mov_rec_sys.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "cfb5a0fa",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "4e0792dd",
   "metadata": {},
   "outputs": [],
   "source": [
    "movies=pd.read_csv(\"tmdb_5000_movies.csv\")\n",
    "credits=pd.read_csv(\"tmdb_5000_credits.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "00507495",
   "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>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": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "b26ef7ae",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['[{\"credit_id\": \"52fe48009251416c750aca23\", \"department\": \"Editing\", \"gender\": 0, \"id\": 1721, \"job\": \"Editor\", \"name\": \"Stephen E. Rivkin\"}, {\"credit_id\": \"539c47ecc3a36810e3001f87\", \"department\": \"Art\", \"gender\": 2, \"id\": 496, \"job\": \"Production Design\", \"name\": \"Rick Carter\"}, {\"credit_id\": \"54491c89c3a3680fb4001cf7\", \"department\": \"Sound\", \"gender\": 0, \"id\": 900, \"job\": \"Sound Designer\", \"name\": \"Christopher Boyes\"}, {\"credit_id\": \"54491cb70e0a267480001bd0\", \"department\": \"Sound\", \"gender\": 0, \"id\": 900, \"job\": \"Supervising Sound Editor\", \"name\": \"Christopher Boyes\"}, {\"credit_id\": \"539c4a4cc3a36810c9002101\", \"department\": \"Production\", \"gender\": 1, \"id\": 1262, \"job\": \"Casting\", \"name\": \"Mali Finn\"}, {\"credit_id\": \"5544ee3b925141499f0008fc\", \"department\": \"Sound\", \"gender\": 2, \"id\": 1729, \"job\": \"Original Music Composer\", \"name\": \"James Horner\"}, {\"credit_id\": \"52fe48009251416c750ac9c3\", \"department\": \"Directing\", \"gender\": 2, \"id\": 2710, \"job\": \"Director\", \"name\": \"James Cameron\"}, {\"credit_id\": \"52fe48009251416c750ac9d9\", \"department\": \"Writing\", \"gender\": 2, \"id\": 2710, \"job\": \"Writer\", \"name\": \"James Cameron\"}, {\"credit_id\": \"52fe48009251416c750aca17\", \"department\": \"Editing\", \"gender\": 2, \"id\": 2710, \"job\": \"Editor\", \"name\": \"James Cameron\"}, {\"credit_id\": \"52fe48009251416c750aca29\", \"department\": \"Production\", \"gender\": 2, \"id\": 2710, \"job\": \"Producer\", \"name\": \"James Cameron\"}, {\"credit_id\": \"52fe48009251416c750aca3f\", \"department\": \"Writing\", \"gender\": 2, \"id\": 2710, \"job\": \"Screenplay\", \"name\": \"James Cameron\"}, {\"credit_id\": \"539c4987c3a36810ba0021a4\", \"department\": \"Art\", \"gender\": 2, \"id\": 7236, \"job\": \"Art Direction\", \"name\": \"Andrew Menzies\"}, {\"credit_id\": \"549598c3c3a3686ae9004383\", \"department\": \"Visual Effects\", \"gender\": 0, \"id\": 6690, \"job\": \"Visual Effects Producer\", \"name\": \"Jill Brooks\"}, {\"credit_id\": \"52fe48009251416c750aca4b\", \"department\": \"Production\", \"gender\": 1, \"id\": 6347, \"job\": \"Casting\", \"name\": \"Margery Simkin\"}, {\"credit_id\": \"570b6f419251417da70032fe\", \"department\": \"Art\", \"gender\": 2, \"id\": 6878, \"job\": \"Supervising Art Director\", \"name\": \"Kevin Ishioka\"}, {\"credit_id\": \"5495a0fac3a3686ae9004468\", \"department\": \"Sound\", \"gender\": 0, \"id\": 6883, \"job\": \"Music Editor\", \"name\": \"Dick Bernstein\"}, {\"credit_id\": \"54959706c3a3686af3003e81\", \"department\": \"Sound\", \"gender\": 0, \"id\": 8159, \"job\": \"Sound Effects Editor\", \"name\": \"Shannon Mills\"}, {\"credit_id\": \"54491d58c3a3680fb1001ccb\", \"department\": \"Sound\", \"gender\": 0, \"id\": 8160, \"job\": \"Foley\", \"name\": \"Dennie Thorpe\"}, {\"credit_id\": \"54491d6cc3a3680fa5001b2c\", \"department\": \"Sound\", \"gender\": 0, \"id\": 8163, \"job\": \"Foley\", \"name\": \"Jana Vance\"}, {\"credit_id\": \"52fe48009251416c750aca57\", \"department\": \"Costume & Make-Up\", \"gender\": 1, \"id\": 8527, \"job\": \"Costume Design\", \"name\": \"Deborah Lynn Scott\"}, {\"credit_id\": \"52fe48009251416c750aca2f\", \"department\": \"Production\", \"gender\": 2, \"id\": 8529, \"job\": \"Producer\", \"name\": \"Jon Landau\"}, {\"credit_id\": \"539c4937c3a36810ba002194\", \"department\": \"Art\", \"gender\": 0, \"id\": 9618, \"job\": \"Art Direction\", \"name\": \"Sean Haworth\"}, {\"credit_id\": \"539c49b6c3a36810c10020e6\", \"department\": \"Art\", \"gender\": 1, \"id\": 12653, \"job\": \"Set Decoration\", \"name\": \"Kim Sinclair\"}, {\"credit_id\": \"570b6f2f9251413a0e00020d\", \"department\": \"Art\", \"gender\": 1, \"id\": 12653, \"job\": \"Supervising Art Director\", \"name\": \"Kim Sinclair\"}, {\"credit_id\": \"54491a6c0e0a26748c001b19\", \"department\": \"Art\", \"gender\": 2, \"id\": 14350, \"job\": \"Set Designer\", \"name\": \"Richard F. Mays\"}, {\"credit_id\": \"56928cf4c3a3684cff0025c4\", \"department\": \"Production\", \"gender\": 1, \"id\": 20294, \"job\": \"Executive Producer\", \"name\": \"Laeta Kalogridis\"}, {\"credit_id\": \"52fe48009251416c750aca51\", \"department\": \"Costume & Make-Up\", \"gender\": 0, \"id\": 17675, \"job\": \"Costume Design\", \"name\": \"Mayes C. Rubeo\"}, {\"credit_id\": \"52fe48009251416c750aca11\", \"department\": \"Camera\", \"gender\": 2, \"id\": 18265, \"job\": \"Director of Photography\", \"name\": \"Mauro Fiore\"}, {\"credit_id\": \"5449194d0e0a26748f001b39\", \"department\": \"Art\", \"gender\": 0, \"id\": 42281, \"job\": \"Set Designer\", \"name\": \"Scott Herbertson\"}, {\"credit_id\": \"52fe48009251416c750aca05\", \"department\": \"Crew\", \"gender\": 0, \"id\": 42288, \"job\": \"Stunts\", \"name\": \"Woody Schultz\"}, {\"credit_id\": \"5592aefb92514152de0010f5\", \"department\": \"Costume & Make-Up\", \"gender\": 0, \"id\": 29067, \"job\": \"Makeup Artist\", \"name\": \"Linda DeVetta\"}, {\"credit_id\": \"5592afa492514152de00112c\", \"department\": \"Costume & Make-Up\", \"gender\": 0, \"id\": 29067, \"job\": \"Hairstylist\", \"name\": \"Linda DeVetta\"}, {\"credit_id\": \"54959ed592514130fc002e5d\", \"department\": \"Camera\", \"gender\": 2, \"id\": 33302, \"job\": \"Camera Operator\", \"name\": \"Richard Bluck\"}, {\"credit_id\": \"539c4891c3a36810ba002147\", \"department\": \"Art\", \"gender\": 2, \"id\": 33303, \"job\": \"Art Direction\", \"name\": \"Simon Bright\"}, {\"credit_id\": \"54959c069251417a81001f3a\", \"department\": \"Visual Effects\", \"gender\": 0, \"id\": 113145, \"job\": \"Visual Effects Supervisor\", \"name\": \"Richard Martin\"}, {\"credit_id\": \"54959a0dc3a3680ff5002c8d\", \"department\": \"Crew\", \"gender\": 2, \"id\": 58188, \"job\": \"Visual Effects Editor\", \"name\": \"Steve R. Moore\"}, {\"credit_id\": \"52fe48009251416c750aca1d\", \"department\": \"Editing\", \"gender\": 2, \"id\": 58871, \"job\": \"Editor\", \"name\": \"John Refoua\"}, {\"credit_id\": \"54491a4dc3a3680fc30018ca\", \"department\": \"Art\", \"gender\": 0, \"id\": 92359, \"job\": \"Set Designer\", \"name\": \"Karl J. Martin\"}, {\"credit_id\": \"52fe48009251416c750aca35\", \"department\": \"Camera\", \"gender\": 1, \"id\": 72201, \"job\": \"Director of Photography\", \"name\": \"Chiling Lin\"}, {\"credit_id\": \"52fe48009251416c750ac9ff\", \"department\": \"Crew\", \"gender\": 0, \"id\": 89714, \"job\": \"Stunts\", \"name\": \"Ilram Choi\"}, {\"credit_id\": \"54959c529251416e2b004394\", \"department\": \"Visual Effects\", \"gender\": 2, \"id\": 93214, \"job\": \"Visual Effects Supervisor\", \"name\": \"Steven Quale\"}, {\"credit_id\": \"54491edf0e0a267489001c37\", \"department\": \"Crew\", \"gender\": 1, \"id\": 122607, \"job\": \"Dialect Coach\", \"name\": \"Carla Meyer\"}, {\"credit_id\": \"539c485bc3a368653d001a3a\", \"department\": \"Art\", \"gender\": 2, \"id\": 132585, \"job\": \"Art Direction\", \"name\": \"Nick Bassett\"}, {\"credit_id\": \"539c4903c3a368653d001a74\", \"department\": \"Art\", \"gender\": 0, \"id\": 132596, \"job\": \"Art Direction\", \"name\": \"Jill Cormack\"}, {\"credit_id\": \"539c4967c3a368653d001a94\", \"department\": \"Art\", \"gender\": 0, \"id\": 132604, \"job\": \"Art Direction\", \"name\": \"Andy McLaren\"}, {\"credit_id\": \"52fe48009251416c750aca45\", \"department\": \"Crew\", \"gender\": 0, \"id\": 236696, \"job\": \"Motion Capture Artist\", \"name\": \"Terry Notary\"}, {\"credit_id\": \"54959e02c3a3680fc60027d2\", \"department\": \"Crew\", \"gender\": 2, \"id\": 956198, \"job\": \"Stunt Coordinator\", \"name\": \"Garrett Warren\"}, {\"credit_id\": \"54959ca3c3a3686ae300438c\", \"department\": \"Visual Effects\", \"gender\": 2, \"id\": 957874, \"job\": \"Visual Effects Supervisor\", \"name\": \"Jonathan Rothbart\"}, {\"credit_id\": \"570b6f519251412c74001b2f\", \"department\": \"Art\", \"gender\": 0, \"id\": 957889, \"job\": \"Supervising Art Director\", \"name\": \"Stefan Dechant\"}, {\"credit_id\": \"570b6f62c3a3680b77007460\", \"department\": \"Art\", \"gender\": 2, \"id\": 959555, \"job\": \"Supervising Art Director\", \"name\": \"Todd Cherniawsky\"}, {\"credit_id\": \"539c4a3ac3a36810da0021cc\", \"department\": \"Production\", \"gender\": 0, \"id\": 1016177, \"job\": \"Casting\", \"name\": \"Miranda Rivers\"}, {\"credit_id\": \"539c482cc3a36810c1002062\", \"department\": \"Art\", \"gender\": 0, \"id\": 1032536, \"job\": \"Production Design\", \"name\": \"Robert Stromberg\"}, {\"credit_id\": \"539c4b65c3a36810c9002125\", \"department\": \"Costume & Make-Up\", \"gender\": 2, \"id\": 1071680, \"job\": \"Costume Design\", \"name\": \"John Harding\"}, {\"credit_id\": \"54959e6692514130fc002e4e\", \"department\": \"Camera\", \"gender\": 0, \"id\": 1177364, \"job\": \"Steadicam Operator\", \"name\": \"Roberto De Angelis\"}, {\"credit_id\": \"539c49f1c3a368653d001aac\", \"department\": \"Costume & Make-Up\", \"gender\": 2, \"id\": 1202850, \"job\": \"Makeup Department Head\", \"name\": \"Mike Smithson\"}, {\"credit_id\": \"5495999ec3a3686ae100460c\", \"department\": \"Visual Effects\", \"gender\": 0, \"id\": 1204668, \"job\": \"Visual Effects Producer\", \"name\": \"Alain Lalanne\"}, {\"credit_id\": \"54959cdfc3a3681153002729\", \"department\": \"Visual Effects\", \"gender\": 0, \"id\": 1206410, \"job\": \"Visual Effects Supervisor\", \"name\": \"Lucas Salton\"}, {\"credit_id\": \"549596239251417a81001eae\", \"department\": \"Crew\", \"gender\": 0, \"id\": 1234266, \"job\": \"Post Production Supervisor\", \"name\": \"Janace Tashjian\"}, {\"credit_id\": \"54959c859251416e1e003efe\", \"department\": \"Visual Effects\", \"gender\": 0, \"id\": 1271932, \"job\": \"Visual Effects Supervisor\", \"name\": \"Stephen Rosenbaum\"}, {\"credit_id\": \"5592af28c3a368775a00105f\", \"department\": \"Costume & Make-Up\", \"gender\": 0, \"id\": 1310064, \"job\": \"Makeup Artist\", \"name\": \"Frankie Karena\"}, {\"credit_id\": \"539c4adfc3a36810e300203b\", \"department\": \"Costume & Make-Up\", \"gender\": 1, \"id\": 1319844, \"job\": \"Costume Supervisor\", \"name\": \"Lisa Lovaas\"}, {\"credit_id\": \"54959b579251416e2b004371\", \"department\": \"Visual Effects\", \"gender\": 0, \"id\": 1327028, \"job\": \"Visual Effects Supervisor\", \"name\": \"Jonathan Fawkner\"}, {\"credit_id\": \"539c48a7c3a36810b5001fa7\", \"department\": \"Art\", \"gender\": 0, \"id\": 1330561, \"job\": \"Art Direction\", \"name\": \"Robert Bavin\"}, {\"credit_id\": \"539c4a71c3a36810da0021e0\", \"department\": \"Costume & Make-Up\", \"gender\": 0, \"id\": 1330567, \"job\": \"Costume Supervisor\", \"name\": \"Anthony Almaraz\"}, {\"credit_id\": \"539c4a8ac3a36810ba0021e4\", \"department\": \"Costume & Make-Up\", \"gender\": 0, \"id\": 1330570, \"job\": \"Costume Supervisor\", \"name\": \"Carolyn M. Fenton\"}, {\"credit_id\": \"539c4ab6c3a36810da0021f0\", \"department\": \"Costume & Make-Up\", \"gender\": 0, \"id\": 1330574, \"job\": \"Costume Supervisor\", \"name\": \"Beth Koenigsberg\"}, {\"credit_id\": \"54491ab70e0a267480001ba2\", \"department\": \"Art\", \"gender\": 0, \"id\": 1336191, \"job\": \"Set Designer\", \"name\": \"Sam Page\"}, {\"credit_id\": \"544919d9c3a3680fc30018bd\", \"department\": \"Art\", \"gender\": 0, \"id\": 1339441, \"job\": \"Set Designer\", \"name\": \"Tex Kadonaga\"}, {\"credit_id\": \"54491cf50e0a267483001b0c\", \"department\": \"Editing\", \"gender\": 0, \"id\": 1352422, \"job\": \"Dialogue Editor\", \"name\": \"Kim Foscato\"}, {\"credit_id\": \"544919f40e0a26748c001b09\", \"department\": \"Art\", \"gender\": 0, \"id\": 1352962, \"job\": \"Set Designer\", \"name\": \"Tammy S. Lee\"}, {\"credit_id\": \"5495a115c3a3680ff5002d71\", \"department\": \"Crew\", \"gender\": 0, \"id\": 1357070, \"job\": \"Transportation Coordinator\", \"name\": \"Denny Caira\"}, {\"credit_id\": \"5495a12f92514130fc002e94\", \"department\": \"Crew\", \"gender\": 0, \"id\": 1357071, \"job\": \"Transportation Coordinator\", \"name\": \"James Waitkus\"}, {\"credit_id\": \"5495976fc3a36811530026b0\", \"department\": \"Sound\", \"gender\": 0, \"id\": 1360103, \"job\": \"Supervising Sound Editor\", \"name\": \"Addison Teague\"}, {\"credit_id\": \"54491837c3a3680fb1001c5a\", \"department\": \"Art\", \"gender\": 2, \"id\": 1376887, \"job\": \"Set Designer\", \"name\": \"C. Scott Baker\"}, {\"credit_id\": \"54491878c3a3680fb4001c9d\", \"department\": \"Art\", \"gender\": 0, \"id\": 1376888, \"job\": \"Set Designer\", \"name\": \"Luke Caska\"}, {\"credit_id\": \"544918dac3a3680fa5001ae0\", \"department\": \"Art\", \"gender\": 0, \"id\": 1376889, \"job\": \"Set Designer\", \"name\": \"David Chow\"}, {\"credit_id\": \"544919110e0a267486001b68\", \"department\": \"Art\", \"gender\": 0, \"id\": 1376890, \"job\": \"Set Designer\", \"name\": \"Jonathan Dyer\"}, {\"credit_id\": \"54491967c3a3680faa001b5e\", \"department\": \"Art\", \"gender\": 0, \"id\": 1376891, \"job\": \"Set Designer\", \"name\": \"Joseph Hiura\"}, {\"credit_id\": \"54491997c3a3680fb1001c8a\", \"department\": \"Art\", \"gender\": 0, \"id\": 1376892, \"job\": \"Art Department Coordinator\", \"name\": \"Rebecca Jellie\"}, {\"credit_id\": \"544919ba0e0a26748f001b42\", \"department\": \"Art\", \"gender\": 0, \"id\": 1376893, \"job\": \"Set Designer\", \"name\": \"Robert Andrew Johnson\"}, {\"credit_id\": \"54491b1dc3a3680faa001b8c\", \"department\": \"Art\", \"gender\": 0, \"id\": 1376895, \"job\": \"Assistant Art Director\", \"name\": \"Mike Stassi\"}, {\"credit_id\": \"54491b79c3a3680fbb001826\", \"department\": \"Art\", \"gender\": 0, \"id\": 1376897, \"job\": \"Construction Coordinator\", \"name\": \"John Villarino\"}, {\"credit_id\": \"54491baec3a3680fb4001ce6\", \"department\": \"Art\", \"gender\": 2, \"id\": 1376898, \"job\": \"Assistant Art Director\", \"name\": \"Jeffrey Wisniewski\"}, {\"credit_id\": \"54491d2fc3a3680fb4001d07\", \"department\": \"Editing\", \"gender\": 0, \"id\": 1376899, \"job\": \"Dialogue Editor\", \"name\": \"Cheryl Nardi\"}, {\"credit_id\": \"54491d86c3a3680fa5001b2f\", \"department\": \"Editing\", \"gender\": 0, \"id\": 1376901, \"job\": \"Dialogue Editor\", \"name\": \"Marshall Winn\"}, {\"credit_id\": \"54491d9dc3a3680faa001bb0\", \"department\": \"Sound\", \"gender\": 0, \"id\": 1376902, \"job\": \"Supervising Sound Editor\", \"name\": \"Gwendolyn Yates Whittle\"}, {\"credit_id\": \"54491dc10e0a267486001bce\", \"department\": \"Sound\", \"gender\": 0, \"id\": 1376903, \"job\": \"Sound Re-Recording Mixer\", \"name\": \"William Stein\"}, {\"credit_id\": \"54491f500e0a26747c001c07\", \"department\": \"Crew\", \"gender\": 0, \"id\": 1376909, \"job\": \"Choreographer\", \"name\": \"Lula Washington\"}, {\"credit_id\": \"549599239251412c4e002a2e\", \"department\": \"Visual Effects\", \"gender\": 0, \"id\": 1391692, \"job\": \"Visual Effects Producer\", \"name\": \"Chris Del Conte\"}, {\"credit_id\": \"54959d54c3a36831b8001d9a\", \"department\": \"Visual Effects\", \"gender\": 2, \"id\": 1391695, \"job\": \"Visual Effects Supervisor\", \"name\": \"R. Christopher White\"}, {\"credit_id\": \"54959bdf9251412c4e002a66\", \"department\": \"Visual Effects\", \"gender\": 0, \"id\": 1394070, \"job\": \"Visual Effects Supervisor\", \"name\": \"Dan Lemmon\"}, {\"credit_id\": \"5495971d92514132ed002922\", \"department\": \"Sound\", \"gender\": 0, \"id\": 1394129, \"job\": \"Sound Effects Editor\", \"name\": \"Tim Nielsen\"}, {\"credit_id\": \"5592b25792514152cc0011aa\", \"department\": \"Crew\", \"gender\": 0, \"id\": 1394286, \"job\": \"CG Supervisor\", \"name\": \"Michael Mulholland\"}, {\"credit_id\": \"54959a329251416e2b004355\", \"department\": \"Crew\", \"gender\": 0, \"id\": 1394750, \"job\": \"Visual Effects Editor\", \"name\": \"Thomas Nittmann\"}, {\"credit_id\": \"54959d6dc3a3686ae9004401\", \"department\": \"Visual Effects\", \"gender\": 0, \"id\": 1394755, \"job\": \"Visual Effects Supervisor\", \"name\": \"Edson Williams\"}, {\"credit_id\": \"5495a08fc3a3686ae300441c\", \"department\": \"Editing\", \"gender\": 0, \"id\": 1394953, \"job\": \"Digital Intermediate\", \"name\": \"Christine Carr\"}, {\"credit_id\": \"55402d659251413d6d000249\", \"department\": \"Visual Effects\", \"gender\": 0, \"id\": 1395269, \"job\": \"Visual Effects Supervisor\", \"name\": \"John Bruno\"}, {\"credit_id\": \"54959e7b9251416e1e003f3e\", \"department\": \"Camera\", \"gender\": 0, \"id\": 1398970, \"job\": \"Steadicam Operator\", \"name\": \"David Emmerichs\"}, {\"credit_id\": \"54959734c3a3686ae10045e0\", \"department\": \"Sound\", \"gender\": 0, \"id\": 1400906, \"job\": \"Sound Effects Editor\", \"name\": \"Christopher Scarabosio\"}, {\"credit_id\": \"549595dd92514130fc002d79\", \"department\": \"Production\", \"gender\": 0, \"id\": 1401784, \"job\": \"Production Supervisor\", \"name\": \"Jennifer Teves\"}, {\"credit_id\": \"549596009251413af70028cc\", \"department\": \"Production\", \"gender\": 0, \"id\": 1401785, \"job\": \"Production Manager\", \"name\": \"Brigitte Yorke\"}, {\"credit_id\": \"549596e892514130fc002d99\", \"department\": \"Sound\", \"gender\": 0, \"id\": 1401786, \"job\": \"Sound Effects Editor\", \"name\": \"Ken Fischer\"}, {\"credit_id\": \"549598229251412c4e002a1c\", \"department\": \"Crew\", \"gender\": 0, \"id\": 1401787, \"job\": \"Special Effects Coordinator\", \"name\": \"Iain Hutton\"}, {\"credit_id\": \"549598349251416e2b00432b\", \"department\": \"Crew\", \"gender\": 0, \"id\": 1401788, \"job\": \"Special Effects Coordinator\", \"name\": \"Steve Ingram\"}, {\"credit_id\": \"54959905c3a3686ae3004324\", \"department\": \"Visual Effects\", \"gender\": 0, \"id\": 1401789, \"job\": \"Visual Effects Producer\", \"name\": \"Joyce Cox\"}, {\"credit_id\": \"5495994b92514132ed002951\", \"department\": \"Visual Effects\", \"gender\": 0, \"id\": 1401790, \"job\": \"Visual Effects Producer\", \"name\": \"Jenny Foster\"}, {\"credit_id\": \"549599cbc3a3686ae1004613\", \"department\": \"Crew\", \"gender\": 0, \"id\": 1401791, \"job\": \"Visual Effects Editor\", \"name\": \"Christopher Marino\"}, {\"credit_id\": \"549599f2c3a3686ae100461e\", \"department\": \"Crew\", \"gender\": 0, \"id\": 1401792, \"job\": \"Visual Effects Editor\", \"name\": \"Jim Milton\"}, {\"credit_id\": \"54959a51c3a3686af3003eb5\", \"department\": \"Visual Effects\", \"gender\": 0, \"id\": 1401793, \"job\": \"Visual Effects Producer\", \"name\": \"Cyndi Ochs\"}, {\"credit_id\": \"54959a7cc3a36811530026f4\", \"department\": \"Crew\", \"gender\": 0, \"id\": 1401794, \"job\": \"Visual Effects Editor\", \"name\": \"Lucas Putnam\"}, {\"credit_id\": \"54959b91c3a3680ff5002cb4\", \"department\": \"Visual Effects\", \"gender\": 0, \"id\": 1401795, \"job\": \"Visual Effects Supervisor\", \"name\": \"Anthony \\'Max\\' Ivins\"}, {\"credit_id\": \"54959bb69251412c4e002a5f\", \"department\": \"Visual Effects\", \"gender\": 0, \"id\": 1401796, \"job\": \"Visual Effects Supervisor\", \"name\": \"John Knoll\"}, {\"credit_id\": \"54959cbbc3a3686ae3004391\", \"department\": \"Visual Effects\", \"gender\": 2, \"id\": 1401799, \"job\": \"Visual Effects Supervisor\", \"name\": \"Eric Saindon\"}, {\"credit_id\": \"54959d06c3a3686ae90043f6\", \"department\": \"Visual Effects\", \"gender\": 0, \"id\": 1401800, \"job\": \"Visual Effects Supervisor\", \"name\": \"Wayne Stables\"}, {\"credit_id\": \"54959d259251416e1e003f11\", \"department\": \"Visual Effects\", \"gender\": 0, \"id\": 1401801, \"job\": \"Visual Effects Supervisor\", \"name\": \"David Stinnett\"}, {\"credit_id\": \"54959db49251413af7002975\", \"department\": \"Visual Effects\", \"gender\": 0, \"id\": 1401803, \"job\": \"Visual Effects Supervisor\", \"name\": \"Guy Williams\"}, {\"credit_id\": \"54959de4c3a3681153002750\", \"department\": \"Crew\", \"gender\": 0, \"id\": 1401804, \"job\": \"Stunt Coordinator\", \"name\": \"Stuart Thorp\"}, {\"credit_id\": \"54959ef2c3a3680fc60027f2\", \"department\": \"Lighting\", \"gender\": 0, \"id\": 1401805, \"job\": \"Best Boy Electric\", \"name\": \"Giles Coburn\"}, {\"credit_id\": \"54959f07c3a3680fc60027f9\", \"department\": \"Camera\", \"gender\": 2, \"id\": 1401806, \"job\": \"Still Photographer\", \"name\": \"Mark Fellman\"}, {\"credit_id\": \"54959f47c3a3681153002774\", \"department\": \"Lighting\", \"gender\": 0, \"id\": 1401807, \"job\": \"Lighting Technician\", \"name\": \"Scott Sprague\"}, {\"credit_id\": \"54959f8cc3a36831b8001df2\", \"department\": \"Visual Effects\", \"gender\": 0, \"id\": 1401808, \"job\": \"Animation Director\", \"name\": \"Jeremy Hollobon\"}, {\"credit_id\": \"54959fa0c3a36831b8001dfb\", \"department\": \"Visual Effects\", \"gender\": 0, \"id\": 1401809, \"job\": \"Animation Director\", \"name\": \"Orlando Meunier\"}, {\"credit_id\": \"54959fb6c3a3686af3003f54\", \"department\": \"Visual Effects\", \"gender\": 0, \"id\": 1401810, \"job\": \"Animation Director\", \"name\": \"Taisuke Tanimura\"}, {\"credit_id\": \"54959fd2c3a36831b8001e02\", \"department\": \"Costume & Make-Up\", \"gender\": 0, \"id\": 1401812, \"job\": \"Set Costumer\", \"name\": \"Lilia Mishel Acevedo\"}, {\"credit_id\": \"54959ff9c3a3686ae300440c\", \"department\": \"Costume & Make-Up\", \"gender\": 0, \"id\": 1401814, \"job\": \"Set Costumer\", \"name\": \"Alejandro M. 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\"}]'],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "credits.head(1)[\"crew\"].values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "f0f2836e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(4803, 20)"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "69d0e424",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(4803, 4)"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "credits.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "4c7f3430",
   "metadata": {},
   "outputs": [],
   "source": [
    "movies=movies.merge(credits,on='title')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "d32a02b5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(4809, 23)"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "92995a34",
   "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>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": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "1c7fc2e2",
   "metadata": {},
   "outputs": [],
   "source": [
    "movies['tagline'].fillna(\"\",inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "00671dd3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "budget                     0\n",
       "genres                     0\n",
       "homepage                3096\n",
       "id                         0\n",
       "keywords                   0\n",
       "original_language          0\n",
       "original_title             0\n",
       "overview                   3\n",
       "popularity                 0\n",
       "production_companies       0\n",
       "production_countries       0\n",
       "release_date               1\n",
       "revenue                    0\n",
       "runtime                    2\n",
       "spoken_languages           0\n",
       "status                     0\n",
       "tagline                    0\n",
       "title                      0\n",
       "vote_average               0\n",
       "vote_count                 0\n",
       "movie_id                   0\n",
       "cast                       0\n",
       "crew                       0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "bfaca1a2",
   "metadata": {},
   "outputs": [],
   "source": [
    "movies['overview'].fillna(\"\",inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "a162c71a",
   "metadata": {},
   "outputs": [],
   "source": [
    "df=movies.copy()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a7545555",
   "metadata": {},
   "source": [
    "Feature engineering"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "a13b50fe",
   "metadata": {},
   "outputs": [],
   "source": [
    "#genres\n",
    "#keywords\n",
    "#id to fetch poster nothing needed for ml\n",
    "# title\n",
    "# overview\n",
    "#cast\n",
    "#crew\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "fdb48e3f",
   "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              4809 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               4809 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": 49,
   "id": "0267ff7e",
   "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>budget</th>\n",
       "      <th>id</th>\n",
       "      <th>popularity</th>\n",
       "      <th>revenue</th>\n",
       "      <th>runtime</th>\n",
       "      <th>vote_average</th>\n",
       "      <th>vote_count</th>\n",
       "      <th>movie_id</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>4.809000e+03</td>\n",
       "      <td>4809.000000</td>\n",
       "      <td>4809.000000</td>\n",
       "      <td>4.809000e+03</td>\n",
       "      <td>4807.000000</td>\n",
       "      <td>4809.000000</td>\n",
       "      <td>4809.000000</td>\n",
       "      <td>4809.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>2.902780e+07</td>\n",
       "      <td>57120.571429</td>\n",
       "      <td>21.491664</td>\n",
       "      <td>8.227511e+07</td>\n",
       "      <td>106.882255</td>\n",
       "      <td>6.092514</td>\n",
       "      <td>690.331670</td>\n",
       "      <td>57120.571429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>4.070473e+07</td>\n",
       "      <td>88653.369849</td>\n",
       "      <td>31.803366</td>\n",
       "      <td>1.628379e+08</td>\n",
       "      <td>22.602535</td>\n",
       "      <td>1.193989</td>\n",
       "      <td>1234.187111</td>\n",
       "      <td>88653.369849</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>5.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>7.800000e+05</td>\n",
       "      <td>9012.000000</td>\n",
       "      <td>4.667230</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>94.000000</td>\n",
       "      <td>5.600000</td>\n",
       "      <td>54.000000</td>\n",
       "      <td>9012.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>1.500000e+07</td>\n",
       "      <td>14624.000000</td>\n",
       "      <td>12.921594</td>\n",
       "      <td>1.917000e+07</td>\n",
       "      <td>103.000000</td>\n",
       "      <td>6.200000</td>\n",
       "      <td>235.000000</td>\n",
       "      <td>14624.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>4.000000e+07</td>\n",
       "      <td>58595.000000</td>\n",
       "      <td>28.350529</td>\n",
       "      <td>9.291317e+07</td>\n",
       "      <td>118.000000</td>\n",
       "      <td>6.800000</td>\n",
       "      <td>737.000000</td>\n",
       "      <td>58595.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>3.800000e+08</td>\n",
       "      <td>459488.000000</td>\n",
       "      <td>875.581305</td>\n",
       "      <td>2.787965e+09</td>\n",
       "      <td>338.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>13752.000000</td>\n",
       "      <td>459488.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             budget             id   popularity       revenue      runtime  \\\n",
       "count  4.809000e+03    4809.000000  4809.000000  4.809000e+03  4807.000000   \n",
       "mean   2.902780e+07   57120.571429    21.491664  8.227511e+07   106.882255   \n",
       "std    4.070473e+07   88653.369849    31.803366  1.628379e+08    22.602535   \n",
       "min    0.000000e+00       5.000000     0.000000  0.000000e+00     0.000000   \n",
       "25%    7.800000e+05    9012.000000     4.667230  0.000000e+00    94.000000   \n",
       "50%    1.500000e+07   14624.000000    12.921594  1.917000e+07   103.000000   \n",
       "75%    4.000000e+07   58595.000000    28.350529  9.291317e+07   118.000000   \n",
       "max    3.800000e+08  459488.000000   875.581305  2.787965e+09   338.000000   \n",
       "\n",
       "       vote_average    vote_count       movie_id  \n",
       "count   4809.000000   4809.000000    4809.000000  \n",
       "mean       6.092514    690.331670   57120.571429  \n",
       "std        1.193989   1234.187111   88653.369849  \n",
       "min        0.000000      0.000000       5.000000  \n",
       "25%        5.600000     54.000000    9012.000000  \n",
       "50%        6.200000    235.000000   14624.000000  \n",
       "75%        6.800000    737.000000   58595.000000  \n",
       "max       10.000000  13752.000000  459488.000000  "
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "c1938461",
   "metadata": {},
   "outputs": [],
   "source": [
    "movies=movies[['movie_id','title','overview','genres','keywords','cast','crew']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "18748e92",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "movie_id    0\n",
       "title       0\n",
       "overview    0\n",
       "genres      0\n",
       "keywords    0\n",
       "cast        0\n",
       "crew        0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "206ddd50",
   "metadata": {},
   "outputs": [],
   "source": [
    "# movies.dropna(inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "df443bd0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies.duplicated().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "ca42904d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>movie_id</th>\n",
       "      <th>title</th>\n",
       "      <th>overview</th>\n",
       "      <th>genres</th>\n",
       "      <th>keywords</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>In the 22nd century, a paraplegic Marine is di...</td>\n",
       "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
       "      <td>[{\"id\": 1463, \"name\": \"culture clash\"}, {\"id\":...</td>\n",
       "      <td>[{\"cast_id\": 242, \"character\": \"Jake Sully\", \"...</td>\n",
       "      <td>[{\"credit_id\": \"52fe48009251416c750aca23\", \"de...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   movie_id   title                                           overview  \\\n",
       "0     19995  Avatar  In the 22nd century, a paraplegic Marine is di...   \n",
       "\n",
       "                                              genres  \\\n",
       "0  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   \n",
       "\n",
       "                                            keywords  \\\n",
       "0  [{\"id\": 1463, \"name\": \"culture clash\"}, {\"id\":...   \n",
       "\n",
       "                                                cast  \\\n",
       "0  [{\"cast_id\": 242, \"character\": \"Jake Sully\", \"...   \n",
       "\n",
       "                                                crew  \n",
       "0  [{\"credit_id\": \"52fe48009251416c750aca23\", \"de...  "
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies.head(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "284427be",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>movie_id</th>\n",
       "      <th>title</th>\n",
       "      <th>overview</th>\n",
       "      <th>genres</th>\n",
       "      <th>keywords</th>\n",
       "      <th>cast</th>\n",
       "      <th>crew</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>4808</th>\n",
       "      <td>25975</td>\n",
       "      <td>My Date with Drew</td>\n",
       "      <td>Ever since the second grade when he first saw ...</td>\n",
       "      <td>[{\"id\": 99, \"name\": \"Documentary\"}]</td>\n",
       "      <td>[{\"id\": 1523, \"name\": \"obsession\"}, {\"id\": 224...</td>\n",
       "      <td>[{\"cast_id\": 3, \"character\": \"Herself\", \"credi...</td>\n",
       "      <td>[{\"credit_id\": \"58ce021b9251415a390165d9\", \"de...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      movie_id              title  \\\n",
       "4808     25975  My Date with Drew   \n",
       "\n",
       "                                               overview  \\\n",
       "4808  Ever since the second grade when he first saw ...   \n",
       "\n",
       "                                   genres  \\\n",
       "4808  [{\"id\": 99, \"name\": \"Documentary\"}]   \n",
       "\n",
       "                                               keywords  \\\n",
       "4808  [{\"id\": 1523, \"name\": \"obsession\"}, {\"id\": 224...   \n",
       "\n",
       "                                                   cast  \\\n",
       "4808  [{\"cast_id\": 3, \"character\": \"Herself\", \"credi...   \n",
       "\n",
       "                                                   crew  \n",
       "4808  [{\"credit_id\": \"58ce021b9251415a390165d9\", \"de...  "
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies.tail(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "804644a0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'[{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"name\": \"Fantasy\"}, {\"id\": 28, \"name\": \"Action\"}]'"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies.iloc[1].genres"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "fe9f6f9d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 4809 entries, 0 to 4808\n",
      "Data columns (total 7 columns):\n",
      " #   Column    Non-Null Count  Dtype \n",
      "---  ------    --------------  ----- \n",
      " 0   movie_id  4809 non-null   int64 \n",
      " 1   title     4809 non-null   object\n",
      " 2   overview  4809 non-null   object\n",
      " 3   genres    4809 non-null   object\n",
      " 4   keywords  4809 non-null   object\n",
      " 5   cast      4809 non-null   object\n",
      " 6   crew      4809 non-null   object\n",
      "dtypes: int64(1), object(6)\n",
      "memory usage: 300.6+ KB\n"
     ]
    }
   ],
   "source": [
    "movies.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "3fb9a39b",
   "metadata": {},
   "outputs": [],
   "source": [
    "def convert(obj):\n",
    "    l=[]\n",
    "    for  i in ast.literal_eval(obj):\n",
    "        l.append(i['name'])\n",
    "    return l"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "cb93ec34",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'id': 12, 'name': 'Adventure'},\n",
       " {'id': 14, 'name': 'Fantasy'},\n",
       " {'id': 28, 'name': 'Action'}]"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import ast\n",
    "ast.literal_eval('[{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"name\": \"Fantasy\"}, {\"id\": 28, \"name\": \"Action\"}]')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "1e7b5a17",
   "metadata": {},
   "outputs": [],
   "source": [
    "movies['genres']=movies['genres'].apply(convert)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "6b480dc4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>movie_id</th>\n",
       "      <th>title</th>\n",
       "      <th>overview</th>\n",
       "      <th>genres</th>\n",
       "      <th>keywords</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>In the 22nd century, a paraplegic Marine is di...</td>\n",
       "      <td>[Action, Adventure, Fantasy, Science Fiction]</td>\n",
       "      <td>[{\"id\": 1463, \"name\": \"culture clash\"}, {\"id\":...</td>\n",
       "      <td>[{\"cast_id\": 242, \"character\": \"Jake Sully\", \"...</td>\n",
       "      <td>[{\"credit_id\": \"52fe48009251416c750aca23\", \"de...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   movie_id   title                                           overview  \\\n",
       "0     19995  Avatar  In the 22nd century, a paraplegic Marine is di...   \n",
       "\n",
       "                                          genres  \\\n",
       "0  [Action, Adventure, Fantasy, Science Fiction]   \n",
       "\n",
       "                                            keywords  \\\n",
       "0  [{\"id\": 1463, \"name\": \"culture clash\"}, {\"id\":...   \n",
       "\n",
       "                                                cast  \\\n",
       "0  [{\"cast_id\": 242, \"character\": \"Jake Sully\", \"...   \n",
       "\n",
       "                                                crew  \n",
       "0  [{\"credit_id\": \"52fe48009251416c750aca23\", \"de...  "
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies.head(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "id": "b2501754",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "str"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(movies['keywords'].iloc[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "id": "474a7336",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'[{\"id\": 270, \"name\": \"ocean\"}, {\"id\": 726, \"name\": \"drug abuse\"}, {\"id\": 911, \"name\": \"exotic island\"}, {\"id\": 1319, \"name\": \"east india trading company\"}, {\"id\": 2038, \"name\": \"love of one\\'s life\"}, {\"id\": 2052, \"name\": \"traitor\"}, {\"id\": 2580, \"name\": \"shipwreck\"}, {\"id\": 2660, \"name\": \"strong woman\"}, {\"id\": 3799, \"name\": \"ship\"}, {\"id\": 5740, \"name\": \"alliance\"}, {\"id\": 5941, \"name\": \"calypso\"}, {\"id\": 6155, \"name\": \"afterlife\"}, {\"id\": 6211, \"name\": \"fighter\"}, {\"id\": 12988, \"name\": \"pirate\"}, {\"id\": 157186, \"name\": \"swashbuckler\"}, {\"id\": 179430, \"name\": \"aftercreditsstinger\"}]'"
      ]
     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies.iloc[1].keywords"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "id": "82b9bc7c",
   "metadata": {},
   "outputs": [],
   "source": [
    "movies['keywords']=movies['keywords'].apply(convert)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "id": "cda13dca",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "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",
       "4804    [united states–mexico barrier, legs, arms, pap...\n",
       "4805                                                   []\n",
       "4806    [date, love at first sight, narration, investi...\n",
       "4807                                                   []\n",
       "4808            [obsession, camcorder, crush, dream girl]\n",
       "Name: keywords, Length: 4809, dtype: object"
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies['keywords']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "id": "a479af3a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>movie_id</th>\n",
       "      <th>title</th>\n",
       "      <th>overview</th>\n",
       "      <th>genres</th>\n",
       "      <th>keywords</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>In the 22nd century, a paraplegic Marine is di...</td>\n",
       "      <td>[Action, Adventure, Fantasy, Science Fiction]</td>\n",
       "      <td>[culture clash, future, space war, space colon...</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>Captain Barbossa, long believed to be dead, ha...</td>\n",
       "      <td>[Adventure, Fantasy, Action]</td>\n",
       "      <td>[ocean, drug abuse, exotic island, east india ...</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>A cryptic message from Bond’s past sends him o...</td>\n",
       "      <td>[Action, Adventure, Crime]</td>\n",
       "      <td>[spy, based on novel, secret agent, sequel, mi...</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>Following the death of District Attorney Harve...</td>\n",
       "      <td>[Action, Crime, Drama, Thriller]</td>\n",
       "      <td>[dc comics, crime fighter, terrorist, secret i...</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>John Carter is a war-weary, former military ca...</td>\n",
       "      <td>[Action, Adventure, Science Fiction]</td>\n",
       "      <td>[based on novel, mars, medallion, space travel...</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",
       "                                            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",
       "                                          genres  \\\n",
       "0  [Action, Adventure, Fantasy, Science Fiction]   \n",
       "1                   [Adventure, Fantasy, Action]   \n",
       "2                     [Action, Adventure, Crime]   \n",
       "3               [Action, Crime, Drama, Thriller]   \n",
       "4           [Action, Adventure, Science Fiction]   \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",
       "                                                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": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "id": "cf6e2226",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'[{\"cast_id\": 4, \"character\": \"Captain Jack Sparrow\", \"credit_id\": \"52fe4232c3a36847f800b50d\", \"gender\": 2, \"id\": 85, \"name\": \"Johnny Depp\", \"order\": 0}, {\"cast_id\": 5, \"character\": \"Will Turner\", \"credit_id\": \"52fe4232c3a36847f800b511\", \"gender\": 2, \"id\": 114, \"name\": \"Orlando Bloom\", \"order\": 1}, {\"cast_id\": 6, \"character\": \"Elizabeth Swann\", \"credit_id\": \"52fe4232c3a36847f800b515\", \"gender\": 1, \"id\": 116, \"name\": \"Keira Knightley\", \"order\": 2}, {\"cast_id\": 12, \"character\": \"William \\\\\"Bootstrap Bill\\\\\" Turner\", \"credit_id\": \"52fe4232c3a36847f800b52d\", \"gender\": 2, \"id\": 1640, \"name\": \"Stellan Skarsg\\\\u00e5rd\", \"order\": 3}, {\"cast_id\": 10, \"character\": \"Captain Sao Feng\", \"credit_id\": \"52fe4232c3a36847f800b525\", \"gender\": 2, \"id\": 1619, \"name\": \"Chow Yun-fat\", \"order\": 4}, {\"cast_id\": 9, \"character\": \"Captain Davy Jones\", \"credit_id\": \"52fe4232c3a36847f800b521\", \"gender\": 2, \"id\": 2440, \"name\": \"Bill Nighy\", \"order\": 5}, {\"cast_id\": 7, \"character\": \"Captain Hector Barbossa\", \"credit_id\": \"52fe4232c3a36847f800b519\", \"gender\": 2, \"id\": 118, \"name\": \"Geoffrey Rush\", \"order\": 6}, {\"cast_id\": 14, \"character\": \"Admiral James Norrington\", \"credit_id\": \"52fe4232c3a36847f800b535\", \"gender\": 2, \"id\": 1709, \"name\": \"Jack Davenport\", \"order\": 7}, {\"cast_id\": 13, \"character\": \"Joshamee Gibbs\", \"credit_id\": \"52fe4232c3a36847f800b531\", \"gender\": 2, \"id\": 2449, \"name\": \"Kevin McNally\", \"order\": 8}, {\"cast_id\": 11, \"character\": \"Lord Cutler Beckett\", \"credit_id\": \"52fe4232c3a36847f800b529\", \"gender\": 2, \"id\": 2441, \"name\": \"Tom Hollander\", \"order\": 9}, {\"cast_id\": 19, \"character\": \"Tia Dalma\", \"credit_id\": \"52fe4232c3a36847f800b549\", \"gender\": 1, \"id\": 2038, \"name\": \"Naomie Harris\", \"order\": 10}, {\"cast_id\": 8, \"character\": \"Governor Weatherby Swann\", \"credit_id\": \"52fe4232c3a36847f800b51d\", \"gender\": 2, \"id\": 378, \"name\": \"Jonathan Pryce\", \"order\": 11}, {\"cast_id\": 37, \"character\": \"Captain Teague Sparrow\", \"credit_id\": \"52fe4232c3a36847f800b5b3\", \"gender\": 2, \"id\": 1430, \"name\": \"Keith Richards\", \"order\": 12}, {\"cast_id\": 16, \"character\": \"Pintel\", \"credit_id\": \"52fe4232c3a36847f800b53d\", \"gender\": 2, \"id\": 1710, \"name\": \"Lee Arenberg\", \"order\": 13}, {\"cast_id\": 15, \"character\": \"Ragetti\", \"credit_id\": \"52fe4232c3a36847f800b539\", \"gender\": 2, \"id\": 1711, \"name\": \"Mackenzie Crook\", \"order\": 14}, {\"cast_id\": 18, \"character\": \"Lieutenant Theodore Groves\", \"credit_id\": \"52fe4232c3a36847f800b545\", \"gender\": 2, \"id\": 4031, \"name\": \"Greg Ellis\", \"order\": 15}, {\"cast_id\": 55, \"character\": \"Cotton\", \"credit_id\": \"57e28d2ec3a3681a01005b5c\", \"gender\": 2, \"id\": 1715, \"name\": \"David Bailie\", \"order\": 16}, {\"cast_id\": 17, \"character\": \"Marty\", \"credit_id\": \"52fe4232c3a36847f800b541\", \"gender\": 2, \"id\": 4030, \"name\": \"Martin Klebba\", \"order\": 17}, {\"cast_id\": 57, \"character\": \"Ian Mercer\", \"credit_id\": \"57e28d78c3a36808b900bf4f\", \"gender\": 0, \"id\": 939, \"name\": \"David Schofield\", \"order\": 18}, {\"cast_id\": 62, \"character\": \"Scarlett\", \"credit_id\": \"57e28ec5c3a3681a50005855\", \"gender\": 1, \"id\": 2450, \"name\": \"Lauren Maher\", \"order\": 19}, {\"cast_id\": 63, \"character\": \"Giselle\", \"credit_id\": \"57e28ed692514123f5005635\", \"gender\": 1, \"id\": 2452, \"name\": \"Vanessa Branch\", \"order\": 20}, {\"cast_id\": 60, \"character\": \"Mullroy\", \"credit_id\": \"57e28db2c3a3681a01005bc7\", \"gender\": 2, \"id\": 1714, \"name\": \"Angus Barnett\", \"order\": 21}, {\"cast_id\": 59, \"character\": \"Murtogg\", \"credit_id\": \"57e28da192514118f7006008\", \"gender\": 0, \"id\": 1713, \"name\": \"Giles New\", \"order\": 22}, {\"cast_id\": 58, \"character\": \"Tai Huang\", \"credit_id\": \"57e28d8ec3a3681a01005bab\", \"gender\": 2, \"id\": 22075, \"name\": \"Reggie Lee\", \"order\": 23}, {\"cast_id\": 64, \"character\": \"Henry Turner\", \"credit_id\": \"57e29119925141151100a6cc\", \"gender\": 2, \"id\": 61259, \"name\": \"Dominic Scott Kay\", \"order\": 24}, {\"cast_id\": 39, \"character\": \"Mistress Ching\", \"credit_id\": \"52fe4232c3a36847f800b5bd\", \"gender\": 1, \"id\": 33500, \"name\": \"Takayo Fischer\", \"order\": 25}, {\"cast_id\": 40, \"character\": \"Lieutenant Greitzer\", \"credit_id\": \"52fe4232c3a36847f800b5c1\", \"gender\": 2, \"id\": 1224149, \"name\": \"David Meunier\", \"order\": 26}, {\"cast_id\": 49, \"character\": \"Hadras\", \"credit_id\": \"56d1871c92514174680010cf\", \"gender\": 2, \"id\": 429401, \"name\": \"Ho-Kwan Tse\", \"order\": 27}, {\"cast_id\": 56, \"character\": \"Clacker\", \"credit_id\": \"57e28d4b92514125710055cb\", \"gender\": 0, \"id\": 1123, \"name\": \"Andy Beckwith\", \"order\": 28}, {\"cast_id\": 51, \"character\": \"Penrod\", \"credit_id\": \"56ec8c14c3a3682260003c53\", \"gender\": 2, \"id\": 1056117, \"name\": \"Peter Donald Badalamenti II\", \"order\": 29}, {\"cast_id\": 61, \"character\": \"Cotton\\'s Parrot (voice)\", \"credit_id\": \"57e28dcc9251412463005678\", \"gender\": 2, \"id\": 21700, \"name\": \"Christopher S. Capp\", \"order\": 30}, {\"cast_id\": 65, \"character\": \"Captain Teague\", \"credit_id\": \"58bc2a37c3a368663003740b\", \"gender\": 2, \"id\": 1430, \"name\": \"Keith Richards\", \"order\": 31}, {\"cast_id\": 66, \"character\": \"Captain Jocard\", \"credit_id\": \"58bc2a8e925141609e03a179\", \"gender\": 2, \"id\": 2603, \"name\": \"Hakeem Kae-Kazim\", \"order\": 32}, {\"cast_id\": 67, \"character\": \"Captain Ammand\", \"credit_id\": \"58e2a21ac3a36872af00f9c2\", \"gender\": 0, \"id\": 70577, \"name\": \"Ghassan Massoud\", \"order\": 33}]'"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies.iloc[1].cast"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "id": "45989989",
   "metadata": {},
   "outputs": [],
   "source": [
    "#we just need first 3 charecter from the cast"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "id": "f44023bb",
   "metadata": {},
   "outputs": [],
   "source": [
    "def convert3(obj):\n",
    "    counter=0;\n",
    "    l=[]\n",
    "    for  i in ast.literal_eval(obj):\n",
    "        if counter!=3:\n",
    "            l.append(i['name'])\n",
    "            counter+=1\n",
    "        else:\n",
    "            break\n",
    "    return l"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "id": "871344a6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "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",
       "4804    [Carlos Gallardo, Jaime de Hoyos, Peter Marqua...\n",
       "4805         [Edward Burns, Kerry Bishé, Marsha Dietlein]\n",
       "4806           [Eric Mabius, Kristin Booth, Crystal Lowe]\n",
       "4807            [Daniel Henney, Eliza Coupe, Bill Paxton]\n",
       "4808    [Drew Barrymore, Brian Herzlinger, Corey Feldman]\n",
       "Name: cast, Length: 4809, dtype: object"
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies['cast'].apply(convert3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "id": "b642eed3",
   "metadata": {},
   "outputs": [],
   "source": [
    "movies[\"cast\"]=movies['cast'].apply(convert3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "id": "18338494",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'credit_id': '52fe4232c3a36847f800b579',\n",
       "  'department': 'Camera',\n",
       "  'gender': 2,\n",
       "  'id': 120,\n",
       "  'job': 'Director of Photography',\n",
       "  'name': 'Dariusz Wolski'},\n",
       " {'credit_id': '52fe4232c3a36847f800b4fd',\n",
       "  'department': 'Directing',\n",
       "  'gender': 2,\n",
       "  'id': 1704,\n",
       "  'job': 'Director',\n",
       "  'name': 'Gore Verbinski'},\n",
       " {'credit_id': '52fe4232c3a36847f800b54f',\n",
       "  'department': 'Production',\n",
       "  'gender': 2,\n",
       "  'id': 770,\n",
       "  'job': 'Producer',\n",
       "  'name': 'Jerry Bruckheimer'},\n",
       " {'credit_id': '52fe4232c3a36847f800b503',\n",
       "  'department': 'Writing',\n",
       "  'gender': 2,\n",
       "  'id': 1705,\n",
       "  'job': 'Screenplay',\n",
       "  'name': 'Ted Elliott'},\n",
       " {'credit_id': '52fe4232c3a36847f800b509',\n",
       "  'department': 'Writing',\n",
       "  'gender': 2,\n",
       "  'id': 1706,\n",
       "  'job': 'Screenplay',\n",
       "  'name': 'Terry Rossio'},\n",
       " {'credit_id': '52fe4232c3a36847f800b57f',\n",
       "  'department': 'Editing',\n",
       "  'gender': 0,\n",
       "  'id': 1721,\n",
       "  'job': 'Editor',\n",
       "  'name': 'Stephen E. Rivkin'},\n",
       " {'credit_id': '52fe4232c3a36847f800b585',\n",
       "  'department': 'Editing',\n",
       "  'gender': 2,\n",
       "  'id': 1722,\n",
       "  'job': 'Editor',\n",
       "  'name': 'Craig Wood'},\n",
       " {'credit_id': '52fe4232c3a36847f800b573',\n",
       "  'department': 'Sound',\n",
       "  'gender': 2,\n",
       "  'id': 947,\n",
       "  'job': 'Original Music Composer',\n",
       "  'name': 'Hans Zimmer'},\n",
       " {'credit_id': '52fe4232c3a36847f800b555',\n",
       "  'department': 'Production',\n",
       "  'gender': 2,\n",
       "  'id': 2444,\n",
       "  'job': 'Executive Producer',\n",
       "  'name': 'Mike Stenson'},\n",
       " {'credit_id': '52fe4232c3a36847f800b561',\n",
       "  'department': 'Production',\n",
       "  'gender': 2,\n",
       "  'id': 2445,\n",
       "  'job': 'Producer',\n",
       "  'name': 'Eric McLeod'},\n",
       " {'credit_id': '52fe4232c3a36847f800b55b',\n",
       "  'department': 'Production',\n",
       "  'gender': 2,\n",
       "  'id': 2446,\n",
       "  'job': 'Producer',\n",
       "  'name': 'Chad Oman'},\n",
       " {'credit_id': '52fe4232c3a36847f800b567',\n",
       "  'department': 'Production',\n",
       "  'gender': 0,\n",
       "  'id': 2447,\n",
       "  'job': 'Producer',\n",
       "  'name': 'Peter Kohn'},\n",
       " {'credit_id': '52fe4232c3a36847f800b56d',\n",
       "  'department': 'Production',\n",
       "  'gender': 0,\n",
       "  'id': 2448,\n",
       "  'job': 'Producer',\n",
       "  'name': 'Pat Sandston'},\n",
       " {'credit_id': '52fe4232c3a36847f800b58b',\n",
       "  'department': 'Production',\n",
       "  'gender': 1,\n",
       "  'id': 2215,\n",
       "  'job': 'Casting',\n",
       "  'name': 'Denise Chamian'},\n",
       " {'credit_id': '52fe4232c3a36847f800b597',\n",
       "  'department': 'Art',\n",
       "  'gender': 2,\n",
       "  'id': 1226,\n",
       "  'job': 'Production Design',\n",
       "  'name': 'Rick Heinrichs'},\n",
       " {'credit_id': '52fe4232c3a36847f800b59d',\n",
       "  'department': 'Art',\n",
       "  'gender': 2,\n",
       "  'id': 553,\n",
       "  'job': 'Art Direction',\n",
       "  'name': 'John Dexter'},\n",
       " {'credit_id': '52fe4232c3a36847f800b591',\n",
       "  'department': 'Production',\n",
       "  'gender': 1,\n",
       "  'id': 3311,\n",
       "  'job': 'Casting',\n",
       "  'name': 'Priscilla John'},\n",
       " {'credit_id': '52fe4232c3a36847f800b5a3',\n",
       "  'department': 'Art',\n",
       "  'gender': 1,\n",
       "  'id': 4032,\n",
       "  'job': 'Set Decoration',\n",
       "  'name': 'Cheryl Carasik'},\n",
       " {'credit_id': '52fe4232c3a36847f800b5a9',\n",
       "  'department': 'Costume & Make-Up',\n",
       "  'gender': 0,\n",
       "  'id': 4033,\n",
       "  'job': 'Costume Design',\n",
       "  'name': 'Liz Dann'},\n",
       " {'credit_id': '52fe4232c3a36847f800b5af',\n",
       "  'department': 'Costume & Make-Up',\n",
       "  'gender': 1,\n",
       "  'id': 4034,\n",
       "  'job': 'Costume Design',\n",
       "  'name': 'Penny Rose'},\n",
       " {'credit_id': '56427ce8c3a3686a53000d8b',\n",
       "  'department': 'Sound',\n",
       "  'gender': 2,\n",
       "  'id': 5132,\n",
       "  'job': 'Music Supervisor',\n",
       "  'name': 'Bob Badami'},\n",
       " {'credit_id': '55993c15c3a36855db002f33',\n",
       "  'department': 'Art',\n",
       "  'gender': 2,\n",
       "  'id': 146439,\n",
       "  'job': 'Conceptual Design',\n",
       "  'name': 'James Ward Byrkit'},\n",
       " {'credit_id': '52fe4232c3a36847f800b5b9',\n",
       "  'department': 'Costume & Make-Up',\n",
       "  'gender': 1,\n",
       "  'id': 406204,\n",
       "  'job': 'Makeup Department Head',\n",
       "  'name': 'Ve Neill'},\n",
       " {'credit_id': '56e47f7892514132690017bd',\n",
       "  'department': 'Crew',\n",
       "  'gender': 2,\n",
       "  'id': 1259516,\n",
       "  'job': 'Stunts',\n",
       "  'name': 'John Dixon'},\n",
       " {'credit_id': '5740be639251416597000849',\n",
       "  'department': 'Crew',\n",
       "  'gender': 0,\n",
       "  'id': 1336716,\n",
       "  'job': 'CGI Supervisor',\n",
       "  'name': 'Dottie Starling'},\n",
       " {'credit_id': '56427c639251412fc8000dc1',\n",
       "  'department': 'Directing',\n",
       "  'gender': 1,\n",
       "  'id': 1344278,\n",
       "  'job': 'Script Supervisor',\n",
       "  'name': 'Pamela Alch'},\n",
       " {'credit_id': '57083101c3a3681d320004e6',\n",
       "  'department': 'Crew',\n",
       "  'gender': 0,\n",
       "  'id': 1368867,\n",
       "  'job': 'Special Effects Coordinator',\n",
       "  'name': 'Allen Hall'},\n",
       " {'credit_id': '56427d5ec3a3686a62000d4a',\n",
       "  'department': 'Sound',\n",
       "  'gender': 0,\n",
       "  'id': 1368884,\n",
       "  'job': 'Music Editor',\n",
       "  'name': 'Melissa Muik'},\n",
       " {'credit_id': '56427c7b9251412fd4000e07',\n",
       "  'department': 'Directing',\n",
       "  'gender': 1,\n",
       "  'id': 1395290,\n",
       "  'job': 'Script Supervisor',\n",
       "  'name': 'Sharron Reynolds'},\n",
       " {'credit_id': '56427d2bc3a3686a53000d9b',\n",
       "  'department': 'Sound',\n",
       "  'gender': 0,\n",
       "  'id': 1399327,\n",
       "  'job': 'Music Editor',\n",
       "  'name': 'Barbara McDermott'},\n",
       " {'credit_id': '56427cb4c3a3686a53000d87',\n",
       "  'department': 'Directing',\n",
       "  'gender': 1,\n",
       "  'id': 1400738,\n",
       "  'job': 'Script Supervisor',\n",
       "  'name': 'Karen Golden'},\n",
       " {'credit_id': '56427d169251412fd4000e23',\n",
       "  'department': 'Sound',\n",
       "  'gender': 0,\n",
       "  'id': 1534197,\n",
       "  'job': 'Music Editor',\n",
       "  'name': 'Katie Greathouse'}]"
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ast.literal_eval(movies.iloc[1].crew)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "id": "ea65f4a2",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Just need the director name from the crew\n",
    "def convert4(obj):\n",
    "    l=[]\n",
    "    for  i in ast.literal_eval(obj):\n",
    "        if i['job']=='Director':\n",
    "            l.append(i['name'])\n",
    "            break\n",
    "    return l"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "id": "09cf448e",
   "metadata": {},
   "outputs": [],
   "source": [
    "movies['crew']=movies['crew'].apply(convert4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "id": "ad610915",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>movie_id</th>\n",
       "      <th>title</th>\n",
       "      <th>overview</th>\n",
       "      <th>genres</th>\n",
       "      <th>keywords</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>In the 22nd century, a paraplegic Marine is di...</td>\n",
       "      <td>[Action, Adventure, Fantasy, Science Fiction]</td>\n",
       "      <td>[culture clash, future, space war, space colon...</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>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",
       "      <td>[Adventure, Fantasy, Action]</td>\n",
       "      <td>[ocean, drug abuse, exotic island, east india ...</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>206647</td>\n",
       "      <td>Spectre</td>\n",
       "      <td>A cryptic message from Bond’s past sends him o...</td>\n",
       "      <td>[Action, Adventure, Crime]</td>\n",
       "      <td>[spy, based on novel, secret agent, sequel, mi...</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>49026</td>\n",
       "      <td>The Dark Knight Rises</td>\n",
       "      <td>Following the death of District Attorney Harve...</td>\n",
       "      <td>[Action, Crime, Drama, Thriller]</td>\n",
       "      <td>[dc comics, crime fighter, terrorist, secret i...</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>49529</td>\n",
       "      <td>John Carter</td>\n",
       "      <td>John Carter is a war-weary, former military ca...</td>\n",
       "      <td>[Action, Adventure, Science Fiction]</td>\n",
       "      <td>[based on novel, mars, medallion, space travel...</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": [
       "   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",
       "                                            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",
       "                                          genres  \\\n",
       "0  [Action, Adventure, Fantasy, Science Fiction]   \n",
       "1                   [Adventure, Fantasy, Action]   \n",
       "2                     [Action, Adventure, Crime]   \n",
       "3               [Action, Crime, Drama, Thriller]   \n",
       "4           [Action, Adventure, Science Fiction]   \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",
       "                                               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": 79,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "id": "8ddf50f6",
   "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.'"
      ]
     },
     "execution_count": 80,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies['overview'][0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "id": "af1ee2bd",
   "metadata": {},
   "outputs": [],
   "source": [
    "movies['overview']=movies['overview'].apply(lambda x:x.split())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "id": "2d3cf02d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>movie_id</th>\n",
       "      <th>title</th>\n",
       "      <th>overview</th>\n",
       "      <th>genres</th>\n",
       "      <th>keywords</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>[In, the, 22nd, century,, a, paraplegic, Marin...</td>\n",
       "      <td>[Action, Adventure, Fantasy, Science Fiction]</td>\n",
       "      <td>[culture clash, future, space war, space colon...</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>285</td>\n",
       "      <td>Pirates of the Caribbean: At World's End</td>\n",
       "      <td>[Captain, Barbossa,, long, believed, to, be, d...</td>\n",
       "      <td>[Adventure, Fantasy, Action]</td>\n",
       "      <td>[ocean, drug abuse, exotic island, east india ...</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>206647</td>\n",
       "      <td>Spectre</td>\n",
       "      <td>[A, cryptic, message, from, Bond’s, past, send...</td>\n",
       "      <td>[Action, Adventure, Crime]</td>\n",
       "      <td>[spy, based on novel, secret agent, sequel, mi...</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>49026</td>\n",
       "      <td>The Dark Knight Rises</td>\n",
       "      <td>[Following, the, death, of, District, Attorney...</td>\n",
       "      <td>[Action, Crime, Drama, Thriller]</td>\n",
       "      <td>[dc comics, crime fighter, terrorist, secret i...</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>49529</td>\n",
       "      <td>John Carter</td>\n",
       "      <td>[John, Carter, is, a, war-weary,, former, mili...</td>\n",
       "      <td>[Action, Adventure, Science Fiction]</td>\n",
       "      <td>[based on novel, mars, medallion, space travel...</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": [
       "   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",
       "                                            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",
       "                                          genres  \\\n",
       "0  [Action, Adventure, Fantasy, Science Fiction]   \n",
       "1                   [Adventure, Fantasy, Action]   \n",
       "2                     [Action, Adventure, Crime]   \n",
       "3               [Action, Crime, Drama, Thriller]   \n",
       "4           [Action, Adventure, Science Fiction]   \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",
       "                                               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": 82,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "id": "c92f6bc9",
   "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['cast']=movies['cast'].apply(lambda x :[i.replace(\" \",\"\") for i in x])\n",
    "movies['crew']=movies['crew'].apply(lambda x :[i.replace(\" \",\"\") for i in x])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "id": "0a87a936",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Removing space is needed other wise 2 name with same first name will be treated as one after the conversion of the string"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "id": "28f466a7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>movie_id</th>\n",
       "      <th>title</th>\n",
       "      <th>overview</th>\n",
       "      <th>genres</th>\n",
       "      <th>keywords</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>[In, the, 22nd, century,, a, paraplegic, Marin...</td>\n",
       "      <td>[Action, Adventure, Fantasy, ScienceFiction]</td>\n",
       "      <td>[cultureclash, future, spacewar, spacecolony, ...</td>\n",
       "      <td>[SamWorthington, ZoeSaldana, SigourneyWeaver]</td>\n",
       "      <td>[JamesCameron]</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, d...</td>\n",
       "      <td>[Adventure, Fantasy, Action]</td>\n",
       "      <td>[ocean, drugabuse, exoticisland, eastindiatrad...</td>\n",
       "      <td>[JohnnyDepp, OrlandoBloom, KeiraKnightley]</td>\n",
       "      <td>[GoreVerbinski]</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, send...</td>\n",
       "      <td>[Action, Adventure, Crime]</td>\n",
       "      <td>[spy, basedonnovel, secretagent, sequel, mi6, ...</td>\n",
       "      <td>[DanielCraig, ChristophWaltz, LéaSeydoux]</td>\n",
       "      <td>[SamMendes]</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...</td>\n",
       "      <td>[Action, Crime, Drama, Thriller]</td>\n",
       "      <td>[dccomics, crimefighter, terrorist, secretiden...</td>\n",
       "      <td>[ChristianBale, MichaelCaine, GaryOldman]</td>\n",
       "      <td>[ChristopherNolan]</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, mili...</td>\n",
       "      <td>[Action, Adventure, ScienceFiction]</td>\n",
       "      <td>[basedonnovel, mars, medallion, spacetravel, p...</td>\n",
       "      <td>[TaylorKitsch, LynnCollins, SamanthaMorton]</td>\n",
       "      <td>[AndrewStanton]</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",
       "                                            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",
       "                                         genres  \\\n",
       "0  [Action, Adventure, Fantasy, ScienceFiction]   \n",
       "1                  [Adventure, Fantasy, Action]   \n",
       "2                    [Action, Adventure, Crime]   \n",
       "3              [Action, Crime, Drama, Thriller]   \n",
       "4           [Action, Adventure, ScienceFiction]   \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",
       "                                            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": 85,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "id": "194169b1",
   "metadata": {},
   "outputs": [],
   "source": [
    "movies['tags']=movies['overview']+movies['keywords']+movies['cast']+movies['crew']+movies[\"genres\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "id": "a0606477",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "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",
       "4804    [El, Mariachi, just, wants, to, play, his, gui...\n",
       "4805    [A, newlywed, couple's, honeymoon, is, upended...\n",
       "4806    [\"Signed,, Sealed,, Delivered\", introduces, a,...\n",
       "4807    [When, ambitious, New, York, attorney, Sam, is...\n",
       "4808    [Ever, since, the, second, grade, when, he, fi...\n",
       "Name: tags, Length: 4809, dtype: object"
      ]
     },
     "execution_count": 87,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies['tags']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "id": "b3724f6e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>movie_id</th>\n",
       "      <th>title</th>\n",
       "      <th>overview</th>\n",
       "      <th>genres</th>\n",
       "      <th>keywords</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>19995</td>\n",
       "      <td>Avatar</td>\n",
       "      <td>[In, the, 22nd, century,, a, paraplegic, Marin...</td>\n",
       "      <td>[Action, Adventure, Fantasy, ScienceFiction]</td>\n",
       "      <td>[cultureclash, future, spacewar, spacecolony, ...</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>285</td>\n",
       "      <td>Pirates of the Caribbean: At World's End</td>\n",
       "      <td>[Captain, Barbossa,, long, believed, to, be, d...</td>\n",
       "      <td>[Adventure, Fantasy, Action]</td>\n",
       "      <td>[ocean, drugabuse, exoticisland, eastindiatrad...</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>206647</td>\n",
       "      <td>Spectre</td>\n",
       "      <td>[A, cryptic, message, from, Bond’s, past, send...</td>\n",
       "      <td>[Action, Adventure, Crime]</td>\n",
       "      <td>[spy, basedonnovel, secretagent, sequel, mi6, ...</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>49026</td>\n",
       "      <td>The Dark Knight Rises</td>\n",
       "      <td>[Following, the, death, of, District, Attorney...</td>\n",
       "      <td>[Action, Crime, Drama, Thriller]</td>\n",
       "      <td>[dccomics, crimefighter, terrorist, secretiden...</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>49529</td>\n",
       "      <td>John Carter</td>\n",
       "      <td>[John, Carter, is, a, war-weary,, former, mili...</td>\n",
       "      <td>[Action, Adventure, ScienceFiction]</td>\n",
       "      <td>[basedonnovel, mars, medallion, spacetravel, p...</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": [
       "   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",
       "                                            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",
       "                                         genres  \\\n",
       "0  [Action, Adventure, Fantasy, ScienceFiction]   \n",
       "1                  [Adventure, Fantasy, Action]   \n",
       "2                    [Action, Adventure, Crime]   \n",
       "3              [Action, Crime, Drama, Thriller]   \n",
       "4           [Action, Adventure, ScienceFiction]   \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",
       "                                            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": 88,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "id": "07d37bfa",
   "metadata": {},
   "outputs": [],
   "source": [
    "new_df=movies[['movie_id','title','tags']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "id": "d4c1764c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>movie_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, Marin...</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, d...</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, send...</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...</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, mili...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4804</th>\n",
       "      <td>9367</td>\n",
       "      <td>El Mariachi</td>\n",
       "      <td>[El, Mariachi, just, wants, to, play, his, gui...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4805</th>\n",
       "      <td>72766</td>\n",
       "      <td>Newlyweds</td>\n",
       "      <td>[A, newlywed, couple's, honeymoon, is, upended...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4806</th>\n",
       "      <td>231617</td>\n",
       "      <td>Signed, Sealed, Delivered</td>\n",
       "      <td>[\"Signed,, Sealed,, Delivered\", introduces, a,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4807</th>\n",
       "      <td>126186</td>\n",
       "      <td>Shanghai Calling</td>\n",
       "      <td>[When, ambitious, New, York, attorney, Sam, is...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4808</th>\n",
       "      <td>25975</td>\n",
       "      <td>My Date with Drew</td>\n",
       "      <td>[Ever, since, the, second, grade, when, he, fi...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>4809 rows × 3 columns</p>\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",
       "4804      9367                               El Mariachi   \n",
       "4805     72766                                 Newlyweds   \n",
       "4806    231617                 Signed, Sealed, Delivered   \n",
       "4807    126186                          Shanghai Calling   \n",
       "4808     25975                         My Date with Drew   \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...  \n",
       "...                                                 ...  \n",
       "4804  [El, Mariachi, just, wants, to, play, his, gui...  \n",
       "4805  [A, newlywed, couple's, honeymoon, is, upended...  \n",
       "4806  [\"Signed,, Sealed,, Delivered\", introduces, a,...  \n",
       "4807  [When, ambitious, New, York, attorney, Sam, is...  \n",
       "4808  [Ever, since, the, second, grade, when, he, fi...  \n",
       "\n",
       "[4809 rows x 3 columns]"
      ]
     },
     "execution_count": 117,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "id": "ffec79a3",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\arunav\\AppData\\Local\\Temp\\ipykernel_24696\\487797088.py:1: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  new_df['tags']=new_df['tags'].apply(lambda x:\" \".join(x))\n"
     ]
    }
   ],
   "source": [
    "new_df['tags']=new_df['tags'].apply(lambda x:\" \".join(x))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "id": "cd9ba8cc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>movie_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",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4804</th>\n",
       "      <td>9367</td>\n",
       "      <td>El Mariachi</td>\n",
       "      <td>El Mariachi just wants to play his guitar and ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4805</th>\n",
       "      <td>72766</td>\n",
       "      <td>Newlyweds</td>\n",
       "      <td>A newlywed couple's honeymoon is upended by th...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4806</th>\n",
       "      <td>231617</td>\n",
       "      <td>Signed, Sealed, Delivered</td>\n",
       "      <td>\"Signed, Sealed, Delivered\" introduces a dedic...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4807</th>\n",
       "      <td>126186</td>\n",
       "      <td>Shanghai Calling</td>\n",
       "      <td>When ambitious New York attorney Sam is sent t...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4808</th>\n",
       "      <td>25975</td>\n",
       "      <td>My Date with Drew</td>\n",
       "      <td>Ever since the second grade when he first saw ...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>4809 rows × 3 columns</p>\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",
       "4804      9367                               El Mariachi   \n",
       "4805     72766                                 Newlyweds   \n",
       "4806    231617                 Signed, Sealed, Delivered   \n",
       "4807    126186                          Shanghai Calling   \n",
       "4808     25975                         My Date with Drew   \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...  \n",
       "...                                                 ...  \n",
       "4804  El Mariachi just wants to play his guitar and ...  \n",
       "4805  A newlywed couple's honeymoon is upended by th...  \n",
       "4806  \"Signed, Sealed, Delivered\" introduces a dedic...  \n",
       "4807  When ambitious New York attorney Sam is sent t...  \n",
       "4808  Ever since the second grade when he first saw ...  \n",
       "\n",
       "[4809 rows x 3 columns]"
      ]
     },
     "execution_count": 119,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "id": "9f884109",
   "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 Action Adventure Fantasy ScienceFiction'"
      ]
     },
     "execution_count": 120,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_df['tags'][0]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6d0abea1",
   "metadata": {},
   "source": [
    "# model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "id": "726353d3",
   "metadata": {},
   "outputs": [],
   "source": [
    "from nltk.corpus import stopwords\n",
    "from nltk.stem.porter import PorterStemmer\n",
    "import re\n",
    "import nltk"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "id": "84997864",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.feature_extraction.text import CountVectorizer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "id": "c37ffa86",
   "metadata": {},
   "outputs": [],
   "source": [
    "from nltk.stem.porter import PorterStemmer\n",
    "ps=PorterStemmer()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "id": "0e636257",
   "metadata": {},
   "outputs": [],
   "source": [
    "def wordopt(text):\n",
    "    text = re.sub('[^a-zA-Z]', ' ', text)\n",
    "    text = text.lower()\n",
    "    text = text.split() # [viral, is, playing, well]\n",
    "#     text = [ps.stem(word) for word in text if not word in stopwords.words('english')] # ['virat', play, well]\n",
    "    text = ' '.join(text)   # virat play well\n",
    "    return text"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "id": "a0bdb902",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'in the nd 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 d samworthington zoesaldana sigourneyweaver jamescameron action adventure fantasy sciencefiction'"
      ]
     },
     "execution_count": 136,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wordopt('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 Action Adventure Fantasy ScienceFiction')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "id": "15457228",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\arunav\\AppData\\Local\\Temp\\ipykernel_24696\\2221587199.py:1: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  new_df['tags']=new_df['tags'].apply(wordopt)\n"
     ]
    }
   ],
   "source": [
    "new_df['tags']=new_df['tags'].apply(wordopt)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 138,
   "id": "cd7ef247",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'in the nd 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 d samworthington zoesaldana sigourneyweaver jamescameron action adventure fantasy sciencefiction'"
      ]
     },
     "execution_count": 138,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_df['tags'][0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 139,
   "id": "89a28b76",
   "metadata": {},
   "outputs": [],
   "source": [
    "cv=CountVectorizer(max_features=5000,stop_words='english')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 140,
   "id": "f05083a9",
   "metadata": {},
   "outputs": [],
   "source": [
    "def stem(text):\n",
    "    y=[]\n",
    "    for i in text.split():\n",
    "        y.append(ps.stem(i))\n",
    "    return \" \".join(y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 141,
   "id": "5fca8873",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\arunav\\AppData\\Local\\Temp\\ipykernel_24696\\3514595201.py:1: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  new_df['tags']=new_df['tags'].apply(stem)\n"
     ]
    }
   ],
   "source": [
    "new_df['tags']=new_df['tags'].apply(stem)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 142,
   "id": "da924a88",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>movie_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 nd centuri a parapleg marin is dispatch...</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 believ to be dead ha com...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>206647</td>\n",
       "      <td>Spectre</td>\n",
       "      <td>a cryptic messag from bond s past send him on ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>49026</td>\n",
       "      <td>The Dark Knight Rises</td>\n",
       "      <td>follow the death of district attorney harvey d...</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 weari former militari cap...</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",
       "                                                tags  \n",
       "0  in the nd centuri a parapleg marin is dispatch...  \n",
       "1  captain barbossa long believ to be dead ha com...  \n",
       "2  a cryptic messag from bond s past send him on ...  \n",
       "3  follow the death of district attorney harvey d...  \n",
       "4  john carter is a war weari former militari cap...  "
      ]
     },
     "execution_count": 142,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 143,
   "id": "79446a20",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "vectors=cv.fit_transform(new_df['tags']).toarray()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 144,
   "id": "fa6ae610",
   "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]], dtype=int64)"
      ]
     },
     "execution_count": 144,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "vectors"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 145,
   "id": "e972f081",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(5000,)"
      ]
     },
     "execution_count": 145,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "vectors[0].shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 146,
   "id": "fb7d9bc9",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\arunav\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\sklearn\\utils\\deprecation.py:87: FutureWarning: Function get_feature_names is deprecated; get_feature_names is deprecated in 1.0 and will be removed in 1.2. Please use get_feature_names_out instead.\n",
      "  warnings.warn(msg, category=FutureWarning)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "['aaron',\n",
       " 'aaroneckhart',\n",
       " 'abandon',\n",
       " 'abbi',\n",
       " 'abduct',\n",
       " 'abern',\n",
       " 'abigailbreslin',\n",
       " 'abil',\n",
       " 'abl',\n",
       " 'aboard',\n",
       " 'aborigin',\n",
       " 'abov',\n",
       " 'absenc',\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",
       " 'actor',\n",
       " 'actress',\n",
       " 'actual',\n",
       " 'ad',\n",
       " 'adam',\n",
       " 'adamsandl',\n",
       " 'adamshankman',\n",
       " 'adapt',\n",
       " 'add',\n",
       " 'addict',\n",
       " 'addit',\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",
       " 'advantag',\n",
       " 'adventur',\n",
       " 'adversari',\n",
       " 'advertis',\n",
       " 'advic',\n",
       " 'advis',\n",
       " 'affair',\n",
       " 'affect',\n",
       " 'affluent',\n",
       " 'afghanistan',\n",
       " 'afraid',\n",
       " 'africa',\n",
       " 'african',\n",
       " 'africanamerican',\n",
       " 'aftercreditssting',\n",
       " 'afterlif',\n",
       " 'aftermath',\n",
       " 'age',\n",
       " 'agediffer',\n",
       " 'agenc',\n",
       " 'agenda',\n",
       " 'agent',\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",
       " 'aleoni',\n",
       " 'alex',\n",
       " 'alexkendrick',\n",
       " 'alfredhitchcock',\n",
       " 'alfredmolina',\n",
       " 'ali',\n",
       " 'alic',\n",
       " 'alien',\n",
       " 'alieninvas',\n",
       " 'alienlif',\n",
       " 'alienplanet',\n",
       " 'alik',\n",
       " 'aliv',\n",
       " 'alleg',\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",
       " 'alzheim',\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",
       " 'ami',\n",
       " 'amid',\n",
       " 'amidst',\n",
       " 'amnesia',\n",
       " 'amp',\n",
       " 'amsterdam',\n",
       " 'amus',\n",
       " 'amusementpark',\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",
       " 'andr',\n",
       " 'andrew',\n",
       " 'android',\n",
       " 'andyfickman',\n",
       " 'andygarc',\n",
       " 'andytenn',\n",
       " 'angel',\n",
       " 'angela',\n",
       " 'angelabassett',\n",
       " 'angelinajoli',\n",
       " 'anger',\n",
       " 'angle',\n",
       " 'angri',\n",
       " 'ani',\n",
       " 'anim',\n",
       " 'animalattack',\n",
       " 'animalhorror',\n",
       " 'anjelicahuston',\n",
       " 'ann',\n",
       " 'anna',\n",
       " 'annabel',\n",
       " 'annafari',\n",
       " 'annakendrick',\n",
       " 'annehathaway',\n",
       " 'annemoss',\n",
       " 'annetteben',\n",
       " 'anni',\n",
       " 'anniversari',\n",
       " 'announc',\n",
       " 'annual',\n",
       " 'anonym',\n",
       " 'anoth',\n",
       " 'answer',\n",
       " 'ant',\n",
       " 'antarct',\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",
       " 'ape',\n",
       " 'apocalyps',\n",
       " 'apocalypt',\n",
       " 'appar',\n",
       " 'appear',\n",
       " 'appl',\n",
       " 'appoint',\n",
       " 'appreci',\n",
       " 'apprentic',\n",
       " 'approach',\n",
       " 'april',\n",
       " 'aquarium',\n",
       " 'arab',\n",
       " 'arch',\n",
       " 'archaeologist',\n",
       " 'archeolog',\n",
       " 'archer',\n",
       " 'archeri',\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",
       " 'arnold',\n",
       " 'arnoldschwarzenegg',\n",
       " 'arrang',\n",
       " 'arrangedmarriag',\n",
       " 'arrest',\n",
       " 'arriv',\n",
       " 'arrog',\n",
       " 'art',\n",
       " 'arthur',\n",
       " 'articl',\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",
       " 'associ',\n",
       " 'assum',\n",
       " 'asteroid',\n",
       " 'astronaut',\n",
       " 'asylum',\n",
       " 'atheist',\n",
       " 'athlet',\n",
       " 'atlant',\n",
       " 'atlanta',\n",
       " 'atom',\n",
       " 'atomicbomb',\n",
       " 'attach',\n",
       " 'attack',\n",
       " 'attempt',\n",
       " 'attempttoescap',\n",
       " 'attend',\n",
       " 'attent',\n",
       " 'attic',\n",
       " 'attitud',\n",
       " 'attorney',\n",
       " 'attract',\n",
       " 'auction',\n",
       " 'audienc',\n",
       " 'audit',\n",
       " 'audreytaut',\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",
       " 'awesom',\n",
       " 'awkward',\n",
       " 'awri',\n",
       " 'ax',\n",
       " 'babe',\n",
       " 'babi',\n",
       " 'bachelor',\n",
       " 'backdrop',\n",
       " 'background',\n",
       " 'backpack',\n",
       " 'backstag',\n",
       " 'bad',\n",
       " 'badli',\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",
       " 'barbara',\n",
       " 'barbarian',\n",
       " 'barbrastreisand',\n",
       " 'bare',\n",
       " 'bargain',\n",
       " 'barn',\n",
       " 'barney',\n",
       " 'baron',\n",
       " 'barri',\n",
       " 'barrier',\n",
       " 'barrylevinson',\n",
       " 'barrysonnenfeld',\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",
       " 'bat',\n",
       " 'batman',\n",
       " 'battl',\n",
       " 'battlefield',\n",
       " 'bay',\n",
       " 'beach',\n",
       " 'beam',\n",
       " 'bear',\n",
       " 'beard',\n",
       " 'beast',\n",
       " 'beat',\n",
       " 'beauti',\n",
       " 'beautifulwoman',\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",
       " '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",
       " 'bid',\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",
       " 'biopic',\n",
       " 'bird',\n",
       " 'birth',\n",
       " 'birthday',\n",
       " 'bisexu',\n",
       " 'bishop',\n",
       " 'bit',\n",
       " 'bite',\n",
       " 'bitter',\n",
       " 'bizarr',\n",
       " 'black',\n",
       " 'blackandwhit',\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",
       " 'blossom',\n",
       " 'blow',\n",
       " 'blu',\n",
       " 'blue',\n",
       " 'board',\n",
       " 'boardingschool',\n",
       " 'boat',\n",
       " 'bob',\n",
       " 'bobbi',\n",
       " 'bobbyfarrelli',\n",
       " 'bobhoskin',\n",
       " 'bodi',\n",
       " 'bodyguard',\n",
       " 'bold',\n",
       " 'bollywood',\n",
       " 'bomb',\n",
       " 'bomber',\n",
       " 'bond',\n",
       " 'bone',\n",
       " 'book',\n",
       " 'boot',\n",
       " 'border',\n",
       " 'bore',\n",
       " 'boredom',\n",
       " 'born',\n",
       " 'borrow',\n",
       " 'boss',\n",
       " 'boston',\n",
       " 'botch',\n",
       " 'bounc',\n",
       " 'bound',\n",
       " 'boundari',\n",
       " 'bounti',\n",
       " 'bountyhunt',\n",
       " 'bourn',\n",
       " 'bout',\n",
       " 'box',\n",
       " 'boxer',\n",
       " 'boy',\n",
       " 'boyfriend',\n",
       " 'brad',\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",
       " 'brew',\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",
       " 'brothersisterrelationship',\n",
       " 'brought',\n",
       " 'brown',\n",
       " 'bruce',\n",
       " 'brucegreenwood',\n",
       " 'brucewilli',\n",
       " 'brutal',\n",
       " 'bryansing',\n",
       " 'bu',\n",
       " 'buck',\n",
       " 'bud',\n",
       " 'buddi',\n",
       " 'buddycomedi',\n",
       " 'buddycop',\n",
       " 'budget',\n",
       " 'bug',\n",
       " 'build',\n",
       " 'built',\n",
       " 'bullet',\n",
       " 'bulli',\n",
       " 'bum',\n",
       " 'bumbl',\n",
       " 'bunch',\n",
       " 'bunker',\n",
       " 'bunni',\n",
       " 'bureaucraci',\n",
       " 'burglar',\n",
       " 'buri',\n",
       " 'burn',\n",
       " 'burtreynold',\n",
       " 'bush',\n",
       " 'busi',\n",
       " 'businessman',\n",
       " 'bust',\n",
       " 'butcher',\n",
       " 'butler',\n",
       " 'butt',\n",
       " 'button',\n",
       " 'buy',\n",
       " 'buzz',\n",
       " 'byrn',\n",
       " 'cabin',\n",
       " 'caesar',\n",
       " 'cage',\n",
       " 'cain',\n",
       " 'cairo',\n",
       " 'cal',\n",
       " 'california',\n",
       " 'calvin',\n",
       " 'camcord',\n",
       " 'came',\n",
       " 'camera',\n",
       " 'cameraman',\n",
       " 'camerondiaz',\n",
       " 'camp',\n",
       " 'campaign',\n",
       " 'campbel',\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",
       " '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",
       " 'carniv',\n",
       " 'carol',\n",
       " 'carolina',\n",
       " 'carpent',\n",
       " 'carrac',\n",
       " 'carri',\n",
       " 'carriefish',\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",
       " 'cell',\n",
       " 'cellphon',\n",
       " 'cemeteri',\n",
       " 'center',\n",
       " 'central',\n",
       " 'centuri',\n",
       " 'ceo',\n",
       " 'ceremoni',\n",
       " 'certain',\n",
       " 'chad',\n",
       " 'chain',\n",
       " 'chainsaw',\n",
       " 'challeng',\n",
       " 'chamber',\n",
       " 'champion',\n",
       " 'championship',\n",
       " 'chanc',\n",
       " 'chang',\n",
       " 'channingtatum',\n",
       " 'chao',\n",
       " 'chaotic',\n",
       " 'chapter',\n",
       " 'charact',\n",
       " 'charg',\n",
       " 'charismat',\n",
       " 'charl',\n",
       " 'charli',\n",
       " 'charliesheen',\n",
       " 'charlizetheron',\n",
       " 'charlott',\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",
       " 'chlo',\n",
       " 'chloe',\n",
       " 'chocol',\n",
       " 'choic',\n",
       " 'choos',\n",
       " 'chosen',\n",
       " 'chowyun',\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",
       " 'christmasparti',\n",
       " 'christmastre',\n",
       " 'christoph',\n",
       " 'christopherlambert',\n",
       " 'christopherlloyd',\n",
       " 'christophernolan',\n",
       " 'christopherplumm',\n",
       " 'christopherwalken',\n",
       " 'christophwaltz',\n",
       " 'chrisweitz',\n",
       " 'chronicl',\n",
       " 'chuck',\n",
       " 'church',\n",
       " 'cia',\n",
       " 'ciar',\n",
       " 'cigarettesmok',\n",
       " 'cillianmurphi',\n",
       " 'cindi',\n",
       " 'cinema',\n",
       " 'circl',\n",
       " 'circu',\n",
       " 'circuit',\n",
       " 'circumst',\n",
       " 'citi',\n",
       " 'citizen',\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",
       " 'cliff',\n",
       " 'climat',\n",
       " 'climb',\n",
       " 'climber',\n",
       " 'clinteastwood',\n",
       " 'cliqu',\n",
       " 'cliveowen',\n",
       " 'clock',\n",
       " 'clone',\n",
       " 'close',\n",
       " 'closer',\n",
       " 'cloth',\n",
       " 'cloud',\n",
       " 'clown',\n",
       " 'club',\n",
       " 'clue',\n",
       " 'clueless',\n",
       " 'clutch',\n",
       " 'coach',\n",
       " 'coast',\n",
       " 'cocain',\n",
       " 'cocki',\n",
       " 'code',\n",
       " 'codi',\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",
       " 'collid',\n",
       " 'collin',\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",
       " 'comet',\n",
       " 'comfort',\n",
       " 'comic',\n",
       " 'comingofag',\n",
       " 'comingout',\n",
       " 'command',\n",
       " 'commando',\n",
       " 'commerci',\n",
       " 'commiss',\n",
       " 'commit',\n",
       " 'common',\n",
       " 'commun',\n",
       " 'communist',\n",
       " 'compani',\n",
       " 'companion',\n",
       " 'compet',\n",
       " 'competit',\n",
       " 'complet',\n",
       " 'complex',\n",
       " 'complic',\n",
       " 'compos',\n",
       " 'compromis',\n",
       " 'compuls',\n",
       " 'comput',\n",
       " 'computerviru',\n",
       " 'conan',\n",
       " 'concern',\n",
       " 'concert',\n",
       " 'conclus',\n",
       " 'concoct',\n",
       " 'condit',\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",
       " 'conni',\n",
       " 'connor',\n",
       " 'conquer',\n",
       " 'conscienc',\n",
       " 'consequ',\n",
       " 'conserv',\n",
       " 'consid',\n",
       " 'conspir',\n",
       " 'conspiraci',\n",
       " 'constant',\n",
       " 'constantli',\n",
       " 'construct',\n",
       " 'consum',\n",
       " 'contact',\n",
       " 'contain',\n",
       " 'contemporari',\n",
       " 'contend',\n",
       " 'content',\n",
       " 'contest',\n",
       " 'contin',\n",
       " 'continu',\n",
       " 'contract',\n",
       " 'contractor',\n",
       " 'control',\n",
       " 'controversi',\n",
       " 'convent',\n",
       " 'converg',\n",
       " 'convers',\n",
       " 'convert',\n",
       " 'convict',\n",
       " 'convinc',\n",
       " 'cook',\n",
       " 'cool',\n",
       " 'cooper',\n",
       " 'cop',\n",
       " 'cope',\n",
       " 'core',\n",
       " 'corleon',\n",
       " 'corner',\n",
       " 'corp',\n",
       " 'corpor',\n",
       " 'corps',\n",
       " 'corrupt',\n",
       " 'cost',\n",
       " 'costum',\n",
       " 'couldn',\n",
       " 'counselor',\n",
       " 'count',\n",
       " 'countess',\n",
       " 'counti',\n",
       " 'countless',\n",
       " 'countri',\n",
       " 'countryhous',\n",
       " 'countrymus',\n",
       " 'countrysid',\n",
       " 'coup',\n",
       " 'coupl',\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",
       " 'coyot',\n",
       " 'crab',\n",
       " 'crack',\n",
       " 'craft',\n",
       " 'craig',\n",
       " 'crane',\n",
       " 'crash',\n",
       " 'crate',\n",
       " 'crave',\n",
       " 'craze',\n",
       " 'crazi',\n",
       " 'creat',\n",
       " ...]"
      ]
     },
     "execution_count": 146,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cv.get_feature_names()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "id": "16fc3129",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: nltk in c:\\users\\arunav\\appdata\\local\\programs\\python\\python310\\lib\\site-packages (3.7)\n",
      "Requirement already satisfied: click in c:\\users\\arunav\\appdata\\local\\programs\\python\\python310\\lib\\site-packages (from nltk) (8.1.3)\n",
      "Requirement already satisfied: joblib in c:\\users\\arunav\\appdata\\local\\programs\\python\\python310\\lib\\site-packages (from nltk) (1.1.0)\n",
      "Requirement already satisfied: regex>=2021.8.3 in c:\\users\\arunav\\appdata\\local\\programs\\python\\python310\\lib\\site-packages (from nltk) (2022.6.2)\n",
      "Requirement already satisfied: tqdm in c:\\users\\arunav\\appdata\\local\\programs\\python\\python310\\lib\\site-packages (from nltk) (4.64.0)\n",
      "Requirement already satisfied: colorama in c:\\users\\arunav\\appdata\\local\\programs\\python\\python310\\lib\\site-packages (from click->nltk) (0.4.5)\n"
     ]
    }
   ],
   "source": [
    "!pip install nltk"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 147,
   "id": "550d4c6e",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.metrics.pairwise import cosine_similarity"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 148,
   "id": "ef39eb57",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[1.        , 0.08134892, 0.08257228, ..., 0.06228411, 0.02236068,\n",
       "        0.        ],\n",
       "       [0.08134892, 1.        , 0.05970814, ..., 0.02251887, 0.        ,\n",
       "        0.02615329],\n",
       "       [0.08257228, 0.05970814, 1.        , ..., 0.04571503, 0.        ,\n",
       "        0.        ],\n",
       "       ...,\n",
       "       [0.06228411, 0.02251887, 0.04571503, ..., 1.        , 0.0557086 ,\n",
       "        0.04004809],\n",
       "       [0.02236068, 0.        , 0.        , ..., 0.0557086 , 1.        ,\n",
       "        0.08626622],\n",
       "       [0.        , 0.02615329, 0.        , ..., 0.04004809, 0.08626622,\n",
       "        1.        ]])"
      ]
     },
     "execution_count": 148,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cosine_similarity(vectors)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 149,
   "id": "1eeb73b4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(4809, 4809)"
      ]
     },
     "execution_count": 149,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cosine_similarity(vectors).shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 150,
   "id": "81c9c737",
   "metadata": {},
   "outputs": [],
   "source": [
    "similarity=cosine_similarity(vectors)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 151,
   "id": "343cf8a9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1.        , 0.08134892, 0.08257228, ..., 0.06228411, 0.02236068,\n",
       "       0.        ])"
      ]
     },
     "execution_count": 151,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "similarity[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 152,
   "id": "a78e1d4a",
   "metadata": {},
   "outputs": [],
   "source": [
    "def recommend(movie):\n",
    "    movie_index=new_df[new_df['title']==movie].index[0]\n",
    "    distances=similarity[movie_index]\n",
    "    movies_list=sorted(list(enumerate(distances)),reverse=True,key=lambda x:x[1])[1:6]\n",
    "    for i in movies_list:\n",
    "        print(new_df.iloc[i[0]].title)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 154,
   "id": "1fa8198f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Aliens\n",
      "Falcon Rising\n",
      "Aliens vs Predator: Requiem\n",
      "Titan A.E.\n",
      "Independence Day\n"
     ]
    }
   ],
   "source": [
    "recommend('Avatar')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 155,
   "id": "b36242d1",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pickle"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 156,
   "id": "d65b6258",
   "metadata": {},
   "outputs": [],
   "source": [
    "pickle.dump(new_df,open('movies.pkl','wb'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 157,
   "id": "3d000df9",
   "metadata": {},
   "outputs": [],
   "source": [
    "pickle.dump(similarity,open('similarity.pkl','wb'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "211f0407",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}