Movie Recommendation project.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "b8cefae7",
   "metadata": {},
   "source": [
    "# Movie Recommendation Project"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "24ebf90c",
   "metadata": {},
   "source": [
    "# Importing  dependencies\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "73f33fc3",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import difflib\n",
    "from sklearn.feature_extraction.text import TfidfVectorizer\n",
    "from sklearn.metrics.pairwise import cosine_similarity"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "69f6c5fc",
   "metadata": {},
   "source": [
    "# Feature engineering"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "f9335d6a",
   "metadata": {},
   "outputs": [],
   "source": [
    "# lOADING THE DATA FROM THE CSV FILE TO A PANDAS DATAFRAME"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "7301d3d4",
   "metadata": {},
   "outputs": [],
   "source": [
    "movies_data=pd.read_csv(\"movies.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "c2413993",
   "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>index</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>...</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>cast</th>\n",
       "      <th>crew</th>\n",
       "      <th>director</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>237000000</td>\n",
       "      <td>Action Adventure Fantasy Science Fiction</td>\n",
       "      <td>http://www.avatarmovie.com/</td>\n",
       "      <td>19995</td>\n",
       "      <td>culture clash future space war space colony so...</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>...</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>Sam Worthington Zoe Saldana Sigourney Weaver S...</td>\n",
       "      <td>[{'name': 'Stephen E. Rivkin', 'gender': 0, 'd...</td>\n",
       "      <td>James Cameron</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>300000000</td>\n",
       "      <td>Adventure Fantasy Action</td>\n",
       "      <td>http://disney.go.com/disneypictures/pirates/</td>\n",
       "      <td>285</td>\n",
       "      <td>ocean drug abuse exotic island east india trad...</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>...</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>Johnny Depp Orlando Bloom Keira Knightley Stel...</td>\n",
       "      <td>[{'name': 'Dariusz Wolski', 'gender': 2, 'depa...</td>\n",
       "      <td>Gore Verbinski</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>245000000</td>\n",
       "      <td>Action Adventure Crime</td>\n",
       "      <td>http://www.sonypictures.com/movies/spectre/</td>\n",
       "      <td>206647</td>\n",
       "      <td>spy based on novel secret agent sequel mi6</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>...</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>Daniel Craig Christoph Waltz L\\u00e9a Seydoux ...</td>\n",
       "      <td>[{'name': 'Thomas Newman', 'gender': 2, 'depar...</td>\n",
       "      <td>Sam Mendes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>250000000</td>\n",
       "      <td>Action Crime Drama Thriller</td>\n",
       "      <td>http://www.thedarkknightrises.com/</td>\n",
       "      <td>49026</td>\n",
       "      <td>dc comics crime fighter terrorist secret ident...</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>...</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>Christian Bale Michael Caine Gary Oldman Anne ...</td>\n",
       "      <td>[{'name': 'Hans Zimmer', 'gender': 2, 'departm...</td>\n",
       "      <td>Christopher Nolan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>260000000</td>\n",
       "      <td>Action Adventure Science Fiction</td>\n",
       "      <td>http://movies.disney.com/john-carter</td>\n",
       "      <td>49529</td>\n",
       "      <td>based on novel mars medallion space travel pri...</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>...</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>Taylor Kitsch Lynn Collins Samantha Morton Wil...</td>\n",
       "      <td>[{'name': 'Andrew Stanton', 'gender': 2, 'depa...</td>\n",
       "      <td>Andrew Stanton</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4798</th>\n",
       "      <td>4798</td>\n",
       "      <td>220000</td>\n",
       "      <td>Action Crime Thriller</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9367</td>\n",
       "      <td>united states\\u2013mexico barrier legs arms pa...</td>\n",
       "      <td>es</td>\n",
       "      <td>El Mariachi</td>\n",
       "      <td>El Mariachi just wants to play his guitar and ...</td>\n",
       "      <td>14.269792</td>\n",
       "      <td>...</td>\n",
       "      <td>81.0</td>\n",
       "      <td>[{\"iso_639_1\": \"es\", \"name\": \"Espa\\u00f1ol\"}]</td>\n",
       "      <td>Released</td>\n",
       "      <td>He didn't come looking for trouble, but troubl...</td>\n",
       "      <td>El Mariachi</td>\n",
       "      <td>6.6</td>\n",
       "      <td>238</td>\n",
       "      <td>Carlos Gallardo Jaime de Hoyos Peter Marquardt...</td>\n",
       "      <td>[{'name': 'Robert Rodriguez', 'gender': 0, 'de...</td>\n",
       "      <td>Robert Rodriguez</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4799</th>\n",
       "      <td>4799</td>\n",
       "      <td>9000</td>\n",
       "      <td>Comedy Romance</td>\n",
       "      <td>NaN</td>\n",
       "      <td>72766</td>\n",
       "      <td>NaN</td>\n",
       "      <td>en</td>\n",
       "      <td>Newlyweds</td>\n",
       "      <td>A newlywed couple's honeymoon is upended by th...</td>\n",
       "      <td>0.642552</td>\n",
       "      <td>...</td>\n",
       "      <td>85.0</td>\n",
       "      <td>[]</td>\n",
       "      <td>Released</td>\n",
       "      <td>A newlywed couple's honeymoon is upended by th...</td>\n",
       "      <td>Newlyweds</td>\n",
       "      <td>5.9</td>\n",
       "      <td>5</td>\n",
       "      <td>Edward Burns Kerry Bish\\u00e9 Marsha Dietlein ...</td>\n",
       "      <td>[{'name': 'Edward Burns', 'gender': 2, 'depart...</td>\n",
       "      <td>Edward Burns</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4800</th>\n",
       "      <td>4800</td>\n",
       "      <td>0</td>\n",
       "      <td>Comedy Drama Romance TV Movie</td>\n",
       "      <td>http://www.hallmarkchannel.com/signedsealeddel...</td>\n",
       "      <td>231617</td>\n",
       "      <td>date love at first sight narration investigati...</td>\n",
       "      <td>en</td>\n",
       "      <td>Signed, Sealed, Delivered</td>\n",
       "      <td>\"Signed, Sealed, Delivered\" introduces a dedic...</td>\n",
       "      <td>1.444476</td>\n",
       "      <td>...</td>\n",
       "      <td>120.0</td>\n",
       "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
       "      <td>Released</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Signed, Sealed, Delivered</td>\n",
       "      <td>7.0</td>\n",
       "      <td>6</td>\n",
       "      <td>Eric Mabius Kristin Booth Crystal Lowe Geoff G...</td>\n",
       "      <td>[{'name': 'Carla Hetland', 'gender': 0, 'depar...</td>\n",
       "      <td>Scott Smith</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4801</th>\n",
       "      <td>4801</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://shanghaicalling.com/</td>\n",
       "      <td>126186</td>\n",
       "      <td>NaN</td>\n",
       "      <td>en</td>\n",
       "      <td>Shanghai Calling</td>\n",
       "      <td>When ambitious New York attorney Sam is sent t...</td>\n",
       "      <td>0.857008</td>\n",
       "      <td>...</td>\n",
       "      <td>98.0</td>\n",
       "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
       "      <td>Released</td>\n",
       "      <td>A New Yorker in Shanghai</td>\n",
       "      <td>Shanghai Calling</td>\n",
       "      <td>5.7</td>\n",
       "      <td>7</td>\n",
       "      <td>Daniel Henney Eliza Coupe Bill Paxton Alan Ruc...</td>\n",
       "      <td>[{'name': 'Daniel Hsia', 'gender': 2, 'departm...</td>\n",
       "      <td>Daniel Hsia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4802</th>\n",
       "      <td>4802</td>\n",
       "      <td>0</td>\n",
       "      <td>Documentary</td>\n",
       "      <td>NaN</td>\n",
       "      <td>25975</td>\n",
       "      <td>obsession camcorder crush dream girl</td>\n",
       "      <td>en</td>\n",
       "      <td>My Date with Drew</td>\n",
       "      <td>Ever since the second grade when he first saw ...</td>\n",
       "      <td>1.929883</td>\n",
       "      <td>...</td>\n",
       "      <td>90.0</td>\n",
       "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
       "      <td>Released</td>\n",
       "      <td>NaN</td>\n",
       "      <td>My Date with Drew</td>\n",
       "      <td>6.3</td>\n",
       "      <td>16</td>\n",
       "      <td>Drew Barrymore Brian Herzlinger Corey Feldman ...</td>\n",
       "      <td>[{'name': 'Clark Peterson', 'gender': 2, 'depa...</td>\n",
       "      <td>Brian Herzlinger</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>4803 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      index     budget                                    genres  \\\n",
       "0         0  237000000  Action Adventure Fantasy Science Fiction   \n",
       "1         1  300000000                  Adventure Fantasy Action   \n",
       "2         2  245000000                    Action Adventure Crime   \n",
       "3         3  250000000               Action Crime Drama Thriller   \n",
       "4         4  260000000          Action Adventure Science Fiction   \n",
       "...     ...        ...                                       ...   \n",
       "4798   4798     220000                     Action Crime Thriller   \n",
       "4799   4799       9000                            Comedy Romance   \n",
       "4800   4800          0             Comedy Drama Romance TV Movie   \n",
       "4801   4801          0                                       NaN   \n",
       "4802   4802          0                               Documentary   \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",
       "4798                                                NaN    9367   \n",
       "4799                                                NaN   72766   \n",
       "4800  http://www.hallmarkchannel.com/signedsealeddel...  231617   \n",
       "4801                        http://shanghaicalling.com/  126186   \n",
       "4802                                                NaN   25975   \n",
       "\n",
       "                                               keywords original_language  \\\n",
       "0     culture clash future space war space colony so...                en   \n",
       "1     ocean drug abuse exotic island east india trad...                en   \n",
       "2            spy based on novel secret agent sequel mi6                en   \n",
       "3     dc comics crime fighter terrorist secret ident...                en   \n",
       "4     based on novel mars medallion space travel pri...                en   \n",
       "...                                                 ...               ...   \n",
       "4798  united states\\u2013mexico barrier legs arms pa...                es   \n",
       "4799                                                NaN                en   \n",
       "4800  date love at first sight narration investigati...                en   \n",
       "4801                                                NaN                en   \n",
       "4802               obsession camcorder crush dream girl                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",
       "4798                               El Mariachi   \n",
       "4799                                 Newlyweds   \n",
       "4800                 Signed, Sealed, Delivered   \n",
       "4801                          Shanghai Calling   \n",
       "4802                         My Date with Drew   \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",
       "4798  El Mariachi just wants to play his guitar and ...   14.269792  ...   \n",
       "4799  A newlywed couple's honeymoon is upended by th...    0.642552  ...   \n",
       "4800  \"Signed, Sealed, Delivered\" introduces a dedic...    1.444476  ...   \n",
       "4801  When ambitious New York attorney Sam is sent t...    0.857008  ...   \n",
       "4802  Ever since the second grade when he first saw ...    1.929883  ...   \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",
       "4798    81.0      [{\"iso_639_1\": \"es\", \"name\": \"Espa\\u00f1ol\"}]  Released   \n",
       "4799    85.0                                                 []  Released   \n",
       "4800   120.0           [{\"iso_639_1\": \"en\", \"name\": \"English\"}]  Released   \n",
       "4801    98.0           [{\"iso_639_1\": \"en\", \"name\": \"English\"}]  Released   \n",
       "4802    90.0           [{\"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",
       "4798  He didn't come looking for trouble, but troubl...   \n",
       "4799  A newlywed couple's honeymoon is upended by th...   \n",
       "4800                                                NaN   \n",
       "4801                           A New Yorker in Shanghai   \n",
       "4802                                                NaN   \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   \n",
       "...                                        ...          ...        ...   \n",
       "4798                               El Mariachi          6.6        238   \n",
       "4799                                 Newlyweds          5.9          5   \n",
       "4800                 Signed, Sealed, Delivered          7.0          6   \n",
       "4801                          Shanghai Calling          5.7          7   \n",
       "4802                         My Date with Drew          6.3         16   \n",
       "\n",
       "                                                   cast  \\\n",
       "0     Sam Worthington Zoe Saldana Sigourney Weaver S...   \n",
       "1     Johnny Depp Orlando Bloom Keira Knightley Stel...   \n",
       "2     Daniel Craig Christoph Waltz L\\u00e9a Seydoux ...   \n",
       "3     Christian Bale Michael Caine Gary Oldman Anne ...   \n",
       "4     Taylor Kitsch Lynn Collins Samantha Morton Wil...   \n",
       "...                                                 ...   \n",
       "4798  Carlos Gallardo Jaime de Hoyos Peter Marquardt...   \n",
       "4799  Edward Burns Kerry Bish\\u00e9 Marsha Dietlein ...   \n",
       "4800  Eric Mabius Kristin Booth Crystal Lowe Geoff G...   \n",
       "4801  Daniel Henney Eliza Coupe Bill Paxton Alan Ruc...   \n",
       "4802  Drew Barrymore Brian Herzlinger Corey Feldman ...   \n",
       "\n",
       "                                                   crew           director  \n",
       "0     [{'name': 'Stephen E. Rivkin', 'gender': 0, 'd...      James Cameron  \n",
       "1     [{'name': 'Dariusz Wolski', 'gender': 2, 'depa...     Gore Verbinski  \n",
       "2     [{'name': 'Thomas Newman', 'gender': 2, 'depar...         Sam Mendes  \n",
       "3     [{'name': 'Hans Zimmer', 'gender': 2, 'departm...  Christopher Nolan  \n",
       "4     [{'name': 'Andrew Stanton', 'gender': 2, 'depa...     Andrew Stanton  \n",
       "...                                                 ...                ...  \n",
       "4798  [{'name': 'Robert Rodriguez', 'gender': 0, 'de...   Robert Rodriguez  \n",
       "4799  [{'name': 'Edward Burns', 'gender': 2, 'depart...       Edward Burns  \n",
       "4800  [{'name': 'Carla Hetland', 'gender': 0, 'depar...        Scott Smith  \n",
       "4801  [{'name': 'Daniel Hsia', 'gender': 2, 'departm...        Daniel Hsia  \n",
       "4802  [{'name': 'Clark Peterson', 'gender': 2, 'depa...   Brian Herzlinger  \n",
       "\n",
       "[4803 rows x 24 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "7127bb5a",
   "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>index</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>...</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>cast</th>\n",
       "      <th>crew</th>\n",
       "      <th>director</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>237000000</td>\n",
       "      <td>Action Adventure Fantasy Science Fiction</td>\n",
       "      <td>http://www.avatarmovie.com/</td>\n",
       "      <td>19995</td>\n",
       "      <td>culture clash future space war space colony so...</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>...</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>Sam Worthington Zoe Saldana Sigourney Weaver S...</td>\n",
       "      <td>[{'name': 'Stephen E. Rivkin', 'gender': 0, 'd...</td>\n",
       "      <td>James Cameron</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>300000000</td>\n",
       "      <td>Adventure Fantasy Action</td>\n",
       "      <td>http://disney.go.com/disneypictures/pirates/</td>\n",
       "      <td>285</td>\n",
       "      <td>ocean drug abuse exotic island east india trad...</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>...</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>Johnny Depp Orlando Bloom Keira Knightley Stel...</td>\n",
       "      <td>[{'name': 'Dariusz Wolski', 'gender': 2, 'depa...</td>\n",
       "      <td>Gore Verbinski</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>245000000</td>\n",
       "      <td>Action Adventure Crime</td>\n",
       "      <td>http://www.sonypictures.com/movies/spectre/</td>\n",
       "      <td>206647</td>\n",
       "      <td>spy based on novel secret agent sequel mi6</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>...</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>Daniel Craig Christoph Waltz L\\u00e9a Seydoux ...</td>\n",
       "      <td>[{'name': 'Thomas Newman', 'gender': 2, 'depar...</td>\n",
       "      <td>Sam Mendes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>250000000</td>\n",
       "      <td>Action Crime Drama Thriller</td>\n",
       "      <td>http://www.thedarkknightrises.com/</td>\n",
       "      <td>49026</td>\n",
       "      <td>dc comics crime fighter terrorist secret ident...</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>...</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>Christian Bale Michael Caine Gary Oldman Anne ...</td>\n",
       "      <td>[{'name': 'Hans Zimmer', 'gender': 2, 'departm...</td>\n",
       "      <td>Christopher Nolan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>260000000</td>\n",
       "      <td>Action Adventure Science Fiction</td>\n",
       "      <td>http://movies.disney.com/john-carter</td>\n",
       "      <td>49529</td>\n",
       "      <td>based on novel mars medallion space travel pri...</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>...</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>Taylor Kitsch Lynn Collins Samantha Morton Wil...</td>\n",
       "      <td>[{'name': 'Andrew Stanton', 'gender': 2, 'depa...</td>\n",
       "      <td>Andrew Stanton</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   index     budget                                    genres  \\\n",
       "0      0  237000000  Action Adventure Fantasy Science Fiction   \n",
       "1      1  300000000                  Adventure Fantasy Action   \n",
       "2      2  245000000                    Action Adventure Crime   \n",
       "3      3  250000000               Action Crime Drama Thriller   \n",
       "4      4  260000000          Action Adventure Science Fiction   \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  culture clash future space war space colony so...                en   \n",
       "1  ocean drug abuse exotic island east india trad...                en   \n",
       "2         spy based on novel secret agent sequel mi6                en   \n",
       "3  dc comics crime fighter terrorist secret ident...                en   \n",
       "4  based on novel mars medallion space travel pri...                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  ... runtime  \\\n",
       "0  In the 22nd century, a paraplegic Marine is di...  150.437577  ...   162.0   \n",
       "1  Captain Barbossa, long believed to be dead, ha...  139.082615  ...   169.0   \n",
       "2  A cryptic message from Bond’s past sends him o...  107.376788  ...   148.0   \n",
       "3  Following the death of District Attorney Harve...  112.312950  ...   165.0   \n",
       "4  John Carter is a war-weary, former military ca...   43.926995  ...   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  \\\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   \n",
       "\n",
       "                                                cast  \\\n",
       "0  Sam Worthington Zoe Saldana Sigourney Weaver S...   \n",
       "1  Johnny Depp Orlando Bloom Keira Knightley Stel...   \n",
       "2  Daniel Craig Christoph Waltz L\\u00e9a Seydoux ...   \n",
       "3  Christian Bale Michael Caine Gary Oldman Anne ...   \n",
       "4  Taylor Kitsch Lynn Collins Samantha Morton Wil...   \n",
       "\n",
       "                                                crew           director  \n",
       "0  [{'name': 'Stephen E. Rivkin', 'gender': 0, 'd...      James Cameron  \n",
       "1  [{'name': 'Dariusz Wolski', 'gender': 2, 'depa...     Gore Verbinski  \n",
       "2  [{'name': 'Thomas Newman', 'gender': 2, 'depar...         Sam Mendes  \n",
       "3  [{'name': 'Hans Zimmer', 'gender': 2, 'departm...  Christopher Nolan  \n",
       "4  [{'name': 'Andrew Stanton', 'gender': 2, 'depa...     Andrew Stanton  \n",
       "\n",
       "[5 rows x 24 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies_data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "202f17d0",
   "metadata": {},
   "outputs": [],
   "source": [
    "#number of rows and colums in the data frame"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "a591267c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(4803, 24)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies_data.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "22467d54",
   "metadata": {},
   "source": [
    "# Display Top 10 Rows of the dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "bbd51d72",
   "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>index</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>...</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>cast</th>\n",
       "      <th>crew</th>\n",
       "      <th>director</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>237000000</td>\n",
       "      <td>Action Adventure Fantasy Science Fiction</td>\n",
       "      <td>http://www.avatarmovie.com/</td>\n",
       "      <td>19995</td>\n",
       "      <td>culture clash future space war space colony so...</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>...</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>Sam Worthington Zoe Saldana Sigourney Weaver S...</td>\n",
       "      <td>[{'name': 'Stephen E. Rivkin', 'gender': 0, 'd...</td>\n",
       "      <td>James Cameron</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>300000000</td>\n",
       "      <td>Adventure Fantasy Action</td>\n",
       "      <td>http://disney.go.com/disneypictures/pirates/</td>\n",
       "      <td>285</td>\n",
       "      <td>ocean drug abuse exotic island east india trad...</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>...</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>Johnny Depp Orlando Bloom Keira Knightley Stel...</td>\n",
       "      <td>[{'name': 'Dariusz Wolski', 'gender': 2, 'depa...</td>\n",
       "      <td>Gore Verbinski</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>245000000</td>\n",
       "      <td>Action Adventure Crime</td>\n",
       "      <td>http://www.sonypictures.com/movies/spectre/</td>\n",
       "      <td>206647</td>\n",
       "      <td>spy based on novel secret agent sequel mi6</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>...</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>Daniel Craig Christoph Waltz L\\u00e9a Seydoux ...</td>\n",
       "      <td>[{'name': 'Thomas Newman', 'gender': 2, 'depar...</td>\n",
       "      <td>Sam Mendes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>250000000</td>\n",
       "      <td>Action Crime Drama Thriller</td>\n",
       "      <td>http://www.thedarkknightrises.com/</td>\n",
       "      <td>49026</td>\n",
       "      <td>dc comics crime fighter terrorist secret ident...</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>...</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>Christian Bale Michael Caine Gary Oldman Anne ...</td>\n",
       "      <td>[{'name': 'Hans Zimmer', 'gender': 2, 'departm...</td>\n",
       "      <td>Christopher Nolan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>260000000</td>\n",
       "      <td>Action Adventure Science Fiction</td>\n",
       "      <td>http://movies.disney.com/john-carter</td>\n",
       "      <td>49529</td>\n",
       "      <td>based on novel mars medallion space travel pri...</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>...</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>Taylor Kitsch Lynn Collins Samantha Morton Wil...</td>\n",
       "      <td>[{'name': 'Andrew Stanton', 'gender': 2, 'depa...</td>\n",
       "      <td>Andrew Stanton</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5</td>\n",
       "      <td>258000000</td>\n",
       "      <td>Fantasy Action Adventure</td>\n",
       "      <td>http://www.sonypictures.com/movies/spider-man3/</td>\n",
       "      <td>559</td>\n",
       "      <td>dual identity amnesia sandstorm love of one's ...</td>\n",
       "      <td>en</td>\n",
       "      <td>Spider-Man 3</td>\n",
       "      <td>The seemingly invincible Spider-Man goes up ag...</td>\n",
       "      <td>115.699814</td>\n",
       "      <td>...</td>\n",
       "      <td>139.0</td>\n",
       "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}, {\"iso...</td>\n",
       "      <td>Released</td>\n",
       "      <td>The battle within.</td>\n",
       "      <td>Spider-Man 3</td>\n",
       "      <td>5.9</td>\n",
       "      <td>3576</td>\n",
       "      <td>Tobey Maguire Kirsten Dunst James Franco Thoma...</td>\n",
       "      <td>[{'name': 'Francine Maisler', 'gender': 1, 'de...</td>\n",
       "      <td>Sam Raimi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6</td>\n",
       "      <td>260000000</td>\n",
       "      <td>Animation Family</td>\n",
       "      <td>http://disney.go.com/disneypictures/tangled/</td>\n",
       "      <td>38757</td>\n",
       "      <td>hostage magic horse fairy tale musical</td>\n",
       "      <td>en</td>\n",
       "      <td>Tangled</td>\n",
       "      <td>When the kingdom's most wanted-and most charmi...</td>\n",
       "      <td>48.681969</td>\n",
       "      <td>...</td>\n",
       "      <td>100.0</td>\n",
       "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
       "      <td>Released</td>\n",
       "      <td>They're taking adventure to new lengths.</td>\n",
       "      <td>Tangled</td>\n",
       "      <td>7.4</td>\n",
       "      <td>3330</td>\n",
       "      <td>Zachary Levi Mandy Moore Donna Murphy Ron Perl...</td>\n",
       "      <td>[{'name': 'John Lasseter', 'gender': 2, 'depar...</td>\n",
       "      <td>Byron Howard</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>7</td>\n",
       "      <td>280000000</td>\n",
       "      <td>Action Adventure Science Fiction</td>\n",
       "      <td>http://marvel.com/movies/movie/193/avengers_ag...</td>\n",
       "      <td>99861</td>\n",
       "      <td>marvel comic sequel superhero based on comic b...</td>\n",
       "      <td>en</td>\n",
       "      <td>Avengers: Age of Ultron</td>\n",
       "      <td>When Tony Stark tries to jumpstart a dormant p...</td>\n",
       "      <td>134.279229</td>\n",
       "      <td>...</td>\n",
       "      <td>141.0</td>\n",
       "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
       "      <td>Released</td>\n",
       "      <td>A New Age Has Come.</td>\n",
       "      <td>Avengers: Age of Ultron</td>\n",
       "      <td>7.3</td>\n",
       "      <td>6767</td>\n",
       "      <td>Robert Downey Jr. Chris Hemsworth Mark Ruffalo...</td>\n",
       "      <td>[{'name': 'Danny Elfman', 'gender': 2, 'depart...</td>\n",
       "      <td>Joss Whedon</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>8</td>\n",
       "      <td>250000000</td>\n",
       "      <td>Adventure Fantasy Family</td>\n",
       "      <td>http://harrypotter.warnerbros.com/harrypottera...</td>\n",
       "      <td>767</td>\n",
       "      <td>witch magic broom school of witchcraft wizardry</td>\n",
       "      <td>en</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>98.885637</td>\n",
       "      <td>...</td>\n",
       "      <td>153.0</td>\n",
       "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
       "      <td>Released</td>\n",
       "      <td>Dark Secrets Revealed</td>\n",
       "      <td>Harry Potter and the Half-Blood Prince</td>\n",
       "      <td>7.4</td>\n",
       "      <td>5293</td>\n",
       "      <td>Daniel Radcliffe Rupert Grint Emma Watson Tom ...</td>\n",
       "      <td>[{'name': 'Bruno Delbonnel', 'gender': 0, 'dep...</td>\n",
       "      <td>David Yates</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>9</td>\n",
       "      <td>250000000</td>\n",
       "      <td>Action Adventure Fantasy</td>\n",
       "      <td>http://www.batmanvsupermandawnofjustice.com/</td>\n",
       "      <td>209112</td>\n",
       "      <td>dc comics vigilante superhero based on comic b...</td>\n",
       "      <td>en</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>155.790452</td>\n",
       "      <td>...</td>\n",
       "      <td>151.0</td>\n",
       "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
       "      <td>Released</td>\n",
       "      <td>Justice or revenge</td>\n",
       "      <td>Batman v Superman: Dawn of Justice</td>\n",
       "      <td>5.7</td>\n",
       "      <td>7004</td>\n",
       "      <td>Ben Affleck Henry Cavill Gal Gadot Amy Adams J...</td>\n",
       "      <td>[{'name': 'Hans Zimmer', 'gender': 2, 'departm...</td>\n",
       "      <td>Zack Snyder</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>10 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   index     budget                                    genres  \\\n",
       "0      0  237000000  Action Adventure Fantasy Science Fiction   \n",
       "1      1  300000000                  Adventure Fantasy Action   \n",
       "2      2  245000000                    Action Adventure Crime   \n",
       "3      3  250000000               Action Crime Drama Thriller   \n",
       "4      4  260000000          Action Adventure Science Fiction   \n",
       "5      5  258000000                  Fantasy Action Adventure   \n",
       "6      6  260000000                          Animation Family   \n",
       "7      7  280000000          Action Adventure Science Fiction   \n",
       "8      8  250000000                  Adventure Fantasy Family   \n",
       "9      9  250000000                  Action Adventure Fantasy   \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",
       "5    http://www.sonypictures.com/movies/spider-man3/     559   \n",
       "6       http://disney.go.com/disneypictures/tangled/   38757   \n",
       "7  http://marvel.com/movies/movie/193/avengers_ag...   99861   \n",
       "8  http://harrypotter.warnerbros.com/harrypottera...     767   \n",
       "9       http://www.batmanvsupermandawnofjustice.com/  209112   \n",
       "\n",
       "                                            keywords original_language  \\\n",
       "0  culture clash future space war space colony so...                en   \n",
       "1  ocean drug abuse exotic island east india trad...                en   \n",
       "2         spy based on novel secret agent sequel mi6                en   \n",
       "3  dc comics crime fighter terrorist secret ident...                en   \n",
       "4  based on novel mars medallion space travel pri...                en   \n",
       "5  dual identity amnesia sandstorm love of one's ...                en   \n",
       "6             hostage magic horse fairy tale musical                en   \n",
       "7  marvel comic sequel superhero based on comic b...                en   \n",
       "8    witch magic broom school of witchcraft wizardry                en   \n",
       "9  dc comics vigilante superhero based on comic b...                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",
       "5                              Spider-Man 3   \n",
       "6                                   Tangled   \n",
       "7                   Avengers: Age of Ultron   \n",
       "8    Harry Potter and the Half-Blood Prince   \n",
       "9        Batman v Superman: Dawn of Justice   \n",
       "\n",
       "                                            overview  popularity  ... runtime  \\\n",
       "0  In the 22nd century, a paraplegic Marine is di...  150.437577  ...   162.0   \n",
       "1  Captain Barbossa, long believed to be dead, ha...  139.082615  ...   169.0   \n",
       "2  A cryptic message from Bond’s past sends him o...  107.376788  ...   148.0   \n",
       "3  Following the death of District Attorney Harve...  112.312950  ...   165.0   \n",
       "4  John Carter is a war-weary, former military ca...   43.926995  ...   132.0   \n",
       "5  The seemingly invincible Spider-Man goes up ag...  115.699814  ...   139.0   \n",
       "6  When the kingdom's most wanted-and most charmi...   48.681969  ...   100.0   \n",
       "7  When Tony Stark tries to jumpstart a dormant p...  134.279229  ...   141.0   \n",
       "8  As Harry begins his sixth year at Hogwarts, he...   98.885637  ...   153.0   \n",
       "9  Fearing the actions of a god-like Super Hero l...  155.790452  ...   151.0   \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",
       "5  [{\"iso_639_1\": \"en\", \"name\": \"English\"}, {\"iso...  Released   \n",
       "6           [{\"iso_639_1\": \"en\", \"name\": \"English\"}]  Released   \n",
       "7           [{\"iso_639_1\": \"en\", \"name\": \"English\"}]  Released   \n",
       "8           [{\"iso_639_1\": \"en\", \"name\": \"English\"}]  Released   \n",
       "9           [{\"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",
       "5                              The battle within.   \n",
       "6        They're taking adventure to new lengths.   \n",
       "7                             A New Age Has Come.   \n",
       "8                           Dark Secrets Revealed   \n",
       "9                              Justice or revenge   \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   \n",
       "5                              Spider-Man 3          5.9       3576   \n",
       "6                                   Tangled          7.4       3330   \n",
       "7                   Avengers: Age of Ultron          7.3       6767   \n",
       "8    Harry Potter and the Half-Blood Prince          7.4       5293   \n",
       "9        Batman v Superman: Dawn of Justice          5.7       7004   \n",
       "\n",
       "                                                cast  \\\n",
       "0  Sam Worthington Zoe Saldana Sigourney Weaver S...   \n",
       "1  Johnny Depp Orlando Bloom Keira Knightley Stel...   \n",
       "2  Daniel Craig Christoph Waltz L\\u00e9a Seydoux ...   \n",
       "3  Christian Bale Michael Caine Gary Oldman Anne ...   \n",
       "4  Taylor Kitsch Lynn Collins Samantha Morton Wil...   \n",
       "5  Tobey Maguire Kirsten Dunst James Franco Thoma...   \n",
       "6  Zachary Levi Mandy Moore Donna Murphy Ron Perl...   \n",
       "7  Robert Downey Jr. Chris Hemsworth Mark Ruffalo...   \n",
       "8  Daniel Radcliffe Rupert Grint Emma Watson Tom ...   \n",
       "9  Ben Affleck Henry Cavill Gal Gadot Amy Adams J...   \n",
       "\n",
       "                                                crew           director  \n",
       "0  [{'name': 'Stephen E. Rivkin', 'gender': 0, 'd...      James Cameron  \n",
       "1  [{'name': 'Dariusz Wolski', 'gender': 2, 'depa...     Gore Verbinski  \n",
       "2  [{'name': 'Thomas Newman', 'gender': 2, 'depar...         Sam Mendes  \n",
       "3  [{'name': 'Hans Zimmer', 'gender': 2, 'departm...  Christopher Nolan  \n",
       "4  [{'name': 'Andrew Stanton', 'gender': 2, 'depa...     Andrew Stanton  \n",
       "5  [{'name': 'Francine Maisler', 'gender': 1, 'de...          Sam Raimi  \n",
       "6  [{'name': 'John Lasseter', 'gender': 2, 'depar...       Byron Howard  \n",
       "7  [{'name': 'Danny Elfman', 'gender': 2, 'depart...        Joss Whedon  \n",
       "8  [{'name': 'Bruno Delbonnel', 'gender': 0, 'dep...        David Yates  \n",
       "9  [{'name': 'Hans Zimmer', 'gender': 2, 'departm...        Zack Snyder  \n",
       "\n",
       "[10 rows x 24 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies_data.head(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "85110366",
   "metadata": {},
   "source": [
    "# Check last 10 rows of the dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "859d63ff",
   "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>index</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>...</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>cast</th>\n",
       "      <th>crew</th>\n",
       "      <th>director</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>4793</th>\n",
       "      <td>4793</td>\n",
       "      <td>0</td>\n",
       "      <td>Drama</td>\n",
       "      <td>NaN</td>\n",
       "      <td>182291</td>\n",
       "      <td>confession hazing gang member latino lgbt</td>\n",
       "      <td>en</td>\n",
       "      <td>On The Downlow</td>\n",
       "      <td>Isaac and Angel are two young Latinos involved...</td>\n",
       "      <td>0.029757</td>\n",
       "      <td>...</td>\n",
       "      <td>90.0</td>\n",
       "      <td>[]</td>\n",
       "      <td>Released</td>\n",
       "      <td>Two gangs. One secret. One crossroad.</td>\n",
       "      <td>On The Downlow</td>\n",
       "      <td>6.0</td>\n",
       "      <td>2</td>\n",
       "      <td>Tony Sancho Michael Cortez Donato Cruz Felipe ...</td>\n",
       "      <td>[{'name': 'Tadeo Garcia', 'gender': 0, 'depart...</td>\n",
       "      <td>Tadeo Garcia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4794</th>\n",
       "      <td>4794</td>\n",
       "      <td>0</td>\n",
       "      <td>Thriller Horror Comedy</td>\n",
       "      <td>NaN</td>\n",
       "      <td>286939</td>\n",
       "      <td>NaN</td>\n",
       "      <td>en</td>\n",
       "      <td>Sanctuary: Quite a Conundrum</td>\n",
       "      <td>It should have been just a normal day of sex, ...</td>\n",
       "      <td>0.166513</td>\n",
       "      <td>...</td>\n",
       "      <td>82.0</td>\n",
       "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
       "      <td>Released</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Sanctuary: Quite a Conundrum</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>Sasha Ramos Erin Cline Emily Rogers Anthony Ru...</td>\n",
       "      <td>[{'name': 'Thomas L. Phillips', 'gender': 0, '...</td>\n",
       "      <td>Thomas L. Phillips</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4795</th>\n",
       "      <td>4795</td>\n",
       "      <td>0</td>\n",
       "      <td>Drama</td>\n",
       "      <td>NaN</td>\n",
       "      <td>124606</td>\n",
       "      <td>gang audition police fake homeless actress</td>\n",
       "      <td>en</td>\n",
       "      <td>Bang</td>\n",
       "      <td>A young woman in L.A. is having a bad day: she...</td>\n",
       "      <td>0.918116</td>\n",
       "      <td>...</td>\n",
       "      <td>98.0</td>\n",
       "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
       "      <td>Released</td>\n",
       "      <td>Sometimes you've got to break the rules</td>\n",
       "      <td>Bang</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1</td>\n",
       "      <td>Darling Narita Peter Greene Michael Newland Er...</td>\n",
       "      <td>[{'name': 'Ash Baron-Cohen', 'gender': 0, 'dep...</td>\n",
       "      <td>Ash Baron-Cohen</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4796</th>\n",
       "      <td>4796</td>\n",
       "      <td>7000</td>\n",
       "      <td>Science Fiction Drama Thriller</td>\n",
       "      <td>http://www.primermovie.com</td>\n",
       "      <td>14337</td>\n",
       "      <td>distrust garage identity crisis time travel ti...</td>\n",
       "      <td>en</td>\n",
       "      <td>Primer</td>\n",
       "      <td>Friends/fledgling entrepreneurs invent a devic...</td>\n",
       "      <td>23.307949</td>\n",
       "      <td>...</td>\n",
       "      <td>77.0</td>\n",
       "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
       "      <td>Released</td>\n",
       "      <td>What happens if it actually works?</td>\n",
       "      <td>Primer</td>\n",
       "      <td>6.9</td>\n",
       "      <td>658</td>\n",
       "      <td>Shane Carruth David Sullivan Casey Gooden Anan...</td>\n",
       "      <td>[{'name': 'Shane Carruth', 'gender': 2, 'depar...</td>\n",
       "      <td>Shane Carruth</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4797</th>\n",
       "      <td>4797</td>\n",
       "      <td>0</td>\n",
       "      <td>Foreign Thriller</td>\n",
       "      <td>NaN</td>\n",
       "      <td>67238</td>\n",
       "      <td>NaN</td>\n",
       "      <td>en</td>\n",
       "      <td>Cavite</td>\n",
       "      <td>Adam, a security guard, travels from Californi...</td>\n",
       "      <td>0.022173</td>\n",
       "      <td>...</td>\n",
       "      <td>80.0</td>\n",
       "      <td>[]</td>\n",
       "      <td>Released</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Cavite</td>\n",
       "      <td>7.5</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[{'name': 'Neill Dela Llana', 'gender': 0, 'de...</td>\n",
       "      <td>Neill Dela Llana</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4798</th>\n",
       "      <td>4798</td>\n",
       "      <td>220000</td>\n",
       "      <td>Action Crime Thriller</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9367</td>\n",
       "      <td>united states\\u2013mexico barrier legs arms pa...</td>\n",
       "      <td>es</td>\n",
       "      <td>El Mariachi</td>\n",
       "      <td>El Mariachi just wants to play his guitar and ...</td>\n",
       "      <td>14.269792</td>\n",
       "      <td>...</td>\n",
       "      <td>81.0</td>\n",
       "      <td>[{\"iso_639_1\": \"es\", \"name\": \"Espa\\u00f1ol\"}]</td>\n",
       "      <td>Released</td>\n",
       "      <td>He didn't come looking for trouble, but troubl...</td>\n",
       "      <td>El Mariachi</td>\n",
       "      <td>6.6</td>\n",
       "      <td>238</td>\n",
       "      <td>Carlos Gallardo Jaime de Hoyos Peter Marquardt...</td>\n",
       "      <td>[{'name': 'Robert Rodriguez', 'gender': 0, 'de...</td>\n",
       "      <td>Robert Rodriguez</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4799</th>\n",
       "      <td>4799</td>\n",
       "      <td>9000</td>\n",
       "      <td>Comedy Romance</td>\n",
       "      <td>NaN</td>\n",
       "      <td>72766</td>\n",
       "      <td>NaN</td>\n",
       "      <td>en</td>\n",
       "      <td>Newlyweds</td>\n",
       "      <td>A newlywed couple's honeymoon is upended by th...</td>\n",
       "      <td>0.642552</td>\n",
       "      <td>...</td>\n",
       "      <td>85.0</td>\n",
       "      <td>[]</td>\n",
       "      <td>Released</td>\n",
       "      <td>A newlywed couple's honeymoon is upended by th...</td>\n",
       "      <td>Newlyweds</td>\n",
       "      <td>5.9</td>\n",
       "      <td>5</td>\n",
       "      <td>Edward Burns Kerry Bish\\u00e9 Marsha Dietlein ...</td>\n",
       "      <td>[{'name': 'Edward Burns', 'gender': 2, 'depart...</td>\n",
       "      <td>Edward Burns</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4800</th>\n",
       "      <td>4800</td>\n",
       "      <td>0</td>\n",
       "      <td>Comedy Drama Romance TV Movie</td>\n",
       "      <td>http://www.hallmarkchannel.com/signedsealeddel...</td>\n",
       "      <td>231617</td>\n",
       "      <td>date love at first sight narration investigati...</td>\n",
       "      <td>en</td>\n",
       "      <td>Signed, Sealed, Delivered</td>\n",
       "      <td>\"Signed, Sealed, Delivered\" introduces a dedic...</td>\n",
       "      <td>1.444476</td>\n",
       "      <td>...</td>\n",
       "      <td>120.0</td>\n",
       "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
       "      <td>Released</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Signed, Sealed, Delivered</td>\n",
       "      <td>7.0</td>\n",
       "      <td>6</td>\n",
       "      <td>Eric Mabius Kristin Booth Crystal Lowe Geoff G...</td>\n",
       "      <td>[{'name': 'Carla Hetland', 'gender': 0, 'depar...</td>\n",
       "      <td>Scott Smith</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4801</th>\n",
       "      <td>4801</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://shanghaicalling.com/</td>\n",
       "      <td>126186</td>\n",
       "      <td>NaN</td>\n",
       "      <td>en</td>\n",
       "      <td>Shanghai Calling</td>\n",
       "      <td>When ambitious New York attorney Sam is sent t...</td>\n",
       "      <td>0.857008</td>\n",
       "      <td>...</td>\n",
       "      <td>98.0</td>\n",
       "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
       "      <td>Released</td>\n",
       "      <td>A New Yorker in Shanghai</td>\n",
       "      <td>Shanghai Calling</td>\n",
       "      <td>5.7</td>\n",
       "      <td>7</td>\n",
       "      <td>Daniel Henney Eliza Coupe Bill Paxton Alan Ruc...</td>\n",
       "      <td>[{'name': 'Daniel Hsia', 'gender': 2, 'departm...</td>\n",
       "      <td>Daniel Hsia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4802</th>\n",
       "      <td>4802</td>\n",
       "      <td>0</td>\n",
       "      <td>Documentary</td>\n",
       "      <td>NaN</td>\n",
       "      <td>25975</td>\n",
       "      <td>obsession camcorder crush dream girl</td>\n",
       "      <td>en</td>\n",
       "      <td>My Date with Drew</td>\n",
       "      <td>Ever since the second grade when he first saw ...</td>\n",
       "      <td>1.929883</td>\n",
       "      <td>...</td>\n",
       "      <td>90.0</td>\n",
       "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
       "      <td>Released</td>\n",
       "      <td>NaN</td>\n",
       "      <td>My Date with Drew</td>\n",
       "      <td>6.3</td>\n",
       "      <td>16</td>\n",
       "      <td>Drew Barrymore Brian Herzlinger Corey Feldman ...</td>\n",
       "      <td>[{'name': 'Clark Peterson', 'gender': 2, 'depa...</td>\n",
       "      <td>Brian Herzlinger</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>10 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      index  budget                          genres  \\\n",
       "4793   4793       0                           Drama   \n",
       "4794   4794       0          Thriller Horror Comedy   \n",
       "4795   4795       0                           Drama   \n",
       "4796   4796    7000  Science Fiction Drama Thriller   \n",
       "4797   4797       0                Foreign Thriller   \n",
       "4798   4798  220000           Action Crime Thriller   \n",
       "4799   4799    9000                  Comedy Romance   \n",
       "4800   4800       0   Comedy Drama Romance TV Movie   \n",
       "4801   4801       0                             NaN   \n",
       "4802   4802       0                     Documentary   \n",
       "\n",
       "                                               homepage      id  \\\n",
       "4793                                                NaN  182291   \n",
       "4794                                                NaN  286939   \n",
       "4795                                                NaN  124606   \n",
       "4796                         http://www.primermovie.com   14337   \n",
       "4797                                                NaN   67238   \n",
       "4798                                                NaN    9367   \n",
       "4799                                                NaN   72766   \n",
       "4800  http://www.hallmarkchannel.com/signedsealeddel...  231617   \n",
       "4801                        http://shanghaicalling.com/  126186   \n",
       "4802                                                NaN   25975   \n",
       "\n",
       "                                               keywords original_language  \\\n",
       "4793          confession hazing gang member latino lgbt                en   \n",
       "4794                                                NaN                en   \n",
       "4795         gang audition police fake homeless actress                en   \n",
       "4796  distrust garage identity crisis time travel ti...                en   \n",
       "4797                                                NaN                en   \n",
       "4798  united states\\u2013mexico barrier legs arms pa...                es   \n",
       "4799                                                NaN                en   \n",
       "4800  date love at first sight narration investigati...                en   \n",
       "4801                                                NaN                en   \n",
       "4802               obsession camcorder crush dream girl                en   \n",
       "\n",
       "                    original_title  \\\n",
       "4793                On The Downlow   \n",
       "4794  Sanctuary: Quite a Conundrum   \n",
       "4795                          Bang   \n",
       "4796                        Primer   \n",
       "4797                        Cavite   \n",
       "4798                   El Mariachi   \n",
       "4799                     Newlyweds   \n",
       "4800     Signed, Sealed, Delivered   \n",
       "4801              Shanghai Calling   \n",
       "4802             My Date with Drew   \n",
       "\n",
       "                                               overview  popularity  ...  \\\n",
       "4793  Isaac and Angel are two young Latinos involved...    0.029757  ...   \n",
       "4794  It should have been just a normal day of sex, ...    0.166513  ...   \n",
       "4795  A young woman in L.A. is having a bad day: she...    0.918116  ...   \n",
       "4796  Friends/fledgling entrepreneurs invent a devic...   23.307949  ...   \n",
       "4797  Adam, a security guard, travels from Californi...    0.022173  ...   \n",
       "4798  El Mariachi just wants to play his guitar and ...   14.269792  ...   \n",
       "4799  A newlywed couple's honeymoon is upended by th...    0.642552  ...   \n",
       "4800  \"Signed, Sealed, Delivered\" introduces a dedic...    1.444476  ...   \n",
       "4801  When ambitious New York attorney Sam is sent t...    0.857008  ...   \n",
       "4802  Ever since the second grade when he first saw ...    1.929883  ...   \n",
       "\n",
       "     runtime                               spoken_languages    status  \\\n",
       "4793    90.0                                             []  Released   \n",
       "4794    82.0       [{\"iso_639_1\": \"en\", \"name\": \"English\"}]  Released   \n",
       "4795    98.0       [{\"iso_639_1\": \"en\", \"name\": \"English\"}]  Released   \n",
       "4796    77.0       [{\"iso_639_1\": \"en\", \"name\": \"English\"}]  Released   \n",
       "4797    80.0                                             []  Released   \n",
       "4798    81.0  [{\"iso_639_1\": \"es\", \"name\": \"Espa\\u00f1ol\"}]  Released   \n",
       "4799    85.0                                             []  Released   \n",
       "4800   120.0       [{\"iso_639_1\": \"en\", \"name\": \"English\"}]  Released   \n",
       "4801    98.0       [{\"iso_639_1\": \"en\", \"name\": \"English\"}]  Released   \n",
       "4802    90.0       [{\"iso_639_1\": \"en\", \"name\": \"English\"}]  Released   \n",
       "\n",
       "                                                tagline  \\\n",
       "4793              Two gangs. One secret. One crossroad.   \n",
       "4794                                                NaN   \n",
       "4795            Sometimes you've got to break the rules   \n",
       "4796                 What happens if it actually works?   \n",
       "4797                                                NaN   \n",
       "4798  He didn't come looking for trouble, but troubl...   \n",
       "4799  A newlywed couple's honeymoon is upended by th...   \n",
       "4800                                                NaN   \n",
       "4801                           A New Yorker in Shanghai   \n",
       "4802                                                NaN   \n",
       "\n",
       "                             title vote_average vote_count  \\\n",
       "4793                On The Downlow          6.0          2   \n",
       "4794  Sanctuary: Quite a Conundrum          0.0          0   \n",
       "4795                          Bang          6.0          1   \n",
       "4796                        Primer          6.9        658   \n",
       "4797                        Cavite          7.5          2   \n",
       "4798                   El Mariachi          6.6        238   \n",
       "4799                     Newlyweds          5.9          5   \n",
       "4800     Signed, Sealed, Delivered          7.0          6   \n",
       "4801              Shanghai Calling          5.7          7   \n",
       "4802             My Date with Drew          6.3         16   \n",
       "\n",
       "                                                   cast  \\\n",
       "4793  Tony Sancho Michael Cortez Donato Cruz Felipe ...   \n",
       "4794  Sasha Ramos Erin Cline Emily Rogers Anthony Ru...   \n",
       "4795  Darling Narita Peter Greene Michael Newland Er...   \n",
       "4796  Shane Carruth David Sullivan Casey Gooden Anan...   \n",
       "4797                                                NaN   \n",
       "4798  Carlos Gallardo Jaime de Hoyos Peter Marquardt...   \n",
       "4799  Edward Burns Kerry Bish\\u00e9 Marsha Dietlein ...   \n",
       "4800  Eric Mabius Kristin Booth Crystal Lowe Geoff G...   \n",
       "4801  Daniel Henney Eliza Coupe Bill Paxton Alan Ruc...   \n",
       "4802  Drew Barrymore Brian Herzlinger Corey Feldman ...   \n",
       "\n",
       "                                                   crew            director  \n",
       "4793  [{'name': 'Tadeo Garcia', 'gender': 0, 'depart...        Tadeo Garcia  \n",
       "4794  [{'name': 'Thomas L. Phillips', 'gender': 0, '...  Thomas L. Phillips  \n",
       "4795  [{'name': 'Ash Baron-Cohen', 'gender': 0, 'dep...     Ash Baron-Cohen  \n",
       "4796  [{'name': 'Shane Carruth', 'gender': 2, 'depar...       Shane Carruth  \n",
       "4797  [{'name': 'Neill Dela Llana', 'gender': 0, 'de...    Neill Dela Llana  \n",
       "4798  [{'name': 'Robert Rodriguez', 'gender': 0, 'de...    Robert Rodriguez  \n",
       "4799  [{'name': 'Edward Burns', 'gender': 2, 'depart...        Edward Burns  \n",
       "4800  [{'name': 'Carla Hetland', 'gender': 0, 'depar...         Scott Smith  \n",
       "4801  [{'name': 'Daniel Hsia', 'gender': 2, 'departm...         Daniel Hsia  \n",
       "4802  [{'name': 'Clark Peterson', 'gender': 2, 'depa...    Brian Herzlinger  \n",
       "\n",
       "[10 rows x 24 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies_data.tail(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cb8f2db7",
   "metadata": {},
   "source": [
    "# Getting information about dataset "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "865dc9fb",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 4803 entries, 0 to 4802\n",
      "Data columns (total 24 columns):\n",
      " #   Column                Non-Null Count  Dtype  \n",
      "---  ------                --------------  -----  \n",
      " 0   index                 4803 non-null   int64  \n",
      " 1   budget                4803 non-null   int64  \n",
      " 2   genres                4775 non-null   object \n",
      " 3   homepage              1712 non-null   object \n",
      " 4   id                    4803 non-null   int64  \n",
      " 5   keywords              4391 non-null   object \n",
      " 6   original_language     4803 non-null   object \n",
      " 7   original_title        4803 non-null   object \n",
      " 8   overview              4800 non-null   object \n",
      " 9   popularity            4803 non-null   float64\n",
      " 10  production_companies  4803 non-null   object \n",
      " 11  production_countries  4803 non-null   object \n",
      " 12  release_date          4802 non-null   object \n",
      " 13  revenue               4803 non-null   int64  \n",
      " 14  runtime               4801 non-null   float64\n",
      " 15  spoken_languages      4803 non-null   object \n",
      " 16  status                4803 non-null   object \n",
      " 17  tagline               3959 non-null   object \n",
      " 18  title                 4803 non-null   object \n",
      " 19  vote_average          4803 non-null   float64\n",
      " 20  vote_count            4803 non-null   int64  \n",
      " 21  cast                  4760 non-null   object \n",
      " 22  crew                  4803 non-null   object \n",
      " 23  director              4773 non-null   object \n",
      "dtypes: float64(3), int64(5), object(16)\n",
      "memory usage: 900.7+ KB\n"
     ]
    }
   ],
   "source": [
    "movies_data.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "f35de564",
   "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>index</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",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>4803.000000</td>\n",
       "      <td>4.803000e+03</td>\n",
       "      <td>4803.000000</td>\n",
       "      <td>4803.000000</td>\n",
       "      <td>4.803000e+03</td>\n",
       "      <td>4801.000000</td>\n",
       "      <td>4803.000000</td>\n",
       "      <td>4803.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>2401.000000</td>\n",
       "      <td>2.904504e+07</td>\n",
       "      <td>57165.484281</td>\n",
       "      <td>21.492301</td>\n",
       "      <td>8.226064e+07</td>\n",
       "      <td>106.875859</td>\n",
       "      <td>6.092172</td>\n",
       "      <td>690.217989</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>1386.651002</td>\n",
       "      <td>4.072239e+07</td>\n",
       "      <td>88694.614033</td>\n",
       "      <td>31.816650</td>\n",
       "      <td>1.628571e+08</td>\n",
       "      <td>22.611935</td>\n",
       "      <td>1.194612</td>\n",
       "      <td>1234.585891</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000</td>\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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>1200.500000</td>\n",
       "      <td>7.900000e+05</td>\n",
       "      <td>9014.500000</td>\n",
       "      <td>4.668070</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>94.000000</td>\n",
       "      <td>5.600000</td>\n",
       "      <td>54.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>2401.000000</td>\n",
       "      <td>1.500000e+07</td>\n",
       "      <td>14629.000000</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>3601.500000</td>\n",
       "      <td>4.000000e+07</td>\n",
       "      <td>58610.500000</td>\n",
       "      <td>28.313505</td>\n",
       "      <td>9.291719e+07</td>\n",
       "      <td>118.000000</td>\n",
       "      <td>6.800000</td>\n",
       "      <td>737.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>4802.000000</td>\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",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             index        budget             id   popularity       revenue  \\\n",
       "count  4803.000000  4.803000e+03    4803.000000  4803.000000  4.803000e+03   \n",
       "mean   2401.000000  2.904504e+07   57165.484281    21.492301  8.226064e+07   \n",
       "std    1386.651002  4.072239e+07   88694.614033    31.816650  1.628571e+08   \n",
       "min       0.000000  0.000000e+00       5.000000     0.000000  0.000000e+00   \n",
       "25%    1200.500000  7.900000e+05    9014.500000     4.668070  0.000000e+00   \n",
       "50%    2401.000000  1.500000e+07   14629.000000    12.921594  1.917000e+07   \n",
       "75%    3601.500000  4.000000e+07   58610.500000    28.313505  9.291719e+07   \n",
       "max    4802.000000  3.800000e+08  459488.000000   875.581305  2.787965e+09   \n",
       "\n",
       "           runtime  vote_average    vote_count  \n",
       "count  4801.000000   4803.000000   4803.000000  \n",
       "mean    106.875859      6.092172    690.217989  \n",
       "std      22.611935      1.194612   1234.585891  \n",
       "min       0.000000      0.000000      0.000000  \n",
       "25%      94.000000      5.600000     54.000000  \n",
       "50%     103.000000      6.200000    235.000000  \n",
       "75%     118.000000      6.800000    737.000000  \n",
       "max     338.000000     10.000000  13752.000000  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies_data.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "62d45073",
   "metadata": {},
   "source": [
    "# Check Null VALUES IN THE DATASET"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "8da5a99b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "index                      0\n",
       "budget                     0\n",
       "genres                    28\n",
       "homepage                3091\n",
       "id                         0\n",
       "keywords                 412\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                  844\n",
       "title                      0\n",
       "vote_average               0\n",
       "vote_count                 0\n",
       "cast                      43\n",
       "crew                       0\n",
       "director                  30\n",
       "dtype: int64"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies_data.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "a7585356",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.heatmap(movies_data.isnull())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "271c4b2d",
   "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>index</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>...</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>cast</th>\n",
       "      <th>crew</th>\n",
       "      <th>director</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>237000000</td>\n",
       "      <td>Action Adventure Fantasy Science Fiction</td>\n",
       "      <td>http://www.avatarmovie.com/</td>\n",
       "      <td>19995</td>\n",
       "      <td>culture clash future space war space colony so...</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>...</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>Sam Worthington Zoe Saldana Sigourney Weaver S...</td>\n",
       "      <td>[{'name': 'Stephen E. Rivkin', 'gender': 0, 'd...</td>\n",
       "      <td>James Cameron</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   index     budget                                    genres  \\\n",
       "0      0  237000000  Action Adventure Fantasy Science Fiction   \n",
       "\n",
       "                      homepage     id  \\\n",
       "0  http://www.avatarmovie.com/  19995   \n",
       "\n",
       "                                            keywords original_language  \\\n",
       "0  culture clash future space war space colony so...                en   \n",
       "\n",
       "  original_title                                           overview  \\\n",
       "0         Avatar  In the 22nd century, a paraplegic Marine is di...   \n",
       "\n",
       "   popularity  ... runtime                                   spoken_languages  \\\n",
       "0  150.437577  ...   162.0  [{\"iso_639_1\": \"en\", \"name\": \"English\"}, {\"iso...   \n",
       "\n",
       "     status                      tagline   title vote_average vote_count  \\\n",
       "0  Released  Enter the World of Pandora.  Avatar          7.2      11800   \n",
       "\n",
       "                                                cast  \\\n",
       "0  Sam Worthington Zoe Saldana Sigourney Weaver S...   \n",
       "\n",
       "                                                crew       director  \n",
       "0  [{'name': 'Stephen E. Rivkin', 'gender': 0, 'd...  James Cameron  \n",
       "\n",
       "[1 rows x 24 columns]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies_data.head(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "6903ab1c",
   "metadata": {},
   "outputs": [],
   "source": [
    "movies_data.drop(['homepage'], axis=1 , inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "0f8d1d2f",
   "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>index</th>\n",
       "      <th>budget</th>\n",
       "      <th>genres</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>cast</th>\n",
       "      <th>crew</th>\n",
       "      <th>director</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>237000000</td>\n",
       "      <td>Action Adventure Fantasy Science Fiction</td>\n",
       "      <td>19995</td>\n",
       "      <td>culture clash future space war space colony so...</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>Sam Worthington Zoe Saldana Sigourney Weaver S...</td>\n",
       "      <td>[{'name': 'Stephen E. Rivkin', 'gender': 0, 'd...</td>\n",
       "      <td>James Cameron</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>300000000</td>\n",
       "      <td>Adventure Fantasy Action</td>\n",
       "      <td>285</td>\n",
       "      <td>ocean drug abuse exotic island east india trad...</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>Johnny Depp Orlando Bloom Keira Knightley Stel...</td>\n",
       "      <td>[{'name': 'Dariusz Wolski', 'gender': 2, 'depa...</td>\n",
       "      <td>Gore Verbinski</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>245000000</td>\n",
       "      <td>Action Adventure Crime</td>\n",
       "      <td>206647</td>\n",
       "      <td>spy based on novel secret agent sequel mi6</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>Daniel Craig Christoph Waltz L\\u00e9a Seydoux ...</td>\n",
       "      <td>[{'name': 'Thomas Newman', 'gender': 2, 'depar...</td>\n",
       "      <td>Sam Mendes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>250000000</td>\n",
       "      <td>Action Crime Drama Thriller</td>\n",
       "      <td>49026</td>\n",
       "      <td>dc comics crime fighter terrorist secret ident...</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>Christian Bale Michael Caine Gary Oldman Anne ...</td>\n",
       "      <td>[{'name': 'Hans Zimmer', 'gender': 2, 'departm...</td>\n",
       "      <td>Christopher Nolan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>260000000</td>\n",
       "      <td>Action Adventure Science Fiction</td>\n",
       "      <td>49529</td>\n",
       "      <td>based on novel mars medallion space travel pri...</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>Taylor Kitsch Lynn Collins Samantha Morton Wil...</td>\n",
       "      <td>[{'name': 'Andrew Stanton', 'gender': 2, 'depa...</td>\n",
       "      <td>Andrew Stanton</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4798</th>\n",
       "      <td>4798</td>\n",
       "      <td>220000</td>\n",
       "      <td>Action Crime Thriller</td>\n",
       "      <td>9367</td>\n",
       "      <td>united states\\u2013mexico barrier legs arms pa...</td>\n",
       "      <td>es</td>\n",
       "      <td>El Mariachi</td>\n",
       "      <td>El Mariachi just wants to play his guitar and ...</td>\n",
       "      <td>14.269792</td>\n",
       "      <td>[{\"name\": \"Columbia Pictures\", \"id\": 5}]</td>\n",
       "      <td>...</td>\n",
       "      <td>81.0</td>\n",
       "      <td>[{\"iso_639_1\": \"es\", \"name\": \"Espa\\u00f1ol\"}]</td>\n",
       "      <td>Released</td>\n",
       "      <td>He didn't come looking for trouble, but troubl...</td>\n",
       "      <td>El Mariachi</td>\n",
       "      <td>6.6</td>\n",
       "      <td>238</td>\n",
       "      <td>Carlos Gallardo Jaime de Hoyos Peter Marquardt...</td>\n",
       "      <td>[{'name': 'Robert Rodriguez', 'gender': 0, 'de...</td>\n",
       "      <td>Robert Rodriguez</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4799</th>\n",
       "      <td>4799</td>\n",
       "      <td>9000</td>\n",
       "      <td>Comedy Romance</td>\n",
       "      <td>72766</td>\n",
       "      <td>NaN</td>\n",
       "      <td>en</td>\n",
       "      <td>Newlyweds</td>\n",
       "      <td>A newlywed couple's honeymoon is upended by th...</td>\n",
       "      <td>0.642552</td>\n",
       "      <td>[]</td>\n",
       "      <td>...</td>\n",
       "      <td>85.0</td>\n",
       "      <td>[]</td>\n",
       "      <td>Released</td>\n",
       "      <td>A newlywed couple's honeymoon is upended by th...</td>\n",
       "      <td>Newlyweds</td>\n",
       "      <td>5.9</td>\n",
       "      <td>5</td>\n",
       "      <td>Edward Burns Kerry Bish\\u00e9 Marsha Dietlein ...</td>\n",
       "      <td>[{'name': 'Edward Burns', 'gender': 2, 'depart...</td>\n",
       "      <td>Edward Burns</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4800</th>\n",
       "      <td>4800</td>\n",
       "      <td>0</td>\n",
       "      <td>Comedy Drama Romance TV Movie</td>\n",
       "      <td>231617</td>\n",
       "      <td>date love at first sight narration investigati...</td>\n",
       "      <td>en</td>\n",
       "      <td>Signed, Sealed, Delivered</td>\n",
       "      <td>\"Signed, Sealed, Delivered\" introduces a dedic...</td>\n",
       "      <td>1.444476</td>\n",
       "      <td>[{\"name\": \"Front Street Pictures\", \"id\": 3958}...</td>\n",
       "      <td>...</td>\n",
       "      <td>120.0</td>\n",
       "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
       "      <td>Released</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Signed, Sealed, Delivered</td>\n",
       "      <td>7.0</td>\n",
       "      <td>6</td>\n",
       "      <td>Eric Mabius Kristin Booth Crystal Lowe Geoff G...</td>\n",
       "      <td>[{'name': 'Carla Hetland', 'gender': 0, 'depar...</td>\n",
       "      <td>Scott Smith</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4801</th>\n",
       "      <td>4801</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>126186</td>\n",
       "      <td>NaN</td>\n",
       "      <td>en</td>\n",
       "      <td>Shanghai Calling</td>\n",
       "      <td>When ambitious New York attorney Sam is sent t...</td>\n",
       "      <td>0.857008</td>\n",
       "      <td>[]</td>\n",
       "      <td>...</td>\n",
       "      <td>98.0</td>\n",
       "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
       "      <td>Released</td>\n",
       "      <td>A New Yorker in Shanghai</td>\n",
       "      <td>Shanghai Calling</td>\n",
       "      <td>5.7</td>\n",
       "      <td>7</td>\n",
       "      <td>Daniel Henney Eliza Coupe Bill Paxton Alan Ruc...</td>\n",
       "      <td>[{'name': 'Daniel Hsia', 'gender': 2, 'departm...</td>\n",
       "      <td>Daniel Hsia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4802</th>\n",
       "      <td>4802</td>\n",
       "      <td>0</td>\n",
       "      <td>Documentary</td>\n",
       "      <td>25975</td>\n",
       "      <td>obsession camcorder crush dream girl</td>\n",
       "      <td>en</td>\n",
       "      <td>My Date with Drew</td>\n",
       "      <td>Ever since the second grade when he first saw ...</td>\n",
       "      <td>1.929883</td>\n",
       "      <td>[{\"name\": \"rusty bear entertainment\", \"id\": 87...</td>\n",
       "      <td>...</td>\n",
       "      <td>90.0</td>\n",
       "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
       "      <td>Released</td>\n",
       "      <td>NaN</td>\n",
       "      <td>My Date with Drew</td>\n",
       "      <td>6.3</td>\n",
       "      <td>16</td>\n",
       "      <td>Drew Barrymore Brian Herzlinger Corey Feldman ...</td>\n",
       "      <td>[{'name': 'Clark Peterson', 'gender': 2, 'depa...</td>\n",
       "      <td>Brian Herzlinger</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>4803 rows × 23 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      index     budget                                    genres      id  \\\n",
       "0         0  237000000  Action Adventure Fantasy Science Fiction   19995   \n",
       "1         1  300000000                  Adventure Fantasy Action     285   \n",
       "2         2  245000000                    Action Adventure Crime  206647   \n",
       "3         3  250000000               Action Crime Drama Thriller   49026   \n",
       "4         4  260000000          Action Adventure Science Fiction   49529   \n",
       "...     ...        ...                                       ...     ...   \n",
       "4798   4798     220000                     Action Crime Thriller    9367   \n",
       "4799   4799       9000                            Comedy Romance   72766   \n",
       "4800   4800          0             Comedy Drama Romance TV Movie  231617   \n",
       "4801   4801          0                                       NaN  126186   \n",
       "4802   4802          0                               Documentary   25975   \n",
       "\n",
       "                                               keywords original_language  \\\n",
       "0     culture clash future space war space colony so...                en   \n",
       "1     ocean drug abuse exotic island east india trad...                en   \n",
       "2            spy based on novel secret agent sequel mi6                en   \n",
       "3     dc comics crime fighter terrorist secret ident...                en   \n",
       "4     based on novel mars medallion space travel pri...                en   \n",
       "...                                                 ...               ...   \n",
       "4798  united states\\u2013mexico barrier legs arms pa...                es   \n",
       "4799                                                NaN                en   \n",
       "4800  date love at first sight narration investigati...                en   \n",
       "4801                                                NaN                en   \n",
       "4802               obsession camcorder crush dream girl                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",
       "4798                               El Mariachi   \n",
       "4799                                 Newlyweds   \n",
       "4800                 Signed, Sealed, Delivered   \n",
       "4801                          Shanghai Calling   \n",
       "4802                         My Date with Drew   \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",
       "4798  El Mariachi just wants to play his guitar and ...   14.269792   \n",
       "4799  A newlywed couple's honeymoon is upended by th...    0.642552   \n",
       "4800  \"Signed, Sealed, Delivered\" introduces a dedic...    1.444476   \n",
       "4801  When ambitious New York attorney Sam is sent t...    0.857008   \n",
       "4802  Ever since the second grade when he first saw ...    1.929883   \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",
       "4798           [{\"name\": \"Columbia Pictures\", \"id\": 5}]  ...    81.0   \n",
       "4799                                                 []  ...    85.0   \n",
       "4800  [{\"name\": \"Front Street Pictures\", \"id\": 3958}...  ...   120.0   \n",
       "4801                                                 []  ...    98.0   \n",
       "4802  [{\"name\": \"rusty bear entertainment\", \"id\": 87...  ...    90.0   \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",
       "4798      [{\"iso_639_1\": \"es\", \"name\": \"Espa\\u00f1ol\"}]  Released   \n",
       "4799                                                 []  Released   \n",
       "4800           [{\"iso_639_1\": \"en\", \"name\": \"English\"}]  Released   \n",
       "4801           [{\"iso_639_1\": \"en\", \"name\": \"English\"}]  Released   \n",
       "4802           [{\"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",
       "4798  He didn't come looking for trouble, but troubl...   \n",
       "4799  A newlywed couple's honeymoon is upended by th...   \n",
       "4800                                                NaN   \n",
       "4801                           A New Yorker in Shanghai   \n",
       "4802                                                NaN   \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   \n",
       "...                                        ...          ...        ...   \n",
       "4798                               El Mariachi          6.6        238   \n",
       "4799                                 Newlyweds          5.9          5   \n",
       "4800                 Signed, Sealed, Delivered          7.0          6   \n",
       "4801                          Shanghai Calling          5.7          7   \n",
       "4802                         My Date with Drew          6.3         16   \n",
       "\n",
       "                                                   cast  \\\n",
       "0     Sam Worthington Zoe Saldana Sigourney Weaver S...   \n",
       "1     Johnny Depp Orlando Bloom Keira Knightley Stel...   \n",
       "2     Daniel Craig Christoph Waltz L\\u00e9a Seydoux ...   \n",
       "3     Christian Bale Michael Caine Gary Oldman Anne ...   \n",
       "4     Taylor Kitsch Lynn Collins Samantha Morton Wil...   \n",
       "...                                                 ...   \n",
       "4798  Carlos Gallardo Jaime de Hoyos Peter Marquardt...   \n",
       "4799  Edward Burns Kerry Bish\\u00e9 Marsha Dietlein ...   \n",
       "4800  Eric Mabius Kristin Booth Crystal Lowe Geoff G...   \n",
       "4801  Daniel Henney Eliza Coupe Bill Paxton Alan Ruc...   \n",
       "4802  Drew Barrymore Brian Herzlinger Corey Feldman ...   \n",
       "\n",
       "                                                   crew           director  \n",
       "0     [{'name': 'Stephen E. Rivkin', 'gender': 0, 'd...      James Cameron  \n",
       "1     [{'name': 'Dariusz Wolski', 'gender': 2, 'depa...     Gore Verbinski  \n",
       "2     [{'name': 'Thomas Newman', 'gender': 2, 'depar...         Sam Mendes  \n",
       "3     [{'name': 'Hans Zimmer', 'gender': 2, 'departm...  Christopher Nolan  \n",
       "4     [{'name': 'Andrew Stanton', 'gender': 2, 'depa...     Andrew Stanton  \n",
       "...                                                 ...                ...  \n",
       "4798  [{'name': 'Robert Rodriguez', 'gender': 0, 'de...   Robert Rodriguez  \n",
       "4799  [{'name': 'Edward Burns', 'gender': 2, 'depart...       Edward Burns  \n",
       "4800  [{'name': 'Carla Hetland', 'gender': 0, 'depar...        Scott Smith  \n",
       "4801  [{'name': 'Daniel Hsia', 'gender': 2, 'departm...        Daniel Hsia  \n",
       "4802  [{'name': 'Clark Peterson', 'gender': 2, 'depa...   Brian Herzlinger  \n",
       "\n",
       "[4803 rows x 23 columns]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies_data"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c39e94f4",
   "metadata": {},
   "source": [
    "# Feature Selection"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "8d528207",
   "metadata": {},
   "outputs": [],
   "source": [
    "#selecting best feature(column) which help in this system"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "9ef2408a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['genres', 'keywords', 'tagline', 'cast', 'director', 'overview']\n"
     ]
    }
   ],
   "source": [
    "related_features=['genres' , 'keywords', 'tagline' ,'cast' ,'director','overview']\n",
    "print(related_features)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "08d7046d",
   "metadata": {},
   "source": [
    "# Handling the null values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "51084305",
   "metadata": {},
   "outputs": [],
   "source": [
    "#replacing the null vaues with null string"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "8a21a872",
   "metadata": {},
   "outputs": [],
   "source": [
    "for features in related_features:\n",
    "    movies_data[features]=movies_data[features].fillna('')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "c984eecb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.heatmap(movies_data.isnull())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e095b4c4",
   "metadata": {},
   "source": [
    "# Combining the selected features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "e1cf4be3",
   "metadata": {},
   "outputs": [],
   "source": [
    "#combining the selected featues into row like structure and combining of those which is in realted_features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "baab6b6d",
   "metadata": {},
   "outputs": [],
   "source": [
    "combined_features=movies_data['genres'] + \" \" + movies_data[ 'keywords'] +\" \"+ movies_data['tagline'] +\" \" + movies_data['cast'] +\" \" + movies_data['director'] +\" \" + movies_data['overview']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "12507bd6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0       Action Adventure Fantasy Science Fiction cultu...\n",
       "1       Adventure Fantasy Action ocean drug abuse exot...\n",
       "2       Action Adventure Crime spy based on novel secr...\n",
       "3       Action Crime Drama Thriller dc comics crime fi...\n",
       "4       Action Adventure Science Fiction based on nove...\n",
       "                              ...                        \n",
       "4798    Action Crime Thriller united states\\u2013mexic...\n",
       "4799    Comedy Romance  A newlywed couple's honeymoon ...\n",
       "4800    Comedy Drama Romance TV Movie date love at fir...\n",
       "4801      A New Yorker in Shanghai Daniel Henney Eliza...\n",
       "4802    Documentary obsession camcorder crush dream gi...\n",
       "Length: 4803, dtype: object"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "combined_features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "6a6033c2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    Action Adventure Fantasy Science Fiction cultu...\n",
       "1    Adventure Fantasy Action ocean drug abuse exot...\n",
       "2    Action Adventure Crime spy based on novel secr...\n",
       "3    Action Crime Drama Thriller dc comics crime fi...\n",
       "4    Action Adventure Science Fiction based on nove...\n",
       "dtype: object"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "combined_features.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "d8236250",
   "metadata": {},
   "outputs": [],
   "source": [
    "#after combining all the values of realted_features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "98714e4f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Action Adventure Fantasy Science Fiction culture clash future space war space colony society Enter the World of Pandora. Sam Worthington Zoe Saldana Sigourney Weaver Stephen Lang Michelle Rodriguez James Cameron 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": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "combined_features[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "3dda0f05",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0       Action Adventure Fantasy Science Fiction cultu...\n",
      "1       Adventure Fantasy Action ocean drug abuse exot...\n",
      "2       Action Adventure Crime spy based on novel secr...\n",
      "3       Action Crime Drama Thriller dc comics crime fi...\n",
      "4       Action Adventure Science Fiction based on nove...\n",
      "                              ...                        \n",
      "4798    Action Crime Thriller united states\\u2013mexic...\n",
      "4799    Comedy Romance  A newlywed couple's honeymoon ...\n",
      "4800    Comedy Drama Romance TV Movie date love at fir...\n",
      "4801      A New Yorker in Shanghai Daniel Henney Eliza...\n",
      "4802    Documentary obsession camcorder crush dream gi...\n",
      "Length: 4803, dtype: object\n"
     ]
    }
   ],
   "source": [
    "print(combined_features)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "297386c4",
   "metadata": {},
   "source": [
    "# Converting this combined_features text into numerical values using TfidVectorizer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "3a614364",
   "metadata": {},
   "outputs": [],
   "source": [
    "vectorizer=TfidfVectorizer()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "1bf4163d",
   "metadata": {},
   "outputs": [],
   "source": [
    "features_vectors=vectorizer.fit_transform(combined_features)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "b35ec5f2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  (0, 5245)\t0.16506865163441017\n",
      "  (0, 1014)\t0.12285843797047788\n",
      "  (0, 1243)\t0.05270709034262742\n",
      "  (0, 21523)\t0.16650106431669984\n",
      "  (0, 1281)\t0.0319519027005067\n",
      "  (0, 19650)\t0.16120557402371172\n",
      "  (0, 10368)\t0.138482776543016\n",
      "  (0, 2974)\t0.09974129089792808\n",
      "  (0, 27515)\t0.1456922041909068\n",
      "  (0, 2685)\t0.09805341831299118\n",
      "  (0, 4129)\t0.06195738171764886\n",
      "  (0, 18025)\t0.1093940665047336\n",
      "  (0, 28597)\t0.15490753406550084\n",
      "  (0, 19541)\t0.04908322232312577\n",
      "  (0, 18249)\t0.14769810641761005\n",
      "  (0, 27405)\t0.031015019219557106\n",
      "  (0, 7827)\t0.17979882024342952\n",
      "  (0, 14023)\t0.04170092858483918\n",
      "  (0, 17021)\t0.14324534514274756\n",
      "  (0, 20104)\t0.19260031442011957\n",
      "  (0, 4768)\t0.12501550204808318\n",
      "  (0, 239)\t0.19716936546022965\n",
      "  (0, 13474)\t0.036478409857958735\n",
      "  (0, 4288)\t0.13213124585063998\n",
      "  (0, 14180)\t0.08418056281586365\n",
      "  :\t:\n",
      "  (4802, 27153)\t0.05940079357098276\n",
      "  (4802, 19243)\t0.061349419053434766\n",
      "  (4802, 11941)\t0.07829183421073846\n",
      "  (4802, 29680)\t0.07735547381237222\n",
      "  (4802, 9346)\t0.07104321122746965\n",
      "  (4802, 19483)\t0.05757432919831033\n",
      "  (4802, 30306)\t0.0593512722979831\n",
      "  (4802, 24504)\t0.04897198324821832\n",
      "  (4802, 12527)\t0.08061668713485996\n",
      "  (4802, 12323)\t0.10565937837404663\n",
      "  (4802, 29755)\t0.036184374171743805\n",
      "  (4802, 12717)\t0.02899680289385935\n",
      "  (4802, 18955)\t0.04455773536426332\n",
      "  (4802, 15645)\t0.07813193597235504\n",
      "  (4802, 30312)\t0.05775238797709079\n",
      "  (4802, 4153)\t0.03793736831281218\n",
      "  (4802, 10392)\t0.03306848520358465\n",
      "  (4802, 10694)\t0.03805519105109884\n",
      "  (4802, 12218)\t0.042630032311786255\n",
      "  (4802, 19543)\t0.04292974904848627\n",
      "  (4802, 1281)\t0.02048872312511076\n",
      "  (4802, 19541)\t0.031473948881636765\n",
      "  (4802, 27405)\t0.039775918665364306\n",
      "  (4802, 13474)\t0.023391284288436915\n",
      "  (4802, 27118)\t0.035604383290964825\n"
     ]
    }
   ],
   "source": [
    "print(features_vectors)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5fd02612",
   "metadata": {},
   "source": [
    "# Cosine Similarity"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "7b726aca",
   "metadata": {},
   "outputs": [],
   "source": [
    "#getting the similarity scores using cosine similarity"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "82e3c911",
   "metadata": {},
   "outputs": [],
   "source": [
    "similarity=cosine_similarity(features_vectors)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "b469952b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[1.         0.05083168 0.0332947  ... 0.02749812 0.0304889  0.0072518 ]\n",
      " [0.05083168 1.         0.04356836 ... 0.05077045 0.03100979 0.01521198]\n",
      " [0.0332947  0.04356836 1.         ... 0.02646984 0.04751623 0.01372603]\n",
      " ...\n",
      " [0.02749812 0.05077045 0.02646984 ... 1.         0.03481447 0.03546821]\n",
      " [0.0304889  0.03100979 0.04751623 ... 0.03481447 1.         0.03098945]\n",
      " [0.0072518  0.01521198 0.01372603 ... 0.03546821 0.03098945 1.        ]]\n"
     ]
    }
   ],
   "source": [
    "print(similarity)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "7f7526a0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(4803, 4803)\n"
     ]
    }
   ],
   "source": [
    "print(similarity.shape)\n",
    "#here for each single index value from features_vectors this cosine similarity going to match with each and every row ofthis features_vectors "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "007b5780",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 4803 indicating index and another 4803 indicating the how many match occurs for each single records\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "89ad55ad",
   "metadata": {},
   "source": [
    "# input the movies name "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "f47527cb",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Enter your favourite movie name: spiderman\n"
     ]
    }
   ],
   "source": [
    "movies_name=input(\"Enter your favourite movie name: \")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0edcacd8",
   "metadata": {},
   "source": [
    "# creating a list with all the movies names given in the dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "87037e50",
   "metadata": {},
   "outputs": [],
   "source": [
    "list_of_movies_titles=movies_data['title'].tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9dd165ba",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "40295395",
   "metadata": {},
   "outputs": [],
   "source": [
    "#finding the close match for the movie name  given by user"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "6d2000ec",
   "metadata": {},
   "outputs": [],
   "source": [
    "find_close_match=difflib.get_close_matches(movies_name , list_of_movies_titles)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "d94de213",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['Spider-Man', 'Superman', 'Spider-Man 3']\n"
     ]
    }
   ],
   "source": [
    "print(find_close_match)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "44cf5f02",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Spider-Man\n"
     ]
    }
   ],
   "source": [
    "close_match=find_close_match[0]\n",
    "print(close_match)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "e9778d84",
   "metadata": {},
   "outputs": [],
   "source": [
    "#finding the index of the movie with title"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "af0fb8d2",
   "metadata": {},
   "outputs": [],
   "source": [
    "#here we got 68 which signfies the index number of enter movies names by the user"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "cf554ae9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "159\n"
     ]
    }
   ],
   "source": [
    "index_of_the_movie = movies_data[movies_data.title == close_match]['index'].values[0]\n",
    "print(index_of_the_movie)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "ad3236d9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "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",
       "4798                                 El Mariachi\n",
       "4799                                   Newlyweds\n",
       "4800                   Signed, Sealed, Delivered\n",
       "4801                            Shanghai Calling\n",
       "4802                           My Date with Drew\n",
       "Name: title, Length: 4803, dtype: object"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies_data.title"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "9bdb6f31",
   "metadata": {},
   "outputs": [],
   "source": [
    "#getting a list of similar movies"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "2e91205a",
   "metadata": {},
   "outputs": [],
   "source": [
    "similarity_score=list(enumerate(similarity[index_of_the_movie]))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "22393c21",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "4803"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(similarity_score)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "019de9ca",
   "metadata": {},
   "outputs": [],
   "source": [
    "#sorting the movies based on their similarity score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "4b12390e",
   "metadata": {},
   "outputs": [],
   "source": [
    "sorted_similar_movies=sorted(similarity_score,key=lambda x: x[1], reverse=True)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "8d0edade",
   "metadata": {},
   "outputs": [],
   "source": [
    "#print the name of similar movies based on the index "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "9e8c6252",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "More movies suggested for you:\n",
      "\n",
      "1 . Spider-Man\n",
      "2 . Spider-Man 3\n",
      "3 . Spider-Man 2\n",
      "4 . Arachnophobia\n",
      "5 . The Amazing Spider-Man 2\n",
      "6 . Charlotte's Web\n",
      "7 . The Amazing Spider-Man\n",
      "8 . Oz: The Great and Powerful\n",
      "9 . Brothers\n",
      "10 . The Good German\n",
      "11 . xXx: State of the Union\n",
      "12 . Shadow of the Vampire\n",
      "13 . Midnight Special\n",
      "14 . 21 Jump Street\n",
      "15 . The Ice Storm\n",
      "16 . The Covenant\n",
      "17 . Gremlins 2: The New Batch\n",
      "18 . The Notebook\n",
      "19 . Speed 2: Cruise Control\n",
      "20 . Seabiscuit\n",
      "21 . Home for the Holidays\n",
      "22 . Get Over It\n",
      "23 . Bachelorette\n",
      "24 . Clear and Present Danger\n",
      "25 . In Good Company\n",
      "26 . The Virgin Suicides\n",
      "27 . The Reef\n",
      "28 . Finding Nemo\n",
      "29 . Wonder Boys\n"
     ]
    }
   ],
   "source": [
    "print('More movies suggested for you:\\n')\n",
    "i=1\n",
    "for movie in sorted_similar_movies:\n",
    "    index=movie[0]\n",
    "    title_from_index=movies_data[movies_data.index==index]['title'].values[0]\n",
    "    if(i<30):\n",
    "        print(i,'.',title_from_index)\n",
    "        i+=1;"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bd5720c0",
   "metadata": {},
   "source": [
    "# Movie Recommendation System"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "a611bf53",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Enter your favourite movie name: spiderman\n",
      "More movies suggested for you:\n",
      "\n",
      "1 . Spider-Man\n",
      "2 . Spider-Man 3\n",
      "3 . Spider-Man 2\n",
      "4 . Arachnophobia\n",
      "5 . The Amazing Spider-Man 2\n",
      "6 . Charlotte's Web\n",
      "7 . The Amazing Spider-Man\n",
      "8 . Oz: The Great and Powerful\n",
      "9 . Brothers\n",
      "10 . The Good German\n",
      "11 . xXx: State of the Union\n",
      "12 . Shadow of the Vampire\n",
      "13 . Midnight Special\n",
      "14 . 21 Jump Street\n",
      "15 . The Ice Storm\n",
      "16 . The Covenant\n",
      "17 . Gremlins 2: The New Batch\n",
      "18 . The Notebook\n",
      "19 . Speed 2: Cruise Control\n",
      "20 . Seabiscuit\n"
     ]
    }
   ],
   "source": [
    "\n",
    "movies_name=input(\"Enter your favourite movie name: \")\n",
    "list_of_movies_titles=movies_data['title'].tolist()\n",
    "find_close_match=difflib.get_close_matches(movies_name , list_of_movies_titles)\n",
    "close_match=find_close_match[0]\n",
    "index_of_the_movie = movies_data[movies_data.title == close_match]['index'].values[0]\n",
    "similarity_score=list(enumerate(similarity[index_of_the_movie]))\n",
    "sorted_similar_movies=sorted(similarity_score,key=lambda x: x[1], reverse=True)\n",
    "print('More movies suggested for you:\\n')\n",
    "i=1\n",
    "for movie in sorted_similar_movies:\n",
    "    index=movie[0]\n",
    "    title_from_index=movies_data[movies_data.index==index]['title'].values[0]\n",
    "    if(i<21):\n",
    "      print(i,'.',title_from_index)\n",
    "      i+=1;"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4061b63f",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "491e246d",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "10cf356f",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "78429708",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a473c755",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a8d1948d",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3f08b594",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "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": "3.8.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}