u2461</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>['L439462', 'L439463', 'L439464']</td>\n",
       "      <td>m158</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>u2460</td>\n",
       "      <td>u2461</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>['L439511', 'L439512']</td>\n",
       "      <td>m158</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>u2460</td>\n",
       "      <td>u2461</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>['L439530', 'L439531', 'L439532']</td>\n",
       "      <td>m158</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>u2460</td>\n",
       "      <td>u2461</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>['L439541', 'L439542', 'L439543']</td>\n",
       "      <td>m158</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>u2460</td>\n",
       "      <td>u2461</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>['L439546', 'L439547', 'L439548']</td>\n",
       "      <td>m158</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Character_Id1 Character_Id2 Gender1 Gender2  \\\n",
       "0         u2460         u2461     NaN     NaN   \n",
       "1         u2460         u2461     NaN     NaN   \n",
       "2         u2460         u2461     NaN     NaN   \n",
       "3         u2460         u2461     NaN     NaN   \n",
       "4         u2460         u2461     NaN     NaN   \n",
       "\n",
       "                   List_of_Utterance Movie_Number Movie_Title Name1 Name2  \n",
       "0  ['L439462', 'L439463', 'L439464']         m158         NaN   NaN   NaN  \n",
       "1             ['L439511', 'L439512']         m158         NaN   NaN   NaN  \n",
       "2  ['L439530', 'L439531', 'L439532']         m158         NaN   NaN   NaN  \n",
       "3  ['L439541', 'L439542', 'L439543']         m158         NaN   NaN   NaN  \n",
       "4  ['L439546', 'L439547', 'L439548']         m158         NaN   NaN   NaN  "
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_df = pd.DataFrame(columns = ['Character_Id1', 'Character_Id2', 'Gender1', \n",
    "                                 'Gender2', 'List_of_Utterance', 'Movie_Number',\n",
    "                                 'Movie_Title', 'Name1', 'Name2'])\n",
    "new_df = new_df.append(mc1_df, ignore_index = True)\n",
    "new_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "for index, rows in new_df.iterrows():\n",
    "    rows[2] = m1_df.loc[m1_df.Character_Id == rows[0], 'Gender'].iloc[0]\n",
    "    rows[3] = m1_df.loc[m1_df.Character_Id == rows[1], 'Gender'].iloc[0]\n",
    "    rows[6] = m1_df.loc[m1_df.Movie_Number == rows[5], 'Movie_Title'].iloc[0]\n",
    "    rows[7] = m1_df.loc[m1_df.Character_Id == rows[0], 'Character_Name'].iloc[0]\n",
    "    rows[8] = m1_df.loc[m1_df.Character_Id == rows[1], 'Character_Name'].iloc[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Character_Id1</th>\n",
       "      <th>Character_Id2</th>\n",
       "      <th>Gender1</th>\n",
       "      <th>Gender2</th>\n",
       "      <th>List_of_Utterance</th>\n",
       "      <th>Movie_Number</th>\n",
       "      <th>Movie_Title</th>\n",
       "      <th>Name1</th>\n",
       "      <th>Name2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>u2460</td>\n",
       "      <td>u2461</td>\n",
       "      <td>f</td>\n",
       "      <td>m</td>\n",
       "      <td>['L439462', 'L439463', 'L439464']</td>\n",
       "      <td>m158</td>\n",
       "      <td>pet sematary</td>\n",
       "      <td>ELLIE</td>\n",
       "      <td>JUD</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>u2460</td>\n",
       "      <td>u2461</td>\n",
       "      <td>f</td>\n",
       "      <td>m</td>\n",
       "      <td>['L439511', 'L439512']</td>\n",
       "      <td>m158</td>\n",
       "      <td>pet sematary</td>\n",
       "      <td>ELLIE</td>\n",
       "      <td>JUD</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>u2460</td>\n",
       "      <td>u2461</td>\n",
       "      <td>f</td>\n",
       "      <td>m</td>\n",
       "      <td>['L439530', 'L439531', 'L439532']</td>\n",
       "      <td>m158</td>\n",
       "      <td>pet sematary</td>\n",
       "      <td>ELLIE</td>\n",
       "      <td>JUD</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>u2460</td>\n",
       "      <td>u2461</td>\n",
       "      <td>f</td>\n",
       "      <td>m</td>\n",
       "      <td>['L439541', 'L439542', 'L439543']</td>\n",
       "      <td>m158</td>\n",
       "      <td>pet sematary</td>\n",
       "      <td>ELLIE</td>\n",
       "      <td>JUD</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>u2460</td>\n",
       "      <td>u2461</td>\n",
       "      <td>f</td>\n",
       "      <td>m</td>\n",
       "      <td>['L439546', 'L439547', 'L439548']</td>\n",
       "      <td>m158</td>\n",
       "      <td>pet sematary</td>\n",
       "      <td>ELLIE</td>\n",
       "      <td>JUD</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Character_Id1 Character_Id2 Gender1 Gender2  \\\n",
       "0         u2460         u2461       f       m   \n",
       "1         u2460         u2461       f       m   \n",
       "2         u2460         u2461       f       m   \n",
       "3         u2460         u2461       f       m   \n",
       "4         u2460         u2461       f       m   \n",
       "\n",
       "                   List_of_Utterance Movie_Number   Movie_Title  Name1 Name2  \n",
       "0  ['L439462', 'L439463', 'L439464']         m158  pet sematary  ELLIE   JUD  \n",
       "1             ['L439511', 'L439512']         m158  pet sematary  ELLIE   JUD  \n",
       "2  ['L439530', 'L439531', 'L439532']         m158  pet sematary  ELLIE   JUD  \n",
       "3  ['L439541', 'L439542', 'L439543']         m158  pet sematary  ELLIE   JUD  \n",
       "4  ['L439546', 'L439547', 'L439548']         m158  pet sematary  ELLIE   JUD  "
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(112, 4)"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mc1_df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "L439462\n",
      "Who might you be, little Miss?\n",
      "{'drama': 0.13282206315112288, 'fantasy': 0.23282045016096908, 'horror': 0.11663842097580324, 'mystery': 0.1812417346440569, 'thriller': 0.0710317985956136}\n",
      "fantasy 0.23282045016096908\n",
      "L439463\n",
      "I'm Ellen Creed and I live at 642 Alden Lane, Dearborn, Michigan.  At least, I used to.\n",
      "{'drama': 0.04508362158259882, 'fantasy': 0.18251198548011982, 'horror': 0.1320037172286228, 'mystery': 0.10016556410635391, 'thriller': 0.02675365858602663}\n",
      "fantasy 0.18251198548011982\n",
      "L439464\n",
      "And now you live on Route 9 in Ludlow, and your dad's gonna be the new doctor up to the college, I hear, and I think you're going to be just as happy as a clam here, Ellen Creed.\n",
      "{'drama': 0.1726340236132976, 'fantasy': 0.2432506243053968, 'horror': 0.19475545634158165, 'mystery': 0.18374538249887085, 'thriller': 0.08495512427145924}\n",
      "fantasy 0.2432506243053968\n",
      "L439511\n",
      "But where are we going, Mr. Crandall?\n",
      "{'drama': 0.0031076534546732315, 'fantasy': 0.11559535692419587, 'horror': 0.039617625591882866, 'mystery': 0.02985242832251389, 'thriller': -0.0640060515258174}\n",
      "fantasy 0.11559535692419587\n",
      "L439512\n",
      "You'll see soon enough, hon.\n",
      "{'drama': 0.02976855713835147, 'fantasy': 0.09680256041523272, 'horror': 0.0951315527615001, 'mystery': 0.10556168483190909, 'thriller': -0.01628152457266263}\n",
      "mystery 0.10556168483190909\n",
      "L439530\n",
      "Best never to go climbing on old blowdowns like this, Ellie--sometimes they bite.\n",
      "{'drama': 0.12920341237751076, 'fantasy': 0.2875938037045169, 'horror': 0.23089287624888954, 'mystery': 0.17627363692863351, 'thriller': 0.09183861535000537}\n",
      "fantasy 0.2875938037045169\n",
      "L439531\n",
      "Bite?\n",
      "{'drama': 0.07575943358020087, 'fantasy': 0.062014865324904966, 'horror': 0.10512525536132067, 'mystery': 0.07625874913818986, 'thriller': 0.05489868912890605}\n",
      "horror 0.10512525536132067\n",
      "L439532\n",
      "Ayuh.\n",
      "{'drama': nan, 'fantasy': nan, 'horror': nan, 'mystery': nan, 'thriller': nan}\n",
      "drama nan\n",
      "L439541\n",
      "Do you know what this place is, Ellie? Oh, I know you know it's a boneyard, but a bone ain't nothing and even a whole pile of 'em don't amount to much. Do you know what a graveyard really is?\n",
      "{'drama': 0.1712490240207083, 'fantasy': 0.251903783392858, 'horror': 0.2489107827928152, 'mystery': 0.2860082137466675, 'thriller': 0.14306530635055936}\n",
      "mystery 0.2860082137466675\n",
      "L439542\n",
      "Well...I guess not.\n",
      "{'drama': 0.08551089571708015, 'fantasy': 0.22028557831520879, 'horror': 0.17499208706858127, 'mystery': 0.1509837474946596, 'thriller': 0.08319069244140309}\n",
      "fantasy 0.22028557831520879\n",
      "L439543\n",
      "It's a place where the dead speak, Missy.\n",
      "{'drama': 0.12657205652927572, 'fantasy': 0.1449981049774094, 'horror': 0.18990291793738656, 'mystery': 0.16451409810073647, 'thriller': 0.07673851930841247}\n",
      "horror 0.18990291793738656\n",
      "L439546\n",
      "What if you can't read what's written on there anymore?\n",
      "{'drama': 0.10353649117558272, 'fantasy': 0.19254697331052006, 'horror': 0.20074595684795582, 'mystery': 0.1365084639501365, 'thriller': 0.05640773021011969}\n",
      "horror 0.20074595684795582\n",
      "L439547\n",
      "Well, it still says some animal got laid down here after, don't it?\n",
      "{'drama': 0.06464239388850479, 'fantasy': 0.13806931619127205, 'horror': 0.13962340496662673, 'mystery': 0.15691695435096298, 'thriller': 0.030471769958282602}\n",
      "mystery 0.15691695435096298\n",
      "L439548\n",
      "Yes--\n",
      "{'drama': 0.01962206384830978, 'fantasy': 0.21283436485354223, 'horror': 0.11232356207858551, 'mystery': 0.13457879984443855, 'thriller': 0.02077930477743828}\n",
      "fantasy 0.21283436485354223\n",
      "L439766\n",
      "They do it to honor the dead, Ellen.\n",
      "{'drama': 0.0714449759927126, 'fantasy': 0.11967581196366128, 'horror': 0.19596734788361259, 'mystery': 0.20361419175554096, 'thriller': 0.07133374375121204}\n",
      "mystery 0.20361419175554096\n",
      "L439767\n",
      "Is that right, dad?\n",
      "{'drama': 0.09958074492413249, 'fantasy': 0.16244965247533616, 'horror': 0.15808907943487893, 'mystery': 0.09875535096358146, 'thriller': 0.07890887858283024}\n",
      "fantasy 0.16244965247533616\n",
      "L439848\n",
      "Ellie...God doesn't do things like that. I know you loved y'brother, but--\n",
      "{'drama': 0.16609694994495183, 'fantasy': 0.2820148590982241, 'horror': 0.2549035772782161, 'mystery': 0.23743857069970176, 'thriller': 0.10704865334991776}\n",
      "fantasy 0.2820148590982241\n",
      "L439849\n",
      "He can if He wants to. He can do anything, just like Inspector Gadget on TV. But I have to keep things ready for him, that's what I think. I've got his picture and I'm going to sit in his chair--\n",
      "{'drama': 0.17132318285877057, 'fantasy': 0.2553399142239976, 'horror': 0.1939922514097383, 'mystery': 0.17866340769604927, 'thriller': 0.12454041770358137}\n",
      "fantasy 0.2553399142239976\n",
      "L439433\n",
      "It's gorgeous!\n",
      "{'drama': 0.15933597493339235, 'fantasy': 0.2324005143321758, 'horror': 0.16337420079006948, 'mystery': 0.1705573700082842, 'thriller': 0.1344192148118799}\n",
      "fantasy 0.2324005143321758\n",
      "L439434\n",
      "Am I really gonna have my own room?\n",
      "{'drama': 0.11909662330193849, 'fantasy': 0.2162649744917131, 'horror': 0.12460639037090016, 'mystery': 0.11910295093047307, 'thriller': 0.07326869990270146}\n",
      "fantasy 0.2162649744917131\n",
      "L439437\n",
      "Yes, but the rope might be--\n",
      "{'drama': 0.09864203772709734, 'fantasy': 0.22832185102856473, 'horror': 0.1738090058709587, 'mystery': 0.22382992788727396, 'thriller': 0.0855543030874758}\n",
      "fantasy 0.22832185102856473\n",
      "L439438\n",
      "Yaay!\n",
      "{'drama': nan, 'fantasy': nan, 'horror': nan, 'mystery': nan, 'thriller': nan}\n",
      "drama nan\n",
      "L439573\n",
      "Honey, Church will be fine.\n",
      "{'drama': 0.10877592087139687, 'fantasy': 0.1253619616257453, 'horror': 0.12181668759972375, 'mystery': 0.15281229546026087, 'thriller': 0.03649810308596069}\n",
      "mystery 0.15281229546026087\n",
      "L439574\n",
      "But what if he dies and has to go to the Pet Sematary?\n",
      "{'drama': 0.09113422926843961, 'fantasy': 0.15661306168371614, 'horror': 0.17632328560727895, 'mystery': 0.18606642203104595, 'thriller': 0.07247191150684473}\n",
      "mystery 0.18606642203104595\n",
      "L439837\n",
      "I want to fly it! Can I fly it now, mommy!\n",
      "{'drama': 0.06516577302871251, 'fantasy': 0.19241874292711314, 'horror': 0.14997298326509612, 'mystery': 0.09088921691364316, 'thriller': 0.04548940777945387}\n",
      "fantasy 0.19241874292711314\n",
      "L439838\n",
      "In a minute, hon. Let Gage finish his turn.\n",
      "{'drama': 0.06713311878830897, 'fantasy': 0.08380931123598556, 'horror': 0.09036262539352624, 'mystery': 0.06744341787281627, 'thriller': 0.0647271971445198}\n",
      "horror 0.09036262539352624\n",
      "L439907\n",
      "Paxcow says it's almost too late!\n",
      "{'drama': 0.07596886688828852, 'fantasy': 0.12184840840808675, 'horror': 0.14387096602941296, 'mystery': 0.16462167815262962, 'thriller': 0.05968130694749907}\n",
      "mystery 0.16462167815262962\n",
      "L439908\n",
      "Ellie...Ellie...what...\n",
      "{'drama': 0.13846279384225224, 'fantasy': 0.24944821360582248, 'horror': 0.21661305960833732, 'mystery': 0.17212771173076058, 'thriller': 0.13672622030371007}\n",
      "fantasy 0.24944821360582248\n",
      "L439909\n",
      "Paxcow says it's almost too late! We have to go back! Paxcow says it's almost too late!\n",
      "{'drama': 0.09518091126544581, 'fantasy': 0.16265595538031086, 'horror': 0.1682291493991499, 'mystery': 0.15533486169494148, 'thriller': 0.08569358186368192}\n",
      "horror 0.1682291493991499\n",
      "L439916\n",
      "Paxcow says Daddy's going to do something really bad. He--\n",
      "{'drama': 0.1483652450884292, 'fantasy': 0.23203163343895472, 'horror': 0.2072919197445542, 'mystery': 0.18222383895941374, 'thriller': 0.0916677229864249}\n",
      "fantasy 0.23203163343895472\n",
      "L439917\n",
      "Who is this Paxcow? Is he like the boogeyman?\n",
      "{'drama': 0.12392483916659514, 'fantasy': 0.2556891594917958, 'horror': 0.325368859298066, 'mystery': 0.1919485340338951, 'thriller': 0.16871543531791844}\n",
      "horror 0.325368859298066\n",
      "L439918\n",
      "He's a ghost. But he's a good ghost.\n",
      "{'drama': 0.14411113281014465, 'fantasy': 0.2593797906020002, 'horror': 0.31344185987002304, 'mystery': 0.37316881495202003, 'thriller': 0.1675787884845914}\n",
      "mystery 0.37316881495202003\n",
      "L439919\n",
      "There are no ghosts, Ellie. I want you to go to sleep and forget all this nonsense.\n",
      "{'drama': 0.21562977561711494, 'fantasy': 0.302546162409004, 'horror': 0.2890104254658876, 'mystery': 0.2436881067796437, 'thriller': 0.12797573776788174}\n",
      "fantasy 0.302546162409004\n",
      "L439920\n",
      "Will you at least call and make sure daddy's okay?\n",
      "{'drama': 0.07139146612916714, 'fantasy': 0.223823201094984, 'horror': 0.1445513059223471, 'mystery': 0.14590339779233596, 'thriller': 0.06450294741869578}\n",
      "fantasy 0.223823201094984\n",
      "L439921\n",
      "Of course I will.\n",
      "{'drama': 0.15372452899840028, 'fantasy': 0.10023473719104647, 'horror': 0.08536813413476352, 'mystery': 0.11675779728318703, 'thriller': 0.09923006243039867}\n",
      "drama 0.15372452899840028\n",
      "L439941\n",
      "Please hurry.\n",
      "{'drama': 0.03446799147589452, 'fantasy': 0.10683631353875023, 'horror': 0.0737502733187253, 'mystery': 0.12127037754492143, 'thriller': -0.0084629628931856}\n",
      "mystery 0.12127037754492143\n",
      "L439942\n",
      "I will. Come and kiss me.\n",
      "{'drama': 0.12078136650005011, 'fantasy': 0.1365374024092152, 'horror': 0.15290752101352978, 'mystery': 0.1257026286028322, 'thriller': 0.08328428999470339}\n",
      "horror 0.15290752101352978\n",
      "L439435\n",
      "Yes.\n",
      "{'drama': 0.01962206384830978, 'fantasy': 0.21283436485354223, 'horror': 0.11232356207858551, 'mystery': 0.13457879984443855, 'thriller': 0.02077930477743828}\n",
      "fantasy 0.21283436485354223\n",
      "L439436\n",
      "Yaay!\n",
      "{'drama': nan, 'fantasy': nan, 'horror': nan, 'mystery': nan, 'thriller': nan}\n",
      "drama nan\n",
      "L439448\n",
      "Hurrts! It hurrrrts!\n",
      "{'drama': nan, 'fantasy': nan, 'horror': nan, 'mystery': nan, 'thriller': nan}\n",
      "drama nan\n",
      "L439449\n",
      "Anyone who can scream that loud isn't ready for intensive care just yet-- looks like she just skinned her knee.\n",
      "{'drama': 0.1074839145679154, 'fantasy': 0.24512908890793217, 'horror': 0.23240740156486217, 'mystery': 0.16136944808764553, 'thriller': 0.08944432637644473}\n",
      "fantasy 0.24512908890793217\n",
      "L439467\n",
      "No-I guess not.\n",
      "{'drama': 0.07997802022503975, 'fantasy': 0.2797056946212966, 'horror': 0.1698293452451447, 'mystery': 0.1924060082948048, 'thriller': 0.0806971079946579}\n",
      "fantasy 0.2797056946212966\n",
      "L439468\n",
      "Yayyy!\n",
      "{'drama': nan, 'fantasy': nan, 'horror': nan, 'mystery': nan, 'thriller': nan}\n",
      "drama nan\n",
      "L439528\n",
      "Have you got a death-wish, Ellen?\n",
      "{'drama': 0.07674684777801666, 'fantasy': 0.19442410461278392, 'horror': 0.21476920170979508, 'mystery': 0.182359256853466, 'thriller': 0.04804752666503631}\n",
      "horror 0.21476920170979508\n",
      "L439529\n",
      "Well, I thought it was safe--\n",
      "{'drama': 0.07797319911856226, 'fantasy': 0.17157158989647725, 'horror': 0.16523820067047923, 'mystery': 0.12787947493459728, 'thriller': 0.08018883764063234}\n",
      "fantasy 0.17157158989647725\n",
      "L439533\n",
      "I want to look around, daddy-- may I?\n",
      "{'drama': 0.08868161493036986, 'fantasy': 0.2648005552489284, 'horror': 0.15980575980137823, 'mystery': 0.19518542309138287, 'thriller': 0.0221752768358211}\n",
      "fantasy 0.2648005552489284\n",
      "L439534\n",
      "For a little while.\n",
      "{'drama': 0.09710193667208711, 'fantasy': 0.1608171352120451, 'horror': 0.07178152594265952, 'mystery': 0.10644623430891487, 'thriller': 0.07450760463045458}\n",
      "fantasy 0.1608171352120451\n",
      "L439549\n",
      "And that someone cared enough about that animal to mark the spot.\n",
      "{'drama': 0.11186929372558063, 'fantasy': 0.23059321957091394, 'horror': 0.10674859526594782, 'mystery': 0.13875246500269145, 'thriller': 0.08989330425299746}\n",
      "fantasy 0.23059321957091394\n",
      "L439550\n",
      "To remember.\n",
      "{'drama': 0.07749594502742851, 'fantasy': 0.11077045315984724, 'horror': 0.2079083190145672, 'mystery': 0.11775093831748173, 'thriller': 0.026406126177817235}\n",
      "horror 0.2079083190145672\n",
      "L439555\n",
      "That's what I think. I heard Missy Dandridge tell Mom when Church was fixed he wouldn't cross the road so much.\n",
      "{'drama': 0.12569295891395083, 'fantasy': 0.2082906615832938, 'horror': 0.20992612474203332, 'mystery': 0.13862336878740722, 'thriller': 0.02668690031365839}\n",
      "horror 0.20992612474203332\n",
      "L439556\n",
      "Well, it's always better to take precautions--but I'm sure Church will be all right, honey...\n",
      "{'drama': 0.10812075561299939, 'fantasy': 0.16432831111828494, 'horror': 0.16052503831553766, 'mystery': 0.1503930864665256, 'thriller': 0.07250215617010469}\n",
      "fantasy 0.16432831111828494\n",
      "L439557\n",
      "In the end he's gonna croak, isn't he?\n",
      "{'drama': 0.06893693981073346, 'fantasy': 0.13076200551494588, 'horror': 0.11816669114487821, 'mystery': 0.12710642669944794, 'thriller': 0.08235852470463356}\n",
      "fantasy 0.13076200551494588\n",
      "L439558\n",
      "Lovey...Church might be still alive when you're in a high school...and that's a very long time.\n",
      "{'drama': 0.224945118538187, 'fantasy': 0.22177573467146305, 'horror': 0.22373304108203895, 'mystery': 0.2661025847844458, 'thriller': 0.1065133281163505}\n",
      "mystery 0.2661025847844458\n",
      "L439559\n",
      "It doesn't seem long to me. It seems short. I think the whole thing about pets dying s-s-sucks!\n",
      "{'drama': 0.15182655505332954, 'fantasy': 0.29483297305099554, 'horror': 0.24252557240460992, 'mystery': 0.21370778147624503, 'thriller': 0.09789264761526562}\n",
      "fantasy 0.29483297305099554\n",
      "L439571\n",
      "Good God! Where'd you hear that?\n",
      "{'drama': 0.10841831654391965, 'fantasy': 0.220648628873918, 'horror': 0.20162165030481216, 'mystery': 0.15243008452971107, 'thriller': 0.051475994398151315}\n",
      "fantasy 0.220648628873918\n",
      "L439572\n",
      "Missy Dandridge. And she says it's a operation!\n",
      "{'drama': 0.1260715005443025, 'fantasy': 0.1573363174241914, 'horror': 0.07631474985562114, 'mystery': 0.021153132184328904, 'thriller': 0.007918293392500053}\n",
      "fantasy 0.1573363174241914\n",
      "L439707\n",
      "Yeah, I know...how are things out there in Chicagoland?\n",
      "{'drama': 0.10977935491788948, 'fantasy': 0.2245339640310614, 'horror': 0.16032467305421738, 'mystery': 0.16944901984797212, 'thriller': 0.07784820894099964}\n",
      "fantasy 0.2245339640310614\n",
      "L439708\n",
      "Fine...except when Mom was airing Gage's diaper rash, he walked away and got into Grampa's study and pooped in Grampa's favorite chair.\n",
      "{'drama': 0.15305336672475922, 'fantasy': 0.18288891593410828, 'horror': 0.19841660739010836, 'mystery': 0.17114143921583436, 'thriller': 0.09159215965269651}\n",
      "horror 0.19841660739010836\n",
      "L439754\n",
      "Yes...I guess so. He was sleeping on the front porch when I left.\n",
      "{'drama': 0.08164947291922786, 'fantasy': 0.2082229489324986, 'horror': 0.19883697110893495, 'mystery': 0.14473582036770116, 'thriller': 0.0635797099758717}\n",
      "fantasy 0.2082229489324986\n",
      "L439755\n",
      "Cause I had a bad dream about him. I dreamed he got hit by a car and you and Mr. Crandall buried him in the Pet Sematary.\n",
      "{'drama': 0.13808835502429184, 'fantasy': 0.320715269598426, 'horror': 0.29137443559462417, 'mystery': 0.2349968557014761, 'thriller': 0.1145218723529281}\n",
      "fantasy 0.320715269598426\n",
      "L439756\n",
      "Is he really all right?\n",
      "{'drama': 0.07031439668185457, 'fantasy': 0.22151673021087037, 'horror': 0.10726751493843512, 'mystery': 0.0750212853044564, 'thriller': 0.04161619948976536}\n",
      "fantasy 0.22151673021087037\n",
      "L439757\n",
      "Yes.\n",
      "{'drama': 0.01962206384830978, 'fantasy': 0.21283436485354223, 'horror': 0.11232356207858551, 'mystery': 0.13457879984443855, 'thriller': 0.02077930477743828}\n",
      "fantasy 0.21283436485354223\n",
      "L439758\n",
      "Because you promised.\n",
      "{'drama': 0.04066232557295679, 'fantasy': 0.08949950302202314, 'horror': 0.04715485254929708, 'mystery': 0.10654415279108198, 'thriller': 0.01735237857119787}\n",
      "mystery 0.10654415279108198\n",
      "L439759\n",
      "I know.\n",
      "{'drama': 0.09314939939630085, 'fantasy': 0.14832722156049405, 'horror': 0.12486571537920521, 'mystery': 0.24923063453909922, 'thriller': 0.04441900011705824}\n",
      "mystery 0.24923063453909922\n",
      "L439762\n",
      "I've noticed it, too. I'll cough up the money, Ellen.\n",
      "{'drama': 0.07688260063057883, 'fantasy': 0.14398409763780085, 'horror': 0.09646402845330104, 'mystery': 0.1491665899798421, 'thriller': 0.026205750272940254}\n",
      "mystery 0.1491665899798421\n",
      "L439763\n",
      "I hate that smell.\n",
      "{'drama': 0.11322832257456816, 'fantasy': 0.15621962509307497, 'horror': 0.28251401415779687, 'mystery': 0.22529006990491518, 'thriller': 0.07277436949601745}\n",
      "horror 0.28251401415779687\n",
      "L439771\n",
      "She's in bed. She was throwing up. Ever since Mrs. Rogers called and said Missy--\n",
      "{'drama': 0.08341763985159789, 'fantasy': 0.23049852533058124, 'horror': 0.16264617554587946, 'mystery': 0.09654894994617358, 'thriller': -0.016134993882880755}\n",
      "fantasy 0.23049852533058124\n",
      "L439772\n",
      "That's enough, Ellen.\n",
      "{'drama': 0.056573392476064965, 'fantasy': 0.1920686782793365, 'horror': 0.07817704182497287, 'mystery': 0.06543933954758929, 'thriller': 0.03395514046934889}\n",
      "fantasy 0.1920686782793365\n",
      "L439781\n",
      "Ellie? What's wrong?\n",
      "{'drama': 0.10448547415808995, 'fantasy': 0.1895796477406264, 'horror': 0.1621707025387793, 'mystery': 0.1655001793948957, 'thriller': 0.0801478104744261}\n",
      "fantasy 0.1895796477406264\n",
      "L439782\n",
      "No more chocolate chip cookies.\n",
      "{'drama': 0.016371324325146652, 'fantasy': 0.15160825094049646, 'horror': 0.08079524675905392, 'mystery': 0.14487850917797318, 'thriller': 0.03376997480194166}\n",
      "fantasy 0.15160825094049646\n",
      "L439783\n",
      "Huh?\n",
      "{'drama': 0.13849313417710363, 'fantasy': 0.24912217023606598, 'horror': 0.16233898275253444, 'mystery': 0.12287049315379239, 'thriller': 0.18130347326979757}\n",
      "fantasy 0.24912217023606598\n",
      "L439784\n",
      "Missy made the best chocolate chip cookies in the world--even Mom said so. Now there won't be any more because she's gonna be dead forever!\n",
      "{'drama': 0.09510071680905585, 'fantasy': 0.2875549409786735, 'horror': 0.18534516890769548, 'mystery': 0.19516435101672547, 'thriller': 0.0498946795706402}\n",
      "fantasy 0.2875549409786735\n",
      "L439786\n",
      "What's up, sugar?\n",
      "{'drama': 0.08074362792927825, 'fantasy': 0.09328362816342894, 'horror': 0.0603942597218049, 'mystery': 0.0633250765572636, 'thriller': 0.05173891211698023}\n",
      "fantasy 0.09328362816342894\n",
      "L439787\n",
      "Daddy, do you think Missy Dandridge went to heaven?\n",
      "{'drama': 0.16754091859951825, 'fantasy': 0.28916614862564405, 'horror': 0.2077363064169625, 'mystery': 0.14127566512983192, 'thriller': 0.09477685898734389}\n",
      "fantasy 0.28916614862564405\n",
      "L439788\n",
      "At school Michael McDowell said she was gonna fry in hell. Michael McDowell says all sewersides fry in hell.\n",
      "{'drama': 0.08943118726711263, 'fantasy': 0.1974767460495035, 'horror': 0.21251207942437844, 'mystery': 0.18292795429659658, 'thriller': 0.0820103978884692}\n",
      "horror 0.21251207942437844\n",
      "L439789\n",
      "Well, I think Michael McDowell is so full of shit he probably squeaks when he walks, my dear.\n",
      "{'drama': 0.08742071173378596, 'fantasy': 0.22717007553325796, 'horror': 0.25009760506759093, 'mystery': 0.16767265995171288, 'thriller': 0.06928480879803922}\n",
      "horror 0.25009760506759093\n",
      "L439790\n",
      "But don't you dare say that.\n",
      "{'drama': 0.05850053951879164, 'fantasy': 0.21705114536033832, 'horror': 0.17512441459760386, 'mystery': 0.1651149834483432, 'thriller': 0.04013348346661094}\n",
      "fantasy 0.21705114536033832\n",
      "L439791\n",
      "I won't...is Missy in heaven, do you think?\n",
      "{'drama': 0.15147979788161048, 'fantasy': 0.3157111638992185, 'horror': 0.18833069348256715, 'mystery': 0.10872269218989539, 'thriller': 0.059683985308184195}\n",
      "fantasy 0.3157111638992185\n",
      "L439792\n",
      "I don't know, honey. Different people believe all sorts of different things happen to us when we die. Some believe in heaven or hell. Some think we're born again as little children--\n",
      "{'drama': 0.13635940671254865, 'fantasy': 0.2617784130192031, 'horror': 0.23262852686318003, 'mystery': 0.24925613264428437, 'thriller': 0.09256947687422368}\n",
      "fantasy 0.2617784130192031\n",
      "L439793\n",
      "Sure, carnation. Like in that movie you rented, Audrey Rose.\n",
      "{'drama': 0.19679857842783366, 'fantasy': 0.23592519287910074, 'horror': 0.2711369452959377, 'mystery': 0.18448101284999086, 'thriller': 0.20911144824297634}\n",
      "horror 0.2711369452959377\n",
      "L439794\n",
      "Well, it's actually reincarnation, but you get the idea. And some people think we just wink out...like a candle flame when the wind blows hard.\n",
      "{'drama': 0.1526956678233169, 'fantasy': 0.2996427843986553, 'horror': 0.22423645938675962, 'mystery': 0.21476646591426907, 'thriller': 0.10990992014142897}\n",
      "fantasy 0.2996427843986553\n",
      "L439795\n",
      "Do you believe that?\n",
      "{'drama': 0.03770573983458747, 'fantasy': 0.12232570917919516, 'horror': 0.07287485098910451, 'mystery': 0.2021320173910186, 'thriller': 0.0030983391786783}\n",
      "mystery 0.2021320173910186\n",
      "L439796\n",
      "I think we go on. I'm not sure what happens after we die, but yeah-- I have faith in that.\n",
      "{'drama': 0.1587079587862127, 'fantasy': 0.25512484410703284, 'horror': 0.2319485817515452, 'mystery': 0.18597838060845628, 'thriller': 0.11838550836612638}\n",
      "fantasy 0.25512484410703284\n",
      "L439797\n",
      "You believe in it.\n",
      "{'drama': 0.03770573983458747, 'fantasy': 0.12232570917919516, 'horror': 0.07287485098910451, 'mystery': 0.2021320173910186, 'thriller': 0.0030983391786783}\n",
      "mystery 0.2021320173910186\n",
      "L439798\n",
      "Oh, faith's a little more than just believing.\n",
      "{'drama': 0.1583757102718325, 'fantasy': 0.2967326945027262, 'horror': 0.21467277933425433, 'mystery': 0.18860875183126902, 'thriller': 0.10976019201716469}\n",
      "fantasy 0.2967326945027262\n",
      "L439799\n",
      "I don't get it.\n",
      "{'drama': 0.07533074538143025, 'fantasy': 0.16157978151319297, 'horror': 0.06681036214921787, 'mystery': 0.09836796423514804, 'thriller': 0.06559175463611988}\n",
      "fantasy 0.16157978151319297\n",
      "L439800\n",
      "Well, here we are, sitting in my chair. Do you think my chair will be here tomorrow?\n",
      "{'drama': 0.08245364355897356, 'fantasy': 0.060091789205678925, 'horror': 0.11952863911319811, 'mystery': 0.089605770542449, 'thriller': 0.05782917577226354}\n",
      "horror 0.11952863911319811\n",
      "L439801\n",
      "Yeah, sure.\n",
      "{'drama': 0.07800718201216605, 'fantasy': 0.200997171435349, 'horror': 0.14808842258897248, 'mystery': 0.1209215015163736, 'thriller': 0.08468192038176248}\n",
      "fantasy 0.200997171435349\n",
      "L439802\n",
      "Then you have faith in that. But we don't know it will be; after all, some crazed chair-burglar might break in while we're away and steal it, right?\n",
      "{'drama': 0.1367298932325205, 'fantasy': 0.2616578510383558, 'horror': 0.227183927797439, 'mystery': 0.20922243078639668, 'thriller': 0.15930578248162852}\n",
      "fantasy 0.2616578510383558\n",
      "L439805\n",
      "I'm not tired!\n",
      "{'drama': 0.10557788654605771, 'fantasy': 0.12489345841407684, 'horror': 0.14857426633923576, 'mystery': 0.02427936685750276, 'thriller': 0.07187178283294171}\n",
      "horror 0.14857426633923576\n",
      "L439806\n",
      "I'm sure you're not.\n",
      "{'drama': 0.05137985541946666, 'fantasy': 0.12331526084760724, 'horror': 0.11500012176109342, 'mystery': 0.13246150959425185, 'thriller': 0.0546506624215225}\n",
      "mystery 0.13246150959425185\n",
      "L439807\n",
      "Then why do I have to go to bed?\n",
      "{'drama': 0.05756143061340169, 'fantasy': 0.16628235150264659, 'horror': 0.13483403002494998, 'mystery': 0.07215104028225172, 'thriller': 0.04124358441887921}\n",
      "fantasy 0.16628235150264659\n",
      "L439808\n",
      "Because your mother and I need the rest, sugar. Now buzz.\n",
      "{'drama': 0.2637148959110047, 'fantasy': 0.24691978502987744, 'horror': 0.23541932105354746, 'mystery': 0.2458918839051527, 'thriller': 0.13967341551990153}\n",
      "drama 0.2637148959110047\n",
      "L439850\n",
      "Ellie--\n",
      "{'drama': 0.13846279384225224, 'fantasy': 0.24944821360582248, 'horror': 0.21661305960833732, 'mystery': 0.17212771173076058, 'thriller': 0.13672622030371007}\n",
      "fantasy 0.24944821360582248\n",
      "L439851\n",
      "And I'm going to eat his breakfast cereal, too, even though it tastes like boogers. And...and...\n",
      "{'drama': 0.05931806126184591, 'fantasy': 0.2256126486821931, 'horror': 0.19846310928884692, 'mystery': 0.15860167733693042, 'thriller': 0.04317240764434427}\n",
      "fantasy 0.2256126486821931\n",
      "L439898\n",
      "Be good to your mother, darlin'. She needs you.\n",
      "{'drama': 0.09390573306226468, 'fantasy': 0.1309404188353176, 'horror': 0.1582306014891599, 'mystery': 0.15606509221679865, 'thriller': 0.01619708474691206}\n",
      "horror 0.1582306014891599\n",
      "L439899\n",
      "Come with us, daddy. Please come with us!\n",
      "{'drama': 0.058396012054409474, 'fantasy': 0.171358211786529, 'horror': 0.11111164770336446, 'mystery': 0.14933287495540526, 'thriller': 0.014523806733967581}\n",
      "fantasy 0.171358211786529\n",
      "L439900\n",
      "I'll be there in three days--four at the most. I've got to get the electricity shut off and square things with your school so the truant officer ain't after you, and--\n",
      "{'drama': 0.20302363610072893, 'fantasy': 0.09539415297651477, 'horror': 0.11379652063996071, 'mystery': 0.12551765134688597, 'thriller': 0.11442204638038167}\n",
      "drama 0.20302363610072893\n",
      "L439902\n",
      "Do you swear?\n",
      "{'drama': 0.08136747804212563, 'fantasy': 0.08682424576333614, 'horror': 0.1792695688660867, 'mystery': 0.09220921358996248, 'thriller': 0.01435790196071407}\n",
      "horror 0.1792695688660867\n",
      "L439903\n",
      "I swear.\n",
      "{'drama': 0.08136747804212563, 'fantasy': 0.08682424576333614, 'horror': 0.1792695688660867, 'mystery': 0.09220921358996248, 'thriller': 0.01435790196071407}\n",
      "horror 0.1792695688660867\n",
      "L439459\n",
      "Jud Crandall. I live just across the road.\n",
      "{'drama': 0.05668600602979268, 'fantasy': 0.07595969099972677, 'horror': 0.10199524280900618, 'mystery': 0.05342222120644147, 'thriller': 0.005796632895259224}\n",
      "horror 0.10199524280900618\n",
      "L439460\n",
      "I'm Rachel. Thanks again for saving the wandering minstrel boy, here.\n",
      "{'drama': 0.17571821945443755, 'fantasy': 0.21953084243067744, 'horror': 0.23650271525088762, 'mystery': 0.1998063668245248, 'thriller': 0.091221174716138}\n",
      "horror 0.23650271525088762\n",
      "L439461\n",
      "No harm, no foul. But you want to watch out for that road. Those damn trucks go back and forth all day and most of the night.\n",
      "{'drama': 0.16292927188152473, 'fantasy': 0.2100420855838656, 'horror': 0.2146384164100048, 'mystery': 0.11422730418353932, 'thriller': 0.1502047330710532}\n",
      "horror 0.2146384164100048\n",
      "L439465\n",
      "Excuse me, Mr. Crandall--I've got to change this kid. It's nice to meet you.\n",
      "{'drama': 0.1161933956608655, 'fantasy': 0.23588061770855706, 'horror': 0.09979757040343273, 'mystery': 0.09577242923604845, 'thriller': 0.06303837955323643}\n",
      "fantasy 0.23588061770855706\n",
      "L439466\n",
      "Same here. Come over and visit when you get the chance.\n",
      "{'drama': 0.08189751669986656, 'fantasy': 0.1872557721881014, 'horror': 0.11857274136652074, 'mystery': 0.14474500891328845, 'thriller': 0.06537678951700687}\n",
      "fantasy 0.1872557721881014\n",
      "L439521\n",
      "How can you call it a good thing? A graveyard for pets killed in the road! Built and maintained by broken- hearted children!\n",
      "{'drama': 0.1434616759759556, 'fantasy': 0.21089040250558022, 'horror': 0.24241168178146166, 'mystery': 0.1802444046455065, 'thriller': 0.13395728621993264}\n",
      "horror 0.24241168178146166\n",
      "L439522\n",
      "Well, but Missus Creed! It ain't quite that way, deah!\n",
      "{'drama': 0.15108606293748283, 'fantasy': 0.22615874140814407, 'horror': 0.2016170937969326, 'mystery': 0.183164104406347, 'thriller': 0.14443676644563253}\n",
      "fantasy 0.22615874140814407\n",
      "L439929\n",
      "No--but if he drops by, I'll tell him to call you.\n",
      "{'drama': 0.04845342435735145, 'fantasy': 0.14639120996882926, 'horror': 0.14496061342820044, 'mystery': 0.20634414472329543, 'thriller': 0.06422331846255558}\n",
      "mystery 0.20634414472329543\n",
      "L439930\n",
      "Jud, do you remember the name of the student that died on Louis's first day at work? The one that was hit by a car?\n",
      "{'drama': 0.12167875302452857, 'fantasy': 0.12564019670571946, 'horror': 0.18829454499355047, 'mystery': 0.17091186901466648, 'thriller': 0.07360344156618337}\n",
      "horror 0.18829454499355047\n",
      "L439931\n",
      "Was it Pascow?\n",
      "{'drama': nan, 'fantasy': nan, 'horror': nan, 'mystery': nan, 'thriller': nan}\n",
      "drama nan\n",
      "L439932\n",
      "Ayuh, I think 'twas. If I see Louis come home before I go to bed, I'll tell him to--\n",
      "{'drama': 0.09337127668625345, 'fantasy': 0.23009334184046348, 'horror': 0.18075836691735436, 'mystery': 0.16969652888128894, 'thriller': 0.04483047182013311}\n",
      "fantasy 0.23009334184046348\n",
      "L439933\n",
      "Don't bother. I'm coming home.\n",
      "{'drama': 0.09202782268175358, 'fantasy': 0.16832492521373354, 'horror': 0.16810669054528982, 'mystery': 0.15986093738949259, 'thriller': 0.11165782692104698}\n",
      "fantasy 0.16832492521373354\n",
      "L439470\n",
      "Hey--they actually found the place!\n",
      "{'drama': 0.042536423214372454, 'fantasy': 0.21678541923550543, 'horror': 0.1357169953743066, 'mystery': 0.21147377095506492, 'thriller': 0.08295801512691292}\n",
      "fantasy 0.21678541923550543\n",
      "L439471\n",
      "Movin' in's mighty thirsty work. I usually sit out on my porch of an evening and pour a couple of beers over m'dinner. Come on over and join me, if you want.\n",
      "{'drama': 0.12828632128586892, 'fantasy': 0.1578372994481333, 'horror': 0.1615016277164263, 'mystery': 0.16740441510496673, 'thriller': 0.06806739831187225}\n",
      "mystery 0.16740441510496673\n",
      "L439472\n",
      "Well, maybe I----\n",
      "{'drama': 0.08916390178960709, 'fantasy': 0.17809578649083924, 'horror': 0.12771750144136296, 'mystery': 0.09235572567640826, 'thriller': 0.08647272921144977}\n",
      "fantasy 0.17809578649083924\n",
      "L439487\n",
      "You need a glass?\n",
      "{'drama': 0.03139557649372793, 'fantasy': 0.1279055948026676, 'horror': 0.1147386705451493, 'mystery': 0.09930384793129143, 'thriller': 0.001124247982774107}\n",
      "fantasy 0.1279055948026676\n",
      "L439488\n",
      "Not at all.\n",
      "{'drama': nan, 'fantasy': nan, 'horror': nan, 'mystery': nan, 'thriller': nan}\n",
      "drama nan\n",
      "L439489\n",
      "Good for you.\n",
      "{'drama': 0.0572552279856402, 'fantasy': 0.14704125429686865, 'horror': 0.101691473955005, 'mystery': 0.06131622056465291, 'thriller': 0.0499132575792397}\n",
      "fantasy 0.14704125429686865\n",
      "L439490\n",
      "God, that's fine.\n",
      "{'drama': 0.08350330959994734, 'fantasy': 0.23805878667245572, 'horror': 0.11179319108436414, 'mystery': 0.1149347276368089, 'thriller': 0.06012622936502221}\n",
      "fantasy 0.23805878667245572\n",
      "L439491\n",
      "Ain't it just? The man who invented beer, Louis, that man was having a prime day for himself.\n",
      "{'drama': 0.13115170717095248, 'fantasy': 0.16838289096572556, 'horror': 0.14266197552723003, 'mystery': 0.24215242010083315, 'thriller': 0.14033480162102963}\n",
      "mystery 0.24215242010083315\n",
      "L439492\n",
      "What were you listening to?\n",
      "{'drama': 0.007103027341492707, 'fantasy': 0.06280028306812946, 'horror': 0.06762576315764957, 'mystery': 0.034999198686547994, 'thriller': -0.08028466176628601}\n",
      "horror 0.06762576315764957\n",
      "L439493\n",
      "Allman Brothers.\n",
      "{'drama': 0.08957665618454758, 'fantasy': 0.07922704155991789, 'horror': 0.13195996751659456, 'mystery': 0.04245321478560038, 'thriller': 0.06912125142665249}\n",
      "horror 0.13195996751659456\n",
      "L439494\n",
      "What?\n",
      "{'drama': nan, 'fantasy': nan, 'horror': nan, 'mystery': nan, 'thriller': nan}\n",
      "drama nan\n",
      "L439495\n",
      "The Eat A Peach album. God, they were good before drugs and bad luck caught up with them. Listen to this, Louis.\n",
      "{'drama': 0.17918919497803287, 'fantasy': 0.2260395575705001, 'horror': 0.20131193135578473, 'mystery': 0.19675371819078558, 'thriller': 0.13155605235944934}\n",
      "fantasy 0.2260395575705001\n",
      "L439498\n",
      "Nice.\n",
      "{'drama': 0.054138252280495736, 'fantasy': 0.21574147490206097, 'horror': 0.06601994787457721, 'mystery': 0.08612773452053446, 'thriller': 0.08039467807571088}\n",
      "fantasy 0.21574147490206097\n",
      "L439499\n",
      "I like rock and roll. No...I guess that's too mild. I love it. Since my ears started to die out on me, it's the only music I can really hear. And since my wife died...I dunno, some- times a little rock and roll fills up night. Not always, but sometimes.  One more time--welcome to Ludlow. Hope your time here will be a happy one.\n",
      "{'drama': 0.1986794681648114, 'fantasy': 0.2524941285568181, 'horror': 0.2647967537960909, 'mystery': 0.23554089559909408, 'thriller': 0.11615943017425767}\n",
      "horror 0.2647967537960909\n",
      "L439500\n",
      "The one that goes into the woods--sure.\n",
      "{'drama': 0.13373445273921114, 'fantasy': 0.2041865275367536, 'horror': 0.18310386083115238, 'mystery': 0.25261280211545556, 'thriller': 0.10035477938361759}\n",
      "mystery 0.25261280211545556\n",
      "L439501\n",
      "That road--and those Orinco trucks-- are the two main reasons it's there.\n",
      "{'drama': 0.1129800170205324, 'fantasy': 0.089365992247188, 'horror': 0.09500703892145301, 'mystery': 0.12988069759554488, 'thriller': 0.08038126822031033}\n",
      "mystery 0.12988069759554488\n",
      "L439502\n",
      "What's at the end of it?\n",
      "{'drama': 0.08266520721482973, 'fantasy': 0.07529736071712256, 'horror': 0.01889925417380034, 'mystery': 0.017423620816381602, 'thriller': 0.04580750965501845}\n",
      "drama 0.08266520721482973\n",
      "L439509\n",
      "You folks ready to go on?\n",
      "{'drama': 0.049351770808327755, 'fantasy': 0.14437443643581005, 'horror': 0.07115929546921307, 'mystery': 0.02524591379692076, 'thriller': 0.03017316125440328}\n",
      "fantasy 0.14437443643581005\n",
      "L439510\n",
      "Sure.\n",
      "{'drama': 0.05137985541946666, 'fantasy': 0.12331526084760724, 'horror': 0.11500012176109342, 'mystery': 0.13246150959425185, 'thriller': 0.0546506624215225}\n",
      "mystery 0.13246150959425185\n",
      "L439513\n",
      "Who owns the woods up ahead? Paper companies?\n",
      "{'drama': 0.0359280834076795, 'fantasy': 0.08468241270044308, 'horror': 0.07150292609329667, 'mystery': 0.12755409042673072, 'thriller': 0.07869583748119191}\n",
      "mystery 0.12755409042673072\n",
      "L439514\n",
      "Nope. The Micmac Indians. What's up ahead is all that's left of their tribal lands.\n",
      "{'drama': 0.06569119016697411, 'fantasy': 0.18331972168855548, 'horror': 0.08539090692429852, 'mystery': 0.08486069024748277, 'thriller': 0.07643196538775043}\n",
      "fantasy 0.18331972168855548\n",
      "L439515\n",
      "Not yet...how much further is it?\n",
      "{'drama': 0.11627827290181081, 'fantasy': 0.12814691380850052, 'horror': 0.1323221413723027, 'mystery': 0.23117411203299998, 'thriller': 0.08105916172932248}\n",
      "mystery 0.23117411203299998\n",
      "L439516\n",
      "Aw, you'll be okay. Less than a mile.\n",
      "{'drama': 0.09472417013769219, 'fantasy': 0.11289258902388111, 'horror': 0.08737997252702101, 'mystery': 0.04617671887408459, 'thriller': 0.08982650515392177}\n",
      "fantasy 0.11289258902388111\n",
      "L439535\n",
      "I can hardly read these.\n",
      "{'drama': 0.13580332966985864, 'fantasy': 0.23048433709242455, 'horror': 0.23509894489183858, 'mystery': 0.1172635872682588, 'thriller': 0.10362007886536662}\n",
      "horror 0.23509894489183858\n",
      "L439536\n",
      "Ayuh--they get older as you go toward the middle.  Pete LaVasseur's dog is buried there...  the Stoppard boys' racing pigeon that Missus Cowley's cat got...and I think that's the cat himself right there, although it's been so many years I can't tell for sure.  Missy Ellen! Come over here just a minute!\n",
      "{'drama': 0.11695454465332178, 'fantasy': 0.28108633804637595, 'horror': 0.2449552295329004, 'mystery': 0.2042258779817443, 'thriller': 0.0815879557717013}\n",
      "fantasy 0.28108633804637595\n",
      "L439544\n",
      "No--not right out loud. Their stones speak...or their markers. Even if the marker ain't nothing but a tin can someone wrote on with a Magic Marker, it speaks. Ain't that so, Louis?\n",
      "{'drama': 0.10287074004184549, 'fantasy': 0.12012039675301078, 'horror': 0.12101748049814276, 'mystery': 0.2018911648944577, 'thriller': 0.08559647638429413}\n",
      "mystery 0.2018911648944577\n",
      "L439545\n",
      "I think it is so, Ellie.\n",
      "{'drama': 0.1403370046974124, 'fantasy': 0.29309955176027624, 'horror': 0.19157809686882354, 'mystery': 0.15096667352084125, 'thriller': 0.09577261793932268}\n",
      "fantasy 0.29309955176027624\n",
      "L439552\n",
      "My wife is not crazy about cemeteries of any kind. As you may have noticed.\n",
      "{'drama': 0.12885252816959603, 'fantasy': 0.2316509733658052, 'horror': 0.2388183628754319, 'mystery': 0.2451764694683558, 'thriller': 0.11922254724108372}\n",
      "mystery 0.2451764694683558\n",
      "L439553\n",
      "Me neither. But I believe in knowing your enemy.\n",
      "{'drama': 0.08364958690275492, 'fantasy': 0.24842700882028368, 'horror': 0.17848215532886702, 'mystery': 0.18264072392711916, 'thriller': 0.09052588784908577}\n",
      "fantasy 0.24842700882028368\n",
      "L439628\n",
      "Did you tell me Rachel took the kids back to Chicago for a few days?\n",
      "{'drama': 0.104696611390943, 'fantasy': 0.1940141644536657, 'horror': 0.16547796165363704, 'mystery': 0.14868550873133424, 'thriller': 0.06436140437725302}\n",
      "fantasy 0.1940141644536657\n",
      "L439629\n",
      "For Ellie's birthday, yes. I didn't go because her old man thinks I'm a shit and the feeling is heartily re- ciprocated...they'll be back tomorrow night. Jud, what's this about?\n",
      "{'drama': 0.14978114085176308, 'fantasy': 0.2355837306296572, 'horror': 0.24915142086133069, 'mystery': 0.21716480339542144, 'thriller': 0.1254012400885376}\n",
      "horror 0.24915142086133069\n",
      "L439630\n",
      "Well, there's a dead cat over here on the edge of my lawn, Louis. I think it might be your daughter's.\n",
      "{'drama': 0.09500470839646558, 'fantasy': 0.17941814094980435, 'horror': 0.19843379901850877, 'mystery': 0.23376432433386296, 'thriller': 0.0944632715281769}\n",
      "mystery 0.23376432433386296\n",
      "L439631\n",
      "Church? Oh. Oh, Jesus.\n",
      "{'drama': 0.07554334862928735, 'fantasy': 0.16224413330134158, 'horror': 0.18083463744191985, 'mystery': 0.1150496468269786, 'thriller': 0.04809781645536837}\n",
      "horror 0.18083463744191985\n",
      "L439632\n",
      "It's Church.\n",
      "{'drama': 0.08334722386352034, 'fantasy': 0.026452956410255024, 'horror': 0.10965501290781421, 'mystery': 0.10727329187843215, 'thriller': -0.0024164498121357347}\n",
      "horror 0.10965501290781421\n",
      "L439633\n",
      "I'm sorry. At least it don't look like he suffered.\n",
      "{'drama': 0.07855404024548351, 'fantasy': 0.19506444553620217, 'horror': 0.24707764311208602, 'mystery': 0.10920706261497093, 'thriller': 0.044415347728274934}\n",
      "horror 0.24707764311208602\n",
      "L439634\n",
      "Ellie will, though. She'll suffer plenty.\n",
      "{'drama': 0.14933605053127996, 'fantasy': 0.23253269509131835, 'horror': 0.21067798068998056, 'mystery': 0.1523968459463273, 'thriller': 0.12413523971805751}\n",
      "fantasy 0.23253269509131835\n",
      "L439635\n",
      "Loved that cat pretty well, didn't she?\n",
      "{'drama': 0.11458519154725455, 'fantasy': 0.2477885780043788, 'horror': 0.2530904878039131, 'mystery': 0.17229748574700465, 'thriller': 0.09452798703795695}\n",
      "horror 0.2530904878039131\n",
      "L439636\n",
      "Yes.\n",
      "{'drama': 0.01962206384830978, 'fantasy': 0.21283436485354223, 'horror': 0.11232356207858551, 'mystery': 0.13457879984443855, 'thriller': 0.02077930477743828}\n",
      "fantasy 0.21283436485354223\n",
      "L439637\n",
      "Bagged cat. What a mess.\n",
      "{'drama': 0.13503735335070843, 'fantasy': 0.13292633767134276, 'horror': 0.18496160977949716, 'mystery': 0.2034638368813475, 'thriller': 0.11779823395124223}\n",
      "mystery 0.2034638368813475\n",
      "L439638\n",
      "You going to bury him in the Pet Sematary?\n",
      "{'drama': 0.03981812244996252, 'fantasy': 0.18533794828184602, 'horror': 0.2065490493511769, 'mystery': 0.18490078268541443, 'thriller': 0.05672431673534517}\n",
      "horror 0.2065490493511769\n",
      "L439639\n",
      "Going to tell Ellie?\n",
      "{'drama': 0.11763260721885294, 'fantasy': 0.22285013391289488, 'horror': 0.1930463842400979, 'mystery': 0.20015101464278828, 'thriller': 0.07113104183146002}\n",
      "fantasy 0.22285013391289488\n",
      "L439640\n",
      "I don't know.\n",
      "{'drama': 0.09314939939630085, 'fantasy': 0.14832722156049405, 'horror': 0.12486571537920521, 'mystery': 0.24923063453909922, 'thriller': 0.04441900011705824}\n",
      "mystery 0.24923063453909922\n",
      "L439641\n",
      "Seems like you told me about a promise you made--\n",
      "{'drama': 0.10132488339616075, 'fantasy': 0.25493880478112096, 'horror': 0.14509729505161528, 'mystery': 0.16555943671997064, 'thriller': 0.040836661405963204}\n",
      "fantasy 0.25493880478112096\n",
      "L439643\n",
      "No need to apologize.\n",
      "{'drama': 0.08969284602958605, 'fantasy': 0.12152391256071049, 'horror': 0.13966378062998208, 'mystery': 0.0710661611195923, 'thriller': -0.04488448437953285}\n",
      "horror 0.13966378062998208\n",
      "L439644\n",
      "Maybe when they call I'll just tell Ellie I haven't seen the damn cat around. You know?\n",
      "{'drama': 0.09070056107141267, 'fantasy': 0.2671728825185118, 'horror': 0.21863849266977708, 'mystery': 0.2373281708244177, 'thriller': 0.0721131682531968}\n",
      "fantasy 0.2671728825185118\n",
      "L439645\n",
      "Jud, this is crazy. It's going to be almost dark before we get back.\n",
      "{'drama': 0.17034136578447356, 'fantasy': 0.30276355868653726, 'horror': 0.259497635272661, 'mystery': 0.19885152999353028, 'thriller': 0.18812233203660833}\n",
      "fantasy 0.30276355868653726\n",
      "L439646\n",
      "It's going to be dark before we even get where we're going, Louis. But we can do it...and we're going to.\n",
      "{'drama': 0.09828310689355235, 'fantasy': 0.20024470436935393, 'horror': 0.11872869435550593, 'mystery': 0.159225859896584, 'thriller': 0.07413495310606166}\n",
      "fantasy 0.20024470436935393\n",
      "L439647\n",
      "But--\n",
      "{'drama': nan, 'fantasy': nan, 'horror': nan, 'mystery': nan, 'thriller': nan}\n",
      "drama nan\n",
      "L439648\n",
      "Does she love the cat?\n",
      "{'drama': 0.1210573315612461, 'fantasy': 0.27014823484962514, 'horror': 0.2524229777897564, 'mystery': 0.24364341881023055, 'thriller': 0.06623355504440698}\n",
      "fantasy 0.27014823484962514\n",
      "L439649\n",
      "Yes, but--\n",
      "{'drama': 0.01962206384830978, 'fantasy': 0.21283436485354223, 'horror': 0.11232356207858551, 'mystery': 0.13457879984443855, 'thriller': 0.02077930477743828}"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/ipykernel_launcher.py:30: RuntimeWarning:\n",
      "\n",
      "invalid value encountered in true_divide\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "fantasy 0.21283436485354223\n",
      "L439650\n",
      "Then come on.\n",
      "{'drama': 0.022652702386582235, 'fantasy': 0.12821822170320618, 'horror': 0.08612526780485585, 'mystery': 0.09824108576116886, 'thriller': 0.015790115195698617}\n",
      "fantasy 0.12821822170320618\n",
      "L439652\n",
      "What say, Louis?\n",
      "{'drama': -0.03481110809960852, 'fantasy': 0.05768093863301049, 'horror': 0.015991156871503986, 'mystery': 0.11068197967893822, 'thriller': -0.06950468175414959}\n",
      "mystery 0.11068197967893822\n",
      "L439653\n",
      "Nothing.  Do we plant him on the outer circle or start a new one?\n",
      "{'drama': 0.10052109857563118, 'fantasy': 0.11621908232060907, 'horror': 0.10250844103706092, 'mystery': 0.19299857954312383, 'thriller': 0.0766415899740962}\n",
      "mystery 0.19299857954312383\n",
      "L439654\n",
      "We're still not where we're going.\n",
      "{'drama': 0.09028010389773922, 'fantasy': 0.17609932692184893, 'horror': 0.11313425794192733, 'mystery': 0.1697662633047432, 'thriller': 0.0675179205332681}\n",
      "fantasy 0.17609932692184893\n",
      "L439655\n",
      "What do you mean?\n",
      "{'drama': 0.05104271285275219, 'fantasy': 0.1504795902107614, 'horror': 0.07861919329257805, 'mystery': 0.03413466354311989, 'thriller': 0.043694840403189605}\n",
      "fantasy 0.1504795902107614\n",
      "L439656\n",
      "The place we're going is on the other side of that.\n",
      "{'drama': 0.10429490764598637, 'fantasy': 0.12535889447612125, 'horror': 0.1039639197186154, 'mystery': 0.05804316717939295, 'thriller': 0.1313328964838717}\n",
      "thriller 0.1313328964838717\n",
      "L439657\n",
      "We can't climb over that. We'll break our necks!\n",
      "{'drama': 0.07627363739379334, 'fantasy': 0.11527277678993786, 'horror': 0.12181800727522318, 'mystery': 0.06290408381244095, 'thriller': 0.09307296000163845}\n",
      "horror 0.12181800727522318\n",
      "L439658\n",
      "No. We won't. I have climbed it a time or two before, and I know all the places to step. Just follow me...move easy...don't look down...and don't stop. If you stop, you'll crash through for sure.\n",
      "{'drama': 0.10248858684332673, 'fantasy': 0.1545398850556221, 'horror': 0.14869119768613415, 'mystery': 0.17073985137235648, 'thriller': 0.09149300585957576}\n",
      "mystery 0.17073985137235648\n",
      "L439659\n",
      "I'm not climbing that.\n",
      "{'drama': 0.05190803904519492, 'fantasy': 0.13080405075397883, 'horror': 0.10410135938051635, 'mystery': 0.07282153952749437, 'thriller': 0.058580520816707504}\n",
      "fantasy 0.13080405075397883\n",
      "L439660\n",
      "Give me the cat. I'll take care of it myself.\n",
      "{'drama': 0.07233086426734725, 'fantasy': 0.19318535116734392, 'horror': 0.12161378659256095, 'mystery': 0.12029904491660492, 'thriller': 0.055841475417237496}\n",
      "fantasy 0.19318535116734392\n",
      "L439666\n",
      "No, you shouldn't have stopped. But you got away with it. Important thing is are you sure you're all right?\n",
      "{'drama': 0.08269207507309584, 'fantasy': 0.13543966973201904, 'horror': 0.11053942885304258, 'mystery': 0.154050076125546, 'thriller': 0.07852617974937803}\n",
      "mystery 0.154050076125546\n",
      "L439667\n",
      "Yes.  Where are we going, Jud?\n",
      "{'drama': 0.04446539526743298, 'fantasy': 0.1990403419093536, 'horror': 0.09718337339538063, 'mystery': 0.08363132781148841, 'thriller': 0.02606411335769343}\n",
      "fantasy 0.1990403419093536\n",
      "L439668\n",
      "You'll see before long. Let's go.\n",
      "{'drama': 0.07077644789461568, 'fantasy': 0.2081821273255865, 'horror': 0.15459805719539588, 'mystery': 0.14436794282390975, 'thriller': 0.02990289500634513}\n",
      "fantasy 0.2081821273255865\n",
      "L439670\n",
      "Micmacs used to call it Little God Swamp.\n",
      "{'drama': 0.08780550492515282, 'fantasy': 0.2354478949733948, 'horror': 0.17712972627315804, 'mystery': 0.21856588720991343, 'thriller': 0.10327651385574654}\n",
      "fantasy 0.2354478949733948\n",
      "L439671\n",
      "Is there quicksand?\n",
      "{'drama': 0.16970229414020765, 'fantasy': 0.1383696312205619, 'horror': 0.19665524104548937, 'mystery': 0.13641094623557493, 'thriller': 0.14747213870863574}\n",
      "horror 0.19665524104548937\n",
      "L439672\n",
      "Ayuh.\n",
      "{'drama': nan, 'fantasy': nan, 'horror': nan, 'mystery': nan, 'thriller': nan}\n",
      "drama nan\n",
      "L439674\n",
      "There's a lot of funny things down this way, Louis.\n",
      "{'drama': 0.14122270079287946, 'fantasy': 0.1978535881532042, 'horror': 0.1718427112144727, 'mystery': 0.13370427296158072, 'thriller': 0.08423741660468265}\n",
      "fantasy 0.1978535881532042\n",
      "L439675\n",
      "You're telling me.\n",
      "{'drama': 0.1284479367526674, 'fantasy': 0.13104815766696265, 'horror': 0.1875958580993955, 'mystery': 0.18647657631481818, 'thriller': 0.02429621033184126}\n",
      "horror 0.1875958580993955\n",
      "L439676\n",
      "It's funny, all right.\n",
      "{'drama': 0.1893393963780795, 'fantasy': 0.2549429718485685, 'horror': 0.23185021980429465, 'mystery': 0.133232343849766, 'thriller': 0.16476941579998572}\n",
      "fantasy 0.2549429718485685\n",
      "L439677\n",
      "Just don't stop, Louis. You don't ever want to stop down here in Little God.  And you don't ever want to look behind you, whatever you hear.\n",
      "{'drama': 0.09731913074963139, 'fantasy': 0.22530698986563813, 'horror': 0.15765214328670574, 'mystery': 0.19533466697239843, 'thriller': 0.04058025614665617}\n",
      "fantasy 0.22530698986563813\n",
      "L439678\n",
      "Almost there, Louis.\n",
      "{'drama': -0.0310424158214464, 'fantasy': 0.0883223301858922, 'horror': 0.0696617594550416, 'mystery': 0.06994748088239489, 'thriller': -0.005718074726027922}\n",
      "fantasy 0.0883223301858922\n",
      "L439679\n",
      "You keep saying that.\n",
      "{'drama': 0.059123078955071184, 'fantasy': 0.13252314811696753, 'horror': 0.07311012324222632, 'mystery': 0.06022349022920426, 'thriller': 0.037481943192998246}\n",
      "fantasy 0.13252314811696753\n",
      "L439680\n",
      "This time I mean it.\n",
      "{'drama': 0.12147812301782168, 'fantasy': 0.17036612991925226, 'horror': 0.08248982677800665, 'mystery': 0.07539740389391847, 'thriller': 0.043237875126777015}\n",
      "fantasy 0.17036612991925226\n",
      "L439681\n",
      "This was their burying ground, Louis.\n",
      "{'drama': -0.032423319171660525, 'fantasy': 0.1086743415128959, 'horror': 0.12251079936306586, 'mystery': 0.06701358746053865, 'thriller': 0.006379508428351555}\n",
      "horror 0.12251079936306586\n",
      "L439682\n",
      "Whose burying ground?\n",
      "{'drama': 0.03408931450419095, 'fantasy': 0.15288247600107774, 'horror': 0.19373940113674404, 'mystery': 0.11531111254915927, 'thriller': 0.0683472677912772}\n",
      "horror 0.19373940113674404\n",
      "L439683\n",
      "The Micmac Indians. I brought you here to bury Ellen's cat.\n",
      "{'drama': 0.03128790168051221, 'fantasy': 0.17081393639891163, 'horror': 0.18488281065061973, 'mystery': 0.12450974987597863, 'thriller': 0.0560892849464556}\n",
      "horror 0.18488281065061973\n",
      "L439684\n",
      "Why? For God's sake, why?\n",
      "{'drama': 0.08486243039392627, 'fantasy': 0.2475373908094327, 'horror': 0.12338052494100782, 'mystery': 0.12347444418523712, 'thriller': 0.016853524995134483}\n",
      "fantasy 0.2475373908094327\n",
      "L439685\n",
      "I had my reasons, Louis. We'll talk later. All right?\n",
      "{'drama': 0.09950102665986349, 'fantasy': 0.12863823980626565, 'horror': 0.06480905181012608, 'mystery': 0.16808665429571024, 'thriller': 0.016383779154830802}\n",
      "mystery 0.16808665429571024\n",
      "L439686\n",
      "I guess so...but...\n",
      "{'drama': 0.07997802022503975, 'fantasy': 0.2797056946212966, 'horror': 0.1698293452451447, 'mystery': 0.1924060082948048, 'thriller': 0.0806971079946579}\n",
      "fantasy 0.2797056946212966\n",
      "L439687\n",
      "You want to rest a bit before you start?\n",
      "{'drama': 0.11199392886296589, 'fantasy': 0.23893101167681297, 'horror': 0.11600077249298146, 'mystery': 0.09973423313494256, 'thriller': 0.08378697895993192}\n",
      "fantasy 0.23893101167681297\n",
      "L439688\n",
      "No, I'm okay. Will I really be able to dig him a grave? The soil looks thin.\n",
      "{'drama': 0.07705214463980481, 'fantasy': 0.20425343215658986, 'horror': 0.20473788132108783, 'mystery': 0.22379891871652446, 'thriller': 0.09958038858574358}\n",
      "mystery 0.22379891871652446\n",
      "L439689\n",
      "Soil's thin, all right. But you'll manage.\n",
      "{'drama': 0.027532719950356888, 'fantasy': 0.13495304299116895, 'horror': 0.10514411048258432, 'mystery': 0.09181432340915396, 'thriller': 0.05175028885114663}\n",
      "fantasy 0.13495304299116895\n",
      "L439692\n",
      "What are those for?\n",
      "{'drama': nan, 'fantasy': nan, 'horror': nan, 'mystery': nan, 'thriller': nan}\n",
      "drama nan\n",
      "L439693\n",
      "Your cairn.\n",
      "{'drama': 0.024377171649283103, 'fantasy': 0.020050007331521624, 'horror': 0.05088110303677296, 'mystery': 0.1513366276251572, 'thriller': 0.010262548178378683}\n",
      "mystery 0.1513366276251572\n",
      "L439694\n",
      "Doesn't look like they last long.\n",
      "{'drama': 0.06139416746749571, 'fantasy': 0.20455377927709084, 'horror': 0.19213622984487666, 'mystery': 0.16447581309894133, 'thriller': 0.03979704507293125}\n",
      "fantasy 0.20455377927709084\n",
      "L439695\n",
      "Don't worry about that.\n",
      "{'drama': 0.15725835262769838, 'fantasy': 0.17478241479583412, 'horror': 0.18367969016825114, 'mystery': 0.19830370693301136, 'thriller': 0.0711320521654929}\n",
      "mystery 0.19830370693301136\n",
      "L439696\n",
      "Jud, why am I doing all this?\n",
      "{'drama': -0.008252421326768067, 'fantasy': 0.0396649394798666, 'horror': 0.005879817425238687, 'mystery': -0.031128033293048585, 'thriller': -0.021263533698833603}\n",
      "fantasy 0.0396649394798666\n",
      "L439697\n",
      "Because it's right.\n",
      "{'drama': -0.020406608885042088, 'fantasy': 0.14513582660440993, 'horror': 0.05702744456357256, 'mystery': 0.010944470721976352, 'thriller': -0.00891099660266259}\n",
      "fantasy 0.14513582660440993\n",
      "L439703\n",
      "But--\n",
      "{'drama': nan, 'fantasy': nan, 'horror': nan, 'mystery': nan, 'thriller': nan}\n",
      "drama nan\n",
      "L439704\n",
      "No buts! Accept what's done, Louis. What we done was right. Another time it might not be, but tonight it was... at least I hope to Christ it was. Now you make your call...but not a word about tonight.\n",
      "{'drama': 0.14130063409808258, 'fantasy': 0.22551698706698386, 'horror': 0.1667126309169613, 'mystery': 0.18472113616150965, 'thriller': 0.0690819232947838}\n",
      "fantasy 0.22551698706698386\n",
      "L439720\n",
      "I most generally don't start before noon, but this looks like an exception.\n",
      "{'drama': 0.08501973232689541, 'fantasy': 0.14898943117517482, 'horror': 0.10659850253159708, 'mystery': 0.10267208589684529, 'thriller': 0.08159772924171782}\n",
      "fantasy 0.14898943117517482\n",
      "L439721\n",
      "What did we do, Jud?\n",
      "{'drama': -0.008252421326768067, 'fantasy': 0.0396649394798666, 'horror': 0.005879817425238687, 'mystery': -0.031128033293048585, 'thriller': -0.021263533698833603}\n",
      "fantasy 0.0396649394798666\n",
      "L439722\n",
      "Why, saved a little girl from being unhappy...that's all. Drink up, Louis!\n",
      "{'drama': 0.1394252613692526, 'fantasy': 0.1662039999515289, 'horror': 0.14931013350149758, 'mystery': 0.14042374288902637, 'thriller': 0.048170632603928176}\n",
      "fantasy 0.1662039999515289\n",
      "L439723\n",
      "I tried to tell myself I buried him alive. You know--Edgar Allan Poe meets Felix the Cat. But...\n",
      "{'drama': 0.07450753127184806, 'fantasy': 0.21696037312200844, 'horror': 0.20824711246922822, 'mystery': 0.2814825312407141, 'thriller': 0.10928863012619139}\n",
      "mystery 0.2814825312407141\n",
      "L439724\n",
      "Wouldn't wash?\n",
      "{'drama': -0.021798038601460235, 'fantasy': -0.020137486063028565, 'horror': 0.08335495529735526, 'mystery': 0.03531080768305861, 'thriller': -0.025482908217789202}\n",
      "horror 0.08335495529735526\n",
      "L439725\n",
      "No. I'm a doctor. I know death when I see it, and Church was dead. He smells horrible and he uses his claws, but he's alive...and I feel like I'm going crazy. It was that place, wasn't it?\n",
      "{'drama': 0.17666890961416015, 'fantasy': 0.22881477057599742, 'horror': 0.34391298680194693, 'mystery': 0.2948588645104363, 'thriller': 0.17552097302405456}\n",
      "horror 0.34391298680194693\n",
      "L439726\n",
      "Ayuh. It was the rag-man told me about the place--Stanley Bouchard. Us kids just called him Stanny B. He was half Micmac himself.\n",
      "{'drama': 0.13006450506842593, 'fantasy': 0.19967439679242427, 'horror': 0.173578039668012, 'mystery': 0.1603488002103849, 'thriller': 0.12170045455586453}\n",
      "fantasy 0.19967439679242427\n",
      "L439727\n",
      "Can I have another one?\n",
      "{'drama': 0.12947035869782875, 'fantasy': 0.1765961661745008, 'horror': 0.1261068420550021, 'mystery': 0.19686375867276196, 'thriller': 0.0909175306905704}\n",
      "mystery 0.19686375867276196\n",
      "L439728\n",
      "I guess it wouldn't hurt.\n",
      "{'drama': 0.07674171446328826, 'fantasy': 0.23154352188560123, 'horror': 0.1376089222546495, 'mystery': 0.13652999188540527, 'thriller': 0.053240082472530204}\n",
      "fantasy 0.23154352188560123\n",
      "L439730\n",
      "They buried their dead and for a long time their dead stayed buried. Then something happened. Half the tribe died in a season. The rest moved on. They said a Wendigo had soured the ground.\n",
      "{'drama': 0.1569537766979241, 'fantasy': 0.15963786893855447, 'horror': 0.22110058606310723, 'mystery': 0.26739540411058815, 'thriller': 0.15545378785545805}\n",
      "mystery 0.26739540411058815\n",
      "L439731\n",
      "Wendigo?\n",
      "{'drama': nan, 'fantasy': nan, 'horror': nan, 'mystery': nan, 'thriller': nan}\n",
      "drama nan\n",
      "L439732\n",
      "Spirit of the north country. Not a good spirit. Wendigos are great liars and tricksters, according to the stories. And if one touches you...\n",
      "{'drama': 0.23020092230888467, 'fantasy': 0.276952717273926, 'horror': 0.266570194223686, 'mystery': 0.22197136992987365, 'thriller': 0.1553622852069625}\n",
      "fantasy 0.276952717273926\n",
      "L439734\n",
      "You and this old Indian rag-man--\n",
      "{'drama': 0.09850708738797564, 'fantasy': 0.1516781168415564, 'horror': 0.16652512396332786, 'mystery': 0.16673786082746733, 'thriller': 0.09787743651642}\n",
      "mystery 0.16673786082746733\n",
      "L439735\n",
      "Stanny B. did for me what I did for you last night, Louis. Only I wasn't alone when Spot came back.\n",
      "{'drama': 0.07585312677583933, 'fantasy': 0.15171195094154488, 'horror': 0.09149661371578177, 'mystery': 0.1378829505191259, 'thriller': 0.0986107625992656}\n",
      "fantasy 0.15171195094154488\n",
      "L439737\n",
      "Well, she was a little upset at first, and that's why I thought you ought to hold your peace when you talked to your people last night...you did, didn't you, Louis?\n",
      "{'drama': 0.15092049184868706, 'fantasy': 0.15828470922407012, 'horror': 0.19094031420664892, 'mystery': 0.17876718568073569, 'thriller': 0.11507964830234452}\n",
      "horror 0.19094031420664892\n",
      "L439738\n",
      "Yes.\n",
      "{'drama': 0.01962206384830978, 'fantasy': 0.21283436485354223, 'horror': 0.11232356207858551, 'mystery': 0.13457879984443855, 'thriller': 0.02077930477743828}\n",
      "fantasy 0.21283436485354223\n",
      "L439739\n",
      "Why, then, things should be fine.\n",
      "{'drama': 0.08522627083249612, 'fantasy': 0.19245802284774327, 'horror': 0.09926615530345095, 'mystery': 0.07052005536905392, 'thriller': 0.0521389089666735}\n",
      "fantasy 0.19245802284774327\n",
      "L439740\n",
      "A little upset is all she was? Because I'll tell you, Jud, my brains feel a little like a nuclear reactor on the edge of a meltdown.\n",
      "{'drama': 0.20870394438079198, 'fantasy': 0.1712415048696042, 'horror': 0.2601542811637013, 'mystery': 0.21941947701028397, 'thriller': 0.17691835501513864}\n",
      "horror 0.2601542811637013\n",
      "L439741\n",
      "She got used to the idea. Spot lived another four years. He died peacefully in the night that second time, and I buried him in the Pet Sematary...where his bones still lie.\n",
      "{'drama': 0.1656061511538076, 'fantasy': 0.19134953132123433, 'horror': 0.19799827752416554, 'mystery': 0.2927349262794582, 'thriller': 0.12872097307660968}\n",
      "mystery 0.2927349262794582\n",
      "L439742\n",
      "A man doesn't always know why he does things, Louis. I think I did it because your daughter ain't ready for her favorite pet to die.\n",
      "{'drama': 0.1189397533041332, 'fantasy': 0.2570001361663423, 'horror': 0.21377230257972657, 'mystery': 0.22831980534715568, 'thriller': 0.06306564008277116}\n",
      "fantasy 0.2570001361663423\n",
      "L439743\n",
      "What?\n",
      "{'drama': nan, 'fantasy': nan, 'horror': nan, 'mystery': nan, 'thriller': nan}\n",
      "drama nan\n",
      "L439744\n",
      "Ellie's a little scared of death. And the main reason Ellie's that way is because your wife is a lot scared of death. Now you just go ahead and tell me I'm wrong.\n",
      "{'drama': 0.16408923901105965, 'fantasy': 0.186680620980627, 'horror': 0.2587058280910792, 'mystery': 0.2729531788852241, 'thriller': 0.128992973979565}\n",
      "mystery 0.2729531788852241\n",
      "L439769\n",
      "Rachel not feeling well?\n",
      "{'drama': 0.14388618025471933, 'fantasy': 0.20264880546466502, 'horror': 0.22310500680900125, 'mystery': 0.1675587105789228, 'thriller': 0.10257103739304352}\n",
      "horror 0.22310500680900125\n",
      "L439770\n",
      "Well...a touch of the flu...\n",
      "{'drama': 0.12278961060779436, 'fantasy': 0.1631629681990221, 'horror': 0.10772316873194043, 'mystery': 0.12165644519242402, 'thriller': 0.05212224867192161}\n",
      "fantasy 0.1631629681990221\n",
      "L439773\n",
      "Out of the mouths of babes, Louis.\n",
      "{'drama': 0.05347081394346054, 'fantasy': 0.13690608381058356, 'horror': 0.1333932797520072, 'mystery': 0.05255051450830173, 'thriller': 0.03505842452183772}\n",
      "fantasy 0.13690608381058356\n",
      "L439774\n",
      "This babe has said enough.\n",
      "{'drama': 0.17913154255083863, 'fantasy': 0.23510691891428304, 'horror': 0.13107085989704503, 'mystery': 0.1292637543513998, 'thriller': 0.11442381142831093}\n",
      "fantasy 0.23510691891428304\n",
      "L439776\n",
      "Poor Missy. God, I was sorry to hear. I remember when she was no older'n Ellen there, walking down to the store with her Raggedy Anne doll draggin' behind her in the dust. I don't know why God takes someone like her, who should have a bunch of years still in front of them, and lets an old shit like me just go on and on.\n",
      "{'drama': 0.14042155054445482, 'fantasy': 0.28047786625480087, 'horror': 0.2825332901291119, 'mystery': 0.21701969933283116, 'thriller': 0.07764060484938995}\n",
      "horror 0.2825332901291119\n",
      "L439777\n",
      "My father used to have a saying, Jud-- \"God sees the truth, but waits.\"\n",
      "{'drama': 0.12387180150841859, 'fantasy': 0.20557810672053045, 'horror': 0.18299431176519676, 'mystery': 0.22777740410839686, 'thriller': 0.04776555838298113}\n",
      "mystery 0.22777740410839686\n",
      "L439778\n",
      "Ayuh...how is your cat, Louis?\n",
      "{'drama': -0.059039160630069976, 'fantasy': 0.10166063015454974, 'horror': 0.06376030840981972, 'mystery': 0.10630489674012411, 'thriller': -0.05438667456565338}\n",
      "mystery 0.10630489674012411\n",
      "L439779\n",
      "It's Ellie's cat.\n",
      "{'drama': 0.041062493976306014, 'fantasy': 0.2119771700256129, 'horror': 0.19946150515146754, 'mystery': 0.1924483729261951, 'thriller': 0.047795397789036964}\n",
      "fantasy 0.2119771700256129\n",
      "L439780\n",
      "Nope. He's your cat now.\n",
      "{'drama': 0.01209650617482394, 'fantasy': 0.21570741889514378, 'horror': 0.178066070108573, 'mystery': 0.19650928306427418, 'thriller': 0.04783205167067006}\n",
      "fantasy 0.21570741889514378\n",
      "L439843\n",
      "Your father-in-law packs a wallop, for an old guy. He and his wife gone back to Chicago?\n",
      "{'drama': 0.1664949450606935, 'fantasy': 0.2020402337840841, 'horror': 0.1942736152204546, 'mystery': 0.17015312221860934, 'thriller': 0.15397694429424647}\n",
      "fantasy 0.2020402337840841\n",
      "L439844\n",
      "No...squatting out there at the Holiday Inn like a couple of vultures. He really thinks Rachel's going to go back with them. Her and Ellie.\n",
      "{'drama': 0.13530332139818446, 'fantasy': 0.3140453734745392, 'horror': 0.23585559077961527, 'mystery': 0.23675253803152818, 'thriller': 0.11103016000058197}\n",
      "fantasy 0.3140453734745392\n",
      "L439845\n",
      "Louis--\n",
      "{'drama': -0.08359010153431745, 'fantasy': 0.005247728097862003, 'horror': -0.04944964291426346, 'mystery': 0.005720896017373356, 'thriller': -0.08484963745433527}\n",
      "mystery 0.005720896017373356\n",
      "L439857\n",
      "Jud, I buried my son today and I'm very tired. I wonder if we could just--\n",
      "{'drama': 0.1307281588905388, 'fantasy': 0.20183990707373478, 'horror': 0.23877901668973744, 'mystery': 0.2549226253935182, 'thriller': 0.1089389525609108}\n",
      "mystery 0.2549226253935182\n",
      "L439858\n",
      "You're thinking of things best not thought of, Louis.\n",
      "{'drama': 0.07303994708394668, 'fantasy': 0.27874416475861086, 'horror': 0.1590212966494664, 'mystery': 0.16341045334957371, 'thriller': 0.03910434550341291}\n",
      "fantasy 0.27874416475861086\n",
      "L439859\n",
      "I'm thinking about going to bed.\n",
      "{'drama': 0.09341657973641415, 'fantasy': 0.24438988152278662, 'horror': 0.1740909522405707, 'mystery': 0.1338365983976364, 'thriller': 0.0789735123498011}\n",
      "fantasy 0.24438988152278662\n",
      "L439861\n",
      "--but I think the thought has crossed your mind.\n",
      "{'drama': 0.11210967660248505, 'fantasy': 0.24862141609234023, 'horror': 0.17963832833141402, 'mystery': 0.15134205600569972, 'thriller': 0.12181458814841284}\n",
      "fantasy 0.24862141609234023\n",
      "L439862\n",
      "Shit! Look at this mess!\n",
      "{'drama': 0.1511566579690825, 'fantasy': 0.2004145941893466, 'horror': 0.2569980156407651, 'mystery': 0.19816985222282624, 'thriller': 0.10274898370828633}\n",
      "horror 0.2569980156407651\n",
      "L439863\n",
      "Ayuh--it's a mess, all right.\n",
      "{'drama': 0.11255635215156168, 'fantasy': 0.15173668717552902, 'horror': 0.15179754506913556, 'mystery': 0.16825230594655038, 'thriller': 0.05569344888290173}\n",
      "mystery 0.16825230594655038\n",
      "L439864\n",
      "I know the Micmacs thought it was a holy place...and then they thought it was a cursed place. That's why they moved on.\n",
      "{'drama': 0.1326130164457251, 'fantasy': 0.22668005244835965, 'horror': 0.19437088735823282, 'mystery': 0.20396405700427578, 'thriller': 0.09568525319083654}\n",
      "fantasy 0.22668005244835965\n",
      "L439865\n",
      "Because something called a wendigo soured the ground.\n",
      "{'drama': 0.09196099434944671, 'fantasy': 0.15893910565297642, 'horror': 0.18762319256716764, 'mystery': 0.1713304670675202, 'thriller': 0.078255235105395}\n",
      "horror 0.18762319256716764\n",
      "L439866\n",
      "And because the dead walked.\n",
      "{'drama': 0.08481595573682343, 'fantasy': 0.028831090341570498, 'horror': 0.1962184444945192, 'mystery': 0.17510386060619487, 'thriller': 0.10738331664141065}\n",
      "horror 0.1962184444945192\n",
      "L439868\n",
      "I'll bite--what's the bottom of the truth, Jud?\n",
      "{'drama': 0.11407850961139276, 'fantasy': 0.17075915084579663, 'horror': 0.1897925493035465, 'mystery': 0.18990114278834236, 'thriller': 0.09232788770312428}\n",
      "mystery 0.18990114278834236\n",
      "L439869\n",
      "Why...that sometimes dead is better. That's all. Sometimes dead is better.\n",
      "{'drama': 0.06135969759241966, 'fantasy': 0.1764193926019223, 'horror': 0.1685772215949206, 'mystery': 0.1927075361392464, 'thriller': 0.08135418595866106}\n",
      "mystery 0.1927075361392464\n",
      "L439619\n",
      "I want to wake up. I want to wake up, that's all. I--\n",
      "{'drama': 0.09228549103040007, 'fantasy': 0.14799173277398092, 'horror': 0.1648445489193857, 'mystery': 0.09995339711075679, 'thriller': 0.013120931206341502}\n",
      "horror 0.1648445489193857\n",
      "L439620\n",
      "The door must not be opened. The barrier must not be crossed. Don't go on, doc. No matter how much you feel you have to. There's more power here than you know.\n",
      "{'drama': 0.19972438765850153, 'fantasy': 0.19564917064532572, 'horror': 0.2570212348987253, 'mystery': 0.21128066355902853, 'thriller': 0.19689491350422894}\n",
      "horror 0.2570212348987253\n",
      "L439621\n",
      "Please, I want to wake up. Leave me alone. It's not my fault you died; you were as good as dead when they brought you in--\n",
      "{'drama': 0.10684402427730433, 'fantasy': 0.1365553515526582, 'horror': 0.1985983825701525, 'mystery': 0.20068207068330557, 'thriller': 0.0640514417295378}\n",
      "mystery 0.20068207068330557\n",
      "L439622\n",
      "The power of this place is old and always restless. Sometimes the dead do more than speak. Remember, doc.\n",
      "{'drama': 0.21502027691485315, 'fantasy': 0.1888869089381543, 'horror': 0.2880594115159987, 'mystery': 0.24782359547702804, 'thriller': 0.17045655897240009}\n",
      "horror 0.2880594115159987\n",
      "L439623\n",
      "Leave me alone!\n",
      "{'drama': 0.07751875462498192, 'fantasy': 0.10962309645239277, 'horror': 0.0648101060266354, 'mystery': 0.1426946170843968, 'thriller': 0.03469059358369686}\n",
      "mystery 0.1426946170843968\n",
      "L439624\n",
      "Remember.\n",
      "{'drama': 0.07749594502742851, 'fantasy': 0.11077045315984724, 'horror': 0.2079083190145672, 'mystery': 0.11775093831748173, 'thriller': 0.026406126177817235}\n",
      "horror 0.2079083190145672\n",
      "L439746\n",
      "The door must not be opened. The barrier must not be crossed.\n",
      "{'drama': 0.06276577683199058, 'fantasy': 0.11264009484549264, 'horror': 0.16743427258891974, 'mystery': 0.12176439949900386, 'thriller': 0.12775696237973688}\n",
      "horror 0.16743427258891974\n",
      "L439747\n",
      "You don't understand--\n",
      "{'drama': 0.021846246206751907, 'fantasy': 0.10747961660427574, 'horror': 0.03872904327688176, 'mystery': 0.17215656063559026, 'thriller': -0.05124657618667339}\n",
      "mystery 0.17215656063559026\n",
      "L439912\n",
      "I'll tell you where the ground is sour--the ground in my heart is sour. Let me tell you something else, Vic-baby: Wrong is wrong.\n",
      "{'drama': 0.12873824150930313, 'fantasy': 0.20117023528329492, 'horror': 0.21844162309756998, 'mystery': 0.24609153977974751, 'thriller': 0.06154706684378275}\n",
      "mystery 0.24609153977974751\n",
      "L439913\n",
      "Timmy Baterman. That was wrong.\n",
      "{'drama': 0.03067872388217341, 'fantasy': 0.17281893769584222, 'horror': 0.1203092367849039, 'mystery': 0.10360752381588889, 'thriller': 0.05360452848361097}\n",
      "fantasy 0.17281893769584222\n",
      "L439914\n",
      "Don't talk like an asshole even if you are just a bit of underdone potato or a blot of mustard.\n",
      "{'drama': 0.12298974991448464, 'fantasy': 0.1830313988730321, 'horror': 0.20841853377445152, 'mystery': 0.2214607056134703, 'thriller': 0.14015368110995874}\n",
      "mystery 0.2214607056134703\n",
      "L439439\n",
      "Let her go. It's cool.\n",
      "{'drama': 0.08640272810456606, 'fantasy': 0.19990330257831812, 'horror': 0.13644230389275447, 'mystery': 0.13701453444929013, 'thriller': 0.058029028474451905}\n",
      "fantasy 0.19990330257831812\n",
      "L439440\n",
      "Louis, the house is beautiful.\n",
      "{'drama': 0.03717487328312219, 'fantasy': 0.1506717170720645, 'horror': 0.10994144010007756, 'mystery': 0.1468085970929125, 'thriller': -0.006100077861821207}\n",
      "fantasy 0.1506717170720645\n",
      "L439442\n",
      "And Buckaroo Banzai.\n",
      "{'drama': 0.09459734275019382, 'fantasy': 0.11305346845264641, 'horror': 0.17406142974503358, 'mystery': 0.07356068370930213, 'thriller': 0.09395512762240288}\n",
      "horror 0.17406142974503358\n",
      "L439443\n",
      "Come on--let's parole 'em.\n",
      "{'drama': 0.07890730090744402, 'fantasy': 0.20470872504281723, 'horror': 0.18635100591162468, 'mystery': 0.11189349017442562, 'thriller': 0.0882306380140403}\n",
      "fantasy 0.20470872504281723\n",
      "L439453\n",
      "Gage's gone!\n",
      "{'drama': 0.0006785764973474828, 'fantasy': 0.09577420487288713, 'horror': 0.05584025876398224, 'mystery': 0.07579327406764635, 'thriller': 0.01090795968092162}\n",
      "fantasy 0.09577420487288713\n",
      "L439454\n",
      "Jesus, the road!\n",
      "{'drama': 0.044231240202882716, 'fantasy': 0.12720678881097136, 'horror': 0.13012001375838145, 'mystery': 0.08349931952957779, 'thriller': 0.04961701220418335}\n",
      "horror 0.13012001375838145\n",
      "L439457\n",
      "Thank you. Thank you so much.\n",
      "{'drama': 0.03418717365687285, 'fantasy': 0.006535148794586831, 'horror': 0.029583664431192425, 'mystery': 0.05401114514804417, 'thriller': -0.06883947365020915}\n",
      "mystery 0.05401114514804417\n",
      "L439458\n",
      "Yes--thanks. I'm Louis Creed.\n",
      "{'drama': 0.02225629953321895, 'fantasy': 0.1846970088625185, 'horror': 0.05608259273794225, 'mystery': 0.12632079591860423, 'thriller': 0.024043314081611866}\n",
      "fantasy 0.1846970088625185\n",
      "L439475\n",
      "The movers--\n",
      "{'drama': 0.047294401693671495, 'fantasy': 0.01502589033027213, 'horror': 0.04696233550682871, 'mystery': 0.045335330068069446, 'thriller': 0.03525503716898182}\n",
      "drama 0.047294401693671495\n",
      "L439476\n",
      "Yes--I know. This path, Louis? Where does it go?\n",
      "{'drama': 0.030920578408742627, 'fantasy': 0.17146162101646378, 'horror': 0.09354135819358522, 'mystery': 0.13739380213883579, 'thriller': 0.021942005985282398}\n",
      "fantasy 0.17146162101646378\n",
      "L439477\n",
      "I don't have the slightest idea. When I saw the house, this field was under four feet of snow.\n",
      "{'drama': 0.13208198482775213, 'fantasy': 0.23394361165234412, 'horror': 0.22236178045033794, 'mystery': 0.1588318920560432, 'thriller': 0.09709092260423857}\n",
      "fantasy 0.23394361165234412\n",
      "L439480\n",
      "You're not really going over to have a beer with that old guy, are you?\n",
      "{'drama': 0.14224739296922873, 'fantasy': 0.2690519688212707, 'horror': 0.1692984575403097, 'mystery': 0.1394437890929231, 'thriller': 0.1215196955657798}\n",
      "fantasy 0.2690519688212707\n",
      "L439481\n",
      "Well, I've got a million questions about the area, and---\n",
      "{'drama': 0.14950206441883074, 'fantasy': 0.11920065689794868, 'horror': 0.12204742717707306, 'mystery': 0.2630398974115168, 'thriller': 0.08578041637097078}\n",
      "mystery 0.2630398974115168\n",
      "L439482\n",
      "---and you'll end up doing a free consultation on his arthritis or urinary problems and---\n",
      "{'drama': 0.04290544369574256, 'fantasy': 0.08716342604793692, 'horror': 0.06942598444268389, 'mystery': 0.10565105686299603, 'thriller': -0.038846381022338505}\n",
      "mystery 0.10565105686299603\n",
      "L439483\n",
      "Did you see his shirt?\n",
      "{'drama': 0.09024568314257175, 'fantasy': 0.08710701003542753, 'horror': 0.12246725753060206, 'mystery': 0.1409924807057985, 'thriller': 0.07992847612101495}\n",
      "mystery 0.1409924807057985\n",
      "L439507\n",
      "My God!\n",
      "{'drama': 0.08699044302632508, 'fantasy': 0.23591003706724645, 'horror': 0.13293093332603712, 'mystery': 0.15421131898508067, 'thriller': 0.06064826057998085}\n",
      "fantasy 0.23591003706724645\n",
      "L439508\n",
      "It's beautiful!\n",
      "{'drama': 0.13225002874012515, 'fantasy': 0.210295404397149, 'horror': 0.16217749978174578, 'mystery': 0.1735067219641453, 'thriller': 0.09079813625272437}\n",
      "fantasy 0.210295404397149\n",
      "L439523\n",
      "I think it's rather extraordinary.\n",
      "{'drama': 0.13325759640129387, 'fantasy': 0.23453941128595746, 'horror': 0.1596402351268732, 'mystery': 0.1440280063948659, 'thriller': 0.06447961039846228}\n",
      "fantasy 0.23453941128595746\n",
      "L439524\n",
      "Extraordinarily morbid, maybe.\n",
      "{'drama': 0.2042926472873433, 'fantasy': 0.27076336242175514, 'horror': 0.2879835758956072, 'mystery': 0.23585902529558278, 'thriller': 0.22230610825567765}\n",
      "horror 0.2879835758956072\n",
      "L439561\n",
      "She's finally asleep.\n",
      "{'drama': 0.09980120928817382, 'fantasy': 0.14399879182165387, 'horror': 0.17684794705448115, 'mystery': 0.1454308123859892, 'thriller': 0.07634889329642935}\n",
      "horror 0.17684794705448115\n",
      "L439562\n",
      "She was a little over-excited, that's all. Poor kid.\n",
      "{'drama': 0.14900012245912841, 'fantasy': 0.18811561984319214, 'horror': 0.1460471025709249, 'mystery': 0.12526841933254973, 'thriller': 0.06860689399229936}\n",
      "fantasy 0.18811561984319214\n",
      "L439563\n",
      "It was that place. That creepy cemetery up in the woods. Whatever disease the kids in this town have got, I don't want Ellie to catch it.\n",
      "{'drama': 0.20059550380523383, 'fantasy': 0.2630006564412518, 'horror': 0.2802026399753068, 'mystery': 0.28011264893414867, 'thriller': 0.16738920056472262}\n",
      "horror 0.2802026399753068\n",
      "L439564\n",
      "Jesus, Rachel, what's got into you?\n",
      "{'drama': 0.05684085034785735, 'fantasy': 0.18449737629543594, 'horror': 0.12662318385986204, 'mystery': 0.12309453039949336, 'thriller': 0.04877182804763158}\n",
      "fantasy 0.18449737629543594\n",
      "L439565\n",
      "Do you think I didn't hear her tonight, crying as if her heart would break? Here she is thinking Church is going to die.\n",
      "{'drama': 0.1667609131865131, 'fantasy': 0.17640283218753594, 'horror': 0.23023540729252756, 'mystery': 0.17675648580115577, 'thriller': 0.09361011535192842}\n",
      "horror 0.23023540729252756\n",
      "L439575\n",
      "Don't be silly. Church is not going to die.\n",
      "{'drama': 0.17545785643940992, 'fantasy': 0.20714326079541456, 'horror': 0.23729702448900525, 'mystery': 0.16358803003447042, 'thriller': 0.11031895193824637}\n",
      "horror 0.23729702448900525\n",
      "L439576\n",
      "According to what Mr. Crandall says, the road's a lot more dangerous than the operation. Church will be just the same. Well--almost the same--and we won't have to worry about him getting turned into catburgers by one of those damn Orinco trucks.\n",
      "{'drama': 0.13110439197830703, 'fantasy': 0.2088606451180508, 'horror': 0.20280000526273745, 'mystery': 0.14262075369477611, 'thriller': 0.09543261302988482}\n",
      "fantasy 0.2088606451180508\n",
      "L439577\n",
      "That's enough of that kind of talk!\n",
      "{'drama': 0.21461301292938706, 'fantasy': 0.2607038166974206, 'horror': 0.1699361289680562, 'mystery': 0.18652900858076393, 'thriller': 0.10486087831757207}\n",
      "fantasy 0.2607038166974206\n",
      "L439578\n",
      "I just said--\n",
      "{'drama': -0.010137821162776506, 'fantasy': 0.005280362735493038, 'horror': -0.006551870685793659, 'mystery': -0.005461161557134275, 'thriller': -0.08878796882585327}\n",
      "fantasy 0.005280362735493038\n",
      "L439579\n",
      "I know what you just said. Ellie, clear your place.\n",
      "{'drama': 0.1128512035517244, 'fantasy': 0.14605005524708947, 'horror': 0.1123197854682062, 'mystery': 0.2212447020815307, 'thriller': 0.060094601185386676}\n",
      "mystery 0.2212447020815307\n",
      "L439580\n",
      "You'll be fine, Ellie. Now you can be excused. Go and wash your face.\n",
      "{'drama': 0.07138963892111394, 'fantasy': 0.16126772732950934, 'horror': 0.13948153854307865, 'mystery': 0.07915596692457871, 'thriller': 0.05421115935181997}\n",
      "fantasy 0.16126772732950934\n",
      "L439581\n",
      "And Church will be fine.\n",
      "{'drama': 0.0845651160130434, 'fantasy': 0.09630203648726521, 'horror': 0.09893620446543883, 'mystery': 0.08401619740817379, 'thriller': 0.016845984357891752}\n",
      "horror 0.09893620446543883\n",
      "L439582\n",
      "Well, honey...you know that...\n",
      "{'drama': 0.11508750196222806, 'fantasy': 0.14474594185377687, 'horror': 0.15072416018131518, 'mystery': 0.2239988699012494, 'thriller': 0.06572299411273541}\n",
      "mystery 0.2239988699012494\n",
      "L439583\n",
      "Don't shilly-shally, Louis. Give the little girl her promise.\n",
      "{'drama': 0.11964934999805854, 'fantasy': 0.22905554718953414, 'horror': 0.1544341803397664, 'mystery': 0.20032167531314748, 'thriller': 0.09411606171576858}\n",
      "fantasy 0.22905554718953414\n",
      "L439585\n",
      "Thank you, Louis.\n",
      "{'drama': -0.03943181383879346, 'fantasy': -0.006206473920839395, 'horror': -0.02260996155849293, 'mystery': 0.024840227353623234, 'thriller': -0.11740685664729766}\n",
      "mystery 0.024840227353623234\n",
      "L439586\n",
      "Oh, you're welcome. Only if some- thing should go wrong while he's under the gas--it's a one-in-a-thousand shot, but it happens--you explain to her.\n",
      "{'drama': 0.13535123179617448, 'fantasy': 0.1908807925413789, 'horror': 0.20754650024525745, 'mystery': 0.24136329075848817, 'thriller': 0.10502464799714206}\n",
      "mystery 0.24136329075848817\n",
      "L439625\n",
      "Getting there.\n",
      "{'drama': 0.06957405785897319, 'fantasy': 0.13862674005506348, 'horror': 0.0479004981264024, 'mystery': 0.06483055445186059, 'thriller': 0.052086305363492236}\n",
      "fantasy 0.13862674005506348\n",
      "L439626\n",
      "I got eggs down here!\n",
      "{'drama': 0.024449151752224618, 'fantasy': 0.09123637995076939, 'horror': 0.07101042311584904, 'mystery': 0.16343172325707944, 'thriller': 0.06110835434414286}\n",
      "mystery 0.16343172325707944\n",
      "L439627\n",
      "Good d--\n",
      "{'drama': 0.0572552279856402, 'fantasy': 0.14704125429686865, 'horror': 0.101691473955005, 'mystery': 0.06131622056465291, 'thriller': 0.0499132575792397}\n",
      "fantasy 0.14704125429686865\n",
      "L439809\n",
      "I heard you tonight.\n",
      "{'drama': 0.13885959685843463, 'fantasy': 0.0524033176095855, 'horror': 0.17782754957076752, 'mystery': 0.10974280273583736, 'thriller': 0.08024681826677182}\n",
      "horror 0.17782754957076752\n",
      "L439810\n",
      "I thought maybe you did. I know you don't approve of the subject being raised--\n",
      "{'drama': 0.1070096651216681, 'fantasy': 0.1651078799884076, 'horror': 0.14401809134288657, 'mystery': 0.16259823727224054, 'thriller': 0.05925167286732402}\n",
      "fantasy 0.1651078799884076\n",
      "L439811\n",
      "That's not true. The subject scares me. Because of Zelda.\n",
      "{'drama': 0.1631219068105877, 'fantasy': 0.34633724115967746, 'horror': 0.4061828842138353, 'mystery': 0.3312912451017964, 'thriller': 0.2249482808408697}\n",
      "horror 0.4061828842138353\n",
      "L439814\n",
      "I'm sorry I couldn't go with you to Missy's funeral. And that I blew up when we went to that silly animal graveyard.\n",
      "{'drama': 0.18991368897908056, 'fantasy': 0.2284953907664582, 'horror': 0.2896455306733722, 'mystery': 0.1568091770795017, 'thriller': 0.11159346097409428}\n",
      "horror 0.2896455306733722\n",
      "L439815\n",
      "That's forgotten.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'drama': 0.139546812067335, 'fantasy': 0.1628646171966588, 'horror': 0.20033972289852342, 'mystery': 0.223209254857635, 'thriller': 0.06494400369653386}\n",
      "mystery 0.223209254857635\n",
      "L439816\n",
      "Not by me, it isn't. I know how badly I acted, how unfair I was. It's just that I..you know.\n",
      "{'drama': 0.13491733167668762, 'fantasy': 0.13954615094508627, 'horror': 0.14994185795532144, 'mystery': 0.1475172342947414, 'thriller': 0.05461783206827986}\n",
      "horror 0.14994185795532144\n",
      "L439817\n",
      "Yes, I guess I do.\n",
      "{'drama': 0.057823117607819774, 'fantasy': 0.28046089286142295, 'horror': 0.16111743165988435, 'mystery': 0.1865089646193845, 'thriller': 0.05887512285027552}\n",
      "fantasy 0.28046089286142295\n",
      "L439818\n",
      "I'm going to try to do better.\n",
      "{'drama': 0.07664329006991943, 'fantasy': 0.1833874531018469, 'horror': 0.10292603652226562, 'mystery': 0.09075596787142437, 'thriller': 0.06422425785400643}\n",
      "fantasy 0.1833874531018469\n",
      "L439819\n",
      "You're doing fine.\n",
      "{'drama': 0.035329561361441275, 'fantasy': 0.11481100522659937, 'horror': 0.02810501957589895, 'mystery': 0.008447465539107357, 'thriller': 0.027756800413808347}\n",
      "fantasy 0.11481100522659937\n",
      "L439886\n",
      "You better get going, hon.\n",
      "{'drama': 0.03200948256924108, 'fantasy': 0.11263138516083049, 'horror': 0.05873822865535039, 'mystery': 0.06569097178686878, 'thriller': 0.0014773747640207668}\n",
      "fantasy 0.11263138516083049\n",
      "L439887\n",
      "Oh Louis, I just don't know about this--\n",
      "{'drama': 0.021244816097932828, 'fantasy': 0.1263030807068718, 'horror': 0.09100826514958704, 'mystery': 0.13206441327566332, 'thriller': 0.006807290982577152}\n",
      "mystery 0.13206441327566332\n",
      "L439888\n",
      "I told you last night--this can be the start of patching things up with your folks. If something good doesn't come of Gage's death, I think I'll go crazy.\n",
      "{'drama': 0.1349465922592913, 'fantasy': 0.2444503522852436, 'horror': 0.22125366625779608, 'mystery': 0.17811736382167165, 'thriller': 0.11642204843951898}\n",
      "fantasy 0.2444503522852436\n",
      "L439889\n",
      "Louis, are you sure?\n",
      "{'drama': -0.03788867589754741, 'fantasy': 0.0753419776103248, 'horror': 0.026369367875452965, 'mystery': 0.08099786666977249, 'thriller': -0.03702003629810258}\n",
      "mystery 0.08099786666977249\n",
      "L439890\n",
      "I'm sure.\n",
      "{'drama': 0.05137985541946666, 'fantasy': 0.12331526084760724, 'horror': 0.11500012176109342, 'mystery': 0.13246150959425185, 'thriller': 0.0546506624215225}\n",
      "mystery 0.13246150959425185\n",
      "310\n"
     ]
    }
   ],
   "source": [
    "tokenizer = RegexpTokenizer(r'\\w+')\n",
    "\n",
    "dict3 = {}\n",
    "gender_dict = {}\n",
    "index1 = 0\n",
    "\n",
    "# For a single dialogue\n",
    "for index, rows in new_df.iterrows():\n",
    "    s = rows[4]\n",
    "    l = s.split('\\'')[1::2]\n",
    "    for _ in l:\n",
    "        print(_)\n",
    "        index1 += 1 \n",
    "        val2 = {}\n",
    "        av = np.zeros(300)\n",
    "        line = ml1_df.loc[ml1_df['Line_Id'] == _, 'Dialogue'].iloc[0]\n",
    "        print(line)\n",
    "        line = tokenizer.tokenize(line)\n",
    "        line = [i.lower() for i in line]\n",
    "        line = [w for w in line if not w in stop_words]\n",
    "#         print(line)\n",
    "        l1 = len(line)\n",
    "        for tokens in line:\n",
    "#             print(model[tokens])\n",
    "            try:\n",
    "                av += model[tokens]\n",
    "            except:\n",
    "                l1 -= 1\n",
    "                pass\n",
    "        av = av/l1\n",
    "#         print(av)\n",
    "        # Cosine similarities\n",
    "        for key, vals in gdict.items():\n",
    "            try:\n",
    "                val2[key] = 1 - spatial.distance.cosine(av, vals)\n",
    "            except:\n",
    "                pass\n",
    "        print(val2)\n",
    "        m = max(val2, key = val2.get)\n",
    "        print(m, val2[m])\n",
    "        dict3[index1] = m\n",
    "        gender_dict[index1] = {rows[2]: m}\n",
    "print(index1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{1: {'f': 'fantasy'}, 2: {'f': 'fantasy'}, 3: {'f': 'fantasy'}, 4: {'f': 'fantasy'}, 5: {'f': 'mystery'}, 6: {'f': 'fantasy'}, 7: {'f': 'horror'}, 8: {'f': 'drama'}, 9: {'f': 'mystery'}, 10: {'f': 'fantasy'}, 11: {'f': 'horror'}, 12: {'f': 'horror'}, 13: {'f': 'mystery'}, 14: {'f': 'fantasy'}, 15: {'f': 'mystery'}, 16: {'f': 'fantasy'}, 17: {'f': 'fantasy'}, 18: {'f': 'fantasy'}, 19: {'f': 'fantasy'}, 20: {'f': 'fantasy'}, 21: {'f': 'fantasy'}, 22: {'f': 'drama'}, 23: {'f': 'mystery'}, 24: {'f': 'mystery'}, 25: {'f': 'fantasy'}, 26: {'f': 'horror'}, 27: {'f': 'mystery'}, 28: {'f': 'fantasy'}, 29: {'f': 'horror'}, 30: {'f': 'fantasy'}, 31: {'f': 'horror'}, 32: {'f': 'mystery'}, 33: {'f': 'fantasy'}, 34: {'f': 'fantasy'}, 35: {'f': 'drama'}, 36: {'f': 'mystery'}, 37: {'f': 'horror'}, 38: {'f': 'fantasy'}, 39: {'f': 'drama'}, 40: {'f': 'drama'}, 41: {'f': 'fantasy'}, 42: {'f': 'fantasy'}, 43: {'f': 'drama'}, 44: {'f': 'horror'}, 45: {'f': 'fantasy'}, 46: {'f': 'fantasy'}, 47: {'f': 'fantasy'}, 48: {'f': 'fantasy'}, 49: {'f': 'horror'}, 50: {'f': 'horror'}, 51: {'f': 'fantasy'}, 52: {'f': 'fantasy'}, 53: {'f': 'mystery'}, 54: {'f': 'fantasy'}, 55: {'f': 'fantasy'}, 56: {'f': 'fantasy'}, 57: {'f': 'fantasy'}, 58: {'f': 'horror'}, 59: {'f': 'fantasy'}, 60: {'f': 'fantasy'}, 61: {'f': 'fantasy'}, 62: {'f': 'fantasy'}, 63: {'f': 'mystery'}, 64: {'f': 'mystery'}, 65: {'f': 'mystery'}, 66: {'f': 'horror'}, 67: {'f': 'fantasy'}, 68: {'f': 'fantasy'}, 69: {'f': 'fantasy'}, 70: {'f': 'fantasy'}, 71: {'f': 'fantasy'}, 72: {'f': 'fantasy'}, 73: {'f': 'fantasy'}, 74: {'f': 'fantasy'}, 75: {'f': 'horror'}, 76: {'f': 'horror'}, 77: {'f': 'fantasy'}, 78: {'f': 'fantasy'}, 79: {'f': 'fantasy'}, 80: {'f': 'horror'}, 81: {'f': 'fantasy'}, 82: {'f': 'mystery'}, 83: {'f': 'fantasy'}, 84: {'f': 'mystery'}, 85: {'f': 'fantasy'}, 86: {'f': 'fantasy'}, 87: {'f': 'horror'}, 88: {'f': 'fantasy'}, 89: {'f': 'fantasy'}, 90: {'f': 'horror'}, 91: {'f': 'mystery'}, 92: {'f': 'fantasy'}, 93: {'f': 'drama'}, 94: {'f': 'fantasy'}, 95: {'f': 'fantasy'}, 96: {'f': 'horror'}, 97: {'f': 'fantasy'}, 98: {'f': 'drama'}, 99: {'f': 'horror'}, 100: {'f': 'horror'}, 101: {'m': 'horror'}, 102: {'m': 'horror'}, 103: {'m': 'horror'}, 104: {'m': 'fantasy'}, 105: {'m': 'fantasy'}, 106: {'m': 'horror'}, 107: {'m': 'fantasy'}, 108: {'m': 'mystery'}, 109: {'m': 'horror'}, 110: {'m': 'drama'}, 111: {'m': 'fantasy'}, 112: {'m': 'fantasy'}, 113: {'m': 'fantasy'}, 114: {'m': 'mystery'}, 115: {'m': 'fantasy'}, 116: {'m': 'fantasy'}, 117: {'m': 'drama'}, 118: {'m': 'fantasy'}, 119: {'m': 'fantasy'}, 120: {'m': 'mystery'}, 121: {'m': 'horror'}, 122: {'m': 'horror'}, 123: {'m': 'drama'}, 124: {'m': 'fantasy'}, 125: {'m': 'fantasy'}, 126: {'m': 'horror'}, 127: {'m': 'mystery'}, 128: {'m': 'mystery'}, 129: {'m': 'drama'}, 130: {'m': 'fantasy'}, 131: {'m': 'mystery'}, 132: {'m': 'mystery'}, 133: {'m': 'fantasy'}, 134: {'m': 'mystery'}, 135: {'m': 'fantasy'}, 136: {'m': 'horror'}, 137: {'m': 'fantasy'}, 138: {'m': 'mystery'}, 139: {'m': 'fantasy'}, 140: {'m': 'mystery'}, 141: {'m': 'fantasy'}, 142: {'m': 'fantasy'}, 143: {'m': 'horror'}, 144: {'m': 'mystery'}, 145: {'m': 'horror'}, 146: {'m': 'horror'}, 147: {'m': 'horror'}, 148: {'m': 'fantasy'}, 149: {'m': 'horror'}, 150: {'m': 'fantasy'}, 151: {'m': 'mystery'}, 152: {'m': 'horror'}, 153: {'m': 'fantasy'}, 154: {'m': 'mystery'}, 155: {'m': 'fantasy'}, 156: {'m': 'horror'}, 157: {'m': 'fantasy'}, 158: {'m': 'fantasy'}, 159: {'m': 'fantasy'}, 160: {'m': 'drama'}, 161: {'m': 'fantasy'}, 162: {'m': 'fantasy'}, 163: {'m': 'fantasy'}, 164: {'m': 'mystery'}, 165: {'m': 'mystery'}, 166: {'m': 'fantasy'}, 167: {'m': 'fantasy'}, 168: {'m': 'thriller'}, 169: {'m': 'horror'}, 170: {'m': 'mystery'}, 171: {'m': 'fantasy'}, 172: {'m': 'fantasy'}, 173: {'m': 'mystery'}, 174: {'m': 'fantasy'}, 175: {'m': 'fantasy'}, 176: {'m': 'fantasy'}, 177: {'m': 'horror'}, 178: {'m': 'drama'}, 179: {'m': 'fantasy'}, 180: {'m': 'horror'}, 181: {'m': 'fantasy'}, 182: {'m': 'fantasy'}, 183: {'m': 'fantasy'}, 184: {'m': 'fantasy'}, 185: {'m': 'fantasy'}, 186: {'m': 'horror'}, 187: {'m': 'horror'}, 188: {'m': 'horror'}, 189: {'m': 'fantasy'}, 190: {'m': 'mystery'}, 191: {'m': 'fantasy'}, 192: {'m': 'fantasy'}, 193: {'m': 'mystery'}, 194: {'m': 'fantasy'}, 195: {'m': 'drama'}, 196: {'m': 'mystery'}, 197: {'m': 'fantasy'}, 198: {'m': 'mystery'}, 199: {'m': 'fantasy'}, 200: {'m': 'fantasy'}, 201: {'m': 'drama'}, 202: {'m': 'fantasy'}, 203: {'m': 'fantasy'}, 204: {'m': 'fantasy'}, 205: {'m': 'fantasy'}, 206: {'m': 'mystery'}, 207: {'m': 'horror'}, 208: {'m': 'horror'}, 209: {'m': 'fantasy'}, 210: {'m': 'mystery'}, 211: {'m': 'fantasy'}, 212: {'m': 'mystery'}, 213: {'m': 'drama'}, 214: {'m': 'fantasy'}, 215: {'m': 'mystery'}, 216: {'m': 'fantasy'}, 217: {'m': 'horror'}, 218: {'m': 'fantasy'}, 219: {'m': 'fantasy'}, 220: {'m': 'horror'}, 221: {'m': 'mystery'}, 222: {'m': 'fantasy'}, 223: {'m': 'drama'}, 224: {'m': 'mystery'}, 225: {'m': 'horror'}, 226: {'m': 'fantasy'}, 227: {'m': 'fantasy'}, 228: {'m': 'fantasy'}, 229: {'m': 'horror'}, 230: {'m': 'mystery'}, 231: {'m': 'mystery'}, 232: {'m': 'fantasy'}, 233: {'m': 'fantasy'}, 234: {'m': 'fantasy'}, 235: {'m': 'fantasy'}, 236: {'m': 'mystery'}, 237: {'m': 'mystery'}, 238: {'m': 'fantasy'}, 239: {'m': 'fantasy'}, 240: {'m': 'fantasy'}, 241: {'m': 'horror'}, 242: {'m': 'mystery'}, 243: {'m': 'fantasy'}, 244: {'m': 'horror'}, 245: {'m': 'horror'}, 246: {'m': 'mystery'}, 247: {'m': 'mystery'}, 248: {'m': 'horror'}, 249: {'m': 'horror'}, 250: {'m': 'mystery'}, 251: {'m': 'horror'}, 252: {'m': 'mystery'}, 253: {'m': 'horror'}, 254: {'m': 'horror'}, 255: {'m': 'mystery'}, 256: {'m': 'mystery'}, 257: {'m': 'fantasy'}, 258: {'m': 'mystery'}, 259: {'m': 'fantasy'}, 260: {'m': 'fantasy'}, 261: {'m': 'horror'}, 262: {'m': 'fantasy'}, 263: {'m': 'fantasy'}, 264: {'m': 'horror'}, 265: {'m': 'mystery'}, 266: {'m': 'fantasy'}, 267: {'m': 'drama'}, 268: {'m': 'fantasy'}, 269: {'m': 'fantasy'}, 270: {'m': 'fantasy'}, 271: {'m': 'mystery'}, 272: {'m': 'mystery'}, 273: {'m': 'mystery'}, 274: {'m': 'fantasy'}, 275: {'m': 'fantasy'}, 276: {'m': 'fantasy'}, 277: {'m': 'horror'}, 278: {'m': 'horror'}, 279: {'m': 'fantasy'}, 280: {'m': 'horror'}, 281: {'m': 'fantasy'}, 282: {'m': 'horror'}, 283: {'m': 'horror'}, 284: {'m': 'fantasy'}, 285: {'m': 'fantasy'}, 286: {'m': 'fantasy'}, 287: {'m': 'mystery'}, 288: {'m': 'fantasy'}, 289: {'m': 'horror'}, 290: {'m': 'mystery'}, 291: {'m': 'fantasy'}, 292: {'m': 'mystery'}, 293: {'m': 'mystery'}, 294: {'m': 'fantasy'}, 295: {'m': 'mystery'}, 296: {'m': 'fantasy'}, 297: {'m': 'horror'}, 298: {'m': 'fantasy'}, 299: {'m': 'horror'}, 300: {'m': 'horror'}, 301: {'m': 'mystery'}, 302: {'m': 'horror'}, 303: {'m': 'fantasy'}, 304: {'m': 'fantasy'}, 305: {'m': 'fantasy'}, 306: {'m': 'fantasy'}, 307: {'m': 'mystery'}, 308: {'m': 'fantasy'}, 309: {'m': 'mystery'}, 310: {'m': 'mystery'}}\n"
     ]
    }
   ],
   "source": [
    "g_listm = []\n",
    "genre_listm = []\n",
    "g_listf = []\n",
    "genre_listf = []\n",
    "print(gender_dict)\n",
    "for key, vals in gender_dict.items():\n",
    "    gender = str(list(gender_dict.get(key, {}).keys())).replace('[','').replace(']', '').replace('\\'', '')\n",
    "    genre = str(list(gender_dict.get(key, {}).values())).replace('[','').replace(']', '').replace('\\'', '')\n",
    "    if gender == 'm' or gender == 'M':\n",
    "        g_listm.append(gender)\n",
    "        genre_listm.append(genre)\n",
    "    else:\n",
    "        g_listf.append(gender)\n",
    "        genre_listf.append(genre)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['f', 'f', 'f', 'f', 'f', 'f', 'f', 'f', 'f', 'f', 'f', 'f', 'f', 'f', 'f', 'f', 'f', 'f', 'f', 'f', 'f', 'f', 'f', 'f', 'f', 'f', 'f', 'f', 'f', 'f', 'f', 'f', 'f', 'f', 'f', 'f', 'f', 'f', 'f', 'f', 'f', 'f', 'f', 'f', 'f', 'f', 'f', 'f', 'f', 'f', 'f', 'f', 'f', 'f', 'f', 'f', 'f', 'f', 'f', 'f', 'f', 'f', 'f', 'f', 'f', 'f', 'f', 'f', 'f', 'f', 'f', 'f', 'f', 'f', 'f', 'f', 'f', 'f', 'f', 'f', 'f', 'f', 'f', 'f', 'f', 'f', 'f', 'f', 'f', 'f', 'f', 'f', 'f', 'f', 'f', 'f', 'f', 'f', 'f', 'f'] ['fantasy', 'fantasy', 'fantasy', 'fantasy', 'mystery', 'fantasy', 'horror', 'drama', 'mystery', 'fantasy', 'horror', 'horror', 'mystery', 'fantasy', 'mystery', 'fantasy', 'fantasy', 'fantasy', 'fantasy', 'fantasy', 'fantasy', 'drama', 'mystery', 'mystery', 'fantasy', 'horror', 'mystery', 'fantasy', 'horror', 'fantasy', 'horror', 'mystery', 'fantasy', 'fantasy', 'drama', 'mystery', 'horror', 'fantasy', 'drama', 'drama', 'fantasy', 'fantasy', 'drama', 'horror', 'fantasy', 'fantasy', 'fantasy', 'fantasy', 'horror', 'horror', 'fantasy', 'fantasy', 'mystery', 'fantasy', 'fantasy', 'fantasy', 'fantasy', 'horror', 'fantasy', 'fantasy', 'fantasy', 'fantasy', 'mystery', 'mystery', 'mystery', 'horror', 'fantasy', 'fantasy', 'fantasy', 'fantasy', 'fantasy', 'fantasy', 'fantasy', 'fantasy', 'horror', 'horror', 'fantasy', 'fantasy', 'fantasy', 'horror', 'fantasy', 'mystery', 'fantasy', 'mystery', 'fantasy', 'fantasy', 'horror', 'fantasy', 'fantasy', 'horror', 'mystery', 'fantasy', 'drama', 'fantasy', 'fantasy', 'horror', 'fantasy', 'drama', 'horror', 'horror']\n"
     ]
    }
   ],
   "source": [
    "print(g_listf, genre_listf)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/IPython/core/display.py:689: UserWarning:\n",
      "\n",
      "Consider using IPython.display.IFrame instead\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<iframe id=\"igraph\" scrolling=\"no\" style=\"border:none;\" seamless=\"seamless\" src=\"https://plot.ly/~canfindck/23.embed\" height=\"525px\" width=\"100%\"></iframe>"
      ],
      "text/plain": [
       "<plotly.tools.PlotlyDisplay object>"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "trace1 = go.Histogram(\n",
    "    x=genre_listm,\n",
    "    name='Male',\n",
    "    marker=dict(\n",
    "        color='#FFD7E9',\n",
    "    ),\n",
    "    opacity=0.75\n",
    ")\n",
    "trace2 = go.Histogram(\n",
    "    x=genre_listf,\n",
    "    name='Female',\n",
    "    marker=dict(\n",
    "        color='#EB89B5'\n",
    "    ),\n",
    "    opacity=0.75\n",
    ")\n",
    "data = [trace1, trace2]\n",
    "layout = go.Layout(\n",
    "    title='Genre_per_Gender',\n",
    "    xaxis=dict(\n",
    "        title='Count'\n",
    "    ),\n",
    "    yaxis=dict(\n",
    "        title='Genres'\n",
    "    ),\n",
    "    bargap=0.2\n",
    ")\n",
    "fig = go.Figure(data=data, layout=layout)\n",
    "py.iplot(fig, filename='GpG')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Getting the Bechdel approved movie set"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "ba = pd.read_csv('Bechdel_Approved.csv')\n",
    "ba = ba.rename(columns = {'title': 'Movie_Name'})\n",
    "ba['Movie_Name'] = ba['Movie_Name'].str.lower()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
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       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>rating</th>\n",
       "      <th>Movie_Name</th>\n",
       "      <th>year</th>\n",
       "      <th>id</th>\n",
       "      <th>imdbid</th>\n",
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       "    <tr>\n",
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      ],
      "text/plain": [
       "   rating                              Movie_Name  year    id    imdbid\n",
       "0       0                   roundhay garden scene  1888  8040  392728.0\n",
       "1       0                          pauvre pierrot  1892  5433       3.0\n",
       "2       0  execution of mary, queen of scots, the  1895  6200  132134.0\n",
       "3       0           tables turned on the gardener  1895  5444      14.0\n",
       "4       0                 arrival of a train, the  1896  6199      12.0"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ba.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    7871.000000\n",
       "mean        2.154364\n",
       "std         1.087029\n",
       "min         0.000000\n",
       "25%         1.000000\n",
       "50%         3.000000\n",
       "75%         3.000000\n",
       "max         3.000000\n",
       "Name: rating, dtype: float64"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ba.rating.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "ba_3 = ba[ba.rating == 3]\n",
    "ba_2 = ba[ba.rating == 2]\n",
    "ba_1 = ba[ba.rating == 1]\n",
    "ba_0 = ba[ba.rating == 0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(803, 5) (1727, 5) (793, 5) (4548, 5)\n"
     ]
    }
   ],
   "source": [
    "print(ba_0.shape, ba_1.shape, ba_2.shape, ba_3.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "ba_mtm_df = pd.merge(mtm_df, ba, on='Movie_Name')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(353, 10)"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ba_mtm_df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Movie_Number</th>\n",
       "      <th>Movie_Name</th>\n",
       "      <th>Year_of_Release</th>\n",
       "      <th>IMDB_Rating</th>\n",
       "      <th>Number_of_Votes</th>\n",
       "      <th>Genres</th>\n",
       "      <th>rating</th>\n",
       "      <th>year</th>\n",
       "      <th>id</th>\n",
       "      <th>imdbid</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>m0</td>\n",
       "      <td>10 things i hate about you</td>\n",
       "      <td>1999</td>\n",
       "      <td>6.9</td>\n",
       "      <td>62847</td>\n",
       "      <td>['comedy', 'romance']</td>\n",
       "      <td>3</td>\n",
       "      <td>1999</td>\n",
       "      <td>374</td>\n",
       "      <td>147800.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>m3</td>\n",
       "      <td>2001: a space odyssey</td>\n",
       "      <td>1968</td>\n",
       "      <td>8.4</td>\n",
       "      <td>163227</td>\n",
       "      <td>['adventure', 'mystery', 'sci-fi']</td>\n",
       "      <td>0</td>\n",
       "      <td>1968</td>\n",
       "      <td>919</td>\n",
       "      <td>62622.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>m4</td>\n",
       "      <td>48 hrs.</td>\n",
       "      <td>1982</td>\n",
       "      <td>6.9</td>\n",
       "      <td>22289</td>\n",
       "      <td>['action', 'comedy', 'crime', 'drama', 'thrill...</td>\n",
       "      <td>2</td>\n",
       "      <td>1982</td>\n",
       "      <td>5355</td>\n",
       "      <td>83511.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>m6</td>\n",
       "      <td>8mm</td>\n",
       "      <td>1999</td>\n",
       "      <td>6.3</td>\n",
       "      <td>48212</td>\n",
       "      <td>['crime', 'mystery', 'thriller']</td>\n",
       "      <td>1</td>\n",
       "      <td>1999</td>\n",
       "      <td>146</td>\n",
       "      <td>134273.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>m7</td>\n",
       "      <td>a nightmare on elm street 4: the dream master</td>\n",
       "      <td>1988</td>\n",
       "      <td>5.2</td>\n",
       "      <td>13590</td>\n",
       "      <td>['fantasy', 'horror', 'thriller']</td>\n",
       "      <td>3</td>\n",
       "      <td>1988</td>\n",
       "      <td>6020</td>\n",
       "      <td>95742.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Movie_Number                                     Movie_Name Year_of_Release  \\\n",
       "0           m0                     10 things i hate about you            1999   \n",
       "1           m3                          2001: a space odyssey            1968   \n",
       "2           m4                                        48 hrs.            1982   \n",
       "3           m6                                            8mm            1999   \n",
       "4           m7  a nightmare on elm street 4: the dream master            1988   \n",
       "\n",
       "   IMDB_Rating  Number_of_Votes  \\\n",
       "0          6.9            62847   \n",
       "1          8.4           163227   \n",
       "2          6.9            22289   \n",
       "3          6.3            48212   \n",
       "4          5.2            13590   \n",
       "\n",
       "                                              Genres  rating  year    id  \\\n",
       "0                              ['comedy', 'romance']       3  1999   374   \n",
       "1                 ['adventure', 'mystery', 'sci-fi']       0  1968   919   \n",
       "2  ['action', 'comedy', 'crime', 'drama', 'thrill...       2  1982  5355   \n",
       "3                   ['crime', 'mystery', 'thriller']       1  1999   146   \n",
       "4                  ['fantasy', 'horror', 'thriller']       3  1988  6020   \n",
       "\n",
       "     imdbid  \n",
       "0  147800.0  \n",
       "1   62622.0  \n",
       "2   83511.0  \n",
       "3  134273.0  \n",
       "4   95742.0  "
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ba_mtm_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "ba_mtm_df.to_csv('ba_mtm_csv.csv', index = False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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   "display_name": "Python 3",
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  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
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   "file_extension": ".py",
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