diff --git "a/Movie_Recommendation_System-.ipynb" "b/Movie_Recommendation_System-.ipynb"
new file mode 100644--- /dev/null
+++ "b/Movie_Recommendation_System-.ipynb"
@@ -0,0 +1,3009 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 50,
+   "id": "714ff7ac",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "import pandas as pd"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 51,
+   "id": "1bb732cd",
+   "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": 52,
+   "id": "797513a7",
+   "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": 52,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "movies.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 53,
+   "id": "f6834133",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
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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": 53,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "credits.head(1).crew.values"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 54,
+   "id": "18ec431c",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "movies = movies.merge(credits,on='title')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 55,
+   "id": "7396d80a",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "Int64Index: 4809 entries, 0 to 4808\n",
+      "Data columns (total 23 columns):\n",
+      " #   Column                Non-Null Count  Dtype  \n",
+      "---  ------                --------------  -----  \n",
+      " 0   budget                4809 non-null   int64  \n",
+      " 1   genres                4809 non-null   object \n",
+      " 2   homepage              1713 non-null   object \n",
+      " 3   id                    4809 non-null   int64  \n",
+      " 4   keywords              4809 non-null   object \n",
+      " 5   original_language     4809 non-null   object \n",
+      " 6   original_title        4809 non-null   object \n",
+      " 7   overview              4806 non-null   object \n",
+      " 8   popularity            4809 non-null   float64\n",
+      " 9   production_companies  4809 non-null   object \n",
+      " 10  production_countries  4809 non-null   object \n",
+      " 11  release_date          4808 non-null   object \n",
+      " 12  revenue               4809 non-null   int64  \n",
+      " 13  runtime               4807 non-null   float64\n",
+      " 14  spoken_languages      4809 non-null   object \n",
+      " 15  status                4809 non-null   object \n",
+      " 16  tagline               3965 non-null   object \n",
+      " 17  title                 4809 non-null   object \n",
+      " 18  vote_average          4809 non-null   float64\n",
+      " 19  vote_count            4809 non-null   int64  \n",
+      " 20  movie_id              4809 non-null   int64  \n",
+      " 21  cast                  4809 non-null   object \n",
+      " 22  crew                  4809 non-null   object \n",
+      "dtypes: float64(3), int64(5), object(15)\n",
+      "memory usage: 901.7+ KB\n"
+     ]
+    }
+   ],
+   "source": [
+    "movies.info()\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 56,
+   "id": "e8ada050",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#genre\n",
+    "#id\n",
+    "#keywords\n",
+    "#title\n",
+    "#overview\n",
+    "#cast\n",
+    "#crew\n",
+    "\n",
+    "movies = movies[['movie_id','title','overview','genres','keywords','cast','crew']]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 57,
+   "id": "7d39cf98",
+   "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",
+       "    <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>[{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"...</td>\n",
+       "      <td>[{\"id\": 270, \"name\": \"ocean\"}, {\"id\": 726, \"na...</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>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
+       "      <td>[{\"id\": 470, \"name\": \"spy\"}, {\"id\": 818, \"name...</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>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 80, \"nam...</td>\n",
+       "      <td>[{\"id\": 849, \"name\": \"dc comics\"}, {\"id\": 853,...</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>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
+       "      <td>[{\"id\": 818, \"name\": \"based on novel\"}, {\"id\":...</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  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   \n",
+       "1  [{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"...   \n",
+       "2  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   \n",
+       "3  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 80, \"nam...   \n",
+       "4  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   \n",
+       "\n",
+       "                                            keywords  \\\n",
+       "0  [{\"id\": 1463, \"name\": \"culture clash\"}, {\"id\":...   \n",
+       "1  [{\"id\": 270, \"name\": \"ocean\"}, {\"id\": 726, \"na...   \n",
+       "2  [{\"id\": 470, \"name\": \"spy\"}, {\"id\": 818, \"name...   \n",
+       "3  [{\"id\": 849, \"name\": \"dc comics\"}, {\"id\": 853,...   \n",
+       "4  [{\"id\": 818, \"name\": \"based on novel\"}, {\"id\":...   \n",
+       "\n",
+       "                                                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": 57,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "movies.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 58,
+   "id": "ed53c612",
+   "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": 58,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "#Checking missing data and removing \n",
+    "\n",
+    "\n",
+    "movies.dropna(inplace=True)\n",
+    "movies.isna().sum()\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 59,
+   "id": "ced5a97d",
+   "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": 59,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "movies.isna().sum()\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 60,
+   "id": "4ad8d5d1",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0"
+      ]
+     },
+     "execution_count": 60,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "#Checking Duplicate Data\n",
+    "\n",
+    "movies.duplicated().sum()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 61,
+   "id": "9c737e7b",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"name\": \"Fantasy\"}, {\"id\": 878, \"name\": \"Science Fiction\"}]'"
+      ]
+     },
+     "execution_count": 61,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "movies.iloc[0].genres"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 62,
+   "id": "137815e6",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "['Action', 'Adventure', 'Fantasy', 'Science Fiction']"
+      ]
+     },
+     "execution_count": 62,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "'[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"name\": \"Fantasy\"}, {\"id\": 878, \"name\": \"Science Fiction\"}]'\n",
+    "\n",
+    "\n",
+    "['Action','Adventure','Fantasy','Science Fiction']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 63,
+   "id": "09fc40c9",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Creating a function to remove this genres\n",
+    "\n",
+    "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": 64,
+   "id": "c29d61d1",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[{'id': 28, 'name': 'Action'},\n",
+       " {'id': 12, 'name': 'Adventure'},\n",
+       " {'id': 14, 'name': 'Fantasy'},\n",
+       " {'id': 878, 'name': 'Science Fiction'}]"
+      ]
+     },
+     "execution_count": 64,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "#Converting strings data to list\n",
+    "import ast\n",
+    "ast.literal_eval('[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"name\": \"Fantasy\"}, {\"id\": 878, \"name\": \"Science Fiction\"}]')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 65,
+   "id": "c628f90d",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "movies['genres'] = movies['genres'].apply(convert)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 66,
+   "id": "34002575",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "Int64Index: 4806 entries, 0 to 4808\n",
+      "Data columns (total 7 columns):\n",
+      " #   Column    Non-Null Count  Dtype \n",
+      "---  ------    --------------  ----- \n",
+      " 0   movie_id  4806 non-null   int64 \n",
+      " 1   title     4806 non-null   object\n",
+      " 2   overview  4806 non-null   object\n",
+      " 3   genres    4806 non-null   object\n",
+      " 4   keywords  4806 non-null   object\n",
+      " 5   cast      4806 non-null   object\n",
+      " 6   crew      4806 non-null   object\n",
+      "dtypes: int64(1), object(6)\n",
+      "memory usage: 300.4+ KB\n"
+     ]
+    }
+   ],
+   "source": [
+    "movies.info()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 67,
+   "id": "90b7dd75",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "movies['keywords'] = movies['keywords'].apply(convert)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 68,
+   "id": "586c251d",
+   "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": 68,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "movies.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 69,
+   "id": "afc895ab",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def convert3(obj):\n",
+    "    L = []\n",
+    "    counter = 0\n",
+    "    for i in ast.literal_eval(obj):\n",
+    "        if counter < 4:\n",
+    "          L.append(i['name'])\n",
+    "        counter= counter +1\n",
+    "    return L"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 70,
+   "id": "17923edd",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "movies['cast'] = movies['cast'].apply(convert3)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 71,
+   "id": "924744a4",
+   "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 Weave...</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  [culture clash, future, space war, space colon...   \n",
+       "\n",
+       "                                                cast  \\\n",
+       "0  [Sam Worthington, Zoe Saldana, Sigourney Weave...   \n",
+       "\n",
+       "                                                crew  \n",
+       "0  [{\"credit_id\": \"52fe48009251416c750aca23\", \"de...  "
+      ]
+     },
+     "execution_count": 71,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "movies.head(1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 72,
+   "id": "c6eace56",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def fetchDirector(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": 73,
+   "id": "0c1419e2",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "movies['crew'] = movies['crew'].apply(fetchDirector)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 74,
+   "id": "1677cad6",
+   "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 Weave...</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, R...</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, A...</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",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>559</td>\n",
+       "      <td>Spider-Man 3</td>\n",
+       "      <td>The seemingly invincible Spider-Man goes up ag...</td>\n",
+       "      <td>[Fantasy, Action, Adventure]</td>\n",
+       "      <td>[dual identity, amnesia, sandstorm, love of on...</td>\n",
+       "      <td>[Tobey Maguire, Kirsten Dunst, James Franco, T...</td>\n",
+       "      <td>[Sam Raimi]</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>38757</td>\n",
+       "      <td>Tangled</td>\n",
+       "      <td>When the kingdom's most wanted-and most charmi...</td>\n",
+       "      <td>[Animation, Family]</td>\n",
+       "      <td>[hostage, magic, horse, fairy tale, musical, p...</td>\n",
+       "      <td>[Zachary Levi, Mandy Moore, Donna Murphy, Ron ...</td>\n",
+       "      <td>[Byron Howard]</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>99861</td>\n",
+       "      <td>Avengers: Age of Ultron</td>\n",
+       "      <td>When Tony Stark tries to jumpstart a dormant p...</td>\n",
+       "      <td>[Action, Adventure, Science Fiction]</td>\n",
+       "      <td>[marvel comic, sequel, superhero, based on com...</td>\n",
+       "      <td>[Robert Downey Jr., Chris Hemsworth, Mark Ruff...</td>\n",
+       "      <td>[Joss Whedon]</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>767</td>\n",
+       "      <td>Harry Potter and the Half-Blood Prince</td>\n",
+       "      <td>As Harry begins his sixth year at Hogwarts, he...</td>\n",
+       "      <td>[Adventure, Fantasy, Family]</td>\n",
+       "      <td>[witch, magic, broom, school of witchcraft, wi...</td>\n",
+       "      <td>[Daniel Radcliffe, Rupert Grint, Emma Watson, ...</td>\n",
+       "      <td>[David Yates]</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>209112</td>\n",
+       "      <td>Batman v Superman: Dawn of Justice</td>\n",
+       "      <td>Fearing the actions of a god-like Super Hero l...</td>\n",
+       "      <td>[Action, Adventure, Fantasy]</td>\n",
+       "      <td>[dc comics, vigilante, superhero, based on com...</td>\n",
+       "      <td>[Ben Affleck, Henry Cavill, Gal Gadot, Amy Adams]</td>\n",
+       "      <td>[Zack Snyder]</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",
+       "5       559                              Spider-Man 3   \n",
+       "6     38757                                   Tangled   \n",
+       "7     99861                   Avengers: Age of Ultron   \n",
+       "8       767    Harry Potter and the Half-Blood Prince   \n",
+       "9    209112        Batman v Superman: Dawn of Justice   \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",
+       "5  The seemingly invincible Spider-Man goes up ag...   \n",
+       "6  When the kingdom's most wanted-and most charmi...   \n",
+       "7  When Tony Stark tries to jumpstart a dormant p...   \n",
+       "8  As Harry begins his sixth year at Hogwarts, he...   \n",
+       "9  Fearing the actions of a god-like Super Hero l...   \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",
+       "5                   [Fantasy, Action, Adventure]   \n",
+       "6                            [Animation, Family]   \n",
+       "7           [Action, Adventure, Science Fiction]   \n",
+       "8                   [Adventure, Fantasy, Family]   \n",
+       "9                   [Action, Adventure, Fantasy]   \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",
+       "5  [dual identity, amnesia, sandstorm, love of on...   \n",
+       "6  [hostage, magic, horse, fairy tale, musical, p...   \n",
+       "7  [marvel comic, sequel, superhero, based on com...   \n",
+       "8  [witch, magic, broom, school of witchcraft, wi...   \n",
+       "9  [dc comics, vigilante, superhero, based on com...   \n",
+       "\n",
+       "                                                cast                 crew  \n",
+       "0  [Sam Worthington, Zoe Saldana, Sigourney Weave...      [James Cameron]  \n",
+       "1  [Johnny Depp, Orlando Bloom, Keira Knightley, ...     [Gore Verbinski]  \n",
+       "2  [Daniel Craig, Christoph Waltz, Léa Seydoux, R...         [Sam Mendes]  \n",
+       "3  [Christian Bale, Michael Caine, Gary Oldman, A...  [Christopher Nolan]  \n",
+       "4  [Taylor Kitsch, Lynn Collins, Samantha Morton,...     [Andrew Stanton]  \n",
+       "5  [Tobey Maguire, Kirsten Dunst, James Franco, T...          [Sam Raimi]  \n",
+       "6  [Zachary Levi, Mandy Moore, Donna Murphy, Ron ...       [Byron Howard]  \n",
+       "7  [Robert Downey Jr., Chris Hemsworth, Mark Ruff...        [Joss Whedon]  \n",
+       "8  [Daniel Radcliffe, Rupert Grint, Emma Watson, ...        [David Yates]  \n",
+       "9  [Ben Affleck, Henry Cavill, Gal Gadot, Amy Adams]        [Zack Snyder]  "
+      ]
+     },
+     "execution_count": 74,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "movies.head(10)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 75,
+   "id": "ca044812",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#converting string to lists\n",
+    "movies['overview'] = movies['overview'].apply(lambda x:x.split())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 76,
+   "id": "bb016d7f",
+   "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 Weave...</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, R...</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, A...</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 Weave...      [James Cameron]  \n",
+       "1  [Johnny Depp, Orlando Bloom, Keira Knightley, ...     [Gore Verbinski]  \n",
+       "2  [Daniel Craig, Christoph Waltz, Léa Seydoux, R...         [Sam Mendes]  \n",
+       "3  [Christian Bale, Michael Caine, Gary Oldman, A...  [Christopher Nolan]  \n",
+       "4  [Taylor Kitsch, Lynn Collins, Samantha Morton,...     [Andrew Stanton]  "
+      ]
+     },
+     "execution_count": 76,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "movies.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 77,
+   "id": "47271426",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#Removing spaces from all coulmns\n",
+    "\n",
+    "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])\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 78,
+   "id": "3c4f5e54",
+   "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, Ste...</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, Ralp...</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, Anne...</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, Wi...</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, Ste...     [GoreVerbinski]  \n",
+       "2  [DanielCraig, ChristophWaltz, LéaSeydoux, Ralp...         [SamMendes]  \n",
+       "3  [ChristianBale, MichaelCaine, GaryOldman, Anne...  [ChristopherNolan]  \n",
+       "4  [TaylorKitsch, LynnCollins, SamanthaMorton, Wi...     [AndrewStanton]  "
+      ]
+     },
+     "execution_count": 78,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "movies.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 79,
+   "id": "143f5fed",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "movies['tags'] = movies['overview'] + movies['genres'] + movies['keywords'] + movies['cast'] + movies['crew']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 80,
+   "id": "280df00c",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0    [In, the, 22nd, century,, a, paraplegic, Marin...\n",
+       "Name: tags, dtype: object"
+      ]
+     },
+     "execution_count": 80,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "movies['tags'].head(1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 81,
+   "id": "bf4b8e4f",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "new_df = movies[['movie_id','title','tags']]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 82,
+   "id": "f121e31e",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\Jarvis\\AppData\\Local\\Temp\\ipykernel_4016\\1748576972.py:3: 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": [
+    "#converting list into string\n",
+    "\n",
+    "new_df['tags'] = new_df['tags'].apply(lambda x:\" \".join(x))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 83,
+   "id": "2c4ce0f2",
+   "metadata": {
+    "scrolled": true
+   },
+   "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. Action Adventure Fantasy ScienceFiction cultureclash future spacewar spacecolony society spacetravel futuristic romance space alien tribe alienplanet cgi marine soldier battle loveaffair antiwar powerrelations mindandsoul 3d SamWorthington ZoeSaldana SigourneyWeaver StephenLang JamesCameron'"
+      ]
+     },
+     "execution_count": 83,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "new_df['tags'][0]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 84,
+   "id": "1a838eb3",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\Jarvis\\AppData\\Local\\Temp\\ipykernel_4016\\1165753669.py:3: 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:x.lower())\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Converting upper case letters to lower\n",
+    "\n",
+    "new_df['tags'] = new_df['tags'].apply(lambda x:x.lower())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 85,
+   "id": "de3d2623",
+   "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",
+       "  </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 22nd century, a paraplegic marine is di...  \n",
+       "1  captain barbossa, long believed to be dead, ha...  \n",
+       "2  a cryptic message from bond’s past sends him o...  \n",
+       "3  following the death of district attorney harve...  \n",
+       "4  john carter is a war-weary, former military ca...  "
+      ]
+     },
+     "execution_count": 85,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "new_df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 86,
+   "id": "09f43ea9",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from nltk.stem.porter import PorterStemmer"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 87,
+   "id": "2e2d623e",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "ps = PorterStemmer()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 88,
+   "id": "6e94583f",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# stemming is a tool to convert long words into short like loved to love\n",
+    "def stem(text):\n",
+    "    y = []\n",
+    "    \n",
+    "    for i in text.split():\n",
+    "        y.append(ps.stem(i))\n",
+    "    return  \"  \".join(y)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 89,
+   "id": "3fdba0c0",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'in  the  22nd  century,  a  parapleg  marin  is  dispatch  to  the  moon  pandora  on  a  uniqu  mission,  but  becom  torn  between  follow  order  and  protect  an  alien  civilization.  action  adventur  fantasi  sciencefict  cultureclash  futur  spacewar  spacecoloni  societi  spacetravel  futurist  romanc  space  alien  tribe  alienplanet  cgi  marin  soldier  battl  loveaffair  antiwar  powerrel  mindandsoul  3d  samworthington  zoesaldana  sigourneyweav  stephenlang  jamescameron'"
+      ]
+     },
+     "execution_count": 89,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "stem('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. Action Adventure Fantasy ScienceFiction cultureclash future spacewar spacecolony society spacetravel futuristic romance space alien tribe alienplanet cgi marine soldier battle loveaffair antiwar powerrelations mindandsoul 3d SamWorthington ZoeSaldana SigourneyWeaver StephenLang JamesCameron')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 90,
+   "id": "f0032650",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\Jarvis\\AppData\\Local\\Temp\\ipykernel_4016\\3213734980.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": 91,
+   "id": "2cd4b044",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#converting strings into words using vector method\n",
+    "\n",
+    "\n",
+    "from sklearn.feature_extraction.text import CountVectorizer\n",
+    "cv = CountVectorizer(max_features=5000,stop_words='english')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 92,
+   "id": "8897eeba",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "vectors = cv.fit_transform(new_df['tags']).toarray()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 93,
+   "id": "be7845d1",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([0, 0, 0, ..., 0, 0, 0], dtype=int64)"
+      ]
+     },
+     "execution_count": 93,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "vectors[0]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 94,
+   "id": "310e5c21",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Measure cosine distance of all movies \n",
+    "\n",
+    "from sklearn.metrics.pairwise import cosine_similarity\n",
+    "similarity = cosine_similarity(vectors)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 95,
+   "id": "29f6b258",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "4806"
+      ]
+     },
+     "execution_count": 95,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "len(similarity[0])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 96,
+   "id": "7e3253b2",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "## Recommentation \n",
+    "\n",
+    "def recommend(movie):\n",
+    "    movies_list = new_df[new_df['title'] == movie].index[0]\n",
+    "    distances =sorted(list(enumerate(similarity[movies_list])),reverse=True,key= lambda x:x[1])\n",
+    "    for i in distances[1:6]:\n",
+    "        print(new_df.iloc[i[0]].title)\n",
+    "        "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 97,
+   "id": "ef083368",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[(0, 1.0000000000000004),\n",
+       " (1216, 0.28676966733820225),\n",
+       " (2409, 0.26310068027921696),\n",
+       " (507, 0.255608593705383),\n",
+       " (3730, 0.25391668753850405),\n",
+       " (539, 0.2467838236981868),\n",
+       " (582, 0.24511108480187255),\n",
+       " (1204, 0.23918243661746996),\n",
+       " (1194, 0.2367785320221084),\n",
+       " (61, 0.23179316248638276),\n",
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+       " (1920, 0.2252817784447915),\n",
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+       " (172, 0.21239769762143662),\n",
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+       " (322, 0.20519567041703082),\n",
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+       " (4192, 0.2029530274475215),\n",
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+       " (260, 0.20073876713674155),\n",
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+       " (151, 0.19867985355975665),\n",
+       " (3675, 0.1979082783981174),\n",
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+       " (47, 0.19529164171612676),\n",
+       " (3327, 0.19117977822546817),\n",
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+       " (942, 0.1892994097121204),\n",
+       " (27, 0.18848425873126295),\n",
+       " (305, 0.18848425873126295),\n",
+       " (4, 0.18731716231633883),\n",
+       " (495, 0.18731716231633883),\n",
+       " (4405, 0.18731716231633883),\n",
+       " (1329, 0.18394180184548975),\n",
+       " (1071, 0.18183351671314588),\n",
+       " (2999, 0.1813690625275029),\n",
+       " (94, 0.18074256993863339),\n",
+       " (3999, 0.18074256993863339),\n",
+       " (83, 0.17996850826633903),\n",
+       " (1321, 0.17699808135119718),\n",
+       " (168, 0.17521916101261562),\n",
+       " (184, 0.17521916101261562),\n",
+       " (2204, 0.17521916101261562),\n",
+       " (4336, 0.17521916101261562),\n",
+       " (220, 0.1748149640244195),\n",
+       " (1275, 0.1748149640244195),\n",
+       " (300, 0.17316974359835272),\n",
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+       " (2159, 0.0602475233128778),\n",
+       " ...]"
+      ]
+     },
+     "execution_count": 97,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "sorted(list(enumerate(similarity[0])),reverse=True,key=lambda x:x[1])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 101,
+   "id": "6d7c9bb7",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Aliens vs Predator: Requiem\n",
+      "Aliens\n",
+      "Independence Day\n",
+      "Falcon Rising\n",
+      "Titan A.E.\n"
+     ]
+    }
+   ],
+   "source": [
+    "recommend('Avatar')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 102,
+   "id": "8b93f359",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pickle"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 103,
+   "id": "eb19967d",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "pickle.dump(new_df,open('model/movies_list.pkl','wb'))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 104,
+   "id": "00815c07",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "pickle.dump(similarity,open('model/similarity.pkl','wb'))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "55d57fda",
+   "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": "3.10.7"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}