preprocessed_and_vectorization.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "e364fe2b",
   "metadata": {},
   "source": [
    "## Data Pre-processing"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9a9f18eb",
   "metadata": {},
   "source": [
    "#### Importing the necessary module"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "f063c72f",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "import seaborn as sns\n",
    "import ast"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a14fc09b",
   "metadata": {},
   "source": [
    "#### Loading the data set"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "ff52592f",
   "metadata": {},
   "outputs": [],
   "source": [
    "movies = pd.read_csv('Dataset/tmdb_5000_movies.csv')\n",
    "credits = pd.read_csv('Dataset/tmdb_5000_credits.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "49be84ca",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    .dataframe tbody tr th {\n",
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       "    }\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>budget</th>\n",
       "      <th>genres</th>\n",
       "      <th>homepage</th>\n",
       "      <th>id</th>\n",
       "      <th>keywords</th>\n",
       "      <th>original_language</th>\n",
       "      <th>original_title</th>\n",
       "      <th>overview</th>\n",
       "      <th>popularity</th>\n",
       "      <th>production_companies</th>\n",
       "      <th>production_countries</th>\n",
       "      <th>release_date</th>\n",
       "      <th>revenue</th>\n",
       "      <th>runtime</th>\n",
       "      <th>spoken_languages</th>\n",
       "      <th>status</th>\n",
       "      <th>tagline</th>\n",
       "      <th>title</th>\n",
       "      <th>vote_average</th>\n",
       "      <th>vote_count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>237000000</td>\n",
       "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
       "      <td>http://www.avatarmovie.com/</td>\n",
       "      <td>19995</td>\n",
       "      <td>[{\"id\": 1463, \"name\": \"culture clash\"}, {\"id\":...</td>\n",
       "      <td>en</td>\n",
       "      <td>Avatar</td>\n",
       "      <td>In the 22nd century, a paraplegic Marine is di...</td>\n",
       "      <td>150.437577</td>\n",
       "      <td>[{\"name\": \"Ingenious Film Partners\", \"id\": 289...</td>\n",
       "      <td>[{\"iso_3166_1\": \"US\", \"name\": \"United States o...</td>\n",
       "      <td>2009-12-10</td>\n",
       "      <td>2787965087</td>\n",
       "      <td>162.0</td>\n",
       "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}, {\"iso...</td>\n",
       "      <td>Released</td>\n",
       "      <td>Enter the World of Pandora.</td>\n",
       "      <td>Avatar</td>\n",
       "      <td>7.2</td>\n",
       "      <td>11800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>300000000</td>\n",
       "      <td>[{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"...</td>\n",
       "      <td>http://disney.go.com/disneypictures/pirates/</td>\n",
       "      <td>285</td>\n",
       "      <td>[{\"id\": 270, \"name\": \"ocean\"}, {\"id\": 726, \"na...</td>\n",
       "      <td>en</td>\n",
       "      <td>Pirates of the Caribbean: At World's End</td>\n",
       "      <td>Captain Barbossa, long believed to be dead, ha...</td>\n",
       "      <td>139.082615</td>\n",
       "      <td>[{\"name\": \"Walt Disney Pictures\", \"id\": 2}, {\"...</td>\n",
       "      <td>[{\"iso_3166_1\": \"US\", \"name\": \"United States o...</td>\n",
       "      <td>2007-05-19</td>\n",
       "      <td>961000000</td>\n",
       "      <td>169.0</td>\n",
       "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
       "      <td>Released</td>\n",
       "      <td>At the end of the world, the adventure begins.</td>\n",
       "      <td>Pirates of the Caribbean: At World's End</td>\n",
       "      <td>6.9</td>\n",
       "      <td>4500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>245000000</td>\n",
       "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
       "      <td>http://www.sonypictures.com/movies/spectre/</td>\n",
       "      <td>206647</td>\n",
       "      <td>[{\"id\": 470, \"name\": \"spy\"}, {\"id\": 818, \"name...</td>\n",
       "      <td>en</td>\n",
       "      <td>Spectre</td>\n",
       "      <td>A cryptic message from Bond’s past sends him o...</td>\n",
       "      <td>107.376788</td>\n",
       "      <td>[{\"name\": \"Columbia Pictures\", \"id\": 5}, {\"nam...</td>\n",
       "      <td>[{\"iso_3166_1\": \"GB\", \"name\": \"United Kingdom\"...</td>\n",
       "      <td>2015-10-26</td>\n",
       "      <td>880674609</td>\n",
       "      <td>148.0</td>\n",
       "      <td>[{\"iso_639_1\": \"fr\", \"name\": \"Fran\\u00e7ais\"},...</td>\n",
       "      <td>Released</td>\n",
       "      <td>A Plan No One Escapes</td>\n",
       "      <td>Spectre</td>\n",
       "      <td>6.3</td>\n",
       "      <td>4466</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>250000000</td>\n",
       "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 80, \"nam...</td>\n",
       "      <td>http://www.thedarkknightrises.com/</td>\n",
       "      <td>49026</td>\n",
       "      <td>[{\"id\": 849, \"name\": \"dc comics\"}, {\"id\": 853,...</td>\n",
       "      <td>en</td>\n",
       "      <td>The Dark Knight Rises</td>\n",
       "      <td>Following the death of District Attorney Harve...</td>\n",
       "      <td>112.312950</td>\n",
       "      <td>[{\"name\": \"Legendary Pictures\", \"id\": 923}, {\"...</td>\n",
       "      <td>[{\"iso_3166_1\": \"US\", \"name\": \"United States o...</td>\n",
       "      <td>2012-07-16</td>\n",
       "      <td>1084939099</td>\n",
       "      <td>165.0</td>\n",
       "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
       "      <td>Released</td>\n",
       "      <td>The Legend Ends</td>\n",
       "      <td>The Dark Knight Rises</td>\n",
       "      <td>7.6</td>\n",
       "      <td>9106</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>260000000</td>\n",
       "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
       "      <td>http://movies.disney.com/john-carter</td>\n",
       "      <td>49529</td>\n",
       "      <td>[{\"id\": 818, \"name\": \"based on novel\"}, {\"id\":...</td>\n",
       "      <td>en</td>\n",
       "      <td>John Carter</td>\n",
       "      <td>John Carter is a war-weary, former military ca...</td>\n",
       "      <td>43.926995</td>\n",
       "      <td>[{\"name\": \"Walt Disney Pictures\", \"id\": 2}]</td>\n",
       "      <td>[{\"iso_3166_1\": \"US\", \"name\": \"United States o...</td>\n",
       "      <td>2012-03-07</td>\n",
       "      <td>284139100</td>\n",
       "      <td>132.0</td>\n",
       "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
       "      <td>Released</td>\n",
       "      <td>Lost in our world, found in another.</td>\n",
       "      <td>John Carter</td>\n",
       "      <td>6.1</td>\n",
       "      <td>2124</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      budget                                             genres  \\\n",
       "0  237000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   \n",
       "1  300000000  [{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"...   \n",
       "2  245000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   \n",
       "3  250000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 80, \"nam...   \n",
       "4  260000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   \n",
       "\n",
       "                                       homepage      id  \\\n",
       "0                   http://www.avatarmovie.com/   19995   \n",
       "1  http://disney.go.com/disneypictures/pirates/     285   \n",
       "2   http://www.sonypictures.com/movies/spectre/  206647   \n",
       "3            http://www.thedarkknightrises.com/   49026   \n",
       "4          http://movies.disney.com/john-carter   49529   \n",
       "\n",
       "                                            keywords original_language  \\\n",
       "0  [{\"id\": 1463, \"name\": \"culture clash\"}, {\"id\":...                en   \n",
       "1  [{\"id\": 270, \"name\": \"ocean\"}, {\"id\": 726, \"na...                en   \n",
       "2  [{\"id\": 470, \"name\": \"spy\"}, {\"id\": 818, \"name...                en   \n",
       "3  [{\"id\": 849, \"name\": \"dc comics\"}, {\"id\": 853,...                en   \n",
       "4  [{\"id\": 818, \"name\": \"based on novel\"}, {\"id\":...                en   \n",
       "\n",
       "                             original_title  \\\n",
       "0                                    Avatar   \n",
       "1  Pirates of the Caribbean: At World's End   \n",
       "2                                   Spectre   \n",
       "3                     The Dark Knight Rises   \n",
       "4                               John Carter   \n",
       "\n",
       "                                            overview  popularity  \\\n",
       "0  In the 22nd century, a paraplegic Marine is di...  150.437577   \n",
       "1  Captain Barbossa, long believed to be dead, ha...  139.082615   \n",
       "2  A cryptic message from Bond’s past sends him o...  107.376788   \n",
       "3  Following the death of District Attorney Harve...  112.312950   \n",
       "4  John Carter is a war-weary, former military ca...   43.926995   \n",
       "\n",
       "                                production_companies  \\\n",
       "0  [{\"name\": \"Ingenious Film Partners\", \"id\": 289...   \n",
       "1  [{\"name\": \"Walt Disney Pictures\", \"id\": 2}, {\"...   \n",
       "2  [{\"name\": \"Columbia Pictures\", \"id\": 5}, {\"nam...   \n",
       "3  [{\"name\": \"Legendary Pictures\", \"id\": 923}, {\"...   \n",
       "4        [{\"name\": \"Walt Disney Pictures\", \"id\": 2}]   \n",
       "\n",
       "                                production_countries release_date     revenue  \\\n",
       "0  [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   2009-12-10  2787965087   \n",
       "1  [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   2007-05-19   961000000   \n",
       "2  [{\"iso_3166_1\": \"GB\", \"name\": \"United Kingdom\"...   2015-10-26   880674609   \n",
       "3  [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   2012-07-16  1084939099   \n",
       "4  [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   2012-03-07   284139100   \n",
       "\n",
       "   runtime                                   spoken_languages    status  \\\n",
       "0    162.0  [{\"iso_639_1\": \"en\", \"name\": \"English\"}, {\"iso...  Released   \n",
       "1    169.0           [{\"iso_639_1\": \"en\", \"name\": \"English\"}]  Released   \n",
       "2    148.0  [{\"iso_639_1\": \"fr\", \"name\": \"Fran\\u00e7ais\"},...  Released   \n",
       "3    165.0           [{\"iso_639_1\": \"en\", \"name\": \"English\"}]  Released   \n",
       "4    132.0           [{\"iso_639_1\": \"en\", \"name\": \"English\"}]  Released   \n",
       "\n",
       "                                          tagline  \\\n",
       "0                     Enter the World of Pandora.   \n",
       "1  At the end of the world, the adventure begins.   \n",
       "2                           A Plan No One Escapes   \n",
       "3                                 The Legend Ends   \n",
       "4            Lost in our world, found in another.   \n",
       "\n",
       "                                      title  vote_average  vote_count  \n",
       "0                                    Avatar           7.2       11800  \n",
       "1  Pirates of the Caribbean: At World's End           6.9        4500  \n",
       "2                                   Spectre           6.3        4466  \n",
       "3                     The Dark Knight Rises           7.6        9106  \n",
       "4                               John Carter           6.1        2124  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## displaying the dataset\n",
    "movies.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "f66ba551",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\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_id</th>\n",
       "      <th>title</th>\n",
       "      <th>cast</th>\n",
       "      <th>crew</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>19995</td>\n",
       "      <td>Avatar</td>\n",
       "      <td>[{\"cast_id\": 242, \"character\": \"Jake Sully\", \"...</td>\n",
       "      <td>[{\"credit_id\": \"52fe48009251416c750aca23\", \"de...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>285</td>\n",
       "      <td>Pirates of the Caribbean: At World's End</td>\n",
       "      <td>[{\"cast_id\": 4, \"character\": \"Captain Jack Spa...</td>\n",
       "      <td>[{\"credit_id\": \"52fe4232c3a36847f800b579\", \"de...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>206647</td>\n",
       "      <td>Spectre</td>\n",
       "      <td>[{\"cast_id\": 1, \"character\": \"James Bond\", \"cr...</td>\n",
       "      <td>[{\"credit_id\": \"54805967c3a36829b5002c41\", \"de...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>49026</td>\n",
       "      <td>The Dark Knight Rises</td>\n",
       "      <td>[{\"cast_id\": 2, \"character\": \"Bruce Wayne / Ba...</td>\n",
       "      <td>[{\"credit_id\": \"52fe4781c3a36847f81398c3\", \"de...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>49529</td>\n",
       "      <td>John Carter</td>\n",
       "      <td>[{\"cast_id\": 5, \"character\": \"John Carter\", \"c...</td>\n",
       "      <td>[{\"credit_id\": \"52fe479ac3a36847f813eaa3\", \"de...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   movie_id                                     title  \\\n",
       "0     19995                                    Avatar   \n",
       "1       285  Pirates of the Caribbean: At World's End   \n",
       "2    206647                                   Spectre   \n",
       "3     49026                     The Dark Knight Rises   \n",
       "4     49529                               John Carter   \n",
       "\n",
       "                                                cast  \\\n",
       "0  [{\"cast_id\": 242, \"character\": \"Jake Sully\", \"...   \n",
       "1  [{\"cast_id\": 4, \"character\": \"Captain Jack Spa...   \n",
       "2  [{\"cast_id\": 1, \"character\": \"James Bond\", \"cr...   \n",
       "3  [{\"cast_id\": 2, \"character\": \"Bruce Wayne / Ba...   \n",
       "4  [{\"cast_id\": 5, \"character\": \"John Carter\", \"c...   \n",
       "\n",
       "                                                crew  \n",
       "0  [{\"credit_id\": \"52fe48009251416c750aca23\", \"de...  \n",
       "1  [{\"credit_id\": \"52fe4232c3a36847f800b579\", \"de...  \n",
       "2  [{\"credit_id\": \"54805967c3a36829b5002c41\", \"de...  \n",
       "3  [{\"credit_id\": \"52fe4781c3a36847f81398c3\", \"de...  \n",
       "4  [{\"credit_id\": \"52fe479ac3a36847f813eaa3\", \"de...  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "credits.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "56136f72",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(4803, 20)\n",
      "(4803, 4)\n"
     ]
    }
   ],
   "source": [
    "## checking the shape of datasets\n",
    "print(movies.shape)\n",
    "print(credits.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "d8a6b9cc",
   "metadata": {},
   "outputs": [],
   "source": [
    "## Merging the data\n",
    "movies = movies.merge(credits, on='title')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "ce18cb29",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>budget</th>\n",
       "      <th>genres</th>\n",
       "      <th>homepage</th>\n",
       "      <th>id</th>\n",
       "      <th>keywords</th>\n",
       "      <th>original_language</th>\n",
       "      <th>original_title</th>\n",
       "      <th>overview</th>\n",
       "      <th>popularity</th>\n",
       "      <th>production_companies</th>\n",
       "      <th>...</th>\n",
       "      <th>runtime</th>\n",
       "      <th>spoken_languages</th>\n",
       "      <th>status</th>\n",
       "      <th>tagline</th>\n",
       "      <th>title</th>\n",
       "      <th>vote_average</th>\n",
       "      <th>vote_count</th>\n",
       "      <th>movie_id</th>\n",
       "      <th>cast</th>\n",
       "      <th>crew</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>237000000</td>\n",
       "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
       "      <td>http://www.avatarmovie.com/</td>\n",
       "      <td>19995</td>\n",
       "      <td>[{\"id\": 1463, \"name\": \"culture clash\"}, {\"id\":...</td>\n",
       "      <td>en</td>\n",
       "      <td>Avatar</td>\n",
       "      <td>In the 22nd century, a paraplegic Marine is di...</td>\n",
       "      <td>150.437577</td>\n",
       "      <td>[{\"name\": \"Ingenious Film Partners\", \"id\": 289...</td>\n",
       "      <td>...</td>\n",
       "      <td>162.0</td>\n",
       "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}, {\"iso...</td>\n",
       "      <td>Released</td>\n",
       "      <td>Enter the World of Pandora.</td>\n",
       "      <td>Avatar</td>\n",
       "      <td>7.2</td>\n",
       "      <td>11800</td>\n",
       "      <td>19995</td>\n",
       "      <td>[{\"cast_id\": 242, \"character\": \"Jake Sully\", \"...</td>\n",
       "      <td>[{\"credit_id\": \"52fe48009251416c750aca23\", \"de...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>300000000</td>\n",
       "      <td>[{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"...</td>\n",
       "      <td>http://disney.go.com/disneypictures/pirates/</td>\n",
       "      <td>285</td>\n",
       "      <td>[{\"id\": 270, \"name\": \"ocean\"}, {\"id\": 726, \"na...</td>\n",
       "      <td>en</td>\n",
       "      <td>Pirates of the Caribbean: At World's End</td>\n",
       "      <td>Captain Barbossa, long believed to be dead, ha...</td>\n",
       "      <td>139.082615</td>\n",
       "      <td>[{\"name\": \"Walt Disney Pictures\", \"id\": 2}, {\"...</td>\n",
       "      <td>...</td>\n",
       "      <td>169.0</td>\n",
       "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
       "      <td>Released</td>\n",
       "      <td>At the end of the world, the adventure begins.</td>\n",
       "      <td>Pirates of the Caribbean: At World's End</td>\n",
       "      <td>6.9</td>\n",
       "      <td>4500</td>\n",
       "      <td>285</td>\n",
       "      <td>[{\"cast_id\": 4, \"character\": \"Captain Jack Spa...</td>\n",
       "      <td>[{\"credit_id\": \"52fe4232c3a36847f800b579\", \"de...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>245000000</td>\n",
       "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
       "      <td>http://www.sonypictures.com/movies/spectre/</td>\n",
       "      <td>206647</td>\n",
       "      <td>[{\"id\": 470, \"name\": \"spy\"}, {\"id\": 818, \"name...</td>\n",
       "      <td>en</td>\n",
       "      <td>Spectre</td>\n",
       "      <td>A cryptic message from Bond’s past sends him o...</td>\n",
       "      <td>107.376788</td>\n",
       "      <td>[{\"name\": \"Columbia Pictures\", \"id\": 5}, {\"nam...</td>\n",
       "      <td>...</td>\n",
       "      <td>148.0</td>\n",
       "      <td>[{\"iso_639_1\": \"fr\", \"name\": \"Fran\\u00e7ais\"},...</td>\n",
       "      <td>Released</td>\n",
       "      <td>A Plan No One Escapes</td>\n",
       "      <td>Spectre</td>\n",
       "      <td>6.3</td>\n",
       "      <td>4466</td>\n",
       "      <td>206647</td>\n",
       "      <td>[{\"cast_id\": 1, \"character\": \"James Bond\", \"cr...</td>\n",
       "      <td>[{\"credit_id\": \"54805967c3a36829b5002c41\", \"de...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>250000000</td>\n",
       "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 80, \"nam...</td>\n",
       "      <td>http://www.thedarkknightrises.com/</td>\n",
       "      <td>49026</td>\n",
       "      <td>[{\"id\": 849, \"name\": \"dc comics\"}, {\"id\": 853,...</td>\n",
       "      <td>en</td>\n",
       "      <td>The Dark Knight Rises</td>\n",
       "      <td>Following the death of District Attorney Harve...</td>\n",
       "      <td>112.312950</td>\n",
       "      <td>[{\"name\": \"Legendary Pictures\", \"id\": 923}, {\"...</td>\n",
       "      <td>...</td>\n",
       "      <td>165.0</td>\n",
       "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
       "      <td>Released</td>\n",
       "      <td>The Legend Ends</td>\n",
       "      <td>The Dark Knight Rises</td>\n",
       "      <td>7.6</td>\n",
       "      <td>9106</td>\n",
       "      <td>49026</td>\n",
       "      <td>[{\"cast_id\": 2, \"character\": \"Bruce Wayne / Ba...</td>\n",
       "      <td>[{\"credit_id\": \"52fe4781c3a36847f81398c3\", \"de...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>260000000</td>\n",
       "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
       "      <td>http://movies.disney.com/john-carter</td>\n",
       "      <td>49529</td>\n",
       "      <td>[{\"id\": 818, \"name\": \"based on novel\"}, {\"id\":...</td>\n",
       "      <td>en</td>\n",
       "      <td>John Carter</td>\n",
       "      <td>John Carter is a war-weary, former military ca...</td>\n",
       "      <td>43.926995</td>\n",
       "      <td>[{\"name\": \"Walt Disney Pictures\", \"id\": 2}]</td>\n",
       "      <td>...</td>\n",
       "      <td>132.0</td>\n",
       "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
       "      <td>Released</td>\n",
       "      <td>Lost in our world, found in another.</td>\n",
       "      <td>John Carter</td>\n",
       "      <td>6.1</td>\n",
       "      <td>2124</td>\n",
       "      <td>49529</td>\n",
       "      <td>[{\"cast_id\": 5, \"character\": \"John Carter\", \"c...</td>\n",
       "      <td>[{\"credit_id\": \"52fe479ac3a36847f813eaa3\", \"de...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 23 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      budget                                             genres  \\\n",
       "0  237000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   \n",
       "1  300000000  [{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"...   \n",
       "2  245000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   \n",
       "3  250000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 80, \"nam...   \n",
       "4  260000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   \n",
       "\n",
       "                                       homepage      id  \\\n",
       "0                   http://www.avatarmovie.com/   19995   \n",
       "1  http://disney.go.com/disneypictures/pirates/     285   \n",
       "2   http://www.sonypictures.com/movies/spectre/  206647   \n",
       "3            http://www.thedarkknightrises.com/   49026   \n",
       "4          http://movies.disney.com/john-carter   49529   \n",
       "\n",
       "                                            keywords original_language  \\\n",
       "0  [{\"id\": 1463, \"name\": \"culture clash\"}, {\"id\":...                en   \n",
       "1  [{\"id\": 270, \"name\": \"ocean\"}, {\"id\": 726, \"na...                en   \n",
       "2  [{\"id\": 470, \"name\": \"spy\"}, {\"id\": 818, \"name...                en   \n",
       "3  [{\"id\": 849, \"name\": \"dc comics\"}, {\"id\": 853,...                en   \n",
       "4  [{\"id\": 818, \"name\": \"based on novel\"}, {\"id\":...                en   \n",
       "\n",
       "                             original_title  \\\n",
       "0                                    Avatar   \n",
       "1  Pirates of the Caribbean: At World's End   \n",
       "2                                   Spectre   \n",
       "3                     The Dark Knight Rises   \n",
       "4                               John Carter   \n",
       "\n",
       "                                            overview  popularity  \\\n",
       "0  In the 22nd century, a paraplegic Marine is di...  150.437577   \n",
       "1  Captain Barbossa, long believed to be dead, ha...  139.082615   \n",
       "2  A cryptic message from Bond’s past sends him o...  107.376788   \n",
       "3  Following the death of District Attorney Harve...  112.312950   \n",
       "4  John Carter is a war-weary, former military ca...   43.926995   \n",
       "\n",
       "                                production_companies  ... runtime  \\\n",
       "0  [{\"name\": \"Ingenious Film Partners\", \"id\": 289...  ...   162.0   \n",
       "1  [{\"name\": \"Walt Disney Pictures\", \"id\": 2}, {\"...  ...   169.0   \n",
       "2  [{\"name\": \"Columbia Pictures\", \"id\": 5}, {\"nam...  ...   148.0   \n",
       "3  [{\"name\": \"Legendary Pictures\", \"id\": 923}, {\"...  ...   165.0   \n",
       "4        [{\"name\": \"Walt Disney Pictures\", \"id\": 2}]  ...   132.0   \n",
       "\n",
       "                                    spoken_languages    status  \\\n",
       "0  [{\"iso_639_1\": \"en\", \"name\": \"English\"}, {\"iso...  Released   \n",
       "1           [{\"iso_639_1\": \"en\", \"name\": \"English\"}]  Released   \n",
       "2  [{\"iso_639_1\": \"fr\", \"name\": \"Fran\\u00e7ais\"},...  Released   \n",
       "3           [{\"iso_639_1\": \"en\", \"name\": \"English\"}]  Released   \n",
       "4           [{\"iso_639_1\": \"en\", \"name\": \"English\"}]  Released   \n",
       "\n",
       "                                          tagline  \\\n",
       "0                     Enter the World of Pandora.   \n",
       "1  At the end of the world, the adventure begins.   \n",
       "2                           A Plan No One Escapes   \n",
       "3                                 The Legend Ends   \n",
       "4            Lost in our world, found in another.   \n",
       "\n",
       "                                      title vote_average vote_count movie_id  \\\n",
       "0                                    Avatar          7.2      11800    19995   \n",
       "1  Pirates of the Caribbean: At World's End          6.9       4500      285   \n",
       "2                                   Spectre          6.3       4466   206647   \n",
       "3                     The Dark Knight Rises          7.6       9106    49026   \n",
       "4                               John Carter          6.1       2124    49529   \n",
       "\n",
       "                                                cast  \\\n",
       "0  [{\"cast_id\": 242, \"character\": \"Jake Sully\", \"...   \n",
       "1  [{\"cast_id\": 4, \"character\": \"Captain Jack Spa...   \n",
       "2  [{\"cast_id\": 1, \"character\": \"James Bond\", \"cr...   \n",
       "3  [{\"cast_id\": 2, \"character\": \"Bruce Wayne / Ba...   \n",
       "4  [{\"cast_id\": 5, \"character\": \"John Carter\", \"c...   \n",
       "\n",
       "                                                crew  \n",
       "0  [{\"credit_id\": \"52fe48009251416c750aca23\", \"de...  \n",
       "1  [{\"credit_id\": \"52fe4232c3a36847f800b579\", \"de...  \n",
       "2  [{\"credit_id\": \"54805967c3a36829b5002c41\", \"de...  \n",
       "3  [{\"credit_id\": \"52fe4781c3a36847f81398c3\", \"de...  \n",
       "4  [{\"credit_id\": \"52fe479ac3a36847f813eaa3\", \"de...  \n",
       "\n",
       "[5 rows x 23 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "##displaying the new dataset\n",
    "movies.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "98989cdd",
   "metadata": {},
   "outputs": [],
   "source": [
    "## Filtering the columns (keeping that we need to create tags)\n",
    "# col = ['genres', 'id', 'keywords', 'title', 'overview', 'revenue', 'cast', 'crew']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "fb0011d1",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 4809 entries, 0 to 4808\n",
      "Data columns (total 23 columns):\n",
      " #   Column                Non-Null Count  Dtype  \n",
      "---  ------                --------------  -----  \n",
      " 0   budget                4809 non-null   int64  \n",
      " 1   genres                4809 non-null   object \n",
      " 2   homepage              1713 non-null   object \n",
      " 3   id                    4809 non-null   int64  \n",
      " 4   keywords              4809 non-null   object \n",
      " 5   original_language     4809 non-null   object \n",
      " 6   original_title        4809 non-null   object \n",
      " 7   overview              4806 non-null   object \n",
      " 8   popularity            4809 non-null   float64\n",
      " 9   production_companies  4809 non-null   object \n",
      " 10  production_countries  4809 non-null   object \n",
      " 11  release_date          4808 non-null   object \n",
      " 12  revenue               4809 non-null   int64  \n",
      " 13  runtime               4807 non-null   float64\n",
      " 14  spoken_languages      4809 non-null   object \n",
      " 15  status                4809 non-null   object \n",
      " 16  tagline               3965 non-null   object \n",
      " 17  title                 4809 non-null   object \n",
      " 18  vote_average          4809 non-null   float64\n",
      " 19  vote_count            4809 non-null   int64  \n",
      " 20  movie_id              4809 non-null   int64  \n",
      " 21  cast                  4809 non-null   object \n",
      " 22  crew                  4809 non-null   object \n",
      "dtypes: float64(3), int64(5), object(15)\n",
      "memory usage: 901.7+ KB\n"
     ]
    }
   ],
   "source": [
    "movies.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "f139ace2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "en    4510\n",
       "fr      70\n",
       "es      32\n",
       "zh      27\n",
       "de      27\n",
       "hi      19\n",
       "ja      16\n",
       "it      14\n",
       "ko      12\n",
       "cn      12\n",
       "ru      11\n",
       "pt       9\n",
       "da       7\n",
       "sv       5\n",
       "nl       4\n",
       "fa       4\n",
       "th       3\n",
       "he       3\n",
       "ta       2\n",
       "cs       2\n",
       "ro       2\n",
       "id       2\n",
       "ar       2\n",
       "vi       1\n",
       "sl       1\n",
       "ps       1\n",
       "no       1\n",
       "ky       1\n",
       "hu       1\n",
       "pl       1\n",
       "af       1\n",
       "nb       1\n",
       "tr       1\n",
       "is       1\n",
       "xx       1\n",
       "te       1\n",
       "el       1\n",
       "Name: original_language, dtype: int64"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies.original_language.value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b9433ae8",
   "metadata": {},
   "source": [
    "* Observation \n",
    "Majority are english, so we can drop this column"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "afde4c52",
   "metadata": {},
   "outputs": [],
   "source": [
    "col = ['genres', 'id', 'keywords', 'title', 'overview', 'cast', 'crew']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "1342f5e5",
   "metadata": {},
   "outputs": [],
   "source": [
    "movies = movies[col]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "f2f868e4",
   "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>genres</th>\n",
       "      <th>id</th>\n",
       "      <th>keywords</th>\n",
       "      <th>title</th>\n",
       "      <th>overview</th>\n",
       "      <th>cast</th>\n",
       "      <th>crew</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
       "      <td>19995</td>\n",
       "      <td>[{\"id\": 1463, \"name\": \"culture clash\"}, {\"id\":...</td>\n",
       "      <td>Avatar</td>\n",
       "      <td>In the 22nd century, a paraplegic Marine is di...</td>\n",
       "      <td>[{\"cast_id\": 242, \"character\": \"Jake Sully\", \"...</td>\n",
       "      <td>[{\"credit_id\": \"52fe48009251416c750aca23\", \"de...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>[{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"...</td>\n",
       "      <td>285</td>\n",
       "      <td>[{\"id\": 270, \"name\": \"ocean\"}, {\"id\": 726, \"na...</td>\n",
       "      <td>Pirates of the Caribbean: At World's End</td>\n",
       "      <td>Captain Barbossa, long believed to be dead, ha...</td>\n",
       "      <td>[{\"cast_id\": 4, \"character\": \"Captain Jack Spa...</td>\n",
       "      <td>[{\"credit_id\": \"52fe4232c3a36847f800b579\", \"de...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
       "      <td>206647</td>\n",
       "      <td>[{\"id\": 470, \"name\": \"spy\"}, {\"id\": 818, \"name...</td>\n",
       "      <td>Spectre</td>\n",
       "      <td>A cryptic message from Bond’s past sends him o...</td>\n",
       "      <td>[{\"cast_id\": 1, \"character\": \"James Bond\", \"cr...</td>\n",
       "      <td>[{\"credit_id\": \"54805967c3a36829b5002c41\", \"de...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 80, \"nam...</td>\n",
       "      <td>49026</td>\n",
       "      <td>[{\"id\": 849, \"name\": \"dc comics\"}, {\"id\": 853,...</td>\n",
       "      <td>The Dark Knight Rises</td>\n",
       "      <td>Following the death of District Attorney Harve...</td>\n",
       "      <td>[{\"cast_id\": 2, \"character\": \"Bruce Wayne / Ba...</td>\n",
       "      <td>[{\"credit_id\": \"52fe4781c3a36847f81398c3\", \"de...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
       "      <td>49529</td>\n",
       "      <td>[{\"id\": 818, \"name\": \"based on novel\"}, {\"id\":...</td>\n",
       "      <td>John Carter</td>\n",
       "      <td>John Carter is a war-weary, former military ca...</td>\n",
       "      <td>[{\"cast_id\": 5, \"character\": \"John Carter\", \"c...</td>\n",
       "      <td>[{\"credit_id\": \"52fe479ac3a36847f813eaa3\", \"de...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                              genres      id  \\\n",
       "0  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   19995   \n",
       "1  [{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"...     285   \n",
       "2  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...  206647   \n",
       "3  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 80, \"nam...   49026   \n",
       "4  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   49529   \n",
       "\n",
       "                                            keywords  \\\n",
       "0  [{\"id\": 1463, \"name\": \"culture clash\"}, {\"id\":...   \n",
       "1  [{\"id\": 270, \"name\": \"ocean\"}, {\"id\": 726, \"na...   \n",
       "2  [{\"id\": 470, \"name\": \"spy\"}, {\"id\": 818, \"name...   \n",
       "3  [{\"id\": 849, \"name\": \"dc comics\"}, {\"id\": 853,...   \n",
       "4  [{\"id\": 818, \"name\": \"based on novel\"}, {\"id\":...   \n",
       "\n",
       "                                      title  \\\n",
       "0                                    Avatar   \n",
       "1  Pirates of the Caribbean: At World's End   \n",
       "2                                   Spectre   \n",
       "3                     The Dark Knight Rises   \n",
       "4                               John Carter   \n",
       "\n",
       "                                            overview  \\\n",
       "0  In the 22nd century, a paraplegic Marine is di...   \n",
       "1  Captain Barbossa, long believed to be dead, ha...   \n",
       "2  A cryptic message from Bond’s past sends him o...   \n",
       "3  Following the death of District Attorney Harve...   \n",
       "4  John Carter is a war-weary, former military ca...   \n",
       "\n",
       "                                                cast  \\\n",
       "0  [{\"cast_id\": 242, \"character\": \"Jake Sully\", \"...   \n",
       "1  [{\"cast_id\": 4, \"character\": \"Captain Jack Spa...   \n",
       "2  [{\"cast_id\": 1, \"character\": \"James Bond\", \"cr...   \n",
       "3  [{\"cast_id\": 2, \"character\": \"Bruce Wayne / Ba...   \n",
       "4  [{\"cast_id\": 5, \"character\": \"John Carter\", \"c...   \n",
       "\n",
       "                                                crew  \n",
       "0  [{\"credit_id\": \"52fe48009251416c750aca23\", \"de...  \n",
       "1  [{\"credit_id\": \"52fe4232c3a36847f800b579\", \"de...  \n",
       "2  [{\"credit_id\": \"54805967c3a36829b5002c41\", \"de...  \n",
       "3  [{\"credit_id\": \"52fe4781c3a36847f81398c3\", \"de...  \n",
       "4  [{\"credit_id\": \"52fe479ac3a36847f813eaa3\", \"de...  "
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bc408828",
   "metadata": {},
   "source": [
    "- **we need to convert the dataset to columns -> id, title, tags** \n",
    "\n",
    "- **tags will be created by adding other columns and creating a single column 'tag'**\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "56a3168e",
   "metadata": {},
   "source": [
    "#### Pre-processing the data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "dd28feeb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "genres      0\n",
       "id          0\n",
       "keywords    0\n",
       "title       0\n",
       "overview    3\n",
       "cast        0\n",
       "crew        0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## checking null values\n",
    "movies.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "a9f990f5",
   "metadata": {},
   "outputs": [],
   "source": [
    "## dropping null values\n",
    "movies.dropna(inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "6579e5f1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## checking duplicate\n",
    "movies.duplicated().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "d5c012d1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"name\": \"Fantasy\"}, {\"id\": 878, \"name\": \"Science Fiction\"}]'"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies.iloc[0].genres"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "235e4f6f",
   "metadata": {},
   "source": [
    "* It is a list of dictionary, we only need values of name key\n",
    "* its in string format"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "7f878f73",
   "metadata": {},
   "outputs": [],
   "source": [
    "## creating a helper function\n",
    "def convert(obj):\n",
    "    obj = ast.literal_eval(obj)\n",
    "    lst = []\n",
    "    for ob in obj:\n",
    "        lst.append(ob['name'])\n",
    "    return lst"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "d1c705d2",
   "metadata": {},
   "outputs": [],
   "source": [
    "movies['genres'] = movies['genres'].apply(convert)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "f0ddddfc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\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>genres</th>\n",
       "      <th>id</th>\n",
       "      <th>keywords</th>\n",
       "      <th>title</th>\n",
       "      <th>overview</th>\n",
       "      <th>cast</th>\n",
       "      <th>crew</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>[Action, Adventure, Fantasy, Science Fiction]</td>\n",
       "      <td>19995</td>\n",
       "      <td>[{\"id\": 1463, \"name\": \"culture clash\"}, {\"id\":...</td>\n",
       "      <td>Avatar</td>\n",
       "      <td>In the 22nd century, a paraplegic Marine is di...</td>\n",
       "      <td>[{\"cast_id\": 242, \"character\": \"Jake Sully\", \"...</td>\n",
       "      <td>[{\"credit_id\": \"52fe48009251416c750aca23\", \"de...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>[Adventure, Fantasy, Action]</td>\n",
       "      <td>285</td>\n",
       "      <td>[{\"id\": 270, \"name\": \"ocean\"}, {\"id\": 726, \"na...</td>\n",
       "      <td>Pirates of the Caribbean: At World's End</td>\n",
       "      <td>Captain Barbossa, long believed to be dead, ha...</td>\n",
       "      <td>[{\"cast_id\": 4, \"character\": \"Captain Jack Spa...</td>\n",
       "      <td>[{\"credit_id\": \"52fe4232c3a36847f800b579\", \"de...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>[Action, Adventure, Crime]</td>\n",
       "      <td>206647</td>\n",
       "      <td>[{\"id\": 470, \"name\": \"spy\"}, {\"id\": 818, \"name...</td>\n",
       "      <td>Spectre</td>\n",
       "      <td>A cryptic message from Bond’s past sends him o...</td>\n",
       "      <td>[{\"cast_id\": 1, \"character\": \"James Bond\", \"cr...</td>\n",
       "      <td>[{\"credit_id\": \"54805967c3a36829b5002c41\", \"de...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>[Action, Crime, Drama, Thriller]</td>\n",
       "      <td>49026</td>\n",
       "      <td>[{\"id\": 849, \"name\": \"dc comics\"}, {\"id\": 853,...</td>\n",
       "      <td>The Dark Knight Rises</td>\n",
       "      <td>Following the death of District Attorney Harve...</td>\n",
       "      <td>[{\"cast_id\": 2, \"character\": \"Bruce Wayne / Ba...</td>\n",
       "      <td>[{\"credit_id\": \"52fe4781c3a36847f81398c3\", \"de...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>[Action, Adventure, Science Fiction]</td>\n",
       "      <td>49529</td>\n",
       "      <td>[{\"id\": 818, \"name\": \"based on novel\"}, {\"id\":...</td>\n",
       "      <td>John Carter</td>\n",
       "      <td>John Carter is a war-weary, former military ca...</td>\n",
       "      <td>[{\"cast_id\": 5, \"character\": \"John Carter\", \"c...</td>\n",
       "      <td>[{\"credit_id\": \"52fe479ac3a36847f813eaa3\", \"de...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                          genres      id  \\\n",
       "0  [Action, Adventure, Fantasy, Science Fiction]   19995   \n",
       "1                   [Adventure, Fantasy, Action]     285   \n",
       "2                     [Action, Adventure, Crime]  206647   \n",
       "3               [Action, Crime, Drama, Thriller]   49026   \n",
       "4           [Action, Adventure, Science Fiction]   49529   \n",
       "\n",
       "                                            keywords  \\\n",
       "0  [{\"id\": 1463, \"name\": \"culture clash\"}, {\"id\":...   \n",
       "1  [{\"id\": 270, \"name\": \"ocean\"}, {\"id\": 726, \"na...   \n",
       "2  [{\"id\": 470, \"name\": \"spy\"}, {\"id\": 818, \"name...   \n",
       "3  [{\"id\": 849, \"name\": \"dc comics\"}, {\"id\": 853,...   \n",
       "4  [{\"id\": 818, \"name\": \"based on novel\"}, {\"id\":...   \n",
       "\n",
       "                                      title  \\\n",
       "0                                    Avatar   \n",
       "1  Pirates of the Caribbean: At World's End   \n",
       "2                                   Spectre   \n",
       "3                     The Dark Knight Rises   \n",
       "4                               John Carter   \n",
       "\n",
       "                                            overview  \\\n",
       "0  In the 22nd century, a paraplegic Marine is di...   \n",
       "1  Captain Barbossa, long believed to be dead, ha...   \n",
       "2  A cryptic message from Bond’s past sends him o...   \n",
       "3  Following the death of District Attorney Harve...   \n",
       "4  John Carter is a war-weary, former military ca...   \n",
       "\n",
       "                                                cast  \\\n",
       "0  [{\"cast_id\": 242, \"character\": \"Jake Sully\", \"...   \n",
       "1  [{\"cast_id\": 4, \"character\": \"Captain Jack Spa...   \n",
       "2  [{\"cast_id\": 1, \"character\": \"James Bond\", \"cr...   \n",
       "3  [{\"cast_id\": 2, \"character\": \"Bruce Wayne / Ba...   \n",
       "4  [{\"cast_id\": 5, \"character\": \"John Carter\", \"c...   \n",
       "\n",
       "                                                crew  \n",
       "0  [{\"credit_id\": \"52fe48009251416c750aca23\", \"de...  \n",
       "1  [{\"credit_id\": \"52fe4232c3a36847f800b579\", \"de...  \n",
       "2  [{\"credit_id\": \"54805967c3a36829b5002c41\", \"de...  \n",
       "3  [{\"credit_id\": \"52fe4781c3a36847f81398c3\", \"de...  \n",
       "4  [{\"credit_id\": \"52fe479ac3a36847f813eaa3\", \"de...  "
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "df5663d5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'[{\"id\": 1463, \"name\": \"culture clash\"}, {\"id\": 2964, \"name\": \"future\"}, {\"id\": 3386, \"name\": \"space war\"}, {\"id\": 3388, \"name\": \"space colony\"}, {\"id\": 3679, \"name\": \"society\"}, {\"id\": 3801, \"name\": \"space travel\"}, {\"id\": 9685, \"name\": \"futuristic\"}, {\"id\": 9840, \"name\": \"romance\"}, {\"id\": 9882, \"name\": \"space\"}, {\"id\": 9951, \"name\": \"alien\"}, {\"id\": 10148, \"name\": \"tribe\"}, {\"id\": 10158, \"name\": \"alien planet\"}, {\"id\": 10987, \"name\": \"cgi\"}, {\"id\": 11399, \"name\": \"marine\"}, {\"id\": 13065, \"name\": \"soldier\"}, {\"id\": 14643, \"name\": \"battle\"}, {\"id\": 14720, \"name\": \"love affair\"}, {\"id\": 165431, \"name\": \"anti war\"}, {\"id\": 193554, \"name\": \"power relations\"}, {\"id\": 206690, \"name\": \"mind and soul\"}, {\"id\": 209714, \"name\": \"3d\"}]'"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies.iloc[0].keywords"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3b72bd2a",
   "metadata": {},
   "source": [
    "* It is also similar to genres to we can apply same function"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "c9793a4a",
   "metadata": {},
   "outputs": [],
   "source": [
    "movies['keywords'] = movies.keywords.apply(convert)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "ef1008a8",
   "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>genres</th>\n",
       "      <th>id</th>\n",
       "      <th>keywords</th>\n",
       "      <th>title</th>\n",
       "      <th>overview</th>\n",
       "      <th>cast</th>\n",
       "      <th>crew</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>[Action, Adventure, Fantasy, Science Fiction]</td>\n",
       "      <td>19995</td>\n",
       "      <td>[culture clash, future, space war, space colon...</td>\n",
       "      <td>Avatar</td>\n",
       "      <td>In the 22nd century, a paraplegic Marine is di...</td>\n",
       "      <td>[{\"cast_id\": 242, \"character\": \"Jake Sully\", \"...</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>[Adventure, Fantasy, Action]</td>\n",
       "      <td>285</td>\n",
       "      <td>[ocean, drug abuse, exotic island, east india ...</td>\n",
       "      <td>Pirates of the Caribbean: At World's End</td>\n",
       "      <td>Captain Barbossa, long believed to be dead, ha...</td>\n",
       "      <td>[{\"cast_id\": 4, \"character\": \"Captain Jack Spa...</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>[Action, Adventure, Crime]</td>\n",
       "      <td>206647</td>\n",
       "      <td>[spy, based on novel, secret agent, sequel, mi...</td>\n",
       "      <td>Spectre</td>\n",
       "      <td>A cryptic message from Bond’s past sends him o...</td>\n",
       "      <td>[{\"cast_id\": 1, \"character\": \"James Bond\", \"cr...</td>\n",
       "      <td>[{\"credit_id\": \"54805967c3a36829b5002c41\", \"de...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>[Action, Crime, Drama, Thriller]</td>\n",
       "      <td>49026</td>\n",
       "      <td>[dc comics, crime fighter, terrorist, secret i...</td>\n",
       "      <td>The Dark Knight Rises</td>\n",
       "      <td>Following the death of District Attorney Harve...</td>\n",
       "      <td>[{\"cast_id\": 2, \"character\": \"Bruce Wayne / Ba...</td>\n",
       "      <td>[{\"credit_id\": \"52fe4781c3a36847f81398c3\", \"de...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>[Action, Adventure, Science Fiction]</td>\n",
       "      <td>49529</td>\n",
       "      <td>[based on novel, mars, medallion, space travel...</td>\n",
       "      <td>John Carter</td>\n",
       "      <td>John Carter is a war-weary, former military ca...</td>\n",
       "      <td>[{\"cast_id\": 5, \"character\": \"John Carter\", \"c...</td>\n",
       "      <td>[{\"credit_id\": \"52fe479ac3a36847f813eaa3\", \"de...</td>\n",
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       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                          genres      id  \\\n",
       "0  [Action, Adventure, Fantasy, Science Fiction]   19995   \n",
       "1                   [Adventure, Fantasy, Action]     285   \n",
       "2                     [Action, Adventure, Crime]  206647   \n",
       "3               [Action, Crime, Drama, Thriller]   49026   \n",
       "4           [Action, Adventure, Science Fiction]   49529   \n",
       "\n",
       "                                            keywords  \\\n",
       "0  [culture clash, future, space war, space colon...   \n",
       "1  [ocean, drug abuse, exotic island, east india ...   \n",
       "2  [spy, based on novel, secret agent, sequel, mi...   \n",
       "3  [dc comics, crime fighter, terrorist, secret i...   \n",
       "4  [based on novel, mars, medallion, space travel...   \n",
       "\n",
       "                                      title  \\\n",
       "0                                    Avatar   \n",
       "1  Pirates of the Caribbean: At World's End   \n",
       "2                                   Spectre   \n",
       "3                     The Dark Knight Rises   \n",
       "4                               John Carter   \n",
       "\n",
       "                                            overview  \\\n",
       "0  In the 22nd century, a paraplegic Marine is di...   \n",
       "1  Captain Barbossa, long believed to be dead, ha...   \n",
       "2  A cryptic message from Bond’s past sends him o...   \n",
       "3  Following the death of District Attorney Harve...   \n",
       "4  John Carter is a war-weary, former military ca...   \n",
       "\n",
       "                                                cast  \\\n",
       "0  [{\"cast_id\": 242, \"character\": \"Jake Sully\", \"...   \n",
       "1  [{\"cast_id\": 4, \"character\": \"Captain Jack Spa...   \n",
       "2  [{\"cast_id\": 1, \"character\": \"James Bond\", \"cr...   \n",
       "3  [{\"cast_id\": 2, \"character\": \"Bruce Wayne / Ba...   \n",
       "4  [{\"cast_id\": 5, \"character\": \"John Carter\", \"c...   \n",
       "\n",
       "                                                crew  \n",
       "0  [{\"credit_id\": \"52fe48009251416c750aca23\", \"de...  \n",
       "1  [{\"credit_id\": \"52fe4232c3a36847f800b579\", \"de...  \n",
       "2  [{\"credit_id\": \"54805967c3a36829b5002c41\", \"de...  \n",
       "3  [{\"credit_id\": \"52fe4781c3a36847f81398c3\", \"de...  \n",
       "4  [{\"credit_id\": \"52fe479ac3a36847f813eaa3\", \"de...  "
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "4071a791",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'[{\"cast_id\": 242, \"character\": \"Jake Sully\", \"credit_id\": \"5602a8a7c3a3685532001c9a\", \"gender\": 2, \"id\": 65731, \"name\": \"Sam Worthington\", \"order\": 0}, {\"cast_id\": 3, \"character\": \"Neytiri\", \"credit_id\": \"52fe48009251416c750ac9cb\", \"gender\": 1, \"id\": 8691, \"name\": \"Zoe Saldana\", \"order\": 1}, {\"cast_id\": 25, \"character\": \"Dr. Grace Augustine\", \"credit_id\": \"52fe48009251416c750aca39\", \"gender\": 1, \"id\": 10205, \"name\": \"Sigourney Weaver\", \"order\": 2}, {\"cast_id\": 4, \"character\": \"Col. Quaritch\", \"credit_id\": \"52fe48009251416c750ac9cf\", \"gender\": 2, \"id\": 32747, \"name\": \"Stephen Lang\", \"order\": 3}, {\"cast_id\": 5, \"character\": \"Trudy Chacon\", \"credit_id\": \"52fe48009251416c750ac9d3\", \"gender\": 1, \"id\": 17647, \"name\": \"Michelle Rodriguez\", \"order\": 4}, {\"cast_id\": 8, \"character\": \"Selfridge\", \"credit_id\": \"52fe48009251416c750ac9e1\", \"gender\": 2, \"id\": 1771, \"name\": \"Giovanni Ribisi\", \"order\": 5}, {\"cast_id\": 7, \"character\": \"Norm Spellman\", \"credit_id\": \"52fe48009251416c750ac9dd\", \"gender\": 2, \"id\": 59231, \"name\": \"Joel David Moore\", \"order\": 6}, {\"cast_id\": 9, \"character\": \"Moat\", \"credit_id\": \"52fe48009251416c750ac9e5\", \"gender\": 1, \"id\": 30485, \"name\": \"CCH Pounder\", \"order\": 7}, {\"cast_id\": 11, \"character\": \"Eytukan\", \"credit_id\": \"52fe48009251416c750ac9ed\", \"gender\": 2, \"id\": 15853, \"name\": \"Wes Studi\", \"order\": 8}, {\"cast_id\": 10, \"character\": \"Tsu\\'Tey\", \"credit_id\": \"52fe48009251416c750ac9e9\", \"gender\": 2, \"id\": 10964, \"name\": \"Laz Alonso\", \"order\": 9}, {\"cast_id\": 12, \"character\": \"Dr. Max Patel\", \"credit_id\": \"52fe48009251416c750ac9f1\", \"gender\": 2, \"id\": 95697, \"name\": \"Dileep Rao\", \"order\": 10}, {\"cast_id\": 13, \"character\": \"Lyle Wainfleet\", \"credit_id\": \"52fe48009251416c750ac9f5\", \"gender\": 2, \"id\": 98215, \"name\": \"Matt Gerald\", \"order\": 11}, {\"cast_id\": 32, \"character\": \"Private Fike\", \"credit_id\": \"52fe48009251416c750aca5b\", \"gender\": 2, \"id\": 154153, \"name\": \"Sean Anthony Moran\", \"order\": 12}, {\"cast_id\": 33, \"character\": \"Cryo Vault Med Tech\", \"credit_id\": \"52fe48009251416c750aca5f\", \"gender\": 2, \"id\": 397312, \"name\": \"Jason Whyte\", \"order\": 13}, {\"cast_id\": 34, \"character\": \"Venture Star Crew Chief\", \"credit_id\": \"52fe48009251416c750aca63\", \"gender\": 2, \"id\": 42317, \"name\": \"Scott Lawrence\", \"order\": 14}, {\"cast_id\": 35, \"character\": \"Lock Up Trooper\", \"credit_id\": \"52fe48009251416c750aca67\", \"gender\": 2, \"id\": 986734, \"name\": \"Kelly Kilgour\", \"order\": 15}, {\"cast_id\": 36, \"character\": \"Shuttle Pilot\", \"credit_id\": \"52fe48009251416c750aca6b\", \"gender\": 0, \"id\": 1207227, \"name\": \"James Patrick Pitt\", \"order\": 16}, {\"cast_id\": 37, \"character\": \"Shuttle Co-Pilot\", \"credit_id\": \"52fe48009251416c750aca6f\", \"gender\": 0, \"id\": 1180936, \"name\": \"Sean Patrick Murphy\", \"order\": 17}, {\"cast_id\": 38, \"character\": \"Shuttle Crew Chief\", \"credit_id\": \"52fe48009251416c750aca73\", \"gender\": 2, \"id\": 1019578, \"name\": \"Peter Dillon\", \"order\": 18}, {\"cast_id\": 39, \"character\": \"Tractor Operator / Troupe\", \"credit_id\": \"52fe48009251416c750aca77\", \"gender\": 0, \"id\": 91443, \"name\": \"Kevin Dorman\", \"order\": 19}, {\"cast_id\": 40, \"character\": \"Dragon Gunship Pilot\", \"credit_id\": \"52fe48009251416c750aca7b\", \"gender\": 2, \"id\": 173391, \"name\": \"Kelson Henderson\", \"order\": 20}, {\"cast_id\": 41, \"character\": \"Dragon Gunship Gunner\", \"credit_id\": \"52fe48009251416c750aca7f\", \"gender\": 0, \"id\": 1207236, \"name\": \"David Van Horn\", \"order\": 21}, {\"cast_id\": 42, \"character\": \"Dragon Gunship Navigator\", \"credit_id\": \"52fe48009251416c750aca83\", \"gender\": 0, \"id\": 215913, \"name\": \"Jacob Tomuri\", \"order\": 22}, {\"cast_id\": 43, \"character\": \"Suit #1\", \"credit_id\": \"52fe48009251416c750aca87\", \"gender\": 0, \"id\": 143206, \"name\": \"Michael Blain-Rozgay\", \"order\": 23}, {\"cast_id\": 44, \"character\": \"Suit #2\", \"credit_id\": \"52fe48009251416c750aca8b\", \"gender\": 2, \"id\": 169676, \"name\": \"Jon Curry\", \"order\": 24}, {\"cast_id\": 46, \"character\": \"Ambient Room Tech\", \"credit_id\": \"52fe48009251416c750aca8f\", \"gender\": 0, \"id\": 1048610, \"name\": \"Luke Hawker\", \"order\": 25}, {\"cast_id\": 47, \"character\": \"Ambient Room Tech / Troupe\", \"credit_id\": \"52fe48009251416c750aca93\", \"gender\": 0, \"id\": 42288, \"name\": \"Woody Schultz\", \"order\": 26}, {\"cast_id\": 48, \"character\": \"Horse Clan Leader\", \"credit_id\": \"52fe48009251416c750aca97\", \"gender\": 2, \"id\": 68278, \"name\": \"Peter Mensah\", \"order\": 27}, {\"cast_id\": 49, \"character\": \"Link Room Tech\", \"credit_id\": \"52fe48009251416c750aca9b\", \"gender\": 0, \"id\": 1207247, \"name\": \"Sonia Yee\", \"order\": 28}, {\"cast_id\": 50, \"character\": \"Basketball Avatar / Troupe\", \"credit_id\": \"52fe48009251416c750aca9f\", \"gender\": 1, \"id\": 1207248, \"name\": \"Jahnel Curfman\", \"order\": 29}, {\"cast_id\": 51, \"character\": \"Basketball Avatar\", \"credit_id\": \"52fe48009251416c750acaa3\", \"gender\": 0, \"id\": 89714, \"name\": \"Ilram Choi\", \"order\": 30}, {\"cast_id\": 52, \"character\": \"Na\\'vi Child\", \"credit_id\": \"52fe48009251416c750acaa7\", \"gender\": 0, \"id\": 1207249, \"name\": \"Kyla Warren\", \"order\": 31}, {\"cast_id\": 53, \"character\": \"Troupe\", \"credit_id\": \"52fe48009251416c750acaab\", \"gender\": 0, \"id\": 1207250, \"name\": \"Lisa Roumain\", \"order\": 32}, {\"cast_id\": 54, \"character\": \"Troupe\", \"credit_id\": \"52fe48009251416c750acaaf\", \"gender\": 1, \"id\": 83105, \"name\": \"Debra Wilson\", \"order\": 33}, {\"cast_id\": 57, \"character\": \"Troupe\", \"credit_id\": \"52fe48009251416c750acabb\", \"gender\": 0, \"id\": 1207253, \"name\": \"Chris Mala\", \"order\": 34}, {\"cast_id\": 55, \"character\": \"Troupe\", \"credit_id\": \"52fe48009251416c750acab3\", \"gender\": 0, \"id\": 1207251, \"name\": \"Taylor Kibby\", \"order\": 35}, {\"cast_id\": 56, \"character\": \"Troupe\", \"credit_id\": \"52fe48009251416c750acab7\", \"gender\": 0, \"id\": 1207252, \"name\": \"Jodie Landau\", \"order\": 36}, {\"cast_id\": 58, \"character\": \"Troupe\", \"credit_id\": \"52fe48009251416c750acabf\", \"gender\": 0, \"id\": 1207254, \"name\": \"Julie Lamm\", \"order\": 37}, {\"cast_id\": 59, \"character\": \"Troupe\", \"credit_id\": \"52fe48009251416c750acac3\", \"gender\": 0, \"id\": 1207257, \"name\": \"Cullen B. Madden\", \"order\": 38}, {\"cast_id\": 60, \"character\": \"Troupe\", \"credit_id\": \"52fe48009251416c750acac7\", \"gender\": 0, \"id\": 1207259, \"name\": \"Joseph Brady Madden\", \"order\": 39}, {\"cast_id\": 61, \"character\": \"Troupe\", \"credit_id\": \"52fe48009251416c750acacb\", \"gender\": 0, \"id\": 1207262, \"name\": \"Frankie Torres\", \"order\": 40}, {\"cast_id\": 62, \"character\": \"Troupe\", \"credit_id\": \"52fe48009251416c750acacf\", \"gender\": 1, \"id\": 1158600, \"name\": \"Austin Wilson\", \"order\": 41}, {\"cast_id\": 63, \"character\": \"Troupe\", \"credit_id\": \"52fe48019251416c750acad3\", \"gender\": 1, \"id\": 983705, \"name\": \"Sara Wilson\", \"order\": 42}, {\"cast_id\": 64, \"character\": \"Troupe\", \"credit_id\": \"52fe48019251416c750acad7\", \"gender\": 0, \"id\": 1207263, \"name\": \"Tamica Washington-Miller\", \"order\": 43}, {\"cast_id\": 65, \"character\": \"Op Center Staff\", \"credit_id\": \"52fe48019251416c750acadb\", \"gender\": 1, \"id\": 1145098, \"name\": \"Lucy Briant\", \"order\": 44}, {\"cast_id\": 66, \"character\": \"Op Center Staff\", \"credit_id\": \"52fe48019251416c750acadf\", \"gender\": 2, \"id\": 33305, \"name\": \"Nathan Meister\", \"order\": 45}, {\"cast_id\": 67, \"character\": \"Op Center Staff\", \"credit_id\": \"52fe48019251416c750acae3\", \"gender\": 0, \"id\": 1207264, \"name\": \"Gerry Blair\", \"order\": 46}, {\"cast_id\": 68, \"character\": \"Op Center Staff\", \"credit_id\": \"52fe48019251416c750acae7\", \"gender\": 2, \"id\": 33311, \"name\": \"Matthew Chamberlain\", \"order\": 47}, {\"cast_id\": 69, \"character\": \"Op Center Staff\", \"credit_id\": \"52fe48019251416c750acaeb\", \"gender\": 0, \"id\": 1207265, \"name\": \"Paul Yates\", \"order\": 48}, {\"cast_id\": 70, \"character\": \"Op Center Duty Officer\", \"credit_id\": \"52fe48019251416c750acaef\", \"gender\": 0, \"id\": 1207266, \"name\": \"Wray Wilson\", \"order\": 49}, {\"cast_id\": 71, \"character\": \"Op Center Staff\", \"credit_id\": \"52fe48019251416c750acaf3\", \"gender\": 2, \"id\": 54492, \"name\": \"James Gaylyn\", \"order\": 50}, {\"cast_id\": 72, \"character\": \"Dancer\", \"credit_id\": \"52fe48019251416c750acaf7\", \"gender\": 0, \"id\": 1207267, \"name\": \"Melvin Leno Clark III\", \"order\": 51}, {\"cast_id\": 73, \"character\": \"Dancer\", \"credit_id\": \"52fe48019251416c750acafb\", \"gender\": 0, \"id\": 1207268, \"name\": \"Carvon Futrell\", \"order\": 52}, {\"cast_id\": 74, \"character\": \"Dancer\", \"credit_id\": \"52fe48019251416c750acaff\", \"gender\": 0, \"id\": 1207269, \"name\": \"Brandon Jelkes\", \"order\": 53}, {\"cast_id\": 75, \"character\": \"Dancer\", \"credit_id\": \"52fe48019251416c750acb03\", \"gender\": 0, \"id\": 1207270, \"name\": \"Micah Moch\", \"order\": 54}, {\"cast_id\": 76, \"character\": \"Dancer\", \"credit_id\": \"52fe48019251416c750acb07\", \"gender\": 0, \"id\": 1207271, \"name\": \"Hanniyah Muhammad\", \"order\": 55}, {\"cast_id\": 77, \"character\": \"Dancer\", \"credit_id\": \"52fe48019251416c750acb0b\", \"gender\": 0, \"id\": 1207272, \"name\": \"Christopher Nolen\", \"order\": 56}, {\"cast_id\": 78, \"character\": \"Dancer\", \"credit_id\": \"52fe48019251416c750acb0f\", \"gender\": 0, \"id\": 1207273, \"name\": \"Christa Oliver\", \"order\": 57}, {\"cast_id\": 79, \"character\": \"Dancer\", \"credit_id\": \"52fe48019251416c750acb13\", \"gender\": 0, \"id\": 1207274, \"name\": \"April Marie Thomas\", \"order\": 58}, {\"cast_id\": 80, \"character\": \"Dancer\", \"credit_id\": \"52fe48019251416c750acb17\", \"gender\": 0, \"id\": 1207275, \"name\": \"Bravita A. Threatt\", \"order\": 59}, {\"cast_id\": 81, \"character\": \"Mining Chief (uncredited)\", \"credit_id\": \"52fe48019251416c750acb1b\", \"gender\": 0, \"id\": 1207276, \"name\": \"Colin Bleasdale\", \"order\": 60}, {\"cast_id\": 82, \"character\": \"Veteran Miner (uncredited)\", \"credit_id\": \"52fe48019251416c750acb1f\", \"gender\": 0, \"id\": 107969, \"name\": \"Mike Bodnar\", \"order\": 61}, {\"cast_id\": 83, \"character\": \"Richard (uncredited)\", \"credit_id\": \"52fe48019251416c750acb23\", \"gender\": 0, \"id\": 1207278, \"name\": \"Matt Clayton\", \"order\": 62}, {\"cast_id\": 84, \"character\": \"Nav\\'i (uncredited)\", \"credit_id\": \"52fe48019251416c750acb27\", \"gender\": 1, \"id\": 147898, \"name\": \"Nicole Dionne\", \"order\": 63}, {\"cast_id\": 85, \"character\": \"Trooper (uncredited)\", \"credit_id\": \"52fe48019251416c750acb2b\", \"gender\": 0, \"id\": 1207280, \"name\": \"Jamie Harrison\", \"order\": 64}, {\"cast_id\": 86, \"character\": \"Trooper (uncredited)\", \"credit_id\": \"52fe48019251416c750acb2f\", \"gender\": 0, \"id\": 1207281, \"name\": \"Allan Henry\", \"order\": 65}, {\"cast_id\": 87, \"character\": \"Ground Technician (uncredited)\", \"credit_id\": \"52fe48019251416c750acb33\", \"gender\": 2, \"id\": 1207282, \"name\": \"Anthony Ingruber\", \"order\": 66}, {\"cast_id\": 88, \"character\": \"Flight Crew Mechanic (uncredited)\", \"credit_id\": \"52fe48019251416c750acb37\", \"gender\": 0, \"id\": 1207283, \"name\": \"Ashley Jeffery\", \"order\": 67}, {\"cast_id\": 14, \"character\": \"Samson Pilot\", \"credit_id\": \"52fe48009251416c750ac9f9\", \"gender\": 0, \"id\": 98216, \"name\": \"Dean Knowsley\", \"order\": 68}, {\"cast_id\": 89, \"character\": \"Trooper (uncredited)\", \"credit_id\": \"52fe48019251416c750acb3b\", \"gender\": 0, \"id\": 1201399, \"name\": \"Joseph Mika-Hunt\", \"order\": 69}, {\"cast_id\": 90, \"character\": \"Banshee (uncredited)\", \"credit_id\": \"52fe48019251416c750acb3f\", \"gender\": 0, \"id\": 236696, \"name\": \"Terry Notary\", \"order\": 70}, {\"cast_id\": 91, \"character\": \"Soldier (uncredited)\", \"credit_id\": \"52fe48019251416c750acb43\", \"gender\": 0, \"id\": 1207287, \"name\": \"Kai Pantano\", \"order\": 71}, {\"cast_id\": 92, \"character\": \"Blast Technician (uncredited)\", \"credit_id\": \"52fe48019251416c750acb47\", \"gender\": 0, \"id\": 1207288, \"name\": \"Logan Pithyou\", \"order\": 72}, {\"cast_id\": 93, \"character\": \"Vindum Raah (uncredited)\", \"credit_id\": \"52fe48019251416c750acb4b\", \"gender\": 0, \"id\": 1207289, \"name\": \"Stuart Pollock\", \"order\": 73}, {\"cast_id\": 94, \"character\": \"Hero (uncredited)\", \"credit_id\": \"52fe48019251416c750acb4f\", \"gender\": 0, \"id\": 584868, \"name\": \"Raja\", \"order\": 74}, {\"cast_id\": 95, \"character\": \"Ops Centreworker (uncredited)\", \"credit_id\": \"52fe48019251416c750acb53\", \"gender\": 0, \"id\": 1207290, \"name\": \"Gareth Ruck\", \"order\": 75}, {\"cast_id\": 96, \"character\": \"Engineer (uncredited)\", \"credit_id\": \"52fe48019251416c750acb57\", \"gender\": 0, \"id\": 1062463, \"name\": \"Rhian Sheehan\", \"order\": 76}, {\"cast_id\": 97, \"character\": \"Col. Quaritch\\'s Mech Suit (uncredited)\", \"credit_id\": \"52fe48019251416c750acb5b\", \"gender\": 0, \"id\": 60656, \"name\": \"T. J. Storm\", \"order\": 77}, {\"cast_id\": 98, \"character\": \"Female Marine (uncredited)\", \"credit_id\": \"52fe48019251416c750acb5f\", \"gender\": 0, \"id\": 1207291, \"name\": \"Jodie Taylor\", \"order\": 78}, {\"cast_id\": 99, \"character\": \"Ikran Clan Leader (uncredited)\", \"credit_id\": \"52fe48019251416c750acb63\", \"gender\": 1, \"id\": 1186027, \"name\": \"Alicia Vela-Bailey\", \"order\": 79}, {\"cast_id\": 100, \"character\": \"Geologist (uncredited)\", \"credit_id\": \"52fe48019251416c750acb67\", \"gender\": 0, \"id\": 1207292, \"name\": \"Richard Whiteside\", \"order\": 80}, {\"cast_id\": 101, \"character\": \"Na\\'vi (uncredited)\", \"credit_id\": \"52fe48019251416c750acb6b\", \"gender\": 0, \"id\": 103259, \"name\": \"Nikie Zambo\", \"order\": 81}, {\"cast_id\": 102, \"character\": \"Ambient Room Tech / Troupe\", \"credit_id\": \"52fe48019251416c750acb6f\", \"gender\": 1, \"id\": 42286, \"name\": \"Julene Renee\", \"order\": 82}]'"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies['cast'][0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "b563c9b8",
   "metadata": {},
   "outputs": [],
   "source": [
    "## creating a helper function\n",
    "## only taking top three cast\n",
    "def convertCast(obj):\n",
    "    counter = 0\n",
    "    obj = ast.literal_eval(obj)\n",
    "    lst = []\n",
    "    for ob in obj:\n",
    "        if counter != 3:\n",
    "            lst.append(ob['name'])\n",
    "            counter += 1\n",
    "        else:\n",
    "            break\n",
    "    return lst"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "acf9f017",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Sam Worthington', 'Zoe Saldana', 'Sigourney Weaver']"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies.cast = movies.cast.apply(convertCast)\n",
    "movies['cast'][0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "364662b4",
   "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>genres</th>\n",
       "      <th>id</th>\n",
       "      <th>keywords</th>\n",
       "      <th>title</th>\n",
       "      <th>overview</th>\n",
       "      <th>cast</th>\n",
       "      <th>crew</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>[Action, Adventure, Fantasy, Science Fiction]</td>\n",
       "      <td>19995</td>\n",
       "      <td>[culture clash, future, space war, space colon...</td>\n",
       "      <td>Avatar</td>\n",
       "      <td>In the 22nd century, a paraplegic Marine is di...</td>\n",
       "      <td>[Sam Worthington, Zoe Saldana, Sigourney Weaver]</td>\n",
       "      <td>[{\"credit_id\": \"52fe48009251416c750aca23\", \"de...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>[Adventure, Fantasy, Action]</td>\n",
       "      <td>285</td>\n",
       "      <td>[ocean, drug abuse, exotic island, east india ...</td>\n",
       "      <td>Pirates of the Caribbean: At World's End</td>\n",
       "      <td>Captain Barbossa, long believed to be dead, ha...</td>\n",
       "      <td>[Johnny Depp, Orlando Bloom, Keira Knightley]</td>\n",
       "      <td>[{\"credit_id\": \"52fe4232c3a36847f800b579\", \"de...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>[Action, Adventure, Crime]</td>\n",
       "      <td>206647</td>\n",
       "      <td>[spy, based on novel, secret agent, sequel, mi...</td>\n",
       "      <td>Spectre</td>\n",
       "      <td>A cryptic message from Bond’s past sends him o...</td>\n",
       "      <td>[Daniel Craig, Christoph Waltz, Léa Seydoux]</td>\n",
       "      <td>[{\"credit_id\": \"54805967c3a36829b5002c41\", \"de...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>[Action, Crime, Drama, Thriller]</td>\n",
       "      <td>49026</td>\n",
       "      <td>[dc comics, crime fighter, terrorist, secret i...</td>\n",
       "      <td>The Dark Knight Rises</td>\n",
       "      <td>Following the death of District Attorney Harve...</td>\n",
       "      <td>[Christian Bale, Michael Caine, Gary Oldman]</td>\n",
       "      <td>[{\"credit_id\": \"52fe4781c3a36847f81398c3\", \"de...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>[Action, Adventure, Science Fiction]</td>\n",
       "      <td>49529</td>\n",
       "      <td>[based on novel, mars, medallion, space travel...</td>\n",
       "      <td>John Carter</td>\n",
       "      <td>John Carter is a war-weary, former military ca...</td>\n",
       "      <td>[Taylor Kitsch, Lynn Collins, Samantha Morton]</td>\n",
       "      <td>[{\"credit_id\": \"52fe479ac3a36847f813eaa3\", \"de...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                          genres      id  \\\n",
       "0  [Action, Adventure, Fantasy, Science Fiction]   19995   \n",
       "1                   [Adventure, Fantasy, Action]     285   \n",
       "2                     [Action, Adventure, Crime]  206647   \n",
       "3               [Action, Crime, Drama, Thriller]   49026   \n",
       "4           [Action, Adventure, Science Fiction]   49529   \n",
       "\n",
       "                                            keywords  \\\n",
       "0  [culture clash, future, space war, space colon...   \n",
       "1  [ocean, drug abuse, exotic island, east india ...   \n",
       "2  [spy, based on novel, secret agent, sequel, mi...   \n",
       "3  [dc comics, crime fighter, terrorist, secret i...   \n",
       "4  [based on novel, mars, medallion, space travel...   \n",
       "\n",
       "                                      title  \\\n",
       "0                                    Avatar   \n",
       "1  Pirates of the Caribbean: At World's End   \n",
       "2                                   Spectre   \n",
       "3                     The Dark Knight Rises   \n",
       "4                               John Carter   \n",
       "\n",
       "                                            overview  \\\n",
       "0  In the 22nd century, a paraplegic Marine is di...   \n",
       "1  Captain Barbossa, long believed to be dead, ha...   \n",
       "2  A cryptic message from Bond’s past sends him o...   \n",
       "3  Following the death of District Attorney Harve...   \n",
       "4  John Carter is a war-weary, former military ca...   \n",
       "\n",
       "                                               cast  \\\n",
       "0  [Sam Worthington, Zoe Saldana, Sigourney Weaver]   \n",
       "1     [Johnny Depp, Orlando Bloom, Keira Knightley]   \n",
       "2      [Daniel Craig, Christoph Waltz, Léa Seydoux]   \n",
       "3      [Christian Bale, Michael Caine, Gary Oldman]   \n",
       "4    [Taylor Kitsch, Lynn Collins, Samantha Morton]   \n",
       "\n",
       "                                                crew  \n",
       "0  [{\"credit_id\": \"52fe48009251416c750aca23\", \"de...  \n",
       "1  [{\"credit_id\": \"52fe4232c3a36847f800b579\", \"de...  \n",
       "2  [{\"credit_id\": \"54805967c3a36829b5002c41\", \"de...  \n",
       "3  [{\"credit_id\": \"52fe4781c3a36847f81398c3\", \"de...  \n",
       "4  [{\"credit_id\": \"52fe479ac3a36847f813eaa3\", \"de...  "
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "c4a599f1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
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Hernandez\"}, {\"credit_id\": \"5495a0ddc3a3686ae10046fe\", \"department\": \"Editing\", \"gender\": 0, \"id\": 1401815, \"job\": \"Digital Intermediate\", \"name\": \"Marvin Hall\"}, {\"credit_id\": \"5495a1f7c3a3686ae3004443\", \"department\": \"Production\", \"gender\": 0, \"id\": 1401816, \"job\": \"Publicist\", \"name\": \"Judy Alley\"}, {\"credit_id\": \"5592b29fc3a36869d100002f\", \"department\": \"Crew\", \"gender\": 0, \"id\": 1418381, \"job\": \"CG Supervisor\", \"name\": \"Mike Perry\"}, {\"credit_id\": \"5592b23a9251415df8001081\", \"department\": \"Crew\", \"gender\": 0, \"id\": 1426854, \"job\": \"CG Supervisor\", \"name\": \"Andrew Morley\"}, {\"credit_id\": \"55491e1192514104c40002d8\", \"department\": \"Art\", \"gender\": 0, \"id\": 1438901, \"job\": \"Conceptual Design\", \"name\": \"Seth Engstrom\"}, {\"credit_id\": \"5525d5809251417276002b06\", \"department\": \"Crew\", \"gender\": 0, \"id\": 1447362, \"job\": \"Visual Effects Art Director\", \"name\": \"Eric Oliver\"}, {\"credit_id\": \"554427ca925141586500312a\", \"department\": \"Visual Effects\", \"gender\": 0, \"id\": 1447503, \"job\": \"Modeling\", \"name\": \"Matsune Suzuki\"}, {\"credit_id\": \"551906889251415aab001c88\", \"department\": \"Art\", \"gender\": 0, \"id\": 1447524, \"job\": \"Art Department Manager\", \"name\": \"Paul Tobin\"}, {\"credit_id\": \"5592af8492514152cc0010de\", \"department\": \"Costume & Make-Up\", \"gender\": 0, \"id\": 1452643, \"job\": \"Hairstylist\", \"name\": \"Roxane Griffin\"}, {\"credit_id\": \"553d3c109251415852001318\", \"department\": \"Lighting\", \"gender\": 0, \"id\": 1453938, \"job\": \"Lighting Artist\", \"name\": \"Arun Ram-Mohan\"}, {\"credit_id\": \"5592af4692514152d5001355\", \"department\": \"Costume & Make-Up\", \"gender\": 0, \"id\": 1457305, \"job\": \"Makeup Artist\", \"name\": \"Georgia Lockhart-Adams\"}, {\"credit_id\": \"5592b2eac3a36877470012a5\", \"department\": \"Crew\", \"gender\": 0, \"id\": 1466035, \"job\": \"CG Supervisor\", \"name\": \"Thrain Shadbolt\"}, {\"credit_id\": \"5592b032c3a36877450015f1\", \"department\": \"Crew\", \"gender\": 0, \"id\": 1483220, \"job\": \"CG Supervisor\", \"name\": \"Brad Alexander\"}, {\"credit_id\": \"5592b05592514152d80012f6\", \"department\": \"Crew\", \"gender\": 0, \"id\": 1483221, \"job\": \"CG Supervisor\", \"name\": \"Shadi Almassizadeh\"}, {\"credit_id\": \"5592b090c3a36877570010b5\", \"department\": \"Crew\", \"gender\": 0, \"id\": 1483222, \"job\": \"CG Supervisor\", \"name\": \"Simon Clutterbuck\"}, {\"credit_id\": \"5592b0dbc3a368774b00112c\", \"department\": \"Crew\", \"gender\": 0, \"id\": 1483223, \"job\": \"CG Supervisor\", \"name\": \"Graeme Demmocks\"}, {\"credit_id\": \"5592b0fe92514152db0010c1\", \"department\": \"Crew\", \"gender\": 0, \"id\": 1483224, \"job\": \"CG Supervisor\", \"name\": \"Adrian Fernandes\"}, {\"credit_id\": \"5592b11f9251415df8001059\", \"department\": \"Crew\", \"gender\": 0, \"id\": 1483225, \"job\": \"CG Supervisor\", \"name\": \"Mitch Gates\"}, {\"credit_id\": \"5592b15dc3a3687745001645\", \"department\": \"Crew\", \"gender\": 0, \"id\": 1483226, \"job\": \"CG Supervisor\", \"name\": \"Jerry Kung\"}, {\"credit_id\": \"5592b18e925141645a0004ae\", \"department\": \"Crew\", \"gender\": 0, \"id\": 1483227, \"job\": \"CG Supervisor\", \"name\": \"Andy Lomas\"}, {\"credit_id\": \"5592b1bfc3a368775d0010e7\", \"department\": \"Crew\", \"gender\": 0, \"id\": 1483228, \"job\": \"CG Supervisor\", \"name\": \"Sebastian Marino\"}, {\"credit_id\": \"5592b2049251415df8001078\", \"department\": \"Crew\", \"gender\": 0, \"id\": 1483229, \"job\": \"CG Supervisor\", \"name\": \"Matthias Menz\"}, {\"credit_id\": \"5592b27b92514152d800136a\", \"department\": \"Crew\", \"gender\": 0, \"id\": 1483230, \"job\": \"CG Supervisor\", \"name\": \"Sergei Nevshupov\"}, {\"credit_id\": \"5592b2c3c3a36869e800003c\", \"department\": \"Crew\", \"gender\": 0, \"id\": 1483231, \"job\": \"CG Supervisor\", \"name\": \"Philippe Rebours\"}, {\"credit_id\": \"5592b317c3a36877470012af\", \"department\": \"Crew\", \"gender\": 0, \"id\": 1483232, \"job\": \"CG Supervisor\", \"name\": \"Michael Takarangi\"}, {\"credit_id\": \"5592b345c3a36877470012bb\", \"department\": \"Crew\", \"gender\": 0, \"id\": 1483233, \"job\": \"CG Supervisor\", \"name\": \"David Weitzberg\"}, {\"credit_id\": \"5592b37cc3a368775100113b\", \"department\": \"Crew\", \"gender\": 0, \"id\": 1483234, \"job\": \"CG Supervisor\", \"name\": \"Ben White\"}, {\"credit_id\": \"573c8e2f9251413f5d000094\", \"department\": \"Crew\", \"gender\": 1, \"id\": 1621932, \"job\": \"Stunts\", \"name\": \"Min Windle\"}]'"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies.crew[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "925fc53e",
   "metadata": {},
   "outputs": [],
   "source": [
    "## need to extract director\n",
    "def getDirector(obj):\n",
    "    obj = ast.literal_eval(obj)\n",
    "    director = []\n",
    "    for ob in obj:\n",
    "        if ob['job'] == 'Director':\n",
    "            director.append(ob['name'])\n",
    "    return director"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "bd81b7fa",
   "metadata": {},
   "outputs": [],
   "source": [
    "movies.crew = movies.crew.apply(getDirector)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "99068866",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['James Cameron']"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies.crew[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "f6cf3d93",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\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>genres</th>\n",
       "      <th>id</th>\n",
       "      <th>keywords</th>\n",
       "      <th>title</th>\n",
       "      <th>overview</th>\n",
       "      <th>cast</th>\n",
       "      <th>crew</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>[Action, Adventure, Fantasy, Science Fiction]</td>\n",
       "      <td>19995</td>\n",
       "      <td>[culture clash, future, space war, space colon...</td>\n",
       "      <td>Avatar</td>\n",
       "      <td>In the 22nd century, a paraplegic Marine is di...</td>\n",
       "      <td>[Sam Worthington, Zoe Saldana, Sigourney Weaver]</td>\n",
       "      <td>[James Cameron]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>[Adventure, Fantasy, Action]</td>\n",
       "      <td>285</td>\n",
       "      <td>[ocean, drug abuse, exotic island, east india ...</td>\n",
       "      <td>Pirates of the Caribbean: At World's End</td>\n",
       "      <td>Captain Barbossa, long believed to be dead, ha...</td>\n",
       "      <td>[Johnny Depp, Orlando Bloom, Keira Knightley]</td>\n",
       "      <td>[Gore Verbinski]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>[Action, Adventure, Crime]</td>\n",
       "      <td>206647</td>\n",
       "      <td>[spy, based on novel, secret agent, sequel, mi...</td>\n",
       "      <td>Spectre</td>\n",
       "      <td>A cryptic message from Bond’s past sends him o...</td>\n",
       "      <td>[Daniel Craig, Christoph Waltz, Léa Seydoux]</td>\n",
       "      <td>[Sam Mendes]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>[Action, Crime, Drama, Thriller]</td>\n",
       "      <td>49026</td>\n",
       "      <td>[dc comics, crime fighter, terrorist, secret i...</td>\n",
       "      <td>The Dark Knight Rises</td>\n",
       "      <td>Following the death of District Attorney Harve...</td>\n",
       "      <td>[Christian Bale, Michael Caine, Gary Oldman]</td>\n",
       "      <td>[Christopher Nolan]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>[Action, Adventure, Science Fiction]</td>\n",
       "      <td>49529</td>\n",
       "      <td>[based on novel, mars, medallion, space travel...</td>\n",
       "      <td>John Carter</td>\n",
       "      <td>John Carter is a war-weary, former military ca...</td>\n",
       "      <td>[Taylor Kitsch, Lynn Collins, Samantha Morton]</td>\n",
       "      <td>[Andrew Stanton]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                          genres      id  \\\n",
       "0  [Action, Adventure, Fantasy, Science Fiction]   19995   \n",
       "1                   [Adventure, Fantasy, Action]     285   \n",
       "2                     [Action, Adventure, Crime]  206647   \n",
       "3               [Action, Crime, Drama, Thriller]   49026   \n",
       "4           [Action, Adventure, Science Fiction]   49529   \n",
       "\n",
       "                                            keywords  \\\n",
       "0  [culture clash, future, space war, space colon...   \n",
       "1  [ocean, drug abuse, exotic island, east india ...   \n",
       "2  [spy, based on novel, secret agent, sequel, mi...   \n",
       "3  [dc comics, crime fighter, terrorist, secret i...   \n",
       "4  [based on novel, mars, medallion, space travel...   \n",
       "\n",
       "                                      title  \\\n",
       "0                                    Avatar   \n",
       "1  Pirates of the Caribbean: At World's End   \n",
       "2                                   Spectre   \n",
       "3                     The Dark Knight Rises   \n",
       "4                               John Carter   \n",
       "\n",
       "                                            overview  \\\n",
       "0  In the 22nd century, a paraplegic Marine is di...   \n",
       "1  Captain Barbossa, long believed to be dead, ha...   \n",
       "2  A cryptic message from Bond’s past sends him o...   \n",
       "3  Following the death of District Attorney Harve...   \n",
       "4  John Carter is a war-weary, former military ca...   \n",
       "\n",
       "                                               cast                 crew  \n",
       "0  [Sam Worthington, Zoe Saldana, Sigourney Weaver]      [James Cameron]  \n",
       "1     [Johnny Depp, Orlando Bloom, Keira Knightley]     [Gore Verbinski]  \n",
       "2      [Daniel Craig, Christoph Waltz, Léa Seydoux]         [Sam Mendes]  \n",
       "3      [Christian Bale, Michael Caine, Gary Oldman]  [Christopher Nolan]  \n",
       "4    [Taylor Kitsch, Lynn Collins, Samantha Morton]     [Andrew Stanton]  "
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "2c70db07",
   "metadata": {},
   "outputs": [],
   "source": [
    "movies.overview = movies.overview.apply(lambda x:x.split())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "4e76a1df",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['In',\n",
       " 'the',\n",
       " '22nd',\n",
       " 'century,',\n",
       " 'a',\n",
       " 'paraplegic',\n",
       " 'Marine',\n",
       " 'is',\n",
       " 'dispatched',\n",
       " 'to',\n",
       " 'the',\n",
       " 'moon',\n",
       " 'Pandora',\n",
       " 'on',\n",
       " 'a',\n",
       " 'unique',\n",
       " 'mission,',\n",
       " 'but',\n",
       " 'becomes',\n",
       " 'torn',\n",
       " 'between',\n",
       " 'following',\n",
       " 'orders',\n",
       " 'and',\n",
       " 'protecting',\n",
       " 'an',\n",
       " 'alien',\n",
       " 'civilization.']"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies.overview[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "2ba2fdf2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    .dataframe thead th {\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>genres</th>\n",
       "      <th>id</th>\n",
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       "      <th>title</th>\n",
       "      <th>overview</th>\n",
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       "      <th>crew</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>[Action, Adventure, Fantasy, Science Fiction]</td>\n",
       "      <td>19995</td>\n",
       "      <td>[culture clash, future, space war, space colon...</td>\n",
       "      <td>Avatar</td>\n",
       "      <td>[In, the, 22nd, century,, a, paraplegic, Marin...</td>\n",
       "      <td>[Sam Worthington, Zoe Saldana, Sigourney Weaver]</td>\n",
       "      <td>[James Cameron]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>[Adventure, Fantasy, Action]</td>\n",
       "      <td>285</td>\n",
       "      <td>[ocean, drug abuse, exotic island, east india ...</td>\n",
       "      <td>Pirates of the Caribbean: At World's End</td>\n",
       "      <td>[Captain, Barbossa,, long, believed, to, be, d...</td>\n",
       "      <td>[Johnny Depp, Orlando Bloom, Keira Knightley]</td>\n",
       "      <td>[Gore Verbinski]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>[Action, Adventure, Crime]</td>\n",
       "      <td>206647</td>\n",
       "      <td>[spy, based on novel, secret agent, sequel, mi...</td>\n",
       "      <td>Spectre</td>\n",
       "      <td>[A, cryptic, message, from, Bond’s, past, send...</td>\n",
       "      <td>[Daniel Craig, Christoph Waltz, Léa Seydoux]</td>\n",
       "      <td>[Sam Mendes]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>[Action, Crime, Drama, Thriller]</td>\n",
       "      <td>49026</td>\n",
       "      <td>[dc comics, crime fighter, terrorist, secret i...</td>\n",
       "      <td>The Dark Knight Rises</td>\n",
       "      <td>[Following, the, death, of, District, Attorney...</td>\n",
       "      <td>[Christian Bale, Michael Caine, Gary Oldman]</td>\n",
       "      <td>[Christopher Nolan]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>[Action, Adventure, Science Fiction]</td>\n",
       "      <td>49529</td>\n",
       "      <td>[based on novel, mars, medallion, space travel...</td>\n",
       "      <td>John Carter</td>\n",
       "      <td>[John, Carter, is, a, war-weary,, former, mili...</td>\n",
       "      <td>[Taylor Kitsch, Lynn Collins, Samantha Morton]</td>\n",
       "      <td>[Andrew Stanton]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                          genres      id  \\\n",
       "0  [Action, Adventure, Fantasy, Science Fiction]   19995   \n",
       "1                   [Adventure, Fantasy, Action]     285   \n",
       "2                     [Action, Adventure, Crime]  206647   \n",
       "3               [Action, Crime, Drama, Thriller]   49026   \n",
       "4           [Action, Adventure, Science Fiction]   49529   \n",
       "\n",
       "                                            keywords  \\\n",
       "0  [culture clash, future, space war, space colon...   \n",
       "1  [ocean, drug abuse, exotic island, east india ...   \n",
       "2  [spy, based on novel, secret agent, sequel, mi...   \n",
       "3  [dc comics, crime fighter, terrorist, secret i...   \n",
       "4  [based on novel, mars, medallion, space travel...   \n",
       "\n",
       "                                      title  \\\n",
       "0                                    Avatar   \n",
       "1  Pirates of the Caribbean: At World's End   \n",
       "2                                   Spectre   \n",
       "3                     The Dark Knight Rises   \n",
       "4                               John Carter   \n",
       "\n",
       "                                            overview  \\\n",
       "0  [In, the, 22nd, century,, a, paraplegic, Marin...   \n",
       "1  [Captain, Barbossa,, long, believed, to, be, d...   \n",
       "2  [A, cryptic, message, from, Bond’s, past, send...   \n",
       "3  [Following, the, death, of, District, Attorney...   \n",
       "4  [John, Carter, is, a, war-weary,, former, mili...   \n",
       "\n",
       "                                               cast                 crew  \n",
       "0  [Sam Worthington, Zoe Saldana, Sigourney Weaver]      [James Cameron]  \n",
       "1     [Johnny Depp, Orlando Bloom, Keira Knightley]     [Gore Verbinski]  \n",
       "2      [Daniel Craig, Christoph Waltz, Léa Seydoux]         [Sam Mendes]  \n",
       "3      [Christian Bale, Michael Caine, Gary Oldman]  [Christopher Nolan]  \n",
       "4    [Taylor Kitsch, Lynn Collins, Samantha Morton]     [Andrew Stanton]  "
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "aa252830",
   "metadata": {},
   "source": [
    "#### removing the spaces of each entity (as two people can have same first name say'sam')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "0b1d1bbb",
   "metadata": {},
   "outputs": [],
   "source": [
    "movies.genres = movies.genres.apply(lambda x:[i.replace(\" \", \"\") for i in x])\n",
    "movies.keywords = movies.keywords.apply(lambda x:[i.replace(\" \", \"\") for i in x])\n",
    "movies.crew = movies.crew.apply(lambda x:[i.replace(\" \", \"\") for i in x])\n",
    "movies.cast = movies.cast.apply(lambda x:[i.replace(\" \", \"\") for i in x])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "3c90f5d6",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>genres</th>\n",
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       "      <th>0</th>\n",
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       "      <td>[JamesCameron]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>[Adventure, Fantasy, Action]</td>\n",
       "      <td>285</td>\n",
       "      <td>[ocean, drugabuse, exoticisland, eastindiatrad...</td>\n",
       "      <td>Pirates of the Caribbean: At World's End</td>\n",
       "      <td>[Captain, Barbossa,, long, believed, to, be, d...</td>\n",
       "      <td>[JohnnyDepp, OrlandoBloom, KeiraKnightley]</td>\n",
       "      <td>[GoreVerbinski]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>[Action, Adventure, Crime]</td>\n",
       "      <td>206647</td>\n",
       "      <td>[spy, basedonnovel, secretagent, sequel, mi6, ...</td>\n",
       "      <td>Spectre</td>\n",
       "      <td>[A, cryptic, message, from, Bond’s, past, send...</td>\n",
       "      <td>[DanielCraig, ChristophWaltz, LéaSeydoux]</td>\n",
       "      <td>[SamMendes]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>[Action, Crime, Drama, Thriller]</td>\n",
       "      <td>49026</td>\n",
       "      <td>[dccomics, crimefighter, terrorist, secretiden...</td>\n",
       "      <td>The Dark Knight Rises</td>\n",
       "      <td>[Following, the, death, of, District, Attorney...</td>\n",
       "      <td>[ChristianBale, MichaelCaine, GaryOldman]</td>\n",
       "      <td>[ChristopherNolan]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>[Action, Adventure, ScienceFiction]</td>\n",
       "      <td>49529</td>\n",
       "      <td>[basedonnovel, mars, medallion, spacetravel, p...</td>\n",
       "      <td>John Carter</td>\n",
       "      <td>[John, Carter, is, a, war-weary,, former, mili...</td>\n",
       "      <td>[TaylorKitsch, LynnCollins, SamanthaMorton]</td>\n",
       "      <td>[AndrewStanton]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                         genres      id  \\\n",
       "0  [Action, Adventure, Fantasy, ScienceFiction]   19995   \n",
       "1                  [Adventure, Fantasy, Action]     285   \n",
       "2                    [Action, Adventure, Crime]  206647   \n",
       "3              [Action, Crime, Drama, Thriller]   49026   \n",
       "4           [Action, Adventure, ScienceFiction]   49529   \n",
       "\n",
       "                                            keywords  \\\n",
       "0  [cultureclash, future, spacewar, spacecolony, ...   \n",
       "1  [ocean, drugabuse, exoticisland, eastindiatrad...   \n",
       "2  [spy, basedonnovel, secretagent, sequel, mi6, ...   \n",
       "3  [dccomics, crimefighter, terrorist, secretiden...   \n",
       "4  [basedonnovel, mars, medallion, spacetravel, p...   \n",
       "\n",
       "                                      title  \\\n",
       "0                                    Avatar   \n",
       "1  Pirates of the Caribbean: At World's End   \n",
       "2                                   Spectre   \n",
       "3                     The Dark Knight Rises   \n",
       "4                               John Carter   \n",
       "\n",
       "                                            overview  \\\n",
       "0  [In, the, 22nd, century,, a, paraplegic, Marin...   \n",
       "1  [Captain, Barbossa,, long, believed, to, be, d...   \n",
       "2  [A, cryptic, message, from, Bond’s, past, send...   \n",
       "3  [Following, the, death, of, District, Attorney...   \n",
       "4  [John, Carter, is, a, war-weary,, former, mili...   \n",
       "\n",
       "                                            cast                crew  \n",
       "0  [SamWorthington, ZoeSaldana, SigourneyWeaver]      [JamesCameron]  \n",
       "1     [JohnnyDepp, OrlandoBloom, KeiraKnightley]     [GoreVerbinski]  \n",
       "2      [DanielCraig, ChristophWaltz, LéaSeydoux]         [SamMendes]  \n",
       "3      [ChristianBale, MichaelCaine, GaryOldman]  [ChristopherNolan]  \n",
       "4    [TaylorKitsch, LynnCollins, SamanthaMorton]     [AndrewStanton]  "
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "93c67541",
   "metadata": {},
   "source": [
    "#### Creating the tags columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "b96bb7fb",
   "metadata": {},
   "outputs": [],
   "source": [
    "movies['tags'] = movies.overview + movies.keywords + movies.cast + movies.crew"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "36230c56",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\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>genres</th>\n",
       "      <th>id</th>\n",
       "      <th>keywords</th>\n",
       "      <th>title</th>\n",
       "      <th>overview</th>\n",
       "      <th>cast</th>\n",
       "      <th>crew</th>\n",
       "      <th>tags</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>[Action, Adventure, Fantasy, ScienceFiction]</td>\n",
       "      <td>19995</td>\n",
       "      <td>[cultureclash, future, spacewar, spacecolony, ...</td>\n",
       "      <td>Avatar</td>\n",
       "      <td>[In, the, 22nd, century,, a, paraplegic, Marin...</td>\n",
       "      <td>[SamWorthington, ZoeSaldana, SigourneyWeaver]</td>\n",
       "      <td>[JamesCameron]</td>\n",
       "      <td>[In, the, 22nd, century,, a, paraplegic, Marin...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>[Adventure, Fantasy, Action]</td>\n",
       "      <td>285</td>\n",
       "      <td>[ocean, drugabuse, exoticisland, eastindiatrad...</td>\n",
       "      <td>Pirates of the Caribbean: At World's End</td>\n",
       "      <td>[Captain, Barbossa,, long, believed, to, be, d...</td>\n",
       "      <td>[JohnnyDepp, OrlandoBloom, KeiraKnightley]</td>\n",
       "      <td>[GoreVerbinski]</td>\n",
       "      <td>[Captain, Barbossa,, long, believed, to, be, d...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>[Action, Adventure, Crime]</td>\n",
       "      <td>206647</td>\n",
       "      <td>[spy, basedonnovel, secretagent, sequel, mi6, ...</td>\n",
       "      <td>Spectre</td>\n",
       "      <td>[A, cryptic, message, from, Bond’s, past, send...</td>\n",
       "      <td>[DanielCraig, ChristophWaltz, LéaSeydoux]</td>\n",
       "      <td>[SamMendes]</td>\n",
       "      <td>[A, cryptic, message, from, Bond’s, past, send...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>[Action, Crime, Drama, Thriller]</td>\n",
       "      <td>49026</td>\n",
       "      <td>[dccomics, crimefighter, terrorist, secretiden...</td>\n",
       "      <td>The Dark Knight Rises</td>\n",
       "      <td>[Following, the, death, of, District, Attorney...</td>\n",
       "      <td>[ChristianBale, MichaelCaine, GaryOldman]</td>\n",
       "      <td>[ChristopherNolan]</td>\n",
       "      <td>[Following, the, death, of, District, Attorney...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>[Action, Adventure, ScienceFiction]</td>\n",
       "      <td>49529</td>\n",
       "      <td>[basedonnovel, mars, medallion, spacetravel, p...</td>\n",
       "      <td>John Carter</td>\n",
       "      <td>[John, Carter, is, a, war-weary,, former, mili...</td>\n",
       "      <td>[TaylorKitsch, LynnCollins, SamanthaMorton]</td>\n",
       "      <td>[AndrewStanton]</td>\n",
       "      <td>[John, Carter, is, a, war-weary,, former, mili...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                         genres      id  \\\n",
       "0  [Action, Adventure, Fantasy, ScienceFiction]   19995   \n",
       "1                  [Adventure, Fantasy, Action]     285   \n",
       "2                    [Action, Adventure, Crime]  206647   \n",
       "3              [Action, Crime, Drama, Thriller]   49026   \n",
       "4           [Action, Adventure, ScienceFiction]   49529   \n",
       "\n",
       "                                            keywords  \\\n",
       "0  [cultureclash, future, spacewar, spacecolony, ...   \n",
       "1  [ocean, drugabuse, exoticisland, eastindiatrad...   \n",
       "2  [spy, basedonnovel, secretagent, sequel, mi6, ...   \n",
       "3  [dccomics, crimefighter, terrorist, secretiden...   \n",
       "4  [basedonnovel, mars, medallion, spacetravel, p...   \n",
       "\n",
       "                                      title  \\\n",
       "0                                    Avatar   \n",
       "1  Pirates of the Caribbean: At World's End   \n",
       "2                                   Spectre   \n",
       "3                     The Dark Knight Rises   \n",
       "4                               John Carter   \n",
       "\n",
       "                                            overview  \\\n",
       "0  [In, the, 22nd, century,, a, paraplegic, Marin...   \n",
       "1  [Captain, Barbossa,, long, believed, to, be, d...   \n",
       "2  [A, cryptic, message, from, Bond’s, past, send...   \n",
       "3  [Following, the, death, of, District, Attorney...   \n",
       "4  [John, Carter, is, a, war-weary,, former, mili...   \n",
       "\n",
       "                                            cast                crew  \\\n",
       "0  [SamWorthington, ZoeSaldana, SigourneyWeaver]      [JamesCameron]   \n",
       "1     [JohnnyDepp, OrlandoBloom, KeiraKnightley]     [GoreVerbinski]   \n",
       "2      [DanielCraig, ChristophWaltz, LéaSeydoux]         [SamMendes]   \n",
       "3      [ChristianBale, MichaelCaine, GaryOldman]  [ChristopherNolan]   \n",
       "4    [TaylorKitsch, LynnCollins, SamanthaMorton]     [AndrewStanton]   \n",
       "\n",
       "                                                tags  \n",
       "0  [In, the, 22nd, century,, a, paraplegic, Marin...  \n",
       "1  [Captain, Barbossa,, long, believed, to, be, d...  \n",
       "2  [A, cryptic, message, from, Bond’s, past, send...  \n",
       "3  [Following, the, death, of, District, Attorney...  \n",
       "4  [John, Carter, is, a, war-weary,, former, mili...  "
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ffb030ae",
   "metadata": {},
   "source": [
    "#### Drooping other columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "c6f85e75",
   "metadata": {},
   "outputs": [],
   "source": [
    "movies = movies[['id', 'title', 'tags']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "30ee73b6",
   "metadata": {},
   "outputs": [],
   "source": [
    "#### converting tags to string\n",
    "movies.tags = movies.tags.apply(lambda x: \" \".join(x))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "7d34e22e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>title</th>\n",
       "      <th>tags</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>19995</td>\n",
       "      <td>Avatar</td>\n",
       "      <td>In the 22nd century, a paraplegic Marine is di...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>285</td>\n",
       "      <td>Pirates of the Caribbean: At World's End</td>\n",
       "      <td>Captain Barbossa, long believed to be dead, ha...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>206647</td>\n",
       "      <td>Spectre</td>\n",
       "      <td>A cryptic message from Bond’s past sends him o...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>49026</td>\n",
       "      <td>The Dark Knight Rises</td>\n",
       "      <td>Following the death of District Attorney Harve...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>49529</td>\n",
       "      <td>John Carter</td>\n",
       "      <td>John Carter is a war-weary, former military ca...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       id                                     title  \\\n",
       "0   19995                                    Avatar   \n",
       "1     285  Pirates of the Caribbean: At World's End   \n",
       "2  206647                                   Spectre   \n",
       "3   49026                     The Dark Knight Rises   \n",
       "4   49529                               John Carter   \n",
       "\n",
       "                                                tags  \n",
       "0  In the 22nd century, a paraplegic Marine is di...  \n",
       "1  Captain Barbossa, long believed to be dead, ha...  \n",
       "2  A cryptic message from Bond’s past sends him o...  \n",
       "3  Following the death of District Attorney Harve...  \n",
       "4  John Carter is a war-weary, former military ca...  "
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "fc5b4bc0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'In the 22nd century, a paraplegic Marine is dispatched to the moon Pandora on a unique mission, but becomes torn between following orders and protecting an alien civilization. cultureclash future spacewar spacecolony society spacetravel futuristic romance space alien tribe alienplanet cgi marine soldier battle loveaffair antiwar powerrelations mindandsoul 3d SamWorthington ZoeSaldana SigourneyWeaver JamesCameron'"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies.tags[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "f8a526ba",
   "metadata": {},
   "outputs": [],
   "source": [
    "movies.tags = movies.tags.apply(lambda x:x.lower())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9e0009cf",
   "metadata": {},
   "source": [
    "#### displaying the final dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "c93a81ae",
   "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>id</th>\n",
       "      <th>title</th>\n",
       "      <th>tags</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>19995</td>\n",
       "      <td>Avatar</td>\n",
       "      <td>in the 22nd century, a paraplegic marine is di...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>285</td>\n",
       "      <td>Pirates of the Caribbean: At World's End</td>\n",
       "      <td>captain barbossa, long believed to be dead, ha...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>206647</td>\n",
       "      <td>Spectre</td>\n",
       "      <td>a cryptic message from bond’s past sends him o...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>49026</td>\n",
       "      <td>The Dark Knight Rises</td>\n",
       "      <td>following the death of district attorney harve...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>49529</td>\n",
       "      <td>John Carter</td>\n",
       "      <td>john carter is a war-weary, former military ca...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       id                                     title  \\\n",
       "0   19995                                    Avatar   \n",
       "1     285  Pirates of the Caribbean: At World's End   \n",
       "2  206647                                   Spectre   \n",
       "3   49026                     The Dark Knight Rises   \n",
       "4   49529                               John Carter   \n",
       "\n",
       "                                                tags  \n",
       "0  in the 22nd century, a paraplegic marine is di...  \n",
       "1  captain barbossa, long believed to be dead, ha...  \n",
       "2  a cryptic message from bond’s past sends him o...  \n",
       "3  following the death of district attorney harve...  \n",
       "4  john carter is a war-weary, former military ca...  "
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1aba9240",
   "metadata": {},
   "source": [
    "#### performing steming"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ebb7915c",
   "metadata": {},
   "source": [
    "``` ['loving','loved','love']``` **after applying steming will get convert to** ```['love', 'love', 'love']```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "b6e10fa9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Defaulting to user installation because normal site-packages is not writeable\n",
      "Requirement already satisfied: nltk in /home/mohwit/.local/lib/python3.10/site-packages (3.8.1)\n",
      "Requirement already satisfied: joblib in /home/mohwit/.local/lib/python3.10/site-packages (from nltk) (1.2.0)\n",
      "Requirement already satisfied: tqdm in /home/mohwit/.local/lib/python3.10/site-packages (from nltk) (4.51.0)\n",
      "Requirement already satisfied: click in /home/mohwit/.local/lib/python3.10/site-packages (from nltk) (8.1.3)\n",
      "Requirement already satisfied: regex>=2021.8.3 in /home/mohwit/.local/lib/python3.10/site-packages (from nltk) (2022.10.31)\n"
     ]
    }
   ],
   "source": [
    "!pip install nltk"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "8ae9e7f7",
   "metadata": {},
   "outputs": [],
   "source": [
    "from nltk.stem.porter import PorterStemmer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "90b155b9",
   "metadata": {},
   "outputs": [],
   "source": [
    "ps = PorterStemmer()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "6d2bf583",
   "metadata": {},
   "outputs": [],
   "source": [
    "def stem(text):\n",
    "    y=[]\n",
    "    for i in text.split():\n",
    "        y.append(ps.stem(i))\n",
    "    \n",
    "    string = \" \".join(y)\n",
    "    return string"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "06ea92f3",
   "metadata": {},
   "outputs": [],
   "source": [
    "movies.tags = movies.tags.apply(stem)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9c57e5fb",
   "metadata": {},
   "source": [
    "#### Using Count Vectorization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "2ed2274b",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.feature_extraction.text import CountVectorizer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "5e12337d",
   "metadata": {},
   "outputs": [],
   "source": [
    "cv = CountVectorizer(max_features=5000, stop_words = 'english')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "99a5ef1c",
   "metadata": {},
   "outputs": [],
   "source": [
    "vectors = cv.fit_transform(movies['tags']).toarray()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "2442309e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0, 0, 0, ..., 0, 0, 0],\n",
       "       [0, 0, 0, ..., 0, 0, 0],\n",
       "       [0, 0, 0, ..., 0, 0, 0],\n",
       "       ...,\n",
       "       [0, 0, 0, ..., 0, 0, 0],\n",
       "       [0, 0, 0, ..., 0, 0, 0],\n",
       "       [0, 0, 0, ..., 0, 0, 0]])"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "vectors"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3c022e9a",
   "metadata": {},
   "source": [
    "#### displaying features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "763ea6c3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "000\n",
      "007\n",
      "10\n",
      "100\n",
      "11\n",
      "12\n",
      "13\n",
      "14\n",
      "15\n",
      "16\n",
      "17\n",
      "18\n",
      "18th\n",
      "18thcenturi\n",
      "19\n",
      "1910\n",
      "1920\n",
      "1930\n",
      "1940\n",
      "1944\n",
      "1950\n",
      "1950s\n",
      "1960\n",
      "1960s\n",
      "1970\n",
      "1970s\n",
      "1971\n",
      "1974\n",
      "1976\n",
      "1980\n",
      "1985\n",
      "1990\n",
      "1999\n",
      "19th\n",
      "19thcenturi\n",
      "20\n",
      "200\n",
      "2003\n",
      "2009\n",
      "20th\n",
      "21st\n",
      "23\n",
      "24\n",
      "25\n",
      "30\n",
      "300\n",
      "3d\n",
      "40\n",
      "50\n",
      "500\n",
      "60\n",
      "70\n",
      "80\n",
      "aaron\n",
      "aaroneckhart\n",
      "abandon\n",
      "abduct\n",
      "abigailbreslin\n",
      "abil\n",
      "abl\n",
      "aboard\n",
      "abov\n",
      "abus\n",
      "academ\n",
      "academi\n",
      "accept\n",
      "access\n",
      "accid\n",
      "accident\n",
      "acclaim\n",
      "accompani\n",
      "accomplish\n",
      "account\n",
      "accus\n",
      "ace\n",
      "achiev\n",
      "acquaint\n",
      "act\n",
      "action\n",
      "actionhero\n",
      "activ\n",
      "activist\n",
      "activities\n",
      "actor\n",
      "actress\n",
      "actual\n",
      "ad\n",
      "adam\n",
      "adamsandl\n",
      "adamshankman\n",
      "adapt\n",
      "add\n",
      "addict\n",
      "adjust\n",
      "admir\n",
      "admit\n",
      "adolesc\n",
      "adopt\n",
      "ador\n",
      "adrienbrodi\n",
      "adult\n",
      "adultanim\n",
      "adulteri\n",
      "adulthood\n",
      "advanc\n",
      "adventur\n",
      "adventure\n",
      "adventures\n",
      "advertis\n",
      "advic\n",
      "advis\n",
      "affair\n",
      "affect\n",
      "afghanistan\n",
      "africa\n",
      "african\n",
      "africanamerican\n",
      "aftercreditssting\n",
      "afterlif\n",
      "aftermath\n",
      "ag\n",
      "age\n",
      "agediffer\n",
      "agenc\n",
      "agency\n",
      "agenda\n",
      "agent\n",
      "agents\n",
      "aggress\n",
      "ago\n",
      "agre\n",
      "ahead\n",
      "aid\n",
      "aidanquinn\n",
      "ail\n",
      "aim\n",
      "air\n",
      "airplan\n",
      "airplanecrash\n",
      "airport\n",
      "aka\n",
      "al\n",
      "alabama\n",
      "alan\n",
      "alaska\n",
      "albert\n",
      "alcatraz\n",
      "alcohol\n",
      "alecbaldwin\n",
      "alex\n",
      "alexkendrick\n",
      "alfredhitchcock\n",
      "alfredmolina\n",
      "ali\n",
      "alic\n",
      "alice\n",
      "alien\n",
      "alieninvas\n",
      "alienlife\n",
      "alienplanet\n",
      "aliens\n",
      "alik\n",
      "aliv\n",
      "alive\n",
      "allen\n",
      "alli\n",
      "allianc\n",
      "allow\n",
      "alon\n",
      "alongsid\n",
      "alpacino\n",
      "alpha\n",
      "alreadi\n",
      "alter\n",
      "altern\n",
      "alway\n",
      "alyssa\n",
      "alzheimer\n",
      "amanda\n",
      "amandapeet\n",
      "amandaseyfri\n",
      "amateur\n",
      "amaz\n",
      "amazon\n",
      "ambassador\n",
      "ambit\n",
      "ambiti\n",
      "ambul\n",
      "ambush\n",
      "america\n",
      "american\n",
      "americanabroad\n",
      "americancivilwar\n",
      "americanfootbal\n",
      "americanfootballplay\n",
      "amid\n",
      "amidst\n",
      "amnesia\n",
      "amp\n",
      "amsterdam\n",
      "amus\n",
      "amusementpark\n",
      "amy\n",
      "amyadam\n",
      "amysmart\n",
      "ana\n",
      "anakin\n",
      "analyst\n",
      "anarchiccomedi\n",
      "ancient\n",
      "ancientrom\n",
      "ancientworld\n",
      "anderson\n",
      "andi\n",
      "andiemacdowel\n",
      "andrew\n",
      "android\n",
      "andy\n",
      "andygarcía\n",
      "angel\n",
      "angela\n",
      "angelabassett\n",
      "angeles\n",
      "angelinajoli\n",
      "anger\n",
      "angle\n",
      "angri\n",
      "ani\n",
      "anim\n",
      "animalattack\n",
      "animalhorror\n",
      "animals\n",
      "anjelicahuston\n",
      "ann\n",
      "anna\n",
      "annafari\n",
      "annakendrick\n",
      "annehathaway\n",
      "annemoss\n",
      "annetteben\n",
      "anni\n",
      "annie\n",
      "announc\n",
      "annual\n",
      "anonym\n",
      "anoth\n",
      "answer\n",
      "ant\n",
      "antholog\n",
      "anthoni\n",
      "anthonyanderson\n",
      "anthonyhopkin\n",
      "anthonymacki\n",
      "anthropomorph\n",
      "anti\n",
      "antic\n",
      "antihero\n",
      "antiqu\n",
      "antoinefuqua\n",
      "antoniobandera\n",
      "antonyelchin\n",
      "anyon\n",
      "anyth\n",
      "apart\n",
      "apartheid\n",
      "apartment\n",
      "ape\n",
      "apocalyps\n",
      "apocalypse\n",
      "apocalypt\n",
      "appar\n",
      "appear\n",
      "appl\n",
      "apple\n",
      "appoint\n",
      "appreci\n",
      "apprentic\n",
      "approach\n",
      "april\n",
      "aquarium\n",
      "arab\n",
      "arch\n",
      "archaeologist\n",
      "archeolog\n",
      "architect\n",
      "arctic\n",
      "area\n",
      "aren\n",
      "arena\n",
      "argument\n",
      "aris\n",
      "aristocrat\n",
      "arm\n",
      "armi\n",
      "armor\n",
      "armsdeal\n",
      "army\n",
      "arnold\n",
      "arnoldschwarzenegg\n",
      "arrang\n",
      "arrangedmarriag\n",
      "arrest\n",
      "arriv\n",
      "arrog\n",
      "art\n",
      "arthur\n",
      "artifact\n",
      "artifici\n",
      "artificialintellig\n",
      "artist\n",
      "ash\n",
      "ashley\n",
      "ashleyjudd\n",
      "ashtonkutch\n",
      "asia\n",
      "asian\n",
      "asid\n",
      "ask\n",
      "aspect\n",
      "aspir\n",
      "assassin\n",
      "assault\n",
      "assembl\n",
      "assign\n",
      "assist\n",
      "assistant\n",
      "associ\n",
      "assum\n",
      "asteroid\n",
      "astronaut\n",
      "asylum\n",
      "atheist\n",
      "athlet\n",
      "atom\n",
      "atomicbomb\n",
      "attack\n",
      "attacks\n",
      "attempt\n",
      "attend\n",
      "attent\n",
      "attitud\n",
      "attorney\n",
      "attract\n",
      "auction\n",
      "audienc\n",
      "audit\n",
      "august\n",
      "aunt\n",
      "austin\n",
      "australia\n",
      "australian\n",
      "author\n",
      "autism\n",
      "auto\n",
      "automobilerac\n",
      "aveng\n",
      "averag\n",
      "avoid\n",
      "await\n",
      "awak\n",
      "awaken\n",
      "awar\n",
      "award\n",
      "away\n",
      "awkward\n",
      "awri\n",
      "awry\n",
      "ax\n",
      "babe\n",
      "babi\n",
      "baby\n",
      "bachelor\n",
      "backdrop\n",
      "background\n",
      "backpack\n",
      "bad\n",
      "bag\n",
      "bahama\n",
      "bail\n",
      "balanc\n",
      "ball\n",
      "ballet\n",
      "balloon\n",
      "baltimor\n",
      "ban\n",
      "band\n",
      "bandit\n",
      "bangkok\n",
      "banish\n",
      "bank\n",
      "banker\n",
      "bankrobb\n",
      "bankrobberi\n",
      "bar\n",
      "barbrastreisand\n",
      "bare\n",
      "bargain\n",
      "barn\n",
      "barney\n",
      "baron\n",
      "barri\n",
      "barrylevinson\n",
      "barrysonnenfeld\n",
      "bas\n",
      "base\n",
      "basebal\n",
      "basedoncomicbook\n",
      "basedongraphicnovel\n",
      "basedonnovel\n",
      "basedonplay\n",
      "basedonstagemus\n",
      "basedontrueev\n",
      "basedontruestori\n",
      "basedontvseri\n",
      "basedonvideogam\n",
      "basedonyoungadultnovel\n",
      "basement\n",
      "basketbal\n",
      "basketball\n",
      "bat\n",
      "batman\n",
      "battl\n",
      "battle\n",
      "battlefield\n",
      "bay\n",
      "beach\n",
      "beam\n",
      "bear\n",
      "beard\n",
      "beast\n",
      "beat\n",
      "beauti\n",
      "beautiful\n",
      "beautifulwoman\n",
      "beauty\n",
      "becam\n",
      "becaus\n",
      "becki\n",
      "becom\n",
      "becominganadult\n",
      "bed\n",
      "bedroom\n",
      "bee\n",
      "beer\n",
      "befor\n",
      "befriend\n",
      "began\n",
      "begin\n",
      "begins\n",
      "behavior\n",
      "belief\n",
      "believ\n",
      "bell\n",
      "bella\n",
      "belong\n",
      "belov\n",
      "ben\n",
      "benaffleck\n",
      "bend\n",
      "beneath\n",
      "benefit\n",
      "benfost\n",
      "beniciodeltoro\n",
      "benjamin\n",
      "benjaminbratt\n",
      "benkingsley\n",
      "bennett\n",
      "benstil\n",
      "bent\n",
      "berlin\n",
      "best\n",
      "bestfriend\n",
      "bestfriendsinlov\n",
      "bet\n",
      "beth\n",
      "betray\n",
      "bettemidl\n",
      "better\n",
      "betti\n",
      "beverli\n",
      "bibl\n",
      "big\n",
      "bigger\n",
      "biggest\n",
      "bike\n",
      "biker\n",
      "bikini\n",
      "billhad\n",
      "billi\n",
      "billionair\n",
      "billmurray\n",
      "billnighi\n",
      "billpaxton\n",
      "billpullman\n",
      "billybobthornton\n",
      "billycrudup\n",
      "billycryst\n",
      "biographi\n",
      "biolog\n",
      "bird\n",
      "birth\n",
      "birthday\n",
      "bisexu\n",
      "bishop\n",
      "bit\n",
      "bite\n",
      "bitter\n",
      "bizarr\n",
      "black\n",
      "blackmag\n",
      "blackmail\n",
      "blackpeopl\n",
      "blacksmith\n",
      "blade\n",
      "blame\n",
      "blend\n",
      "blind\n",
      "bliss\n",
      "blizzard\n",
      "block\n",
      "blond\n",
      "blood\n",
      "bloodi\n",
      "bloodsplatt\n",
      "bloodthirsti\n",
      "blow\n",
      "blue\n",
      "board\n",
      "boardingschool\n",
      "boat\n",
      "bob\n",
      "bobbi\n",
      "bobbyfarrelli\n",
      "bobhoskin\n",
      "bodi\n",
      "body\n",
      "bodyguard\n",
      "bold\n",
      "bollywood\n",
      "bomb\n",
      "bond\n",
      "bone\n",
      "book\n",
      "border\n",
      "bore\n",
      "boredom\n",
      "born\n",
      "boss\n",
      "boston\n",
      "botch\n",
      "bound\n",
      "boundari\n",
      "bounti\n",
      "bountyhunt\n",
      "bout\n",
      "box\n",
      "boxer\n",
      "boy\n",
      "boyfriend\n",
      "boys\n",
      "bradleycoop\n",
      "bradpitt\n",
      "brain\n",
      "brainwash\n",
      "brand\n",
      "brandon\n",
      "brave\n",
      "braveri\n",
      "brazil\n",
      "brazilian\n",
      "break\n",
      "breakdown\n",
      "breakup\n",
      "breast\n",
      "breath\n",
      "breed\n",
      "brendanfras\n",
      "brendangleeson\n",
      "brent\n",
      "brettratn\n",
      "brian\n",
      "briandepalma\n",
      "bride\n",
      "bridesmaid\n",
      "bridg\n",
      "brief\n",
      "brielarson\n",
      "brien\n",
      "bright\n",
      "brilliant\n",
      "bring\n",
      "brink\n",
      "britain\n",
      "british\n",
      "britishsecretservic\n",
      "brittanymurphi\n",
      "broadcast\n",
      "broadway\n",
      "broke\n",
      "broken\n",
      "broker\n",
      "bronx\n",
      "brook\n",
      "brooklyn\n",
      "broom\n",
      "brothel\n",
      "brother\n",
      "brotherbrotherrelationship\n",
      "brothers\n",
      "brothersisterrelationship\n",
      "brought\n",
      "brown\n",
      "bruce\n",
      "brucegreenwood\n",
      "brucewilli\n",
      "brutal\n",
      "bryansing\n",
      "bu\n",
      "buck\n",
      "bud\n",
      "buddi\n",
      "buddy\n",
      "buddycomedi\n",
      "buddycop\n",
      "budget\n",
      "build\n",
      "building\n",
      "built\n",
      "bullet\n",
      "bulli\n",
      "bumbl\n",
      "bunch\n",
      "bunker\n",
      "bunni\n",
      "burglar\n",
      "buri\n",
      "burn\n",
      "bush\n",
      "busi\n",
      "business\n",
      "businessman\n",
      "bust\n",
      "butcher\n",
      "butler\n",
      "butt\n",
      "button\n",
      "buy\n",
      "buzz\n",
      "cabin\n",
      "caesar\n",
      "cage\n",
      "cairo\n",
      "cal\n",
      "california\n",
      "calvin\n",
      "camcord\n",
      "came\n",
      "camera\n",
      "cameraman\n",
      "camerondiaz\n",
      "camp\n",
      "campaign\n",
      "campbell\n",
      "campu\n",
      "canada\n",
      "canadian\n",
      "cancer\n",
      "candi\n",
      "candid\n",
      "canin\n",
      "cannib\n",
      "canuxploit\n",
      "capabl\n",
      "caper\n",
      "capit\n",
      "capt\n",
      "captain\n",
      "captiv\n",
      "captur\n",
      "capture\n",
      "car\n",
      "caraccid\n",
      "carchas\n",
      "carcrash\n",
      "card\n",
      "care\n",
      "career\n",
      "carefre\n",
      "caretak\n",
      "careymulligan\n",
      "caribbean\n",
      "carjourney\n",
      "carl\n",
      "carlagugino\n",
      "carmen\n",
      "carol\n",
      "carolina\n",
      "carrac\n",
      "carri\n",
      "carrie\n",
      "cartel\n",
      "carter\n",
      "cartoon\n",
      "caryelw\n",
      "case\n",
      "caseyaffleck\n",
      "cash\n",
      "casino\n",
      "cast\n",
      "castl\n",
      "cat\n",
      "cataclysm\n",
      "catastroph\n",
      "catch\n",
      "cateblanchett\n",
      "catherinedeneuv\n",
      "catherinekeen\n",
      "catherinezeta\n",
      "cathol\n",
      "catholic\n",
      "cattl\n",
      "caught\n",
      "caus\n",
      "cavalri\n",
      "cave\n",
      "cavemen\n",
      "celebr\n",
      "celebration\n",
      "cell\n",
      "cellphon\n",
      "cemeteri\n",
      "center\n",
      "centr\n",
      "central\n",
      "centuri\n",
      "centuries\n",
      "century\n",
      "ceo\n",
      "certain\n",
      "chad\n",
      "chain\n",
      "chainsaw\n",
      "challeng\n",
      "chamber\n",
      "champion\n",
      "championship\n",
      "chanc\n",
      "chance\n",
      "chang\n",
      "change\n",
      "changed\n",
      "changes\n",
      "channingtatum\n",
      "chao\n",
      "chaos\n",
      "chaotic\n",
      "chapter\n",
      "charact\n",
      "character\n",
      "characters\n",
      "charg\n",
      "charismat\n",
      "charl\n",
      "charli\n",
      "charlie\n",
      "charliesheen\n",
      "charlizetheron\n",
      "charm\n",
      "chart\n",
      "chase\n",
      "chauffeur\n",
      "chazzpalminteri\n",
      "cheat\n",
      "check\n",
      "cheerlead\n",
      "chef\n",
      "chemic\n",
      "cher\n",
      "chevychas\n",
      "chicago\n",
      "chicken\n",
      "chief\n",
      "child\n",
      "childabus\n",
      "childhero\n",
      "childhood\n",
      "childprodigi\n",
      "children\n",
      "chill\n",
      "chimp\n",
      "china\n",
      "chines\n",
      "chip\n",
      "chipmunk\n",
      "chiwetelejiofor\n",
      "chloe\n",
      "chloëgracemoretz\n",
      "chloësevigni\n",
      "chocol\n",
      "choic\n",
      "choice\n",
      "choos\n",
      "chosen\n",
      "chri\n",
      "chriscolumbu\n",
      "chriscoop\n",
      "chrisevan\n",
      "chrishemsworth\n",
      "chrisklein\n",
      "chrispin\n",
      "chrisrock\n",
      "christ\n",
      "christian\n",
      "christianbal\n",
      "christianslat\n",
      "christin\n",
      "christinaappleg\n",
      "christinaricci\n",
      "christma\n",
      "christmas\n",
      "christmasparti\n",
      "christmastre\n",
      "christoph\n",
      "christopherlloyd\n",
      "christophernolan\n",
      "christopherplumm\n",
      "christopherwalken\n",
      "christophwaltz\n",
      "chrisweitz\n",
      "chronicl\n",
      "chuck\n",
      "church\n",
      "cia\n",
      "ciaránhind\n",
      "cigarettesmok\n",
      "cillianmurphi\n",
      "cinema\n",
      "circl\n",
      "circu\n",
      "circuit\n",
      "circumst\n",
      "citi\n",
      "citizen\n",
      "city\n",
      "civil\n",
      "civilian\n",
      "civilwar\n",
      "claim\n",
      "clair\n",
      "clairedan\n",
      "claireforlani\n",
      "clan\n",
      "clark\n",
      "clash\n",
      "class\n",
      "classdiffer\n",
      "classic\n",
      "classmat\n",
      "classroom\n",
      "claudevandamm\n",
      "clay\n",
      "clean\n",
      "clear\n",
      "clerk\n",
      "clever\n",
      "client\n",
      "clients\n",
      "cliff\n",
      "climat\n",
      "climb\n",
      "clinteastwood\n",
      "cliveowen\n",
      "clock\n",
      "clone\n",
      "close\n",
      "closer\n",
      "cloud\n",
      "clown\n",
      "club\n",
      "clue\n",
      "clueless\n",
      "clutch\n",
      "coach\n",
      "coast\n",
      "cocain\n",
      "code\n",
      "coffin\n",
      "cohen\n",
      "col\n",
      "cold\n",
      "coldwar\n",
      "cole\n",
      "colin\n",
      "colinfarrel\n",
      "colinfirth\n",
      "collaps\n",
      "colleagu\n",
      "collect\n",
      "collector\n",
      "colleg\n",
      "college\n",
      "collid\n",
      "collis\n",
      "colombia\n",
      "colonel\n",
      "coloni\n",
      "color\n",
      "colorado\n",
      "coma\n",
      "combat\n",
      "combin\n",
      "come\n",
      "comeback\n",
      "comed\n",
      "comedi\n",
      "comedian\n",
      "comedy\n",
      "comet\n",
      "comfort\n",
      "comic\n",
      "coming\n",
      "comingofag\n",
      "comingout\n",
      "command\n",
      "commando\n",
      "commerci\n",
      "commiss\n",
      "commit\n",
      "common\n",
      "commun\n",
      "communist\n",
      "community\n",
      "compani\n",
      "companion\n",
      "company\n",
      "compet\n",
      "competit\n",
      "competition\n",
      "complet\n",
      "complex\n",
      "complic\n",
      "compos\n",
      "compuls\n",
      "comput\n",
      "computerviru\n",
      "conan\n",
      "concern\n",
      "concert\n",
      "concoct\n",
      "condit\n",
      "condition\n",
      "conduct\n",
      "confeder\n",
      "confess\n",
      "confid\n",
      "confin\n",
      "conflict\n",
      "confront\n",
      "confus\n",
      "congress\n",
      "conman\n",
      "connect\n",
      "connecticut\n",
      "connel\n",
      "connor\n",
      "conquer\n",
      "consequ\n",
      "consequences\n",
      "conserv\n",
      "consid\n",
      "conspir\n",
      "conspiraci\n",
      "conspiracy\n",
      "constant\n",
      "constantli\n",
      "construct\n",
      "consum\n",
      "contact\n",
      "contain\n",
      "contemporari\n",
      "contend\n",
      "content\n",
      "contest\n",
      "continu\n",
      "contract\n",
      "contractor\n",
      "control\n",
      "controversi\n",
      "convent\n",
      "converg\n",
      "convers\n",
      "convict\n",
      "convinc\n",
      "cook\n",
      "cool\n",
      "cooper\n",
      "cop\n",
      "cope\n",
      "cops\n",
      "core\n",
      "corner\n",
      "corp\n",
      "corpor\n",
      "corporation\n",
      "corps\n",
      "corrupt\n",
      "cost\n",
      "costum\n",
      "couldn\n",
      "counselor\n",
      "count\n",
      "countess\n",
      "countless\n",
      "countri\n",
      "country\n",
      "countryhous\n",
      "countrymus\n",
      "countrysid\n",
      "coup\n",
      "coupl\n",
      "couple\n",
      "courag\n",
      "cours\n",
      "court\n",
      "courtcas\n",
      "courteneycox\n",
      "courtroom\n",
      "cousin\n",
      "cover\n",
      "covert\n",
      "covet\n",
      "cow\n",
      "cowardli\n",
      "cowboy\n",
      "crab\n",
      "crack\n",
      "craft\n",
      "craig\n",
      "crane\n",
      "crash\n",
      "crave\n",
      "crazi\n",
      "creat\n",
      "creation\n",
      "creativ\n",
      "creator\n",
      "creatur\n",
      "creature\n",
      "creatures\n",
      "credit\n",
      "creepi\n",
      "crew\n",
      "cri\n",
      "crime\n",
      "crimefight\n",
      "crimes\n",
      "crimin\n",
      "criminal\n",
      "criminals\n",
      "crisi\n",
      "crisis\n",
      "critic\n",
      "crocodil\n",
      "crook\n",
      "cross\n",
      "crossdress\n",
      "crowd\n",
      "crown\n",
      "crucifixion\n",
      "cruel\n",
      "cruelti\n",
      "cruis\n",
      "crusad\n",
      "crush\n",
      "crystal\n",
      "cuba\n",
      "cubagoodingjr\n",
      "culmin\n",
      "cult\n",
      "cultfilm\n",
      "cultur\n",
      "culture\n",
      "cultureclash\n",
      "cun\n",
      "cup\n",
      "cure\n",
      "current\n",
      "curs\n",
      "curse\n",
      "curtishanson\n",
      "custodi\n",
      "custom\n",
      "cut\n",
      "cuttingthecord\n",
      "cyberpunk\n",
      "cyborg\n",
      "cynic\n",
      "dad\n",
      "daili\n",
      "dakotafan\n",
      "dale\n",
      "damag\n",
      "damon\n",
      "dan\n",
      "danaykroyd\n",
      "danc\n",
      "dancer\n",
      "danger\n",
      "daniel\n",
      "danielcraig\n",
      "danielday\n",
      "danielradcliff\n",
      "danni\n",
      "danny\n",
      "dannyboyl\n",
      "dannydevito\n",
      "dannyglov\n",
      "dare\n",
      "dark\n",
      "darkcomedi\n",
      "darkest\n",
      "darkness\n",
      "darylhannah\n",
      "dash\n",
      "date\n",
      "daughter\n",
      "daughters\n",
      "dave\n",
      "davi\n",
      "david\n",
      "davidarquett\n",
      "davidcronenberg\n",
      "davidduchovni\n",
      "davidfinch\n",
      "davidgordongreen\n",
      "davidmors\n",
      "davido\n",
      "davidschwimm\n",
      "davidspad\n",
      "davidthewli\n",
      "dawn\n",
      "daxshepard\n",
      "day\n",
      "daydream\n",
      "days\n",
      "dc\n",
      "dccomic\n",
      "dea\n",
      "dead\n",
      "deadli\n",
      "deadliest\n",
      "deaf\n",
      "deal\n",
      "dealer\n",
      "dean\n",
      "death\n",
      "deathofafriend\n",
      "deathoffath\n",
      "deathpenalti\n",
      "debt\n",
      "debut\n",
      "decad\n",
      "decapit\n",
      "deceas\n",
      "deceit\n",
      "decept\n",
      "decid\n",
      "decis\n",
      "declar\n",
      "dedic\n",
      "deed\n",
      "deep\n",
      "deeper\n",
      "deepli\n",
      "defeat\n",
      "defend\n",
      "defens\n",
      "defi\n",
      "defin\n",
      "delight\n",
      "deliv\n",
      "deliveri\n",
      "delus\n",
      "demand\n",
      "demimoor\n",
      "demon\n",
      "demonicpossess\n",
      "demons\n",
      "deni\n",
      "deniserichard\n",
      "denmark\n",
      "denni\n",
      "dennisdugan\n",
      "dennishopp\n",
      "dennisquaid\n",
      "dentist\n",
      "denzelwashington\n",
      "depart\n",
      "depend\n",
      "depict\n",
      "depress\n",
      "depth\n",
      "deputi\n",
      "derang\n",
      "derek\n",
      "derekluk\n",
      "descend\n",
      "describ\n",
      "desert\n",
      "design\n",
      "desir\n",
      "desk\n",
      "desol\n",
      "despair\n",
      "desper\n",
      "despit\n",
      "destin\n",
      "destini\n",
      "destiny\n",
      "destroy\n",
      "destroyed\n",
      "destruct\n",
      "destruction\n",
      "detect\n",
      "detective\n",
      "determin\n",
      "detroit\n",
      "devast\n",
      "develop\n",
      "devic\n",
      "devil\n",
      "deviou\n",
      "devis\n",
      "devot\n",
      "diabol\n",
      "diagnos\n",
      "dialogu\n",
      "diamond\n",
      "dian\n",
      "dianekeaton\n",
      "dianekrug\n",
      "dianelan\n",
      "diari\n",
      "dick\n",
      "dictat\n",
      "did\n",
      "didn\n",
      "die\n",
      "died\n",
      "diego\n",
      "dies\n",
      "differ\n",
      "different\n",
      "difficult\n",
      "difficulti\n",
      "dig\n",
      "dilemma\n",
      "diner\n",
      "dinner\n",
      "dinosaur\n",
      "diplomat\n",
      "dire\n",
      "direct\n",
      "director\n",
      "dirt\n",
      "dirti\n",
      "dirtycop\n",
      "disabl\n",
      "disappear\n",
      "disappears\n",
      "disast\n",
      "disaster\n",
      "disastr\n",
      "discov\n",
      "discoveri\n",
      "diseas\n",
      "disease\n",
      "disfigur\n",
      "disgrac\n",
      "disguis\n",
      "dishonesti\n",
      "disillus\n",
      "disney\n",
      "disord\n",
      "dispatch\n",
      "disrupt\n",
      "distant\n",
      "district\n",
      "distrust\n",
      "disturb\n",
      "ditch\n",
      "diva\n",
      "dive\n",
      "divid\n",
      "divis\n",
      "divorc\n",
      "divorce\n",
      "dj\n",
      "dna\n",
      "doc\n",
      "doctor\n",
      "document\n",
      "documentari\n",
      "dodg\n",
      "doe\n",
      "doesn\n",
      "dog\n",
      "doll\n",
      "dollar\n",
      "dolphin\n",
      "dolphlundgren\n",
      "domest\n",
      "domin\n",
      "don\n",
      "donaldpetri\n",
      "donaldsutherland\n",
      "doncheadl\n",
      "donnel\n",
      "doom\n",
      "doomsday\n",
      "door\n",
      "doorstep\n",
      "doppelgang\n",
      "dorothi\n",
      "doubl\n",
      "double\n",
      "doublecross\n",
      "doublelif\n",
      "doubt\n",
      "doug\n",
      "dougliman\n",
      "dr\n",
      "dracula\n",
      "drag\n",
      "dragon\n",
      "drama\n",
      "dramat\n",
      "draw\n",
      "drawn\n",
      "dread\n",
      "dream\n",
      "dreams\n",
      "dress\n",
      "drew\n",
      "drewbarrymor\n",
      "drift\n",
      "drifter\n",
      "drink\n",
      "drive\n",
      "driven\n",
      "driver\n",
      "drop\n",
      "drown\n",
      "drug\n",
      "drugabus\n",
      "drugaddict\n",
      "drugdeal\n",
      "druglord\n",
      "drugs\n",
      "drugsmuggl\n",
      "drugtraff\n",
      "drugus\n",
      "drunk\n",
      "drunken\n",
      "du\n",
      "dualident\n",
      "dub\n",
      "duck\n",
      "dude\n",
      "duel\n",
      "duke\n",
      "dump\n",
      "duo\n",
      "dure\n",
      "duringcreditssting\n",
      "dustinhoffman\n",
      "dutch\n",
      "duti\n",
      "dwarv\n",
      "dwaynejohnson\n",
      "dyinganddeath\n",
      "dylan\n",
      "dynam\n",
      "dynasti\n",
      "dysfunct\n",
      "dysfunctionalfamili\n",
      "dystopia\n",
      "dystopicfutur\n",
      "eager\n",
      "earli\n",
      "earlier\n",
      "earn\n",
      "earth\n",
      "earthquak\n",
      "easi\n",
      "easili\n",
      "east\n",
      "eat\n",
      "eccentr\n",
      "econom\n",
      "economi\n",
      "eddi\n",
      "eddiegriffin\n",
      "eddiemurphi\n",
      "edg\n",
      "edgar\n",
      "edharri\n",
      "editor\n",
      "educ\n",
      "edward\n",
      "edwardburn\n",
      "edwardnorton\n",
      "edwardzwick\n",
      "effect\n",
      "effort\n",
      "egg\n",
      "ego\n",
      "egypt\n",
      "egyptian\n",
      "el\n",
      "elabor\n",
      "elderli\n",
      "elect\n",
      "element\n",
      "eleph\n",
      "elev\n",
      "eliaskotea\n",
      "elijahwood\n",
      "elimin\n",
      "elisabethshu\n",
      "elit\n",
      "elite\n",
      "elizabeth\n",
      "elizabethbank\n",
      "ella\n",
      "ellenburstyn\n",
      "ellenpag\n",
      "elli\n",
      "elliot\n",
      "elliott\n",
      "els\n",
      "elud\n",
      "elus\n",
      "elv\n",
      "elvi\n",
      "embark\n",
      "embassi\n",
      "embroil\n",
      "emerg\n",
      "emigr\n",
      "emilehirsch\n",
      "emili\n",
      "emilyblunt\n",
      "emilymortim\n",
      "emilywatson\n",
      "emma\n",
      "emmarobert\n",
      "emmaston\n",
      "emmathompson\n",
      "emmawatson\n",
      "emot\n",
      "emperor\n",
      "empir\n",
      "empire\n",
      "employ\n",
      "employe\n",
      "employer\n",
      "enabl\n",
      "enchant\n",
      "encount\n",
      "encourag\n",
      "end\n",
      "endless\n",
      "endoftheworld\n",
      "endur\n",
      "enemi\n",
      "enemies\n",
      "enemy\n",
      "energi\n",
      "enforc\n",
      "engag\n",
      "engin\n",
      "england\n",
      "english\n",
      "enigmat\n",
      "enjoy\n",
      "enlist\n",
      "enorm\n",
      "enrol\n",
      "ensemblecast\n",
      "ensu\n",
      "ensues\n",
      "ensur\n",
      "entangl\n",
      "enter\n",
      "enterpris\n",
      "entertain\n",
      "entir\n",
      "entiti\n",
      "environ\n",
      "environment\n",
      "epic\n",
      "epidem\n",
      "episod\n",
      "equal\n",
      "era\n",
      "eric\n",
      "ericbana\n",
      "erin\n",
      "ernest\n",
      "erotic\n",
      "erupt\n",
      "escap\n",
      "escapad\n",
      "escape\n",
      "escapefromprison\n",
      "escort\n",
      "especi\n",
      "espionag\n",
      "establish\n",
      "estat\n",
      "estrang\n",
      "etern\n",
      "ethan\n",
      "ethancoen\n",
      "ethanhawk\n",
      "ethic\n",
      "eugenelevi\n",
      "europ\n",
      "european\n",
      "eva\n",
      "evacu\n",
      "evad\n",
      "evamend\n",
      "evanrachelwood\n",
      "eve\n",
      "event\n",
      "events\n",
      "eventu\n",
      "eventually\n",
      "everi\n",
      "everybodi\n",
      "everyday\n",
      "everyon\n",
      "everyth\n",
      "evid\n",
      "evil\n",
      "evolut\n",
      "evolv\n",
      "ewanmcgregor\n",
      "ex\n",
      "exact\n",
      "exactli\n",
      "exam\n",
      "examin\n",
      "exchang\n",
      "excit\n",
      "exclus\n",
      "execut\n",
      "exercis\n",
      "exhibit\n",
      "exil\n",
      "exist\n",
      "existence\n",
      "existenti\n",
      "exorc\n",
      "exot\n",
      "exoticisland\n",
      "expect\n",
      "expected\n",
      "expedit\n",
      "experi\n",
      "experienc\n",
      "experience\n",
      "experiment\n",
      "expert\n",
      "explain\n",
      "explod\n",
      "exploit\n",
      "explor\n",
      "explos\n",
      "expos\n",
      "extend\n",
      "extra\n",
      "extramaritalaffair\n",
      "extraordinari\n",
      "extraterrestri\n",
      "extraterrestrialtechnolog\n",
      "extrem\n",
      "extremeviol\n",
      "eye\n",
      "eyes\n",
      "fabl\n",
      "fac\n",
      "face\n",
      "facil\n",
      "fact\n",
      "faction\n",
      "factori\n",
      "fade\n",
      "fail\n",
      "fairi\n",
      "fairytal\n",
      "faith\n",
      "fake\n",
      "falcon\n",
      "fall\n",
      "fallen\n",
      "fallinginlov\n",
      "fals\n",
      "falseident\n",
      "falselyaccus\n",
      "fame\n",
      "famili\n",
      "families\n",
      "family\n",
      "familyconflict\n",
      "familyrelationship\n",
      "famkejanssen\n",
      "famou\n",
      "famous\n",
      "fan\n",
      "fanat\n",
      "fangvamp\n",
      "fans\n",
      "fantasi\n",
      "fantast\n",
      "fantasyworld\n",
      "far\n",
      "farewel\n",
      "farm\n",
      "farmer\n",
      "fascin\n",
      "fashion\n",
      "fast\n",
      "faster\n",
      "fat\n",
      "fatal\n",
      "fate\n",
      "father\n",
      "fatherdaughterrelationship\n",
      "fathersonrelationship\n",
      "favor\n",
      "favorit\n",
      "fbi\n",
      "fbiagent\n",
      "fear\n",
      "fearless\n",
      "fearsom\n",
      "featur\n",
      "fed\n",
      "feder\n",
      "feed\n",
      "feel\n",
      "feet\n",
      "fellow\n",
      "femal\n",
      "female\n",
      "femalecorps\n",
      "femalefriendship\n",
      "femalenud\n",
      "femaleprotagonist\n",
      "fend\n",
      "festiv\n",
      "festival\n",
      "fetish\n",
      "feud\n",
      "fi\n",
      "fiance\n",
      "fiancé\n",
      "fiction\n",
      "fictionalplac\n",
      "field\n",
      "fierc\n",
      "fifth\n",
      "fight\n",
      "fighter\n",
      "figur\n",
      "fil\n",
      "file\n",
      "film\n",
      "filmdirector\n",
      "filmmak\n",
      "filmproduc\n",
      "films\n",
      "final\n",
      "financ\n",
      "financi\n",
      "fine\n",
      "finish\n",
      "finn\n",
      "firemen\n",
      "firework\n",
      "firm\n",
      "firsttim\n",
      "fish\n",
      "fisherman\n",
      "fishoutofwat\n",
      "fistfight\n",
      "fit\n",
      "fix\n",
      "flame\n",
      "flash\n",
      "flashback\n",
      "flat\n",
      "flee\n",
      "flesh\n",
      "fli\n",
      "flight\n",
      "fling\n",
      "flint\n",
      "flirt\n",
      "flood\n",
      "florida\n",
      "florist\n",
      "flower\n",
      "flyingsauc\n",
      "focu\n",
      "focus\n",
      "foe\n",
      "foil\n",
      "foley\n",
      "folk\n",
      "follow\n",
      "food\n",
      "foot\n",
      "footag\n",
      "footbal\n",
      "footchas\n",
      "forbidden\n",
      "forbiddenlov\n",
      "forc\n",
      "force\n",
      "forces\n",
      "ford\n",
      "foreign\n",
      "forest\n",
      "forestwhitak\n",
      "forev\n",
      "forever\n",
      "forg\n",
      "forget\n",
      "forgiv\n",
      "form\n",
      "formid\n",
      "formula\n",
      "fort\n",
      "fortun\n",
      "fortune\n",
      "fortunetel\n",
      "forward\n",
      "foster\n",
      "fought\n",
      "foundfootag\n",
      "fourth\n",
      "fox\n",
      "frame\n",
      "franc\n",
      "france\n",
      "francisco\n",
      "francisfordcoppola\n",
      "frank\n",
      "frankcoraci\n",
      "frankenstein\n",
      "franki\n",
      "frankoz\n",
      "frantic\n",
      "fratern\n",
      "fraud\n",
      "freak\n",
      "fred\n",
      "freddi\n",
      "freddieprinzejr\n",
      "free\n",
      "freedom\n",
      "freeman\n",
      "freez\n",
      "french\n",
      "frequent\n",
      "fresh\n",
      "freshman\n",
      "friend\n",
      "friendli\n",
      "friends\n",
      "friendship\n",
      "frighten\n",
      "frog\n",
      "fromragstorich\n",
      "frontier\n",
      "frozen\n",
      "frustrat\n",
      "fu\n",
      "fuel\n",
      "fugit\n",
      "fulfil\n",
      "fulli\n",
      "fun\n",
      "fund\n",
      "funer\n",
      "funeral\n",
      "furiou\n",
      "futur\n",
      "future\n",
      "futurist\n",
      "fword\n",
      "ga\n",
      "gabriel\n",
      "gabrielbyrn\n",
      "gadget\n",
      "gaelgarcíabern\n",
      "gain\n",
      "galaxi\n",
      "galaxy\n",
      "gambl\n",
      "gambler\n",
      "game\n",
      "games\n",
      "gandhi\n",
      "gang\n",
      "gangs\n",
      "gangster\n",
      "gangsterboss\n",
      "gangwar\n",
      "garag\n",
      "garden\n",
      "garfield\n",
      "gari\n",
      "garrymarshal\n",
      "garygray\n",
      "garyoldman\n",
      "garysinis\n",
      "gasstat\n",
      "gate\n",
      "gather\n",
      "gave\n",
      "gay\n",
      "gayinterest\n",
      "gayrelationship\n",
      "genehackman\n",
      "gener\n",
      "general\n",
      "generation\n",
      "genet\n",
      "geniu\n",
      "genius\n",
      "gentl\n",
      "geoffreyrush\n",
      "georg\n",
      "george\n",
      "georgea\n",
      "georgeclooney\n",
      "georgemil\n",
      "georgia\n",
      "gerardbutl\n",
      "german\n",
      "germani\n",
      "germany\n",
      "getaway\n",
      "ghetto\n",
      "ghost\n",
      "giant\n",
      "giantrobot\n",
      "gift\n",
      "gig\n",
      "girl\n",
      "girlfriend\n",
      "girls\n",
      "given\n",
      "glamor\n",
      "glass\n",
      "glennclos\n",
      "global\n",
      "globe\n",
      "glori\n",
      "goal\n",
      "god\n",
      "goe\n",
      "gold\n",
      "golden\n",
      "golf\n",
      "gone\n",
      "good\n",
      "goodvsevil\n",
      "gordon\n",
      "gore\n",
      "goreverbinski\n",
      "gorgeou\n",
      "gorilla\n",
      "gossip\n",
      "got\n",
      "gotham\n",
      "gothamc\n",
      "gotten\n",
      "govern\n",
      "government\n",
      "governor\n",
      "grace\n",
      "grad\n",
      "grade\n",
      "gradual\n",
      "graduat\n",
      "grand\n",
      "grandfath\n",
      "grandfather\n",
      "grandmoth\n",
      "grandmother\n",
      "grant\n",
      "graphic\n",
      "grasp\n",
      "grave\n",
      "great\n",
      "greater\n",
      "greatest\n",
      "greec\n",
      "greed\n",
      "greedi\n",
      "greek\n",
      "green\n",
      "greg\n",
      "gregkinnear\n",
      "gregorypeck\n",
      "grew\n",
      "grief\n",
      "griev\n",
      "griffin\n",
      "grim\n",
      "grip\n",
      "grisli\n",
      "ground\n",
      "group\n",
      "groupoffriend\n",
      "grow\n",
      "growingup\n",
      "grown\n",
      "gruesom\n",
      "gu\n",
      "guard\n",
      "guardian\n",
      "guerrilla\n",
      "guest\n",
      "guid\n",
      "guilt\n",
      "guitar\n",
      "gun\n",
      "gunfight\n",
      "gunman\n",
      "gunsling\n",
      "guru\n",
      "gusvans\n",
      "guy\n",
      "guypearc\n",
      "guyritchi\n",
      "guys\n",
      "gwynethpaltrow\n",
      "gym\n",
      "gypsi\n",
      "ha\n",
      "hack\n",
      "hacker\n",
      "hair\n",
      "haleyjoelos\n",
      "half\n",
      "hall\n",
      "halleberri\n",
      "halloween\n",
      "hallucin\n",
      "han\n",
      "hand\n",
      "handl\n",
      "hands\n",
      "handsom\n",
      "handtohandcombat\n",
      "hang\n",
      "hangov\n",
      "hannah\n",
      "hansel\n",
      "hapless\n",
      "happen\n",
      "happens\n",
      "happi\n",
      "happili\n",
      "happiness\n",
      "happy\n",
      "hara\n",
      "harass\n",
      "harbor\n",
      "hard\n",
      "harder\n",
      "harlem\n",
      "harmoni\n",
      "harold\n",
      "haroldrami\n",
      "harri\n",
      "harriet\n",
      "harrison\n",
      "harrisonford\n",
      "harrow\n",
      "harry\n",
      "harsh\n",
      "hart\n",
      "harvard\n",
      "harvey\n",
      "harveykeitel\n",
      "hasn\n",
      "hatch\n",
      "hate\n",
      "hatr\n",
      "haunt\n",
      "hauntedhous\n",
      "haven\n",
      "havoc\n",
      "hawaii\n",
      "haydenchristensen\n",
      "haze\n",
      "head\n",
      "headlin\n",
      "heal\n",
      "health\n",
      "hear\n",
      "heard\n",
      "heart\n",
      "heartattack\n",
      "heartbreak\n",
      "heat\n",
      "heather\n",
      "heathergraham\n",
      "heathledg\n",
      "heaven\n",
      "heavi\n",
      "heavili\n",
      "heavymet\n",
      "height\n",
      "heir\n",
      "heiress\n",
      "heist\n",
      "held\n",
      "helen\n",
      "helenabonhamcart\n",
      "helenhunt\n",
      "helenmirren\n",
      "helicopt\n",
      "hell\n",
      "help\n",
      "henchmen\n",
      "henri\n",
      "hero\n",
      "heroes\n",
      "heroic\n",
      "heroin\n",
      "heroism\n",
      "hi\n",
      "hidden\n",
      "hiddencamera\n",
      "hide\n",
      "high\n",
      "higher\n",
      "highest\n",
      "highland\n",
      "highli\n",
      "highschool\n",
      "highschoolsport\n",
      "highschoolstud\n",
      "highway\n",
      "hijack\n",
      "hike\n",
      "hilari\n",
      "hilaryduff\n",
      "hilaryswank\n",
      "hill\n",
      "himalaya\n",
      "hip\n",
      "hippi\n",
      "hire\n",
      "histor\n",
      "histori\n",
      "historicalfigur\n",
      "history\n",
      "hit\n",
      "hitch\n",
      "hitchhik\n",
      "hitman\n",
      "ho\n",
      "hobbit\n",
      "hockey\n",
      "hold\n",
      "hole\n",
      "holi\n",
      "holiday\n",
      "holli\n",
      "hollywood\n",
      "home\n",
      "homeinvas\n",
      "homeland\n",
      "homeless\n",
      "homelessperson\n",
      "hometown\n",
      "homicid\n",
      "homophobia\n",
      "homosexu\n",
      "honey\n",
      "honeymoon\n",
      "hong\n",
      "hongkong\n",
      "honor\n",
      "hood\n",
      "hoodlum\n",
      "hook\n",
      "hop\n",
      "hope\n",
      "hopedavi\n",
      "hopelessli\n",
      "hopper\n",
      "hord\n",
      "horribl\n",
      "horrif\n",
      "horrifi\n",
      "horror\n",
      "hors\n",
      "horsebackrid\n",
      "horserac\n",
      "hospit\n",
      "hospital\n",
      "host\n",
      "hostag\n",
      "hostage\n",
      "hostil\n",
      "hot\n",
      "hotel\n",
      "hotelroom\n",
      "hotshot\n",
      "hour\n",
      "hous\n",
      "house\n",
      "household\n",
      "housewif\n",
      "howard\n",
      "howev\n",
      "hud\n",
      "huge\n",
      "hugh\n",
      "hughgrant\n",
      "hughjackman\n",
      "human\n",
      "humananimalrelationship\n",
      "humanity\n",
      "humankind\n",
      "humans\n",
      "humili\n",
      "humor\n",
      "hundr\n",
      "hunger\n",
      "hungri\n",
      "hunt\n",
      "hunter\n",
      "hunters\n",
      "hurrican\n",
      "hurt\n",
      "husband\n",
      "hustler\n",
      "hypnosi\n",
      "hypnot\n",
      "hyster\n",
      "hyun\n",
      "ianmckellen\n",
      "ice\n",
      "icecub\n",
      "icon\n",
      "idea\n",
      "ideal\n",
      "idealist\n",
      "ident\n",
      "identity\n",
      "idol\n",
      "idyl\n",
      "ignit\n",
      "ignor\n",
      "ii\n",
      "iii\n",
      "il\n",
      "ill\n",
      "illeg\n",
      "illegaldrug\n",
      "illegalimmigr\n",
      "illegalprostitut\n",
      "illness\n",
      "illus\n",
      "illustr\n",
      "imag\n",
      "imagin\n",
      "imaginari\n",
      "imagined\n",
      "imax\n",
      "immedi\n",
      "immens\n",
      "immigr\n",
      "immort\n",
      "impact\n",
      "imperi\n",
      "imperson\n",
      "implic\n",
      "import\n",
      "imposs\n",
      "impostor\n",
      "impress\n",
      "imprison\n",
      "inadvert\n",
      "incest\n",
      "incid\n",
      "includ\n",
      "increas\n",
      "increasingli\n",
      "incred\n",
      "independ\n",
      "independentfilm\n",
      "indi\n",
      "india\n",
      "indian\n",
      "indiana\n",
      "indianlead\n",
      "individu\n",
      "industri\n",
      "industry\n",
      "inevit\n",
      "inexplic\n",
      "infam\n",
      "infant\n",
      "infect\n",
      "infidel\n",
      "infiltr\n",
      "influenc\n",
      "inform\n",
      "inhabit\n",
      "inherit\n",
      "initi\n",
      "inject\n",
      "injur\n",
      "injuri\n",
      "inmat\n",
      "inner\n",
      "innoc\n",
      "insan\n",
      "insecur\n",
      "insid\n",
      "insight\n",
      "insist\n",
      "insomnia\n",
      "inspector\n",
      "inspir\n",
      "instal\n",
      "instant\n",
      "instantli\n",
      "instead\n",
      "instinct\n",
      "institut\n",
      "institution\n",
      "instructor\n",
      "insur\n",
      "insurg\n",
      "intellig\n",
      "intend\n",
      "intens\n",
      "intent\n",
      "intergalact\n",
      "intern\n",
      "internet\n",
      "interpret\n",
      "interrog\n",
      "interspeciesrom\n",
      "intertwin\n",
      "interview\n",
      "intim\n",
      "intoler\n",
      "intrigu\n",
      "introduc\n",
      "invad\n",
      "invas\n",
      "invent\n",
      "inventor\n",
      "invest\n",
      "investig\n",
      "investigate\n",
      "invis\n",
      "invit\n",
      "involv\n",
      "iowa\n",
      "ira\n",
      "iran\n",
      "iranian\n",
      "iraq\n",
      "iraqwar\n",
      "ireland\n",
      "irish\n",
      "iron\n",
      "islam\n",
      "island\n",
      "isn\n",
      "isol\n",
      "isra\n",
      "israel\n",
      "issu\n",
      "itali\n",
      "italian\n",
      "ivanreitman\n",
      "jack\n",
      "jackass\n",
      "jackblack\n",
      "jacki\n",
      "jackiechan\n",
      "jacknicholson\n",
      "jackson\n",
      "jacob\n",
      "jadapinkettsmith\n",
      "jade\n",
      "jail\n",
      "jake\n",
      "jakegyllenha\n",
      "jamaica\n",
      "jame\n",
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      "jamescaan\n",
      "jamescameron\n",
      "jamesfranco\n",
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      "jamesmangold\n",
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      "jameswan\n",
      "jameswood\n",
      "jami\n",
      "jamie\n",
      "jamiefoxx\n",
      "jamieleecurti\n",
      "jan\n",
      "jane\n",
      "janitor\n",
      "japan\n",
      "japanes\n",
      "jaredleto\n",
      "jason\n",
      "jasonbateman\n",
      "jasonbigg\n",
      "jasonle\n",
      "jasonschwartzman\n",
      "jasonsegel\n",
      "jasonstatham\n",
      "javierbardem\n",
      "jay\n",
      "jaychandrasekhar\n",
      "jayroach\n",
      "jazz\n",
      "jealousi\n",
      "jean\n",
      "jeanreno\n",
      "jedi\n",
      "jeff\n",
      "jeffbridg\n",
      "jeffdaniel\n",
      "jeffgoldblum\n",
      "jeffreywright\n",
      "jennif\n",
      "jenniferaniston\n",
      "jenniferconnelli\n",
      "jennifergarn\n",
      "jenniferjasonleigh\n",
      "jenniferlawr\n",
      "jenniferlopez\n",
      "jenniferlovehewitt\n",
      "jeremyiron\n",
      "jeremyrenn\n",
      "jerri\n",
      "jersey\n",
      "jerusalem\n",
      "jess\n",
      "jessebradford\n",
      "jesseeisenberg\n",
      "jessica\n",
      "jessicaalba\n",
      "jessicabiel\n",
      "jessicachastain\n",
      "jesu\n",
      "jesus\n",
      "jesuschrist\n",
      "jetli\n",
      "jew\n",
      "jewel\n",
      "jewish\n",
      "jigsaw\n",
      "jill\n",
      "jim\n",
      "jimbroadb\n",
      "jimcarrey\n",
      "jimcaviezel\n",
      "jimmi\n",
      "jimmy\n",
      "jin\n",
      "joanallen\n",
      "joancusack\n",
      "joaquinphoenix\n",
      "job\n",
      "jobinterview\n",
      "jock\n",
      "jodiefost\n",
      "joe\n",
      "joedant\n",
      "joel\n",
      "joelcoen\n",
      "joeledgerton\n",
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      "joepesci\n",
      "joey\n",
      "john\n",
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      "johncarpent\n",
      "johncusack\n",
      "johngoodman\n",
      "johnhurt\n",
      "johnkrasinski\n",
      "johnleguizamo\n",
      "johnmalkovich\n",
      "johnmctiernan\n",
      "johnni\n",
      "johnny\n",
      "johnnydepp\n",
      "johnnyknoxvil\n",
      "johnsingleton\n",
      "johnson\n",
      "johntravolta\n",
      "johnturturro\n",
      "johnwoo\n",
      "join\n",
      "jon\n",
      "jonahhil\n",
      "jonathan\n",
      "jonathanfrak\n",
      "jonathanrhysmey\n",
      "jone\n",
      "jones\n",
      "jonfavreau\n",
      "jonvoight\n",
      "jordan\n",
      "joseph\n",
      "josephgordon\n",
      "josh\n",
      "joshbrolin\n",
      "joshhartnett\n",
      "joshhutcherson\n",
      "journal\n",
      "journalist\n",
      "journey\n",
      "joy\n",
      "jr\n",
      "juan\n",
      "judelaw\n",
      "judg\n",
      "judidench\n",
      "juli\n",
      "julia\n",
      "julian\n",
      "juliannemoor\n",
      "juliarobert\n",
      "juliastil\n",
      "julie\n",
      "jump\n",
      "jungl\n",
      "jungle\n",
      "junior\n",
      "junki\n",
      "just\n",
      "justic\n",
      "justice\n",
      "justinlong\n",
      "justintimberlak\n",
      "kansa\n",
      "karat\n",
      "karen\n",
      "karlurban\n",
      "kat\n",
      "kate\n",
      "katebeckinsal\n",
      "katebosworth\n",
      "katehudson\n",
      "katemara\n",
      "katewinslet\n",
      "katherin\n",
      "katherineheigl\n",
      "kathi\n",
      "kathyb\n",
      "kati\n",
      "katieholm\n",
      "katniss\n",
      "kay\n",
      "keanureev\n",
      "keiraknightley\n",
      "kelli\n",
      "kelly\n",
      "kellypreston\n",
      "ken\n",
      "kennethbranagh\n",
      "kermit\n",
      "kevin\n",
      "kevinbacon\n",
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      "kevinhart\n",
      "kevinjam\n",
      "kevinklin\n",
      "kevinsmith\n",
      "kevinspacey\n",
      "key\n",
      "kgb\n",
      "khan\n",
      "kick\n",
      "kid\n",
      "kidnap\n",
      "kidnapp\n",
      "kidnapped\n",
      "kids\n",
      "kidsandfamili\n",
      "kiefersutherland\n",
      "kill\n",
      "killed\n",
      "killer\n",
      "killerrobot\n",
      "killers\n",
      "kim\n",
      "kimbasing\n",
      "kind\n",
      "king\n",
      "kingdom\n",
      "kingpin\n",
      "kirk\n",
      "kirstendunst\n",
      "kiss\n",
      "kit\n",
      "kitchen\n",
      "knew\n",
      "knife\n",
      "knight\n",
      "knit\n",
      "knock\n",
      "know\n",
      "knowledg\n",
      "known\n",
      "kong\n",
      "korea\n",
      "korean\n",
      "kowalski\n",
      "kriskristofferson\n",
      "kristenbel\n",
      "kristenstewart\n",
      "kristenwiig\n",
      "kristinscottthoma\n",
      "krueger\n",
      "kung\n",
      "kungfu\n",
      "kurt\n",
      "kurtrussel\n",
      "kyle\n",
      "la\n",
      "lab\n",
      "labor\n",
      "laboratori\n",
      "lac\n",
      "lack\n",
      "ladi\n",
      "ladies\n",
      "ladykil\n",
      "laid\n",
      "lake\n",
      "lanawachowski\n",
      "land\n",
      "landscap\n",
      "lane\n",
      "languag\n",
      "lapd\n",
      "larg\n",
      "larger\n",
      "largest\n",
      "larri\n",
      "laser\n",
      "lasergun\n",
      "lassehallström\n",
      "lasvega\n",
      "late\n",
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      "latest\n",
      "laugh\n",
      "launch\n",
      "laura\n",
      "lauralinney\n",
      "laurencefishburn\n",
      "lavish\n",
      "law\n",
      "lawman\n",
      "lawrenc\n",
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      "leader\n",
      "leadership\n",
      "leagu\n",
      "learn\n",
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      "leg\n",
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      "legendari\n",
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      "lenaheadey\n",
      "length\n",
      "leo\n",
      "leon\n",
      "leonardnimoy\n",
      "leonardodicaprio\n",
      "lesbian\n",
      "lesbianrelationship\n",
      "lesliemann\n",
      "leslienielsen\n",
      "lesson\n",
      "let\n",
      "lethal\n",
      "letter\n",
      "level\n",
      "levitt\n",
      "lewi\n",
      "lgbt\n",
      "li\n",
      "liaison\n",
      "liamneeson\n",
      "liar\n",
      "liber\n",
      "lie\n",
      "lieuten\n",
      "lievschreib\n",
      "lif\n",
      "life\n",
      "lifeanddeath\n",
      "lifelong\n",
      "lifestyl\n",
      "lifetim\n",
      "lift\n",
      "light\n",
      "lightn\n",
      "lik\n",
      "like\n",
      "lili\n",
      "lillywachowski\n",
      "limit\n",
      "lincoln\n",
      "linda\n",
      "lindsaylohan\n",
      "line\n",
      "lines\n",
      "link\n",
      "lion\n",
      "lisa\n",
      "lisakudrow\n",
      "list\n",
      "listen\n",
      "liter\n",
      "literatur\n",
      "littl\n",
      "littleboy\n",
      "live\n",
      "lives\n",
      "living\n",
      "lizzi\n",
      "ll\n",
      "lloyd\n",
      "lo\n",
      "loan\n",
      "local\n",
      "locat\n",
      "lock\n",
      "logan\n",
      "loganlerman\n",
      "lola\n",
      "london\n",
      "londonengland\n",
      "lone\n",
      "loneli\n",
      "loner\n",
      "lonewolf\n",
      "long\n",
      "longer\n",
      "longtim\n",
      "look\n",
      "loop\n",
      "loos\n",
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      "loot\n",
      "lord\n",
      "losangel\n",
      "lose\n",
      "loser\n",
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      "lossofbroth\n",
      "lossofchild\n",
      "lossoffamili\n",
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      "lossofhusband\n",
      "lossoflov\n",
      "lossofmoth\n",
      "lossofpar\n",
      "lossofson\n",
      "lost\n",
      "lot\n",
      "lotteri\n",
      "lou\n",
      "loui\n",
      "louisiana\n",
      "lov\n",
      "lovabl\n",
      "love\n",
      "loveatfirstsight\n",
      "loveless\n",
      "lovelett\n",
      "loveofone\n",
      "lover\n",
      "loves\n",
      "lovesick\n",
      "lovetriangl\n",
      "low\n",
      "loyal\n",
      "loyalti\n",
      "lt\n",
      "luca\n",
      "luci\n",
      "luck\n",
      "lucki\n",
      "lucy\n",
      "lucyliu\n",
      "luke\n",
      "lukewilson\n",
      "lure\n",
      "lurk\n",
      "lust\n",
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      "ma\n",
      "machin\n",
      "machine\n",
      "machinegun\n",
      "maci\n",
      "mad\n",
      "madam\n",
      "madea\n",
      "madison\n",
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      "madonna\n",
      "mafia\n",
      "magazin\n",
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      "maggie\n",
      "magic\n",
      "magician\n",
      "maid\n",
      "mail\n",
      "main\n",
      "maintain\n",
      "major\n",
      "mak\n",
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      "malcolm\n",
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      "male\n",
      "malefemalerelationship\n",
      "malefriendship\n",
      "malenud\n",
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      "mandymoor\n",
      "manhattan\n",
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      "mankind\n",
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      "mansion\n",
      "manufactur\n",
      "manvsmachin\n",
      "map\n",
      "mar\n",
      "marcforst\n",
      "march\n",
      "marcu\n",
      "mari\n",
      "maria\n",
      "mariabello\n",
      "marijuana\n",
      "marin\n",
      "marisatomei\n",
      "mark\n",
      "markduplass\n",
      "market\n",
      "markruffalo\n",
      "markstrong\n",
      "markwahlberg\n",
      "marlonbrando\n",
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      "marri\n",
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      "marriagecrisi\n",
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      "married\n",
      "marriedcoupl\n",
      "marsh\n",
      "marshal\n",
      "martha\n",
      "marti\n",
      "martial\n",
      "martialart\n",
      "martian\n",
      "martin\n",
      "martincampbel\n",
      "martinfreeman\n",
      "martinlawr\n",
      "martinscorses\n",
      "marvelcinematicunivers\n",
      "marvelcom\n",
      "mary\n",
      "marymccormack\n",
      "mask\n",
      "maskedkil\n",
      "mass\n",
      "massacr\n",
      "massiv\n",
      "massmurd\n",
      "master\n",
      "mastermind\n",
      "masturb\n",
      "match\n",
      "mate\n",
      "materi\n",
      "mathemat\n",
      "mathematician\n",
      "matrix\n",
      "matt\n",
      "mattdamon\n",
      "mattdillon\n",
      "matter\n",
      "matteroflifeanddeath\n",
      "matthew\n",
      "matthewbroderick\n",
      "matthewlillard\n",
      "matthewmcconaughey\n",
      "maverick\n",
      "max\n",
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      "mayhem\n",
      "mayor\n",
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      "mccall\n",
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      "mean\n",
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      "melissa\n",
      "melvin\n",
      "member\n",
      "members\n",
      "memoir\n",
      "memori\n",
      "memoryloss\n",
      "men\n",
      "menac\n",
      "mental\n",
      "mentalil\n",
      "mentallydis\n",
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      "mephisto\n",
      "mercenari\n",
      "merchant\n",
      "merciless\n",
      "mere\n",
      "mermaid\n",
      "merylstreep\n",
      "messag\n",
      "met\n",
      "metal\n",
      "meteor\n",
      "method\n",
      "metro\n",
      "mexican\n",
      "mexicanstandoff\n",
      "mexico\n",
      "mia\n",
      "miami\n",
      "michael\n",
      "michaelangarano\n",
      "michaelbay\n",
      "michaelcain\n",
      "michaeldougla\n",
      "michaelfassbend\n",
      "michaelj\n",
      "michaelkeaton\n",
      "michaelmoor\n",
      "michaelshannon\n",
      "michaelsheen\n",
      "michel\n",
      "michellemonaghan\n",
      "michellepfeiff\n",
      "michellerodriguez\n",
      "michigan\n",
      "mickey\n",
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      "mid\n",
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      "middle\n",
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      "middleeast\n",
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      "mind\n",
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      "minnesota\n",
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      "miracl\n",
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      "misadventur\n",
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      "mischiev\n",
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      "misogynist\n",
      "miss\n",
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      "missing\n",
      "missingperson\n",
      "mission\n",
      "missionari\n",
      "missionofmurd\n",
      "mississippi\n",
      "missouri\n",
      "mistak\n",
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      "modern\n",
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      "money\n",
      "monica\n",
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      "montreal\n",
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      "mother\n",
      "motherdaughterrelationship\n",
      "motherrol\n",
      "mothersonrelationship\n",
      "motion\n",
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      "motor\n",
      "motorcycl\n",
      "mount\n",
      "mountain\n",
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      "mous\n",
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      "movement\n",
      "movi\n",
      "movie\n",
      "movieinmovi\n",
      "movies\n",
      "moviestar\n",
      "mr\n",
      "multi\n",
      "multipl\n",
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      "mumblecor\n",
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      "murdered\n",
      "murderer\n",
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      "muse\n",
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      "music\n",
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      "narnia\n",
      "narrat\n",
      "nasa\n",
      "nasti\n",
      "natalieportman\n",
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      "nation\n",
      "nativ\n",
      "nativeamerican\n",
      "natur\n",
      "naturaldisast\n",
      "nature\n",
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      "navys\n",
      "nazi\n",
      "nazigermani\n",
      "nba\n",
      "near\n",
      "nearbi\n",
      "nearli\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "necessari\n",
      "need\n",
      "nefari\n",
      "negoti\n",
      "neighbor\n",
      "neighborhood\n",
      "neil\n",
      "neiljordan\n",
      "nelson\n",
      "nemesi\n",
      "nemesis\n",
      "neo\n",
      "nephew\n",
      "nerd\n",
      "nerdi\n",
      "netherland\n",
      "network\n",
      "nevada\n",
      "nevecampbel\n",
      "new\n",
      "newborn\n",
      "newcom\n",
      "newfound\n",
      "newident\n",
      "newjersey\n",
      "newli\n",
      "newlov\n",
      "newlyw\n",
      "newmexico\n",
      "news\n",
      "newspap\n",
      "newyear\n",
      "newyork\n",
      "newyorkc\n",
      "nialong\n",
      "nice\n",
      "nick\n",
      "nicknolt\n",
      "nicol\n",
      "nicolascag\n",
      "nicolekidman\n",
      "niec\n",
      "niece\n",
      "night\n",
      "nightclub\n",
      "nightlif\n",
      "nightmar\n",
      "nightmare\n",
      "nightshyamalan\n",
      "nightstand\n",
      "ninja\n",
      "noah\n",
      "nobl\n",
      "nobodi\n",
      "noir\n",
      "nomad\n",
      "non\n",
      "normal\n",
      "norman\n",
      "north\n",
      "northern\n",
      "nose\n",
      "note\n",
      "noth\n",
      "notic\n",
      "notori\n",
      "novel\n",
      "novelist\n",
      "nowher\n",
      "nuclear\n",
      "nuclearmissil\n",
      "nuditi\n",
      "number\n",
      "numberintitl\n",
      "numer\n",
      "nun\n",
      "nurs\n",
      "nypd\n",
      "object\n",
      "observ\n",
      "obsess\n",
      "obsession\n",
      "obstacl\n",
      "obtain\n",
      "occasion\n",
      "occult\n",
      "occup\n",
      "occupi\n",
      "occur\n",
      "ocean\n",
      "odd\n",
      "oddbal\n",
      "odds\n",
      "odyssey\n",
      "offer\n",
      "offic\n",
      "officer\n",
      "offici\n",
      "ogr\n",
      "ohio\n",
      "oil\n",
      "old\n",
      "older\n",
      "oliv\n",
      "oliverston\n",
      "olivia\n",
      "oliviawild\n",
      "olymp\n",
      "olympicgam\n",
      "omar\n",
      "onc\n",
      "onli\n",
      "onlin\n",
      "ontherun\n",
      "open\n",
      "oper\n",
      "opera\n",
      "operation\n",
      "opportun\n",
      "oppos\n",
      "opposit\n",
      "oppositesattract\n",
      "oppress\n",
      "orc\n",
      "orchestr\n",
      "order\n",
      "ordinari\n",
      "oregon\n",
      "organ\n",
      "organization\n",
      "organizedcrim\n",
      "origin\n",
      "orlandobloom\n",
      "orlean\n",
      "orphan\n",
      "orphanag\n",
      "orphanage\n",
      "oscar\n",
      "oscaraward\n",
      "oscarisaac\n",
      "otherworldli\n",
      "outback\n",
      "outbreak\n",
      "outcast\n",
      "outerspac\n",
      "outlaw\n",
      "outrag\n",
      "outsid\n",
      "outwit\n",
      "overcom\n",
      "overrun\n",
      "overthrow\n",
      "overwhelm\n",
      "owenwilson\n",
      "owl\n",
      "owner\n",
      "oxford\n",
      "oz\n",
      "pacif\n",
      "pack\n",
      "packag\n",
      "pact\n",
      "pageant\n",
      "paid\n",
      "pain\n",
      "paint\n",
      "painter\n",
      "pair\n",
      "pal\n",
      "palac\n",
      "pam\n",
      "pan\n",
      "pandora\n",
      "panic\n",
      "panther\n",
      "paper\n",
      "parallel\n",
      "parallelworld\n",
      "paranoia\n",
      "paranoid\n",
      "paranorm\n",
      "parent\n",
      "parents\n",
      "parentskidsrelationship\n",
      "pari\n",
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      "parisian\n",
      "park\n",
      "parker\n",
      "parodi\n",
      "parol\n",
      "parrish\n",
      "parti\n",
      "particip\n",
      "particularli\n",
      "parties\n",
      "partner\n",
      "partners\n",
      "partnership\n",
      "party\n",
      "pass\n",
      "passeng\n",
      "passion\n",
      "past\n",
      "pastor\n",
      "path\n",
      "patient\n",
      "patriarch\n",
      "patriciaarquett\n",
      "patrick\n",
      "patrickstewart\n",
      "patrickwilson\n",
      "patriot\n",
      "patrol\n",
      "paul\n",
      "paulapatton\n",
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      "paulgreengrass\n",
      "paulnewman\n",
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      "paulwalk\n",
      "paulweitz\n",
      "pawn\n",
      "pay\n",
      "peac\n",
      "peace\n",
      "pearl\n",
      "peasant\n",
      "pedophilia\n",
      "penguin\n",
      "penn\n",
      "pennsylvania\n",
      "penélopecruz\n",
      "peopl\n",
      "people\n",
      "perfect\n",
      "perform\n",
      "perhap\n",
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      "period\n",
      "perioddrama\n",
      "perry\n",
      "persian\n",
      "person\n",
      "persuad\n",
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      "pet\n",
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      "peterberg\n",
      "peterfarrelli\n",
      "peterjackson\n",
      "petersarsgaard\n",
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      "phantom\n",
      "phil\n",
      "philadelphia\n",
      "philipseymourhoffman\n",
      "phillipnoyc\n",
      "philosoph\n",
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      "phone\n",
      "photo\n",
      "photograph\n",
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      "physic\n",
      "pianist\n",
      "piano\n",
      "picard\n",
      "pick\n",
      "pictur\n",
      "picture\n",
      "piec\n",
      "piercebrosnan\n",
      "pierr\n",
      "pig\n",
      "pilot\n",
      "pimp\n",
      "pink\n",
      "pinocchio\n",
      "piperperabo\n",
      "pirat\n",
      "pistol\n",
      "pit\n",
      "pitch\n",
      "place\n",
      "plagu\n",
      "plan\n",
      "plane\n",
      "planet\n",
      "plannedmurd\n",
      "plans\n",
      "plant\n",
      "plantat\n",
      "play\n",
      "playboy\n",
      "player\n",
      "playground\n",
      "playwright\n",
      "pleasur\n",
      "pledg\n",
      "plenti\n",
      "plot\n",
      "plung\n",
      "po\n",
      "poet\n",
      "poetri\n",
      "point\n",
      "poison\n",
      "poker\n",
      "polar\n",
      "polic\n",
      "police\n",
      "policebrut\n",
      "policechas\n",
      "policeman\n",
      "policeoffic\n",
      "policeoper\n",
      "polit\n",
      "politician\n",
      "polli\n",
      "pool\n",
      "poor\n",
      "pop\n",
      "popstar\n",
      "popul\n",
      "popular\n",
      "porn\n",
      "pornographi\n",
      "port\n",
      "portal\n",
      "porter\n",
      "portrait\n",
      "portray\n",
      "pose\n",
      "posit\n",
      "possess\n",
      "possibl\n",
      "post\n",
      "posttraumaticstressdisord\n",
      "pot\n",
      "potenti\n",
      "potter\n",
      "pound\n",
      "poverti\n",
      "pow\n",
      "power\n",
      "poweroutag\n",
      "powers\n",
      "practic\n",
      "prank\n",
      "prayer\n",
      "pre\n",
      "preacher\n",
      "preciou\n",
      "predat\n",
      "predict\n",
      "prefer\n",
      "pregnanc\n",
      "pregnancyandbirth\n",
      "pregnant\n",
      "prehistor\n",
      "prejudic\n",
      "premonit\n",
      "prepar\n",
      "prequel\n",
      "presenc\n",
      "present\n",
      "presid\n",
      "president\n",
      "presidenti\n",
      "presidentialelect\n",
      "press\n",
      "pressur\n",
      "prestigi\n",
      "presum\n",
      "pretend\n",
      "pretti\n",
      "prevent\n",
      "previou\n",
      "prey\n",
      "price\n",
      "priceless\n",
      "pride\n",
      "priest\n",
      "prime\n",
      "princ\n",
      "prince\n",
      "princess\n",
      "princip\n",
      "principl\n",
      "prison\n",
      "prisonersofwar\n",
      "privat\n",
      "privatedetect\n",
      "privileg\n",
      "prize\n",
      "pro\n",
      "problem\n",
      "problems\n",
      "process\n",
      "prodigi\n",
      "produc\n",
      "product\n",
      "production\n",
      "profession\n",
      "professor\n",
      "profil\n",
      "profit\n",
      "program\n",
      "progress\n",
      "project\n",
      "prom\n",
      "promin\n",
      "promis\n",
      "promot\n",
      "prompt\n",
      "promptli\n",
      "properti\n",
      "propheci\n",
      "propos\n",
      "prosecut\n",
      "prospect\n",
      "prostitut\n",
      "protect\n",
      "protest\n",
      "prove\n",
      "provid\n",
      "psychiatr\n",
      "psychiatrist\n",
      "psychic\n",
      "psycholog\n",
      "psychologist\n",
      "psychopath\n",
      "psychot\n",
      "pub\n",
      "puberti\n",
      "public\n",
      "publicist\n",
      "publish\n",
      "pull\n",
      "punish\n",
      "punk\n",
      "puppet\n",
      "puppi\n",
      "purchas\n",
      "pure\n",
      "purpos\n",
      "pursu\n",
      "pursuit\n",
      "push\n",
      "quarantin\n",
      "quarterback\n",
      "queen\n",
      "queenlatifah\n",
      "quentintarantino\n",
      "quest\n",
      "question\n",
      "quick\n",
      "quickli\n",
      "quiet\n",
      "quirki\n",
      "quit\n",
      "rabbit\n",
      "race\n",
      "raceagainsttim\n",
      "racehors\n",
      "racer\n",
      "rachaelleighcook\n",
      "rachel\n",
      "rachelmcadam\n",
      "rachelweisz\n",
      "racial\n",
      "racism\n",
      "radiat\n",
      "radic\n",
      "radio\n",
      "rag\n",
      "rage\n",
      "rageandh\n",
      "ragtag\n",
      "raid\n",
      "railroad\n",
      "rain\n",
      "rais\n",
      "ralli\n",
      "ralph\n",
      "ralphfienn\n",
      "rampag\n",
      "ran\n",
      "ranch\n",
      "rancher\n",
      "ranger\n",
      "rank\n",
      "ransom\n",
      "rape\n",
      "rapidli\n",
      "rapmus\n",
      "rapper\n",
      "rare\n",
      "rat\n",
      "rate\n",
      "ravag\n",
      "raw\n",
      "ray\n",
      "rayliotta\n",
      "raymond\n",
      "raywinston\n",
      "reach\n",
      "reaction\n",
      "read\n",
      "readi\n",
      "real\n",
      "realis\n",
      "realiti\n",
      "reality\n",
      "realiz\n",
      "realli\n",
      "realm\n",
      "reaper\n",
      "reason\n",
      "rebecca\n",
      "rebeccahal\n",
      "rebel\n",
      "rebelli\n",
      "rebellion\n",
      "reboot\n",
      "rebuild\n",
      "receiv\n",
      "recent\n",
      "reckless\n",
      "reclaim\n",
      "reclus\n",
      "reconcil\n",
      "reconnect\n",
      "record\n",
      "recount\n",
      "recov\n",
      "recreat\n",
      "recruit\n",
      "red\n",
      "redempt\n",
      "redemption\n",
      "rediscov\n",
      "redneck\n",
      "reel\n",
      "reesewitherspoon\n",
      "reflect\n",
      "refug\n",
      "refus\n",
      "regain\n",
      "regim\n",
      "regret\n",
      "regular\n",
      "reign\n",
      "reilli\n",
      "reject\n",
      "rekindl\n",
      "rel\n",
      "relat\n",
      "relationship\n",
      "relationshipproblem\n",
      "relationships\n",
      "releas\n",
      "relentless\n",
      "reli\n",
      "religi\n",
      "religion\n",
      "religionandsupernatur\n",
      "reloc\n",
      "reluct\n",
      "reluctantli\n",
      "remain\n",
      "remak\n",
      "remark\n",
      "rememb\n",
      "remind\n",
      "reminisc\n",
      "remot\n",
      "renegad\n",
      "rennyharlin\n",
      "renown\n",
      "rent\n",
      "renéezellweg\n",
      "repair\n",
      "repay\n",
      "replac\n",
      "report\n",
      "reporter\n",
      "repres\n",
      "repress\n",
      "reput\n",
      "request\n",
      "requir\n",
      "rescu\n",
      "rescue\n",
      "research\n",
      "resid\n",
      "resist\n",
      "resistance\n",
      "resolv\n",
      "resort\n",
      "resourc\n",
      "resources\n",
      "respect\n",
      "respond\n",
      "respons\n",
      "rest\n",
      "restaur\n",
      "restaurant\n",
      "restor\n",
      "result\n",
      "results\n",
      "resurfac\n",
      "resurrect\n",
      "retel\n",
      "retir\n",
      "retreat\n",
      "retriev\n",
      "return\n",
      "reunion\n",
      "reunit\n",
      "reveal\n",
      "revealed\n",
      "revel\n",
      "reveng\n",
      "revenge\n",
      "reverend\n",
      "reviv\n",
      "revolut\n",
      "revolutionari\n",
      "revolv\n",
      "reward\n",
      "rich\n",
      "richard\n",
      "richarddonn\n",
      "richarddreyfuss\n",
      "richardger\n",
      "richardlinklat\n",
      "rick\n",
      "ricki\n",
      "rid\n",
      "riddl\n",
      "ride\n",
      "rider\n",
      "ridicul\n",
      "ridleyscott\n",
      "rifl\n",
      "rig\n",
      "right\n",
      "rightandjustic\n",
      "riley\n",
      "ring\n",
      "riot\n",
      "rip\n",
      "ripley\n",
      "rise\n",
      "risk\n",
      "ritual\n",
      "rival\n",
      "rivalri\n",
      "river\n",
      "road\n",
      "roadmovi\n",
      "roadtrip\n",
      "roam\n",
      "roar\n",
      "rob\n",
      "robber\n",
      "robberi\n",
      "robcohen\n",
      "robert\n",
      "robertdeniro\n",
      "robertdowneyjr\n",
      "robertduval\n",
      "robertenglund\n",
      "robertredford\n",
      "robertrodriguez\n",
      "robertzemecki\n",
      "robin\n",
      "robinson\n",
      "robinwilliam\n",
      "robinwright\n",
      "robot\n",
      "robrein\n",
      "rock\n",
      "rockandrol\n",
      "rocket\n",
      "rocki\n",
      "rockstar\n",
      "roger\n",
      "rogerdonaldson\n",
      "rogermoor\n",
      "rogu\n",
      "rolandemmerich\n",
      "role\n",
      "roll\n",
      "roller\n",
      "roman\n",
      "romanc\n",
      "romance\n",
      "romant\n",
      "romanticcomedi\n",
      "rome\n",
      "romeo\n",
      "romero\n",
      "ron\n",
      "ronhoward\n",
      "ronni\n",
      "roof\n",
      "rooftop\n",
      "rooki\n",
      "room\n",
      "roommat\n",
      "root\n",
      "rosamundpik\n",
      "rosariodawson\n",
      "rose\n",
      "rosebyrn\n",
      "ross\n",
      "rough\n",
      "round\n",
      "routin\n",
      "row\n",
      "roy\n",
      "royal\n",
      "royalti\n",
      "rubi\n",
      "rugbi\n",
      "rugrat\n",
      "ruin\n",
      "rule\n",
      "rules\n",
      "rumor\n",
      "run\n",
      "runaway\n",
      "runner\n",
      "rupertgrint\n",
      "rural\n",
      "ruralset\n",
      "rush\n",
      "russel\n",
      "russell\n",
      "russellcrow\n",
      "russia\n",
      "russian\n",
      "ruth\n",
      "ruthless\n",
      "ryan\n",
      "ryangosl\n",
      "ryanphillipp\n",
      "ryanreynold\n",
      "sabotag\n",
      "sacr\n",
      "sacrific\n",
      "sad\n",
      "sadism\n",
      "sadist\n",
      "safe\n",
      "safeti\n",
      "safety\n",
      "saga\n",
      "said\n",
      "sail\n",
      "sailor\n",
      "saint\n",
      "sale\n",
      "salesman\n",
      "salli\n",
      "salmahayek\n",
      "sam\n",
      "samantha\n",
      "samanthamorton\n",
      "sammend\n",
      "samneil\n",
      "samraimi\n",
      "samrockwel\n",
      "samuel\n",
      "samuell\n",
      "samurai\n",
      "san\n",
      "sand\n",
      "sandi\n",
      "sandrabullock\n",
      "sanfrancisco\n",
      "santa\n",
      "santaclau\n",
      "sara\n",
      "sarah\n",
      "sarahjessicapark\n",
      "sarahmichellegellar\n",
      "sarapaxton\n",
      "satan\n",
      "satellit\n",
      "satir\n",
      "satisfi\n",
      "savag\n",
      "save\n",
      "savingtheworld\n",
      "saw\n",
      "say\n",
      "sbook\n",
      "scam\n",
      "scandal\n",
      "scar\n",
      "scare\n",
      "scari\n",
      "scarlettjohansson\n",
      "scene\n",
      "schedul\n",
      "scheme\n",
      "schizophrenia\n",
      "scholarship\n",
      "school\n",
      "schoolteach\n",
      "sci\n",
      "scienc\n",
      "scientif\n",
      "scientist\n",
      "score\n",
      "scotland\n",
      "scott\n",
      "scottglenn\n",
      "scottish\n",
      "scout\n",
      "scrambl\n",
      "scream\n",
      "screen\n",
      "screenplay\n",
      "screenwrit\n",
      "script\n",
      "scubadiv\n",
      "sdailylif\n",
      "sea\n",
      "seal\n",
      "sean\n",
      "seanbean\n",
      "seanconneri\n",
      "seannwilliamscott\n",
      "seanpenn\n",
      "search\n",
      "seas\n",
      "seasid\n",
      "season\n",
      "seattl\n",
      "sebastian\n",
      "seclud\n",
      "second\n",
      "secret\n",
      "secretag\n",
      "secretari\n",
      "secretident\n",
      "secretintelligenceservic\n",
      "secretli\n",
      "secretlov\n",
      "secretmiss\n",
      "secretorgan\n",
      "secrets\n",
      "secretservic\n",
      "secretsocieti\n",
      "section\n",
      "secur\n",
      "securityguard\n",
      "seduc\n",
      "seduct\n",
      "seek\n",
      "seemingli\n",
      "seen\n",
      "seiz\n",
      "sel\n",
      "self\n",
      "selfsacrific\n",
      "sell\n",
      "selmablair\n",
      "semi\n",
      "senat\n",
      "send\n",
      "senior\n",
      "sens\n",
      "sensat\n",
      "sensit\n",
      "sent\n",
      "sentenc\n",
      "seo\n",
      "separ\n",
      "sequel\n",
      "sergeant\n",
      "seri\n",
      "serial\n",
      "serialkil\n",
      "series\n",
      "seriesofmurd\n",
      "seriou\n",
      "seriously\n",
      "serv\n",
      "servant\n",
      "servic\n",
      "service\n",
      "session\n",
      "set\n",
      "seth\n",
      "sethgreen\n",
      "sethrogen\n",
      "settl\n",
      "settler\n",
      "sev\n",
      "seven\n",
      "sever\n",
      "sewer\n",
      "sex\n",
      "sexaddict\n",
      "sexi\n",
      "sexual\n",
      "sexualabus\n",
      "sexualobsess\n",
      "shadi\n",
      "shadow\n",
      "shadowi\n",
      "shake\n",
      "shaken\n",
      "shakespear\n",
      "shakespeare\n",
      "shane\n",
      "shanghai\n",
      "shannynsossamon\n",
      "shape\n",
      "share\n",
      "shark\n",
      "sharkattack\n",
      "sharonston\n",
      "sharp\n",
      "shatter\n",
      "shaw\n",
      "shawnlevi\n",
      "shelter\n",
      "shepherd\n",
      "sheriff\n",
      "shi\n",
      "shialabeouf\n",
      "shield\n",
      "shift\n",
      "ship\n",
      "shipwreck\n",
      "shock\n",
      "shoe\n",
      "shoot\n",
      "shootout\n",
      "shop\n",
      "short\n",
      "shot\n",
      "shotgun\n",
      "showdown\n",
      "shower\n",
      "shredder\n",
      "shrek\n",
      "shut\n",
      "shuttl\n",
      "shyness\n",
      "sibl\n",
      "sick\n",
      "sid\n",
      "sidekick\n",
      "sidney\n",
      "sight\n",
      "sign\n",
      "signal\n",
      "sigourneyweav\n",
      "silenc\n",
      "silent\n",
      "silentfilm\n",
      "silver\n",
      "similar\n",
      "simon\n",
      "simonpegg\n",
      "simonwest\n",
      "simpl\n",
      "simpli\n",
      "simpson\n",
      "simultan\n",
      "sin\n",
      "sinc\n",
      "sing\n",
      "singer\n",
      "singl\n",
      "single\n",
      "singlefath\n",
      "singlemoth\n",
      "singlepar\n",
      "sinist\n",
      "sir\n",
      "sister\n",
      "sisters\n",
      "sistersisterrelationship\n",
      "sit\n",
      "site\n",
      "sittingonatoilet\n",
      "situat\n",
      "situation\n",
      "size\n",
      "skateboard\n",
      "skeleton\n",
      "skeptic\n",
      "ski\n",
      "skill\n",
      "skull\n",
      "sky\n",
      "skyscrap\n",
      "slacker\n",
      "slapstick\n",
      "slasher\n",
      "slaughter\n",
      "slave\n",
      "slaveri\n",
      "slavery\n",
      "sleazi\n",
      "sleep\n",
      "sleepi\n",
      "sleepwalk\n",
      "slif\n",
      "slip\n",
      "slowli\n",
      "slum\n",
      "small\n",
      "smalltown\n",
      "smart\n",
      "smash\n",
      "smith\n",
      "smitten\n",
      "smoke\n",
      "smuggl\n",
      "smuggler\n",
      "smurf\n",
      "snake\n",
      "snatch\n",
      "sniper\n",
      "snow\n",
      "snowstorm\n",
      "soccer\n",
      "social\n",
      "societi\n",
      "society\n",
      "sociopath\n",
      "sofia\n",
      "solar\n",
      "sold\n",
      "soldi\n",
      "soldier\n",
      "soldiers\n",
      "sole\n",
      "solitari\n",
      "solomon\n",
      "solv\n",
      "somebodi\n",
      "someon\n",
      "someth\n",
      "sometim\n",
      "somewhat\n",
      "somewher\n",
      "son\n",
      "song\n",
      "songwrit\n",
      "soon\n",
      "sophi\n",
      "sorcer\n",
      "sorcerer\n",
      "sorceri\n",
      "soror\n",
      "sort\n",
      "soul\n",
      "soulmat\n",
      "sound\n",
      "soundtrack\n",
      "sour\n",
      "south\n",
      "southafrica\n",
      "southern\n",
      "southernusa\n",
      "soviet\n",
      "sovietunion\n",
      "space\n",
      "spacecraft\n",
      "spacemarin\n",
      "spacemiss\n",
      "spaceopera\n",
      "spaceship\n",
      "spacetravel\n",
      "spain\n",
      "span\n",
      "spanish\n",
      "spark\n",
      "speak\n",
      "speci\n",
      "special\n",
      "specialist\n",
      "spectacular\n",
      "speech\n",
      "speed\n",
      "spell\n",
      "spencer\n",
      "spend\n",
      "spent\n",
      "spi\n",
      "spider\n",
      "spike\n",
      "spikele\n",
      "spin\n",
      "spiral\n",
      "spirit\n",
      "spiritu\n",
      "spite\n",
      "spoil\n",
      "spoof\n",
      "sport\n",
      "sportsteam\n",
      "spot\n",
      "spotlight\n",
      "spread\n",
      "spring\n",
      "squad\n",
      "squar\n",
      "st\n",
      "stab\n",
      "stadium\n",
      "staff\n",
      "stage\n",
      "stak\n",
      "stake\n",
      "stalk\n",
      "stalker\n",
      "stan\n",
      "stand\n",
      "stanley\n",
      "star\n",
      "starcrossedlov\n",
      "stardom\n",
      "starfleet\n",
      "stark\n",
      "start\n",
      "state\n",
      "states\n",
      "station\n",
      "statu\n",
      "stay\n",
      "steal\n",
      "steampunk\n",
      "steel\n",
      "stella\n",
      "step\n",
      "stepfath\n",
      "stephen\n",
      "stephendorff\n",
      "stephenfrear\n",
      "stephenherek\n",
      "stephenrea\n",
      "stepmoth\n",
      "steve\n",
      "stevebuscemi\n",
      "stevecarel\n",
      "stevemartin\n",
      "steven\n",
      "stevenseag\n",
      "stevensoderbergh\n",
      "stevenspielberg\n",
      "stevezahn\n",
      "stewardess\n",
      "stewart\n",
      "stick\n",
      "stir\n",
      "stock\n",
      "stockbrok\n",
      "stolen\n",
      "stone\n",
      "stoneag\n",
      "stoner\n",
      "stop\n",
      "stopmot\n",
      "store\n",
      "stori\n",
      "stories\n",
      "storm\n",
      "story\n",
      "straight\n",
      "strain\n",
      "strand\n",
      "strang\n",
      "stranger\n",
      "strateg\n",
      "strategi\n",
      "stray\n",
      "street\n",
      "streetgang\n",
      "streets\n",
      "strength\n",
      "stress\n",
      "stretch\n",
      "strict\n",
      "strike\n",
      "strikes\n",
      "strip\n",
      "stripclub\n",
      "stripper\n",
      "strive\n",
      "strong\n",
      "struggl\n",
      "stu\n",
      "stuart\n",
      "stuck\n",
      "student\n",
      "students\n",
      "studi\n",
      "studio\n",
      "stumbl\n",
      "stun\n",
      "stunt\n",
      "stupid\n",
      "style\n",
      "su\n",
      "sub\n",
      "subject\n",
      "submachinegun\n",
      "submarin\n",
      "subsequ\n",
      "suburb\n",
      "suburban\n",
      "suburbia\n",
      "subway\n",
      "succeed\n",
      "success\n",
      "successful\n",
      "successor\n",
      "sudden\n",
      "suddenli\n",
      "sue\n",
      "suffer\n",
      "suggest\n",
      "suicid\n",
      "suicide\n",
      "suicideattempt\n",
      "suit\n",
      "suitor\n",
      "sullivan\n",
      "summer\n",
      "summon\n",
      "sun\n",
      "sunglass\n",
      "super\n",
      "supercomput\n",
      "superhero\n",
      "superhuman\n",
      "superhumanstrength\n",
      "superman\n",
      "supermarket\n",
      "supernatur\n",
      "supernaturalpow\n",
      "superpow\n",
      "superstar\n",
      "supervillain\n",
      "supervisor\n",
      "suppli\n",
      "support\n",
      "suppos\n",
      "suppress\n",
      "suppressedpast\n",
      "sure\n",
      "surf\n",
      "surfac\n",
      "surface\n",
      "surfer\n",
      "surgeon\n",
      "surgeri\n",
      "surpris\n",
      "surreal\n",
      "surround\n",
      "surveil\n",
      "surviv\n",
      "survival\n",
      "survive\n",
      "survivor\n",
      "survivors\n",
      "susan\n",
      "susansarandon\n",
      "suspect\n",
      "suspens\n",
      "suspici\n",
      "suspicion\n",
      "swallow\n",
      "swap\n",
      "sweep\n",
      "sweet\n",
      "sweetheart\n",
      "swept\n",
      "swimmingpool\n",
      "swing\n",
      "switch\n",
      "sword\n",
      "swordandsorceri\n",
      "swordfight\n",
      "swordplay\n",
      "sylvesterstallon\n",
      "symbol\n",
      "tabl\n",
      "tabloid\n",
      "tactic\n",
      "tag\n",
      "tail\n",
      "tak\n",
      "taken\n",
      "tale\n",
      "talent\n",
      "talk\n",
      "talkinganim\n",
      "tall\n",
      "tank\n",
      "tap\n",
      "tape\n",
      "target\n",
      "task\n",
      "tast\n",
      "tattoo\n",
      "taxi\n",
      "taxidriv\n",
      "taylor\n",
      "teach\n",
      "teacher\n",
      "team\n",
      "tear\n",
      "tech\n",
      "technolog\n",
      "technology\n",
      "ted\n",
      "teen\n",
      "teenag\n",
      "teenagecrush\n",
      "teenagegirl\n",
      "teenager\n",
      "teenagers\n",
      "teenagesexu\n",
      "teencomedi\n",
      "teenmovi\n",
      "teens\n",
      "telekinesi\n",
      "telepathi\n",
      "teleport\n",
      "televis\n",
      "tell\n",
      "tens\n",
      "tension\n",
      "term\n",
      "termin\n",
      "terminalil\n",
      "terrencehoward\n",
      "terri\n",
      "terribl\n",
      "terrier\n",
      "terrifi\n",
      "territori\n",
      "terror\n",
      "terrorist\n",
      "terrygilliam\n",
      "tess\n",
      "test\n",
      "tested\n",
      "texa\n",
      "texas\n",
      "th\n",
      "thailand\n",
      "thandienewton\n",
      "thank\n",
      "thanksgiv\n",
      "theater\n",
      "theatremilieu\n",
      "theft\n",
      "theme\n",
      "themselv\n",
      "theori\n",
      "therapist\n",
      "thi\n",
      "thief\n",
      "thiev\n",
      "thing\n",
      "things\n",
      "think\n",
      "thirst\n",
      "thirti\n",
      "thoma\n",
      "thomashadenchurch\n",
      "thomasjan\n",
      "thompson\n",
      "thought\n",
      "thousand\n",
      "threat\n",
      "threaten\n",
      "thrill\n",
      "thriller\n",
      "throne\n",
      "throw\n",
      "thrown\n",
      "thrust\n",
      "thu\n",
      "thug\n",
      "thwart\n",
      "tibet\n",
      "tick\n",
      "ticket\n",
      "tie\n",
      "tiger\n",
      "tildaswinton\n",
      "tim\n",
      "timallen\n",
      "timburton\n",
      "time\n",
      "timeless\n",
      "times\n",
      "timetravel\n",
      "timothyolyph\n",
      "timrobbin\n",
      "timroth\n",
      "timstori\n",
      "tini\n",
      "tire\n",
      "titan\n",
      "titl\n",
      "tobeymaguir\n",
      "today\n",
      "todd\n",
      "toddphillip\n",
      "togeth\n",
      "tokyo\n",
      "told\n",
      "tom\n",
      "tomcruis\n",
      "tomhank\n",
      "tomhardi\n",
      "tommi\n",
      "tommyleejon\n",
      "tomshadyac\n",
      "tomwilkinson\n",
      "toni\n",
      "tonicollett\n",
      "tonyscott\n",
      "took\n",
      "tool\n",
      "tooth\n",
      "torment\n",
      "torn\n",
      "tornado\n",
      "toronto\n",
      "tortur\n",
      "total\n",
      "totalitarian\n",
      "touch\n",
      "tough\n",
      "toughest\n",
      "tour\n",
      "tourist\n",
      "tournament\n",
      "tower\n",
      "town\n",
      "toxic\n",
      "toy\n",
      "toycomestolif\n",
      "trace\n",
      "track\n",
      "trade\n",
      "trader\n",
      "tradit\n",
      "traffic\n",
      "traffick\n",
      "tragedi\n",
      "tragedy\n",
      "tragic\n",
      "trail\n",
      "train\n",
      "trainer\n",
      "traitor\n",
      "transfer\n",
      "transform\n",
      "transit\n",
      "transplant\n",
      "transport\n",
      "trap\n",
      "trauma\n",
      "traumat\n",
      "travel\n",
      "treacher\n",
      "treasur\n",
      "treasurehunt\n",
      "treat\n",
      "treatment\n",
      "tree\n",
      "trek\n",
      "tri\n",
      "trial\n",
      "triangl\n",
      "triangle\n",
      "tribe\n",
      "trick\n",
      "trigger\n",
      "trio\n",
      "trip\n",
      "triumph\n",
      "troop\n",
      "tropic\n",
      "troubl\n",
      "trouble\n",
      "troy\n",
      "truck\n",
      "trucker\n",
      "true\n",
      "truli\n",
      "trust\n",
      "truth\n",
      "tsunami\n",
      "tunnel\n",
      "turbul\n",
      "turmoil\n",
      "turn\n",
      "turned\n",
      "turner\n",
      "turtl\n",
      "tv\n",
      "tvshow\n",
      "tvstation\n",
      "twenti\n",
      "twin\n",
      "twinbroth\n",
      "twist\n",
      "tycoon\n",
      "tyler\n",
      "tylerperri\n",
      "type\n",
      "typic\n",
      "tyrann\n",
      "téaleoni\n",
      "ufo\n",
      "ugli\n",
      "ultim\n",
      "ultra\n",
      "umathurman\n",
      "unabl\n",
      "unawar\n",
      "unbeknownst\n",
      "uncl\n",
      "uncle\n",
      "uncomfort\n",
      "unconvent\n",
      "uncov\n",
      "undead\n",
      "undercov\n",
      "undercoverag\n",
      "undercovercop\n",
      "underdog\n",
      "undergo\n",
      "underground\n",
      "understand\n",
      "undertak\n",
      "underwat\n",
      "underworld\n",
      "unemploy\n",
      "unexpect\n",
      "unexpectedli\n",
      "unexplain\n",
      "unfaith\n",
      "unfold\n",
      "unforeseen\n",
      "unforgett\n",
      "unfortun\n",
      "unfortunately\n",
      "unhappi\n",
      "unimagin\n",
      "union\n",
      "uniqu\n",
      "unit\n",
      "univers\n",
      "universe\n",
      "university\n",
      "unknown\n",
      "unleash\n",
      "unless\n",
      "unlik\n",
      "unlikelyfriendship\n",
      "unlock\n",
      "unorthodox\n",
      "unpreced\n",
      "unpredict\n",
      "unravel\n",
      "unrequitedlov\n",
      "unsimulatedsex\n",
      "unsoci\n",
      "unstabl\n",
      "unstopp\n",
      "unsuspect\n",
      "unusu\n",
      "unveil\n",
      "unwit\n",
      "unwittingli\n",
      "upcom\n",
      "upper\n",
      "upperclass\n",
      "upris\n",
      "upset\n",
      "upsid\n",
      "uptight\n",
      "urban\n",
      "urg\n",
      "usa\n",
      "usapresid\n",
      "use\n",
      "usual\n",
      "utah\n",
      "vacat\n",
      "vacation\n",
      "val\n",
      "valentine\n",
      "valkilm\n",
      "valley\n",
      "valu\n",
      "valuabl\n",
      "vampir\n",
      "vampire\n",
      "vampires\n",
      "van\n",
      "vandal\n",
      "vanessa\n",
      "vanessahudgen\n",
      "vanish\n",
      "varieti\n",
      "variou\n",
      "vast\n",
      "vatican\n",
      "vault\n",
      "vega\n",
      "vegas\n",
      "vegetarian\n",
      "veng\n",
      "vengeanc\n",
      "vengeance\n",
      "venic\n",
      "ventur\n",
      "verafarmiga\n",
      "verg\n",
      "veri\n",
      "version\n",
      "verylittledialogu\n",
      "vet\n",
      "veteran\n",
      "vice\n",
      "viciou\n",
      "victim\n",
      "victims\n",
      "victor\n",
      "victori\n",
      "victoria\n",
      "victorian\n",
      "victory\n",
      "video\n",
      "videogam\n",
      "vienna\n",
      "vietnam\n",
      "vietnamveteran\n",
      "vietnamwar\n",
      "view\n",
      "viewer\n",
      "viggomortensen\n",
      "vigilant\n",
      "vike\n",
      "villag\n",
      "village\n",
      "villain\n",
      "vincent\n",
      "vincevaughn\n",
      "vindiesel\n",
      "vineyard\n",
      "violenc\n",
      "violence\n",
      "violent\n",
      "virgin\n",
      "virginia\n",
      "virginiamadsen\n",
      "virginity\n",
      "virtual\n",
      "virtualr\n",
      "viru\n",
      "vision\n",
      "visit\n",
      "visitor\n",
      "visual\n",
      "vlad\n",
      "voic\n",
      "voice\n",
      "volatil\n",
      "volcano\n",
      "volunt\n",
      "vomit\n",
      "von\n",
      "voodoo\n",
      "vorort\n",
      "vow\n",
      "voyag\n",
      "voyeur\n",
      "wa\n",
      "wacki\n",
      "wade\n",
      "wage\n",
      "wager\n",
      "wait\n",
      "waiter\n",
      "waitress\n",
      "wake\n",
      "walk\n",
      "walker\n",
      "wall\n",
      "wallet\n",
      "wallstreet\n",
      "walt\n",
      "walter\n",
      "wander\n",
      "wang\n",
      "want\n",
      "war\n",
      "warcrim\n",
      "ward\n",
      "warden\n",
      "warehous\n",
      "warhead\n",
      "warlock\n",
      "warlord\n",
      "warm\n",
      "warn\n",
      "warondrug\n",
      "warren\n",
      "warrenbeatti\n",
      "warrior\n",
      "wars\n",
      "warship\n",
      "warveteran\n",
      "wash\n",
      "washington\n",
      "washingtond\n",
      "wasn\n",
      "wast\n",
      "wasteland\n",
      "watch\n",
      "water\n",
      "wave\n",
      "way\n",
      "ways\n",
      "weak\n",
      "wealth\n",
      "wealthi\n",
      "weapon\n",
      "weapons\n",
      "wear\n",
      "weather\n",
      "web\n",
      "wed\n",
      "wedding\n",
      "week\n",
      "weekend\n",
      "weird\n",
      "welcom\n",
      "went\n",
      "werewolf\n",
      "wesanderson\n",
      "wesbentley\n",
      "wescraven\n",
      "wesley\n",
      "wesleysnip\n",
      "west\n",
      "western\n",
      "whale\n",
      "whatev\n",
      "wheelchair\n",
      "whi\n",
      "whip\n",
      "whisk\n",
      "white\n",
      "whitehous\n",
      "whoopigoldberg\n",
      "wick\n",
      "widow\n",
      "wield\n",
      "wif\n",
      "wife\n",
      "wifehusbandrelationship\n",
      "wild\n",
      "wilder\n",
      "wilderness\n",
      "wildli\n",
      "willemdafo\n",
      "willferrel\n",
      "willi\n",
      "william\n",
      "williamh\n",
      "williamhurt\n",
      "williamshatn\n",
      "willpatton\n",
      "willsmith\n",
      "wilson\n",
      "win\n",
      "wind\n",
      "window\n",
      "wine\n",
      "wing\n",
      "winner\n",
      "winonaryd\n",
      "winter\n",
      "wipe\n",
      "wise\n",
      "wish\n",
      "wit\n",
      "witch\n",
      "witchhunt\n",
      "wizard\n",
      "wolf\n",
      "wolfgangpetersen\n",
      "woman\n",
      "womandirector\n",
      "womanrel\n",
      "women\n",
      "won\n",
      "wonder\n",
      "woo\n",
      "wood\n",
      "woodi\n",
      "woods\n",
      "woodyallen\n",
      "woodyharrelson\n",
      "word\n",
      "work\n",
      "workahol\n",
      "worker\n",
      "workers\n",
      "working\n",
      "world\n",
      "worlds\n",
      "worldwari\n",
      "worldwarii\n",
      "worldwid\n",
      "worri\n",
      "wors\n",
      "worse\n",
      "worship\n",
      "worst\n",
      "worth\n",
      "wound\n",
      "wreak\n",
      "wrestl\n",
      "wrestler\n",
      "wretch\n",
      "wright\n",
      "write\n",
      "writer\n",
      "written\n",
      "wrong\n",
      "wwii\n",
      "wyom\n",
      "xenophobia\n",
      "yacht\n",
      "yakuza\n",
      "yard\n",
      "year\n",
      "yearn\n",
      "years\n",
      "yellow\n",
      "york\n",
      "yorker\n",
      "young\n",
      "youngadult\n",
      "youngboy\n",
      "younger\n",
      "youngest\n",
      "youngster\n",
      "youth\n",
      "yuppi\n",
      "zacefron\n",
      "zachgalifianaki\n",
      "zacksnyd\n",
      "zealand\n",
      "zebra\n",
      "zeu\n",
      "zhangziyi\n",
      "zion\n",
      "zoe\n",
      "zoesaldana\n",
      "zombi\n",
      "zombieapocalyps\n",
      "zombies\n",
      "zone\n",
      "zoo\n",
      "zooeydeschanel\n"
     ]
    }
   ],
   "source": [
    "for i in cv.get_feature_names_out():\n",
    "    print(i)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "878dbbd5",
   "metadata": {},
   "source": [
    "#### Finding cosine distance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "1e056e21",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.metrics.pairwise import cosine_similarity"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "f8c1e1d0",
   "metadata": {},
   "outputs": [],
   "source": [
    "similarity = cosine_similarity(vectors)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "77195f20",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1.        , 0.        , 0.03184649, ..., 0.02475369, 0.        ,\n",
       "       0.        ])"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "similarity[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "21bbe7a0",
   "metadata": {},
   "outputs": [],
   "source": [
    "def recommend(movie):\n",
    "    index = movies[movies['title'] == movie].index[0]\n",
    "    distances = similarity[index]\n",
    "    movie_list = sorted(list(enumerate(distances)), reverse=True, key= lambda x:x[1])[1:6]\n",
    "    \n",
    "    for i in movie_list:\n",
    "        print(movies.iloc[i[0]].title)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "226bf096",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Aliens vs Predator: Requiem\n",
      "Aliens\n",
      "Battle: Los Angeles\n",
      "Independence Day\n",
      "Falcon Rising\n"
     ]
    }
   ],
   "source": [
    "recommend('Avatar')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "f81289f4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The Dark Knight\n",
      "Batman\n",
      "Batman\n",
      "Batman v Superman: Dawn of Justice\n",
      "Synecdoche, New York\n"
     ]
    }
   ],
   "source": [
    "recommend('Batman Begins')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9a536463",
   "metadata": {},
   "source": [
    "#### Pickling the dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "id": "3b4a72e4",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pickle"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "id": "890243a2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Defaulting to user installation because normal site-packages is not writeable\n",
      "Collecting bz2file\n",
      "  Downloading bz2file-0.98.tar.gz (11 kB)\n",
      "  Preparing metadata (setup.py) ... \u001b[?25ldone\n",
      "\u001b[?25hBuilding wheels for collected packages: bz2file\n",
      "  Building wheel for bz2file (setup.py) ... \u001b[?25ldone\n",
      "\u001b[?25h  Created wheel for bz2file: filename=bz2file-0.98-py3-none-any.whl size=6882 sha256=e2d43c64db200c36ebcb5282e01b4c4003f041ec6d34200312e396972f38739d\n",
      "  Stored in directory: /home/mohwit/.cache/pip/wheels/69/ee/f7/6fccd10cb65421ba2da64fa6caf8ee7fbae0059884af8c8587\n",
      "Successfully built bz2file\n",
      "Installing collected packages: bz2file\n",
      "Successfully installed bz2file-0.98\n"
     ]
    }
   ],
   "source": [
    "!pip install bz2file"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "id": "17819f34",
   "metadata": {},
   "outputs": [],
   "source": [
    "import bz2\n",
    "moviepickle = bz2.BZ2File('Pickle/movies', 'wb')\n",
    "pickle.dump(movies, moviepickle)\n",
    "moviepickle.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "id": "d8af5e54",
   "metadata": {},
   "outputs": [],
   "source": [
    "similaritypickle = bz2.BZ2File('Pickle/similarity', 'wb')\n",
    "pickle.dump(similarity, similaritypickle)\n",
    "similaritypickle.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "762cda66",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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