RecommenderSystem(collab).ipynb

{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/Lakshitalearning/Movie_Recommendation_System/blob/main/RecommenderSystem(collab).ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "hbY6FQK6t7gI"
      },
      "source": [
        "# **DATA PREPROCESSING**"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 3,
      "metadata": {
        "id": "ZzNe_ItvH2xg"
      },
      "outputs": [],
      "source": [
        "import numpy as np\n",
        "import pandas as pd\n",
        "import ast\n",
        "import nltk"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 4,
      "metadata": {
        "id": "RCoEKHFYKXyK"
      },
      "outputs": [],
      "source": [
        "movies=pd.read_csv('tmdb_5000_movies.csv')\n",
        "credits=pd.read_csv('tmdb_5000_credits.csv', on_bad_lines='skip')"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "movies"
      ],
      "metadata": {
        "id": "N5xKPTOIFOIX",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "e236b417-dc65-41a4-d0d4-9f765bf65a29"
      },
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "         budget                                             genres  \\\n",
              "0     237000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   \n",
              "1     300000000  [{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"...   \n",
              "2     245000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   \n",
              "3     250000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 80, \"nam...   \n",
              "4     260000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   \n",
              "...         ...                                                ...   \n",
              "4798     220000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 80, \"nam...   \n",
              "4799       9000  [{\"id\": 35, \"name\": \"Comedy\"}, {\"id\": 10749, \"...   \n",
              "4800          0  [{\"id\": 35, \"name\": \"Comedy\"}, {\"id\": 18, \"nam...   \n",
              "4801          0                                                 []   \n",
              "4802          0                [{\"id\": 99, \"name\": \"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     [{\"id\": 1463, \"name\": \"culture clash\"}, {\"id\":...                en   \n",
              "1     [{\"id\": 270, \"name\": \"ocean\"}, {\"id\": 726, \"na...                en   \n",
              "2     [{\"id\": 470, \"name\": \"spy\"}, {\"id\": 818, \"name...                en   \n",
              "3     [{\"id\": 849, \"name\": \"dc comics\"}, {\"id\": 853,...                en   \n",
              "4     [{\"id\": 818, \"name\": \"based on novel\"}, {\"id\":...                en   \n",
              "...                                                 ...               ...   \n",
              "4798  [{\"id\": 5616, \"name\": \"united states\\u2013mexi...                es   \n",
              "4799                                                 []                en   \n",
              "4800  [{\"id\": 248, \"name\": \"date\"}, {\"id\": 699, \"nam...                en   \n",
              "4801                                                 []                en   \n",
              "4802  [{\"id\": 1523, \"name\": \"obsession\"}, {\"id\": 224...                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  \\\n",
              "0     [{\"name\": \"Ingenious Film Partners\", \"id\": 289...   \n",
              "1     [{\"name\": \"Walt Disney Pictures\", \"id\": 2}, {\"...   \n",
              "2     [{\"name\": \"Columbia Pictures\", \"id\": 5}, {\"nam...   \n",
              "3     [{\"name\": \"Legendary Pictures\", \"id\": 923}, {\"...   \n",
              "4           [{\"name\": \"Walt Disney Pictures\", \"id\": 2}]   \n",
              "...                                                 ...   \n",
              "4798           [{\"name\": \"Columbia Pictures\", \"id\": 5}]   \n",
              "4799                                                 []   \n",
              "4800  [{\"name\": \"Front Street Pictures\", \"id\": 3958}...   \n",
              "4801                                                 []   \n",
              "4802  [{\"name\": \"rusty bear entertainment\", \"id\": 87...   \n",
              "\n",
              "                                   production_countries release_date  \\\n",
              "0     [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   2009-12-10   \n",
              "1     [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   2007-05-19   \n",
              "2     [{\"iso_3166_1\": \"GB\", \"name\": \"United Kingdom\"...   2015-10-26   \n",
              "3     [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   2012-07-16   \n",
              "4     [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   2012-03-07   \n",
              "...                                                 ...          ...   \n",
              "4798  [{\"iso_3166_1\": \"MX\", \"name\": \"Mexico\"}, {\"iso...   1992-09-04   \n",
              "4799                                                 []   2011-12-26   \n",
              "4800  [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   2013-10-13   \n",
              "4801  [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   2012-05-03   \n",
              "4802  [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   2005-08-05   \n",
              "\n",
              "         revenue  runtime                                   spoken_languages  \\\n",
              "0     2787965087    162.0  [{\"iso_639_1\": \"en\", \"name\": \"English\"}, {\"iso...   \n",
              "1      961000000    169.0           [{\"iso_639_1\": \"en\", \"name\": \"English\"}]   \n",
              "2      880674609    148.0  [{\"iso_639_1\": \"fr\", \"name\": \"Fran\\u00e7ais\"},...   \n",
              "3     1084939099    165.0           [{\"iso_639_1\": \"en\", \"name\": \"English\"}]   \n",
              "4      284139100    132.0           [{\"iso_639_1\": \"en\", \"name\": \"English\"}]   \n",
              "...          ...      ...                                                ...   \n",
              "4798     2040920     81.0      [{\"iso_639_1\": \"es\", \"name\": \"Espa\\u00f1ol\"}]   \n",
              "4799           0     85.0                                                 []   \n",
              "4800           0    120.0           [{\"iso_639_1\": \"en\", \"name\": \"English\"}]   \n",
              "4801           0     98.0           [{\"iso_639_1\": \"en\", \"name\": \"English\"}]   \n",
              "4802           0     90.0           [{\"iso_639_1\": \"en\", \"name\": \"English\"}]   \n",
              "\n",
              "        status                                            tagline  \\\n",
              "0     Released                        Enter the World of Pandora.   \n",
              "1     Released     At the end of the world, the adventure begins.   \n",
              "2     Released                              A Plan No One Escapes   \n",
              "3     Released                                    The Legend Ends   \n",
              "4     Released               Lost in our world, found in another.   \n",
              "...        ...                                                ...   \n",
              "4798  Released  He didn't come looking for trouble, but troubl...   \n",
              "4799  Released  A newlywed couple's honeymoon is upended by th...   \n",
              "4800  Released                                                NaN   \n",
              "4801  Released                           A New Yorker in Shanghai   \n",
              "4802  Released                                                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",
              "[4803 rows x 20 columns]"
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              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>budget</th>\n",
              "      <th>genres</th>\n",
              "      <th>homepage</th>\n",
              "      <th>id</th>\n",
              "      <th>keywords</th>\n",
              "      <th>original_language</th>\n",
              "      <th>original_title</th>\n",
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              "      <th>production_countries</th>\n",
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              "      <th>status</th>\n",
              "      <th>tagline</th>\n",
              "      <th>title</th>\n",
              "      <th>vote_average</th>\n",
              "      <th>vote_count</th>\n",
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              "  </thead>\n",
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              "      <th>0</th>\n",
              "      <td>237000000</td>\n",
              "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
              "      <td>http://www.avatarmovie.com/</td>\n",
              "      <td>19995</td>\n",
              "      <td>[{\"id\": 1463, \"name\": \"culture clash\"}, {\"id\":...</td>\n",
              "      <td>en</td>\n",
              "      <td>Avatar</td>\n",
              "      <td>In the 22nd century, a paraplegic Marine is di...</td>\n",
              "      <td>150.437577</td>\n",
              "      <td>[{\"name\": \"Ingenious Film Partners\", \"id\": 289...</td>\n",
              "      <td>[{\"iso_3166_1\": \"US\", \"name\": \"United States o...</td>\n",
              "      <td>2009-12-10</td>\n",
              "      <td>2787965087</td>\n",
              "      <td>162.0</td>\n",
              "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}, {\"iso...</td>\n",
              "      <td>Released</td>\n",
              "      <td>Enter the World of Pandora.</td>\n",
              "      <td>Avatar</td>\n",
              "      <td>7.2</td>\n",
              "      <td>11800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>300000000</td>\n",
              "      <td>[{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"...</td>\n",
              "      <td>http://disney.go.com/disneypictures/pirates/</td>\n",
              "      <td>285</td>\n",
              "      <td>[{\"id\": 270, \"name\": \"ocean\"}, {\"id\": 726, \"na...</td>\n",
              "      <td>en</td>\n",
              "      <td>Pirates of the Caribbean: At World's End</td>\n",
              "      <td>Captain Barbossa, long believed to be dead, ha...</td>\n",
              "      <td>139.082615</td>\n",
              "      <td>[{\"name\": \"Walt Disney Pictures\", \"id\": 2}, {\"...</td>\n",
              "      <td>[{\"iso_3166_1\": \"US\", \"name\": \"United States o...</td>\n",
              "      <td>2007-05-19</td>\n",
              "      <td>961000000</td>\n",
              "      <td>169.0</td>\n",
              "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
              "      <td>Released</td>\n",
              "      <td>At the end of the world, the adventure begins.</td>\n",
              "      <td>Pirates of the Caribbean: At World's End</td>\n",
              "      <td>6.9</td>\n",
              "      <td>4500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>245000000</td>\n",
              "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
              "      <td>http://www.sonypictures.com/movies/spectre/</td>\n",
              "      <td>206647</td>\n",
              "      <td>[{\"id\": 470, \"name\": \"spy\"}, {\"id\": 818, \"name...</td>\n",
              "      <td>en</td>\n",
              "      <td>Spectre</td>\n",
              "      <td>A cryptic message from Bond’s past sends him o...</td>\n",
              "      <td>107.376788</td>\n",
              "      <td>[{\"name\": \"Columbia Pictures\", \"id\": 5}, {\"nam...</td>\n",
              "      <td>[{\"iso_3166_1\": \"GB\", \"name\": \"United Kingdom\"...</td>\n",
              "      <td>2015-10-26</td>\n",
              "      <td>880674609</td>\n",
              "      <td>148.0</td>\n",
              "      <td>[{\"iso_639_1\": \"fr\", \"name\": \"Fran\\u00e7ais\"},...</td>\n",
              "      <td>Released</td>\n",
              "      <td>A Plan No One Escapes</td>\n",
              "      <td>Spectre</td>\n",
              "      <td>6.3</td>\n",
              "      <td>4466</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>250000000</td>\n",
              "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 80, \"nam...</td>\n",
              "      <td>http://www.thedarkknightrises.com/</td>\n",
              "      <td>49026</td>\n",
              "      <td>[{\"id\": 849, \"name\": \"dc comics\"}, {\"id\": 853,...</td>\n",
              "      <td>en</td>\n",
              "      <td>The Dark Knight Rises</td>\n",
              "      <td>Following the death of District Attorney Harve...</td>\n",
              "      <td>112.312950</td>\n",
              "      <td>[{\"name\": \"Legendary Pictures\", \"id\": 923}, {\"...</td>\n",
              "      <td>[{\"iso_3166_1\": \"US\", \"name\": \"United States o...</td>\n",
              "      <td>2012-07-16</td>\n",
              "      <td>1084939099</td>\n",
              "      <td>165.0</td>\n",
              "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
              "      <td>Released</td>\n",
              "      <td>The Legend Ends</td>\n",
              "      <td>The Dark Knight Rises</td>\n",
              "      <td>7.6</td>\n",
              "      <td>9106</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>260000000</td>\n",
              "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
              "      <td>http://movies.disney.com/john-carter</td>\n",
              "      <td>49529</td>\n",
              "      <td>[{\"id\": 818, \"name\": \"based on novel\"}, {\"id\":...</td>\n",
              "      <td>en</td>\n",
              "      <td>John Carter</td>\n",
              "      <td>John Carter is a war-weary, former military ca...</td>\n",
              "      <td>43.926995</td>\n",
              "      <td>[{\"name\": \"Walt Disney Pictures\", \"id\": 2}]</td>\n",
              "      <td>[{\"iso_3166_1\": \"US\", \"name\": \"United States o...</td>\n",
              "      <td>2012-03-07</td>\n",
              "      <td>284139100</td>\n",
              "      <td>132.0</td>\n",
              "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
              "      <td>Released</td>\n",
              "      <td>Lost in our world, found in another.</td>\n",
              "      <td>John Carter</td>\n",
              "      <td>6.1</td>\n",
              "      <td>2124</td>\n",
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              "      <th>4798</th>\n",
              "      <td>220000</td>\n",
              "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 80, \"nam...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>9367</td>\n",
              "      <td>[{\"id\": 5616, \"name\": \"united states\\u2013mexi...</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>[{\"iso_3166_1\": \"MX\", \"name\": \"Mexico\"}, {\"iso...</td>\n",
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              "      <td>81.0</td>\n",
              "      <td>[{\"iso_639_1\": \"es\", \"name\": \"Espa\\u00f1ol\"}]</td>\n",
              "      <td>Released</td>\n",
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              "      <td>El Mariachi</td>\n",
              "      <td>6.6</td>\n",
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              "      <th>4799</th>\n",
              "      <td>9000</td>\n",
              "      <td>[{\"id\": 35, \"name\": \"Comedy\"}, {\"id\": 10749, \"...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>72766</td>\n",
              "      <td>[]</td>\n",
              "      <td>en</td>\n",
              "      <td>Newlyweds</td>\n",
              "      <td>A newlywed couple's honeymoon is upended by th...</td>\n",
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              "      <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",
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              "      <td>0</td>\n",
              "      <td>[{\"id\": 35, \"name\": \"Comedy\"}, {\"id\": 18, \"nam...</td>\n",
              "      <td>http://www.hallmarkchannel.com/signedsealeddel...</td>\n",
              "      <td>231617</td>\n",
              "      <td>[{\"id\": 248, \"name\": \"date\"}, {\"id\": 699, \"nam...</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>[{\"iso_3166_1\": \"US\", \"name\": \"United States o...</td>\n",
              "      <td>2013-10-13</td>\n",
              "      <td>0</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",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4801</th>\n",
              "      <td>0</td>\n",
              "      <td>[]</td>\n",
              "      <td>http://shanghaicalling.com/</td>\n",
              "      <td>126186</td>\n",
              "      <td>[]</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>[{\"iso_3166_1\": \"US\", \"name\": \"United States o...</td>\n",
              "      <td>2012-05-03</td>\n",
              "      <td>0</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",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4802</th>\n",
              "      <td>0</td>\n",
              "      <td>[{\"id\": 99, \"name\": \"Documentary\"}]</td>\n",
              "      <td>NaN</td>\n",
              "      <td>25975</td>\n",
              "      <td>[{\"id\": 1523, \"name\": \"obsession\"}, {\"id\": 224...</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>[{\"iso_3166_1\": \"US\", \"name\": \"United States o...</td>\n",
              "      <td>2005-08-05</td>\n",
              "      <td>0</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",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>4803 rows × 20 columns</p>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-0461411c-1419-4056-93fb-7f41496f5e14')\"\n",
              "            title=\"Convert this dataframe to an interactive table.\"\n",
              "            style=\"display:none;\">\n",
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              "    </button>\n",
              "\n",
              "  <style>\n",
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              "      display:flex;\n",
              "      gap: 12px;\n",
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              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
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              "      display: none;\n",
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              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
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              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
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              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
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              "\n",
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              "      const buttonEl =\n",
              "        document.querySelector('#df-0461411c-1419-4056-93fb-7f41496f5e14 button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-0461411c-1419-4056-93fb-7f41496f5e14');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
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              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
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              "\n",
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              "    </g>\n",
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              "  </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "      --bg-color: #E8F0FE;\n",
              "      --fill-color: #1967D2;\n",
              "      --hover-bg-color: #E2EBFA;\n",
              "      --hover-fill-color: #174EA6;\n",
              "      --disabled-fill-color: #AAA;\n",
              "      --disabled-bg-color: #DDD;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "      --bg-color: #3B4455;\n",
              "      --fill-color: #D2E3FC;\n",
              "      --hover-bg-color: #434B5C;\n",
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              "      --disabled-bg-color: #3B4455;\n",
              "      --disabled-fill-color: #666;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart {\n",
              "    background-color: var(--bg-color);\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: var(--fill-color);\n",
              "    height: 32px;\n",
              "    padding: 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
              "    box-shadow: none;\n",
              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
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              "    20% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    30% {\n",
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              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "      border-right-color: var(--fill-color);\n",
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              "    40% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-cabda7ab-4a04-475f-9ece-7d3f4889da70 button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "\n",
              "  <div id=\"id_f319bc4a-6582-4adb-b59e-fef353d85419\">\n",
              "    <style>\n",
              "      .colab-df-generate {\n",
              "        background-color: #E8F0FE;\n",
              "        border: none;\n",
              "        border-radius: 50%;\n",
              "        cursor: pointer;\n",
              "        display: none;\n",
              "        fill: #1967D2;\n",
              "        height: 32px;\n",
              "        padding: 0 0 0 0;\n",
              "        width: 32px;\n",
              "      }\n",
              "\n",
              "      .colab-df-generate:hover {\n",
              "        background-color: #E2EBFA;\n",
              "        box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "        fill: #174EA6;\n",
              "      }\n",
              "\n",
              "      [theme=dark] .colab-df-generate {\n",
              "        background-color: #3B4455;\n",
              "        fill: #D2E3FC;\n",
              "      }\n",
              "\n",
              "      [theme=dark] .colab-df-generate:hover {\n",
              "        background-color: #434B5C;\n",
              "        box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "        filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "        fill: #FFFFFF;\n",
              "      }\n",
              "    </style>\n",
              "    <button class=\"colab-df-generate\" onclick=\"generateWithVariable('movies')\"\n",
              "            title=\"Generate code using this dataframe.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M7,19H8.4L18.45,9,17,7.55,7,17.6ZM5,21V16.75L18.45,3.32a2,2,0,0,1,2.83,0l1.4,1.43a1.91,1.91,0,0,1,.58,1.4,1.91,1.91,0,0,1-.58,1.4L9.25,21ZM18.45,9,17,7.55Zm-12,3A5.31,5.31,0,0,0,4.9,8.1,5.31,5.31,0,0,0,1,6.5,5.31,5.31,0,0,0,4.9,4.9,5.31,5.31,0,0,0,6.5,1,5.31,5.31,0,0,0,8.1,4.9,5.31,5.31,0,0,0,12,6.5,5.46,5.46,0,0,0,6.5,12Z\"/>\n",
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              "    </button>\n",
              "    <script>\n",
              "      (() => {\n",
              "      const buttonEl =\n",
              "        document.querySelector('#id_f319bc4a-6582-4adb-b59e-fef353d85419 button.colab-df-generate');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      buttonEl.onclick = () => {\n",
              "        google.colab.notebook.generateWithVariable('movies');\n",
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              "      })();\n",
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              "  </div>\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "movies",
              "summary": "{\n  \"name\": \"movies\",\n  \"rows\": 4803,\n  \"fields\": [\n    {\n      \"column\": \"budget\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 40722391,\n        \"min\": 0,\n        \"max\": 380000000,\n        \"num_unique_values\": 436,\n        \"samples\": [\n          439000,\n          68000000,\n          700000\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"genres\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 1175,\n        \"samples\": [\n          \"[{\\\"id\\\": 14, \\\"name\\\": \\\"Fantasy\\\"}, {\\\"id\\\": 12, \\\"name\\\": \\\"Adventure\\\"}, {\\\"id\\\": 16, \\\"name\\\": \\\"Animation\\\"}]\",\n          \"[{\\\"id\\\": 28, \\\"name\\\": \\\"Action\\\"}, {\\\"id\\\": 35, \\\"name\\\": \\\"Comedy\\\"}, {\\\"id\\\": 80, \\\"name\\\": \\\"Crime\\\"}, {\\\"id\\\": 18, \\\"name\\\": \\\"Drama\\\"}]\",\n          \"[{\\\"id\\\": 12, \\\"name\\\": \\\"Adventure\\\"}, {\\\"id\\\": 16, \\\"name\\\": \\\"Animation\\\"}, {\\\"id\\\": 10751, \\\"name\\\": \\\"Family\\\"}, {\\\"id\\\": 14, \\\"name\\\": \\\"Fantasy\\\"}, {\\\"id\\\": 878, \\\"name\\\": \\\"Science Fiction\\\"}]\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"homepage\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 1691,\n        \"samples\": [\n          \"https://www.warnerbros.com/running-scared\",\n          \"http://www.51birchstreet.com/index.php\",\n          \"http://movies2.foxjapan.com/glee/\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"id\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 88694,\n        \"min\": 5,\n        \"max\": 459488,\n        \"num_unique_values\": 4803,\n        \"samples\": [\n          8427,\n          13006,\n          18041\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"keywords\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 4222,\n        \"samples\": [\n          \"[{\\\"id\\\": 782, \\\"name\\\": \\\"assassin\\\"}, {\\\"id\\\": 1872, \\\"name\\\": \\\"loss of father\\\"}, {\\\"id\\\": 2908, \\\"name\\\": \\\"secret society\\\"}, {\\\"id\\\": 3045, \\\"name\\\": \\\"mission of murder\\\"}, {\\\"id\\\": 9748, \\\"name\\\": \\\"revenge\\\"}]\",\n          \"[{\\\"id\\\": 2987, \\\"name\\\": \\\"gang war\\\"}, {\\\"id\\\": 4942, \\\"name\\\": \\\"victim of murder\\\"}, {\\\"id\\\": 5332, \\\"name\\\": \\\"greed\\\"}, {\\\"id\\\": 6062, \\\"name\\\": \\\"hostility\\\"}, {\\\"id\\\": 156212, \\\"name\\\": \\\"spaghetti western\\\"}]\",\n          \"[{\\\"id\\\": 703, \\\"name\\\": \\\"detective\\\"}, {\\\"id\\\": 1299, \\\"name\\\": \\\"monster\\\"}, {\\\"id\\\": 6101, \\\"name\\\": \\\"engine\\\"}, {\\\"id\\\": 10988, \\\"name\\\": \\\"based on tv series\\\"}, {\\\"id\\\": 15162, \\\"name\\\": \\\"dog\\\"}]\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"original_language\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 37,\n        \"samples\": [\n          \"xx\",\n          \"ta\",\n          \"es\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"original_title\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 4801,\n        \"samples\": [\n          \"I Spy\",\n          \"Love Letters\",\n          \"Sleepover\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"overview\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 4800,\n        \"samples\": [\n          \"When the Switchblade, the most sophisticated prototype stealth fighter created yet, is stolen from the U.S. government, one of the United States' top spies, Alex Scott, is called to action. What he doesn't expect is to get teamed up with a cocky civilian, World Class Boxing Champion Kelly Robinson, on a dangerous top secret espionage mission. Their assignment: using equal parts skill and humor, catch Arnold Gundars, one of the world's most successful arms dealers.\",\n          \"When \\\"street smart\\\" rapper Christopher \\\"C-Note\\\" Hawkins (Big Boi) applies for a membership to all-white Carolina Pines Country Club, the establishment's proprietors are hardly ready to oblige him.\",\n          \"As their first year of high school looms ahead, best friends Julie, Hannah, Yancy and Farrah have one last summer sleepover. Little do they know they're about to embark on the adventure of a lifetime. Desperate to shed their nerdy status, they take part in a night-long scavenger hunt that pits them against their popular archrivals. Everything under the sun goes on -- from taking Yancy's father's car to sneaking into nightclubs!\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"popularity\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 31.816649749537774,\n        \"min\": 0.0,\n        \"max\": 875.581305,\n        \"num_unique_values\": 4802,\n        \"samples\": [\n          13.267631,\n          0.010909,\n          5.842299\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"production_companies\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 3697,\n        \"samples\": [\n          \"[{\\\"name\\\": \\\"Paramount Pictures\\\", \\\"id\\\": 4}, {\\\"name\\\": \\\"Cherry Alley Productions\\\", \\\"id\\\": 2232}]\",\n          \"[{\\\"name\\\": \\\"Twentieth Century Fox Film Corporation\\\", \\\"id\\\": 306}, {\\\"name\\\": \\\"Dune Entertainment\\\", \\\"id\\\": 444}, {\\\"name\\\": \\\"Regency Enterprises\\\", \\\"id\\\": 508}, {\\\"name\\\": \\\"Guy Walks into a Bar Productions\\\", \\\"id\\\": 2645}, {\\\"name\\\": \\\"Deep River Productions\\\", \\\"id\\\": 2646}, {\\\"name\\\": \\\"Friendly Films (II)\\\", \\\"id\\\": 81136}]\",\n          \"[{\\\"name\\\": \\\"Twentieth Century Fox Film Corporation\\\", \\\"id\\\": 306}]\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"production_countries\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 469,\n        \"samples\": [\n          \"[{\\\"iso_3166_1\\\": \\\"ES\\\", \\\"name\\\": \\\"Spain\\\"}, {\\\"iso_3166_1\\\": \\\"GB\\\", \\\"name\\\": \\\"United Kingdom\\\"}, {\\\"iso_3166_1\\\": \\\"US\\\", \\\"name\\\": \\\"United States of America\\\"}, {\\\"iso_3166_1\\\": \\\"FR\\\", \\\"name\\\": \\\"France\\\"}]\",\n          \"[{\\\"iso_3166_1\\\": \\\"US\\\", \\\"name\\\": \\\"United States of America\\\"}, {\\\"iso_3166_1\\\": \\\"CA\\\", \\\"name\\\": \\\"Canada\\\"}, {\\\"iso_3166_1\\\": \\\"DE\\\", \\\"name\\\": \\\"Germany\\\"}]\",\n          \"[{\\\"iso_3166_1\\\": \\\"DE\\\", \\\"name\\\": \\\"Germany\\\"}, {\\\"iso_3166_1\\\": \\\"ES\\\", \\\"name\\\": \\\"Spain\\\"}, {\\\"iso_3166_1\\\": \\\"GB\\\", \\\"name\\\": \\\"United Kingdom\\\"}, {\\\"iso_3166_1\\\": \\\"US\\\", \\\"name\\\": \\\"United States of America\\\"}]\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"release_date\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"num_unique_values\": 3280,\n        \"samples\": [\n          \"1966-10-16\",\n          \"1987-07-31\",\n          \"1993-09-23\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"revenue\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 162857100,\n        \"min\": 0,\n        \"max\": 2787965087,\n        \"num_unique_values\": 3297,\n        \"samples\": [\n          11833696,\n          10462500,\n          17807569\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"runtime\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 22.611934588844232,\n        \"min\": 0.0,\n        \"max\": 338.0,\n        \"num_unique_values\": 156,\n        \"samples\": [\n          74.0,\n          85.0,\n          170.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"spoken_languages\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 544,\n        \"samples\": [\n          \"[{\\\"iso_639_1\\\": \\\"es\\\", \\\"name\\\": \\\"Espa\\\\u00f1ol\\\"}, {\\\"iso_639_1\\\": \\\"en\\\", \\\"name\\\": \\\"English\\\"}, {\\\"iso_639_1\\\": \\\"fr\\\", \\\"name\\\": \\\"Fran\\\\u00e7ais\\\"}, {\\\"iso_639_1\\\": \\\"hu\\\", \\\"name\\\": \\\"Magyar\\\"}]\",\n          \"[{\\\"iso_639_1\\\": \\\"en\\\", \\\"name\\\": \\\"English\\\"}, {\\\"iso_639_1\\\": \\\"it\\\", \\\"name\\\": \\\"Italiano\\\"}, {\\\"iso_639_1\\\": \\\"pt\\\", \\\"name\\\": \\\"Portugu\\\\u00eas\\\"}]\",\n          \"[{\\\"iso_639_1\\\": \\\"de\\\", \\\"name\\\": \\\"Deutsch\\\"}, {\\\"iso_639_1\\\": \\\"it\\\", \\\"name\\\": \\\"Italiano\\\"}, {\\\"iso_639_1\\\": \\\"la\\\", \\\"name\\\": \\\"Latin\\\"}, {\\\"iso_639_1\\\": \\\"pl\\\", \\\"name\\\": \\\"Polski\\\"}]\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"status\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 3,\n        \"samples\": [\n          \"Released\",\n          \"Post Production\",\n          \"Rumored\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"tagline\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 3944,\n        \"samples\": [\n          \"When you're 17, every day is war.\",\n          \"An Unspeakable Horror. A Creative Genius. Captured For Eternity.\",\n          \"May the schwartz be with you\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"title\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 4800,\n        \"samples\": [\n          \"I Spy\",\n          \"Who's Your Caddy?\",\n          \"Sleepover\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"vote_average\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 1.1946121628478923,\n        \"min\": 0.0,\n        \"max\": 10.0,\n        \"num_unique_values\": 71,\n        \"samples\": [\n          5.1,\n          7.2,\n          4.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"vote_count\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 1234,\n        \"min\": 0,\n        \"max\": 13752,\n        \"num_unique_values\": 1609,\n        \"samples\": [\n          7604,\n          3428,\n          225\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 5
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "credits"
      ],
      "metadata": {
        "id": "CB6wQjOtFrbB",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 423
        },
        "outputId": "75a52f9c-5c32-4281-b463-9569cec417cd"
      },
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "      movie_id                                     title  \\\n",
              "0        19995                                    Avatar   \n",
              "1          285  Pirates of the Caribbean: At World's End   \n",
              "2       206647                                   Spectre   \n",
              "3        49026                     The Dark Knight Rises   \n",
              "4        49529                               John Carter   \n",
              "...        ...                                       ...   \n",
              "4798      9367                               El Mariachi   \n",
              "4799     72766                                 Newlyweds   \n",
              "4800    231617                 Signed, Sealed, Delivered   \n",
              "4801    126186                          Shanghai Calling   \n",
              "4802     25975                         My Date with Drew   \n",
              "\n",
              "                                                   cast  \\\n",
              "0     [{\"cast_id\": 242, \"character\": \"Jake Sully\", \"...   \n",
              "1     [{\"cast_id\": 4, \"character\": \"Captain Jack Spa...   \n",
              "2     [{\"cast_id\": 1, \"character\": \"James Bond\", \"cr...   \n",
              "3     [{\"cast_id\": 2, \"character\": \"Bruce Wayne / Ba...   \n",
              "4     [{\"cast_id\": 5, \"character\": \"John Carter\", \"c...   \n",
              "...                                                 ...   \n",
              "4798  [{\"cast_id\": 1, \"character\": \"El Mariachi\", \"c...   \n",
              "4799  [{\"cast_id\": 1, \"character\": \"Buzzy\", \"credit_...   \n",
              "4800  [{\"cast_id\": 8, \"character\": \"Oliver O\\u2019To...   \n",
              "4801  [{\"cast_id\": 3, \"character\": \"Sam\", \"credit_id...   \n",
              "4802  [{\"cast_id\": 3, \"character\": \"Herself\", \"credi...   \n",
              "\n",
              "                                                   crew  \n",
              "0     [{\"credit_id\": \"52fe48009251416c750aca23\", \"de...  \n",
              "1     [{\"credit_id\": \"52fe4232c3a36847f800b579\", \"de...  \n",
              "2     [{\"credit_id\": \"54805967c3a36829b5002c41\", \"de...  \n",
              "3     [{\"credit_id\": \"52fe4781c3a36847f81398c3\", \"de...  \n",
              "4     [{\"credit_id\": \"52fe479ac3a36847f813eaa3\", \"de...  \n",
              "...                                                 ...  \n",
              "4798  [{\"credit_id\": \"52fe44eec3a36847f80b280b\", \"de...  \n",
              "4799  [{\"credit_id\": \"52fe487dc3a368484e0fb013\", \"de...  \n",
              "4800  [{\"credit_id\": \"52fe4df3c3a36847f8275ecf\", \"de...  \n",
              "4801  [{\"credit_id\": \"52fe4ad9c3a368484e16a36b\", \"de...  \n",
              "4802  [{\"credit_id\": \"58ce021b9251415a390165d9\", \"de...  \n",
              "\n",
              "[4803 rows x 4 columns]"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-cc8dd5c8-c7de-448e-b27f-5b6e24e4a637\" class=\"colab-df-container\">\n",
              "    <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>movie_id</th>\n",
              "      <th>title</th>\n",
              "      <th>cast</th>\n",
              "      <th>crew</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>19995</td>\n",
              "      <td>Avatar</td>\n",
              "      <td>[{\"cast_id\": 242, \"character\": \"Jake Sully\", \"...</td>\n",
              "      <td>[{\"credit_id\": \"52fe48009251416c750aca23\", \"de...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>285</td>\n",
              "      <td>Pirates of the Caribbean: At World's End</td>\n",
              "      <td>[{\"cast_id\": 4, \"character\": \"Captain Jack Spa...</td>\n",
              "      <td>[{\"credit_id\": \"52fe4232c3a36847f800b579\", \"de...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>206647</td>\n",
              "      <td>Spectre</td>\n",
              "      <td>[{\"cast_id\": 1, \"character\": \"James Bond\", \"cr...</td>\n",
              "      <td>[{\"credit_id\": \"54805967c3a36829b5002c41\", \"de...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>49026</td>\n",
              "      <td>The Dark Knight Rises</td>\n",
              "      <td>[{\"cast_id\": 2, \"character\": \"Bruce Wayne / Ba...</td>\n",
              "      <td>[{\"credit_id\": \"52fe4781c3a36847f81398c3\", \"de...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>49529</td>\n",
              "      <td>John Carter</td>\n",
              "      <td>[{\"cast_id\": 5, \"character\": \"John Carter\", \"c...</td>\n",
              "      <td>[{\"credit_id\": \"52fe479ac3a36847f813eaa3\", \"de...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4798</th>\n",
              "      <td>9367</td>\n",
              "      <td>El Mariachi</td>\n",
              "      <td>[{\"cast_id\": 1, \"character\": \"El Mariachi\", \"c...</td>\n",
              "      <td>[{\"credit_id\": \"52fe44eec3a36847f80b280b\", \"de...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4799</th>\n",
              "      <td>72766</td>\n",
              "      <td>Newlyweds</td>\n",
              "      <td>[{\"cast_id\": 1, \"character\": \"Buzzy\", \"credit_...</td>\n",
              "      <td>[{\"credit_id\": \"52fe487dc3a368484e0fb013\", \"de...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4800</th>\n",
              "      <td>231617</td>\n",
              "      <td>Signed, Sealed, Delivered</td>\n",
              "      <td>[{\"cast_id\": 8, \"character\": \"Oliver O\\u2019To...</td>\n",
              "      <td>[{\"credit_id\": \"52fe4df3c3a36847f8275ecf\", \"de...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4801</th>\n",
              "      <td>126186</td>\n",
              "      <td>Shanghai Calling</td>\n",
              "      <td>[{\"cast_id\": 3, \"character\": \"Sam\", \"credit_id...</td>\n",
              "      <td>[{\"credit_id\": \"52fe4ad9c3a368484e16a36b\", \"de...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4802</th>\n",
              "      <td>25975</td>\n",
              "      <td>My Date with Drew</td>\n",
              "      <td>[{\"cast_id\": 3, \"character\": \"Herself\", \"credi...</td>\n",
              "      <td>[{\"credit_id\": \"58ce021b9251415a390165d9\", \"de...</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>4803 rows × 4 columns</p>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-cc8dd5c8-c7de-448e-b27f-5b6e24e4a637')\"\n",
              "            title=\"Convert this dataframe to an interactive table.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
              "  </svg>\n",
              "    </button>\n",
              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "    <script>\n",
              "      const buttonEl =\n",
              "        document.querySelector('#df-cc8dd5c8-c7de-448e-b27f-5b6e24e4a637 button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-cc8dd5c8-c7de-448e-b27f-5b6e24e4a637');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
              "      }\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "\n",
              "<div id=\"df-8d3596b7-286c-47b0-8a0b-d79dc30f85f8\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-8d3596b7-286c-47b0-8a0b-d79dc30f85f8')\"\n",
              "            title=\"Suggest charts\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "     width=\"24px\">\n",
              "    <g>\n",
              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
              "    </g>\n",
              "</svg>\n",
              "  </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "      --bg-color: #E8F0FE;\n",
              "      --fill-color: #1967D2;\n",
              "      --hover-bg-color: #E2EBFA;\n",
              "      --hover-fill-color: #174EA6;\n",
              "      --disabled-fill-color: #AAA;\n",
              "      --disabled-bg-color: #DDD;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "      --bg-color: #3B4455;\n",
              "      --fill-color: #D2E3FC;\n",
              "      --hover-bg-color: #434B5C;\n",
              "      --hover-fill-color: #FFFFFF;\n",
              "      --disabled-bg-color: #3B4455;\n",
              "      --disabled-fill-color: #666;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart {\n",
              "    background-color: var(--bg-color);\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: var(--fill-color);\n",
              "    height: 32px;\n",
              "    padding: 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
              "    box-shadow: none;\n",
              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
              "    }\n",
              "    20% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    30% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    40% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
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Hodges\\\"}, {\\\"credit_id\\\": \\\"59904d3bc3a36874b402a4b0\\\", \\\"department\\\": \\\"Camera\\\", \\\"gender\\\": 0, \\\"id\\\": 1868880, \\\"job\\\": \\\"Key Grip\\\", \\\"name\\\": \\\"Mike Hodges\\\"}, {\\\"credit_id\\\": \\\"59904df0925141672302c7da\\\", \\\"department\\\": \\\"Lighting\\\", \\\"gender\\\": 0, \\\"id\\\": 1868881, \\\"job\\\": \\\"Gaffer\\\", \\\"name\\\": \\\"Kal Manning\\\"}, {\\\"credit_id\\\": \\\"59904ede925141675f02bbe6\\\", \\\"department\\\": \\\"Camera\\\", \\\"gender\\\": 0, \\\"id\\\": 1868889, \\\"job\\\": \\\"Dolly Grip\\\", \\\"name\\\": \\\"Larry McCarron\\\"}, {\\\"credit_id\\\": \\\"59905109925141673e02dcde\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 0, \\\"id\\\": 1868892, \\\"job\\\": \\\"Music Editor\\\", \\\"name\\\": \\\"Kim Strand\\\"}]\",\n          \"[{\\\"credit_id\\\": \\\"52fe44479251416c7502f0c3\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 2, \\\"id\\\": 20953, \\\"job\\\": \\\"Original Music Composer\\\", \\\"name\\\": \\\"Harry Manfredini\\\"}, {\\\"credit_id\\\": \\\"534a8875c3a3682df60016a4\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 0, \\\"id\\\": 23545, \\\"job\\\": \\\"Casting\\\", \\\"name\\\": \\\"Robin D. Cook\\\"}, {\\\"credit_id\\\": \\\"52fe44479251416c7502f0ed\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 2, \\\"id\\\": 35475, \\\"job\\\": \\\"Executive Producer\\\", \\\"name\\\": \\\"Sean S. Cunningham\\\"}, {\\\"credit_id\\\": \\\"52fe44479251416c7502f0cf\\\", \\\"department\\\": \\\"Camera\\\", \\\"gender\\\": 2, \\\"id\\\": 55642, \\\"job\\\": \\\"Director of Photography\\\", \\\"name\\\": \\\"Derick V. Underschultz\\\"}, {\\\"credit_id\\\": \\\"52fe44479251416c7502f0b7\\\", \\\"department\\\": \\\"Writing\\\", \\\"gender\\\": 2, \\\"id\\\": 61117, \\\"job\\\": \\\"Screenplay\\\", \\\"name\\\": \\\"Todd Farmer\\\"}, {\\\"credit_id\\\": \\\"52fe44479251416c7502f0c9\\\", \\\"department\\\": \\\"Editing\\\", \\\"gender\\\": 2, \\\"id\\\": 64748, \\\"job\\\": \\\"Editor\\\", \\\"name\\\": \\\"David Handman\\\"}, {\\\"credit_id\\\": \\\"52fe44479251416c7502f0b1\\\", \\\"department\\\": \\\"Directing\\\", \\\"gender\\\": 2, \\\"id\\\": 69579, \\\"job\\\": \\\"Director\\\", \\\"name\\\": \\\"James Isaac\\\"}, {\\\"credit_id\\\": \\\"52fe44479251416c7502f0bd\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 2, \\\"id\\\": 69585, \\\"job\\\": \\\"Producer\\\", \\\"name\\\": \\\"Noel Cunningham\\\"}, {\\\"credit_id\\\": \\\"534a888cc3a3682df60016a8\\\", \\\"department\\\": \\\"Costume & Make-Up\\\", \\\"gender\\\": 0, \\\"id\\\": 958703, \\\"job\\\": \\\"Costume Design\\\", \\\"name\\\": \\\"Maxyne Baker\\\"}]\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 6
        }
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 7,
      "metadata": {
        "id": "44Okot-rKlCc",
        "collapsed": true,
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 187
        },
        "outputId": "ecbcde4a-2c0f-4058-b89e-363adefca515"
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      "outputs": [
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              "      budget                                             genres  \\\n",
              "0  237000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   \n",
              "\n",
              "                      homepage     id  \\\n",
              "0  http://www.avatarmovie.com/  19995   \n",
              "\n",
              "                                            keywords original_language  \\\n",
              "0  [{\"id\": 1463, \"name\": \"culture clash\"}, {\"id\":...                en   \n",
              "\n",
              "  original_title                                           overview  \\\n",
              "0         Avatar  In the 22nd century, a paraplegic Marine is di...   \n",
              "\n",
              "   popularity                               production_companies  \\\n",
              "0  150.437577  [{\"name\": \"Ingenious Film Partners\", \"id\": 289...   \n",
              "\n",
              "                                production_countries release_date     revenue  \\\n",
              "0  [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   2009-12-10  2787965087   \n",
              "\n",
              "   runtime                                   spoken_languages    status  \\\n",
              "0    162.0  [{\"iso_639_1\": \"en\", \"name\": \"English\"}, {\"iso...  Released   \n",
              "\n",
              "                       tagline   title  vote_average  vote_count  \n",
              "0  Enter the World of Pandora.  Avatar           7.2       11800  "
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              "summary": "{\n  \"name\": \"movies\",\n  \"rows\": 4803,\n  \"fields\": [\n    {\n      \"column\": \"budget\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 40722391,\n        \"min\": 0,\n        \"max\": 380000000,\n        \"num_unique_values\": 436,\n        \"samples\": [\n          439000,\n          68000000,\n          700000\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"genres\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 1175,\n        \"samples\": [\n          \"[{\\\"id\\\": 14, \\\"name\\\": \\\"Fantasy\\\"}, {\\\"id\\\": 12, \\\"name\\\": \\\"Adventure\\\"}, {\\\"id\\\": 16, \\\"name\\\": \\\"Animation\\\"}]\",\n          \"[{\\\"id\\\": 28, \\\"name\\\": \\\"Action\\\"}, {\\\"id\\\": 35, \\\"name\\\": \\\"Comedy\\\"}, {\\\"id\\\": 80, \\\"name\\\": \\\"Crime\\\"}, {\\\"id\\\": 18, \\\"name\\\": \\\"Drama\\\"}]\",\n          \"[{\\\"id\\\": 12, \\\"name\\\": \\\"Adventure\\\"}, {\\\"id\\\": 16, \\\"name\\\": \\\"Animation\\\"}, {\\\"id\\\": 10751, \\\"name\\\": \\\"Family\\\"}, {\\\"id\\\": 14, \\\"name\\\": \\\"Fantasy\\\"}, {\\\"id\\\": 878, \\\"name\\\": \\\"Science Fiction\\\"}]\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"homepage\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 1691,\n        \"samples\": [\n          \"https://www.warnerbros.com/running-scared\",\n          \"http://www.51birchstreet.com/index.php\",\n          \"http://movies2.foxjapan.com/glee/\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"id\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 88694,\n        \"min\": 5,\n        \"max\": 459488,\n        \"num_unique_values\": 4803,\n        \"samples\": [\n          8427,\n          13006,\n          18041\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"keywords\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 4222,\n        \"samples\": [\n          \"[{\\\"id\\\": 782, \\\"name\\\": \\\"assassin\\\"}, {\\\"id\\\": 1872, \\\"name\\\": \\\"loss of father\\\"}, {\\\"id\\\": 2908, \\\"name\\\": \\\"secret society\\\"}, {\\\"id\\\": 3045, \\\"name\\\": \\\"mission of murder\\\"}, {\\\"id\\\": 9748, \\\"name\\\": \\\"revenge\\\"}]\",\n          \"[{\\\"id\\\": 2987, \\\"name\\\": \\\"gang war\\\"}, {\\\"id\\\": 4942, \\\"name\\\": \\\"victim of murder\\\"}, {\\\"id\\\": 5332, \\\"name\\\": \\\"greed\\\"}, {\\\"id\\\": 6062, \\\"name\\\": \\\"hostility\\\"}, {\\\"id\\\": 156212, \\\"name\\\": \\\"spaghetti western\\\"}]\",\n          \"[{\\\"id\\\": 703, \\\"name\\\": \\\"detective\\\"}, {\\\"id\\\": 1299, \\\"name\\\": \\\"monster\\\"}, {\\\"id\\\": 6101, \\\"name\\\": \\\"engine\\\"}, {\\\"id\\\": 10988, \\\"name\\\": \\\"based on tv series\\\"}, {\\\"id\\\": 15162, \\\"name\\\": \\\"dog\\\"}]\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"original_language\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 37,\n        \"samples\": [\n          \"xx\",\n          \"ta\",\n          \"es\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"original_title\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 4801,\n        \"samples\": [\n          \"I Spy\",\n          \"Love Letters\",\n          \"Sleepover\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"overview\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 4800,\n        \"samples\": [\n          \"When the Switchblade, the most sophisticated prototype stealth fighter created yet, is stolen from the U.S. government, one of the United States' top spies, Alex Scott, is called to action. What he doesn't expect is to get teamed up with a cocky civilian, World Class Boxing Champion Kelly Robinson, on a dangerous top secret espionage mission. Their assignment: using equal parts skill and humor, catch Arnold Gundars, one of the world's most successful arms dealers.\",\n          \"When \\\"street smart\\\" rapper Christopher \\\"C-Note\\\" Hawkins (Big Boi) applies for a membership to all-white Carolina Pines Country Club, the establishment's proprietors are hardly ready to oblige him.\",\n          \"As their first year of high school looms ahead, best friends Julie, Hannah, Yancy and Farrah have one last summer sleepover. Little do they know they're about to embark on the adventure of a lifetime. Desperate to shed their nerdy status, they take part in a night-long scavenger hunt that pits them against their popular archrivals. Everything under the sun goes on -- from taking Yancy's father's car to sneaking into nightclubs!\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"popularity\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 31.816649749537774,\n        \"min\": 0.0,\n        \"max\": 875.581305,\n        \"num_unique_values\": 4802,\n        \"samples\": [\n          13.267631,\n          0.010909,\n          5.842299\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"production_companies\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 3697,\n        \"samples\": [\n          \"[{\\\"name\\\": \\\"Paramount Pictures\\\", \\\"id\\\": 4}, {\\\"name\\\": \\\"Cherry Alley Productions\\\", \\\"id\\\": 2232}]\",\n          \"[{\\\"name\\\": \\\"Twentieth Century Fox Film Corporation\\\", \\\"id\\\": 306}, {\\\"name\\\": \\\"Dune Entertainment\\\", \\\"id\\\": 444}, {\\\"name\\\": \\\"Regency Enterprises\\\", \\\"id\\\": 508}, {\\\"name\\\": \\\"Guy Walks into a Bar Productions\\\", \\\"id\\\": 2645}, {\\\"name\\\": \\\"Deep River Productions\\\", \\\"id\\\": 2646}, {\\\"name\\\": \\\"Friendly Films (II)\\\", \\\"id\\\": 81136}]\",\n          \"[{\\\"name\\\": \\\"Twentieth Century Fox Film Corporation\\\", \\\"id\\\": 306}]\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"production_countries\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 469,\n        \"samples\": [\n          \"[{\\\"iso_3166_1\\\": \\\"ES\\\", \\\"name\\\": \\\"Spain\\\"}, {\\\"iso_3166_1\\\": \\\"GB\\\", \\\"name\\\": \\\"United Kingdom\\\"}, {\\\"iso_3166_1\\\": \\\"US\\\", \\\"name\\\": \\\"United States of America\\\"}, {\\\"iso_3166_1\\\": \\\"FR\\\", \\\"name\\\": \\\"France\\\"}]\",\n          \"[{\\\"iso_3166_1\\\": \\\"US\\\", \\\"name\\\": \\\"United States of America\\\"}, {\\\"iso_3166_1\\\": \\\"CA\\\", \\\"name\\\": \\\"Canada\\\"}, {\\\"iso_3166_1\\\": \\\"DE\\\", \\\"name\\\": \\\"Germany\\\"}]\",\n          \"[{\\\"iso_3166_1\\\": \\\"DE\\\", \\\"name\\\": \\\"Germany\\\"}, {\\\"iso_3166_1\\\": \\\"ES\\\", \\\"name\\\": \\\"Spain\\\"}, {\\\"iso_3166_1\\\": \\\"GB\\\", \\\"name\\\": \\\"United Kingdom\\\"}, {\\\"iso_3166_1\\\": \\\"US\\\", \\\"name\\\": \\\"United States of America\\\"}]\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"release_date\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"num_unique_values\": 3280,\n        \"samples\": [\n          \"1966-10-16\",\n          \"1987-07-31\",\n          \"1993-09-23\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"revenue\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 162857100,\n        \"min\": 0,\n        \"max\": 2787965087,\n        \"num_unique_values\": 3297,\n        \"samples\": [\n          11833696,\n          10462500,\n          17807569\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"runtime\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 22.611934588844232,\n        \"min\": 0.0,\n        \"max\": 338.0,\n        \"num_unique_values\": 156,\n        \"samples\": [\n          74.0,\n          85.0,\n          170.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"spoken_languages\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 544,\n        \"samples\": [\n          \"[{\\\"iso_639_1\\\": \\\"es\\\", \\\"name\\\": \\\"Espa\\\\u00f1ol\\\"}, {\\\"iso_639_1\\\": \\\"en\\\", \\\"name\\\": \\\"English\\\"}, {\\\"iso_639_1\\\": \\\"fr\\\", \\\"name\\\": \\\"Fran\\\\u00e7ais\\\"}, {\\\"iso_639_1\\\": \\\"hu\\\", \\\"name\\\": \\\"Magyar\\\"}]\",\n          \"[{\\\"iso_639_1\\\": \\\"en\\\", \\\"name\\\": \\\"English\\\"}, {\\\"iso_639_1\\\": \\\"it\\\", \\\"name\\\": \\\"Italiano\\\"}, {\\\"iso_639_1\\\": \\\"pt\\\", \\\"name\\\": \\\"Portugu\\\\u00eas\\\"}]\",\n          \"[{\\\"iso_639_1\\\": \\\"de\\\", \\\"name\\\": \\\"Deutsch\\\"}, {\\\"iso_639_1\\\": \\\"it\\\", \\\"name\\\": \\\"Italiano\\\"}, {\\\"iso_639_1\\\": \\\"la\\\", \\\"name\\\": \\\"Latin\\\"}, {\\\"iso_639_1\\\": \\\"pl\\\", \\\"name\\\": \\\"Polski\\\"}]\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"status\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 3,\n        \"samples\": [\n          \"Released\",\n          \"Post Production\",\n          \"Rumored\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"tagline\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 3944,\n        \"samples\": [\n          \"When you're 17, every day is war.\",\n          \"An Unspeakable Horror. A Creative Genius. Captured For Eternity.\",\n          \"May the schwartz be with you\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"title\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 4800,\n        \"samples\": [\n          \"I Spy\",\n          \"Who's Your Caddy?\",\n          \"Sleepover\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"vote_average\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 1.1946121628478923,\n        \"min\": 0.0,\n        \"max\": 10.0,\n        \"num_unique_values\": 71,\n        \"samples\": [\n          5.1,\n          7.2,\n          4.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"vote_count\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 1234,\n        \"min\": 0,\n        \"max\": 13752,\n        \"num_unique_values\": 1609,\n        \"samples\": [\n          7604,\n          3428,\n          225\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 7
        }
      ],
      "source": [
        "movies.head(1)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 8,
      "metadata": {
        "id": "RDKGpD41Ozdq",
        "collapsed": true,
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 81
        },
        "outputId": "17e5e823-39d0-4875-a490-d82bd92478fd"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "   movie_id   title                                               cast  \\\n",
              "0     19995  Avatar  [{\"cast_id\": 242, \"character\": \"Jake Sully\", \"...   \n",
              "\n",
              "                                                crew  \n",
              "0  [{\"credit_id\": \"52fe48009251416c750aca23\", \"de...  "
            ],
            "text/html": [
              "\n",
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              "    <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>movie_id</th>\n",
              "      <th>title</th>\n",
              "      <th>cast</th>\n",
              "      <th>crew</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>19995</td>\n",
              "      <td>Avatar</td>\n",
              "      <td>[{\"cast_id\": 242, \"character\": \"Jake Sully\", \"...</td>\n",
              "      <td>[{\"credit_id\": \"52fe48009251416c750aca23\", \"de...</td>\n",
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              "            title=\"Convert this dataframe to an interactive table.\"\n",
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              "  </svg>\n",
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              "\n",
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              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
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              "\n",
              "    .colab-df-convert:hover {\n",
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              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
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              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
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              "\n",
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              "        document.querySelector('#df-bd4685cb-8b20-4455-8896-3cff9032efda button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-bd4685cb-8b20-4455-8896-3cff9032efda');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
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              "\n",
              "\n",
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            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "credits",
              "summary": "{\n  \"name\": \"credits\",\n  \"rows\": 4803,\n  \"fields\": [\n    {\n      \"column\": \"movie_id\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 88694,\n        \"min\": 5,\n        \"max\": 459488,\n        \"num_unique_values\": 4803,\n        \"samples\": [\n          8427,\n          13006,\n          18041\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"title\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 4800,\n        \"samples\": [\n          \"I Spy\",\n          \"Who's Your Caddy?\",\n          \"Sleepover\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"cast\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 4761,\n        \"samples\": [\n          \"[{\\\"cast_id\\\": 1, \\\"character\\\": \\\"Joshua \\\\\\\"Josh\\\\\\\" Baskin\\\", \\\"credit_id\\\": \\\"52fe4349c3a36847f8048ac3\\\", \\\"gender\\\": 2, \\\"id\\\": 31, \\\"name\\\": \\\"Tom Hanks\\\", \\\"order\\\": 0}, {\\\"cast_id\\\": 2, \\\"character\\\": \\\"Susan\\\", \\\"credit_id\\\": \\\"52fe4349c3a36847f8048ac7\\\", \\\"gender\\\": 1, \\\"id\\\": 20, \\\"name\\\": \\\"Elizabeth Perkins\\\", \\\"order\\\": 1}, {\\\"cast_id\\\": 3, \\\"character\\\": \\\"MacMillan\\\", \\\"credit_id\\\": \\\"52fe4349c3a36847f8048acb\\\", \\\"gender\\\": 2, \\\"id\\\": 1162, \\\"name\\\": \\\"Robert Loggia\\\", \\\"order\\\": 2}, {\\\"cast_id\\\": 4, \\\"character\\\": \\\"Paul\\\", \\\"credit_id\\\": \\\"52fe4349c3a36847f8048acf\\\", \\\"gender\\\": 2, \\\"id\\\": 11512, \\\"name\\\": \\\"John Heard\\\", \\\"order\\\": 3}, {\\\"cast_id\\\": 16, \\\"character\\\": \\\"Billy\\\", \\\"credit_id\\\": \\\"52fe4349c3a36847f8048b11\\\", \\\"gender\\\": 2, \\\"id\\\": 57422, \\\"name\\\": \\\"Jared Rushton\\\", \\\"order\\\": 4}, {\\\"cast_id\\\": 17, \\\"character\\\": \\\"Young Josh\\\", \\\"credit_id\\\": \\\"52fe4349c3a36847f8048b15\\\", \\\"gender\\\": 2, \\\"id\\\": 62123, \\\"name\\\": \\\"David Moscow\\\", \\\"order\\\": 5}, {\\\"cast_id\\\": 5, \\\"character\\\": \\\"Scotty Brennen\\\", \\\"credit_id\\\": \\\"52fe4349c3a36847f8048ad3\\\", \\\"gender\\\": 2, \\\"id\\\": 16165, \\\"name\\\": \\\"Jon Lovitz\\\", \\\"order\\\": 6}, {\\\"cast_id\\\": 6, \\\"character\\\": \\\"Mrs. Baskin\\\", \\\"credit_id\\\": \\\"52fe4349c3a36847f8048ad7\\\", \\\"gender\\\": 1, \\\"id\\\": 2167, \\\"name\\\": \\\"Mercedes Ruehl\\\", \\\"order\\\": 7}, {\\\"cast_id\\\": 18, \\\"character\\\": \\\"Mr. Baskin\\\", \\\"credit_id\\\": \\\"52fe4349c3a36847f8048b19\\\", \\\"gender\\\": 2, \\\"id\\\": 143205, \\\"name\\\": \\\"Josh Clark\\\", \\\"order\\\": 8}, {\\\"cast_id\\\": 22, \\\"character\\\": \\\"Gym Teacher\\\", \\\"credit_id\\\": \\\"52fe4349c3a36847f8048b29\\\", \\\"gender\\\": 2, \\\"id\\\": 123728, \\\"name\\\": \\\"Allan Wasserman\\\", \\\"order\\\": 9}, {\\\"cast_id\\\": 19, \\\"character\\\": \\\"Cynthia Benson\\\", \\\"credit_id\\\": \\\"52fe4349c3a36847f8048b1d\\\", \\\"gender\\\": 0, \\\"id\\\": 1073814, \\\"name\\\": \\\"Kimberlee M. Davis\\\", \\\"order\\\": 10}, {\\\"cast_id\\\": 20, \\\"character\\\": \\\"Freddie Benson\\\", \\\"credit_id\\\": \\\"52fe4349c3a36847f8048b21\\\", \\\"gender\\\": 0, \\\"id\\\": 1073816, \\\"name\\\": \\\"Oliver Block\\\", \\\"order\\\": 11}, {\\\"cast_id\\\": 21, \\\"character\\\": \\\"Cynthia's Friend\\\", \\\"credit_id\\\": \\\"52fe4349c3a36847f8048b25\\\", \\\"gender\\\": 0, \\\"id\\\": 80138, \\\"name\\\": \\\"Erika Katz\\\", \\\"order\\\": 12}, {\\\"cast_id\\\": 23, \\\"character\\\": \\\"Derek\\\", \\\"credit_id\\\": \\\"52fe4349c3a36847f8048b2d\\\", \\\"gender\\\": 2, \\\"id\\\": 166788, \\\"name\\\": \\\"Mark Ballou\\\", \\\"order\\\": 13}, {\\\"cast_id\\\": 24, \\\"character\\\": \\\"Ticket Taker\\\", \\\"credit_id\\\": \\\"52fe4349c3a36847f8048b31\\\", \\\"gender\\\": 0, \\\"id\\\": 994134, \\\"name\\\": \\\"Gary Howard Klar\\\", \\\"order\\\": 14}]\",\n          \"[{\\\"cast_id\\\": 3, \\\"character\\\": \\\"Richard O'Connell\\\", \\\"credit_id\\\": \\\"52fe4312c3a36847f8038407\\\", \\\"gender\\\": 2, \\\"id\\\": 18269, \\\"name\\\": \\\"Brendan Fraser\\\", \\\"order\\\": 0}, {\\\"cast_id\\\": 4, \\\"character\\\": \\\"Evelyn Carnahan O'Connell/Princess Nefertiri\\\", \\\"credit_id\\\": \\\"52fe4312c3a36847f803840b\\\", \\\"gender\\\": 1, \\\"id\\\": 3293, \\\"name\\\": \\\"Rachel Weisz\\\", \\\"order\\\": 1}, {\\\"cast_id\\\": 5, \\\"character\\\": \\\"Jonathan Carnahan\\\", \\\"credit_id\\\": \\\"52fe4312c3a36847f803840f\\\", \\\"gender\\\": 2, \\\"id\\\": 10727, \\\"name\\\": \\\"John Hannah\\\", \\\"order\\\": 2}, {\\\"cast_id\\\": 6, \\\"character\\\": \\\"High Priest Imhotep\\\", \\\"credit_id\\\": \\\"52fe4312c3a36847f8038413\\\", \\\"gender\\\": 2, \\\"id\\\": 16743, \\\"name\\\": \\\"Arnold Vosloo\\\", \\\"order\\\": 3}, {\\\"cast_id\\\": 7, \\\"character\\\": \\\"Ardeth Bay\\\", \\\"credit_id\\\": \\\"52fe4312c3a36847f8038417\\\", \\\"gender\\\": 2, \\\"id\\\": 18041, \\\"name\\\": \\\"Oded Fehr\\\", \\\"order\\\": 4}, {\\\"cast_id\\\": 8, \\\"character\\\": \\\"Mathayus the Scorpion King\\\", \\\"credit_id\\\": \\\"52fe4312c3a36847f803841b\\\", \\\"gender\\\": 2, \\\"id\\\": 18918, \\\"name\\\": \\\"Dwayne Johnson\\\", \\\"order\\\": 5}, {\\\"cast_id\\\": 9, \\\"character\\\": \\\"Alexander O'Connell\\\", \\\"credit_id\\\": \\\"52fe4312c3a36847f803841f\\\", \\\"gender\\\": 2, \\\"id\\\": 18919, \\\"name\\\": \\\"Freddie Boath\\\", \\\"order\\\": 6}, {\\\"cast_id\\\": 10, \\\"character\\\": \\\"Meela Nais/Anck Su Namun\\\", \\\"credit_id\\\": \\\"52fe4312c3a36847f8038423\\\", \\\"gender\\\": 1, \\\"id\\\": 18920, \\\"name\\\": \\\"Patricia Vel\\\\u00e1squez\\\", \\\"order\\\": 7}, {\\\"cast_id\\\": 17, \\\"character\\\": \\\"Baltus Hafez\\\", \\\"credit_id\\\": \\\"52fe4312c3a36847f803844b\\\", \\\"gender\\\": 2, \\\"id\\\": 2629, \\\"name\\\": \\\"Alun Armstrong\\\", \\\"order\\\": 8}, {\\\"cast_id\\\": 18, \\\"character\\\": \\\"Lock-Nah\\\", \\\"credit_id\\\": \\\"52fe4312c3a36847f803844f\\\", \\\"gender\\\": 2, \\\"id\\\": 31164, \\\"name\\\": \\\"Adewale Akinnuoye-Agbaje\\\", \\\"order\\\": 9}, {\\\"cast_id\\\": 19, \\\"character\\\": \\\"Izzy Buttons\\\", \\\"credit_id\\\": \\\"52fe4312c3a36847f8038453\\\", \\\"gender\\\": 2, \\\"id\\\": 30316, \\\"name\\\": \\\"Shaun Parkes\\\", \\\"order\\\": 10}, {\\\"cast_id\\\": 20, \\\"character\\\": \\\"Red\\\", \\\"credit_id\\\": \\\"52fe4312c3a36847f8038457\\\", \\\"gender\\\": 0, \\\"id\\\": 25675, \\\"name\\\": \\\"Bruce Byron\\\", \\\"order\\\": 11}, {\\\"cast_id\\\": 21, \\\"character\\\": \\\"Jacques\\\", \\\"credit_id\\\": \\\"52fe4312c3a36847f803845b\\\", \\\"gender\\\": 0, \\\"id\\\": 1010264, \\\"name\\\": \\\"Joe Dixon\\\", \\\"order\\\": 12}, {\\\"cast_id\\\": 22, \\\"character\\\": \\\"Spivey\\\", \\\"credit_id\\\": \\\"52fe4312c3a36847f803845f\\\", \\\"gender\\\": 2, \\\"id\\\": 208211, \\\"name\\\": \\\"Thomas Fisher\\\", \\\"order\\\": 13}, {\\\"cast_id\\\": 23, \\\"character\\\": \\\"Pharaoh Seti I\\\", \\\"credit_id\\\": \\\"52fe4312c3a36847f8038463\\\", \\\"gender\\\": 2, \\\"id\\\": 25808, \\\"name\\\": \\\"Aharon Ipal\\\\u00e9\\\", \\\"order\\\": 14}, {\\\"cast_id\\\": 24, \\\"character\\\": \\\"Shafek\\\", \\\"credit_id\\\": \\\"52fe4312c3a36847f8038467\\\", \\\"gender\\\": 0, \\\"id\\\": 178631, \\\"name\\\": \\\"Quill Roberts\\\", \\\"order\\\": 15}, {\\\"cast_id\\\": 25, \\\"character\\\": \\\"Showgirl with Jonathan\\\", \\\"credit_id\\\": \\\"52fe4312c3a36847f803846b\\\", \\\"gender\\\": 1, \\\"id\\\": 120886, \\\"name\\\": \\\"Donna Air\\\", \\\"order\\\": 16}, {\\\"cast_id\\\": 26, \\\"character\\\": \\\"Mountain of Flesh\\\", \\\"credit_id\\\": \\\"52fe4312c3a36847f803846f\\\", \\\"gender\\\": 0, \\\"id\\\": 1077874, \\\"name\\\": \\\"Trevor Lovell\\\", \\\"order\\\": 17}, {\\\"cast_id\\\": 30, \\\"character\\\": \\\"Spivey\\\", \\\"credit_id\\\": \\\"536222b20e0a2649a900146a\\\", \\\"gender\\\": 0, \\\"id\\\": 27678, \\\"name\\\": \\\"Tom Fisher\\\", \\\"order\\\": 18}]\",\n          \"[{\\\"cast_id\\\": 2, \\\"character\\\": \\\"Donna Keppel\\\", \\\"credit_id\\\": \\\"52fe44b0c3a36847f80a478f\\\", \\\"gender\\\": 1, \\\"id\\\": 29221, \\\"name\\\": \\\"Brittany Snow\\\", \\\"order\\\": 0}, {\\\"cast_id\\\": 3, \\\"character\\\": \\\"Bobby\\\", \\\"credit_id\\\": \\\"52fe44b0c3a36847f80a4793\\\", \\\"gender\\\": 2, \\\"id\\\": 53368, \\\"name\\\": \\\"Scott Porter\\\", \\\"order\\\": 1}, {\\\"cast_id\\\": 4, \\\"character\\\": \\\"Claire\\\", \\\"credit_id\\\": \\\"52fe44b0c3a36847f80a4797\\\", \\\"gender\\\": 1, \\\"id\\\": 55463, \\\"name\\\": \\\"Jessica Stroup\\\", \\\"order\\\": 2}, {\\\"cast_id\\\": 5, \\\"character\\\": \\\"Lisa Hines\\\", \\\"credit_id\\\": \\\"52fe44b0c3a36847f80a479b\\\", \\\"gender\\\": 1, \\\"id\\\": 39556, \\\"name\\\": \\\"Dana Davis\\\", \\\"order\\\": 3}, {\\\"cast_id\\\": 6, \\\"character\\\": \\\"Michael\\\", \\\"credit_id\\\": \\\"52fe44b0c3a36847f80a479f\\\", \\\"gender\\\": 2, \\\"id\\\": 55464, 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{\\\"credit_id\\\": \\\"599048b2925141670b02c97f\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 0, \\\"id\\\": 1416153, \\\"job\\\": \\\"Supervising Sound Editor\\\", \\\"name\\\": \\\"Donald Sylvester\\\"}, {\\\"credit_id\\\": \\\"59904ad6c3a36874b402a1cc\\\", \\\"department\\\": \\\"Visual Effects\\\", \\\"gender\\\": 0, \\\"id\\\": 1416167, \\\"job\\\": \\\"Visual Effects Producer\\\", \\\"name\\\": \\\"John Kilkenny\\\"}, {\\\"credit_id\\\": \\\"56ae7d849251416357002915\\\", \\\"department\\\": \\\"Costume & Make-Up\\\", \\\"gender\\\": 1, \\\"id\\\": 1424894, \\\"job\\\": \\\"Hairstylist\\\", \\\"name\\\": \\\"Camille Friend\\\"}, {\\\"credit_id\\\": \\\"599047ab925141674c02b48e\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 0, \\\"id\\\": 1425343, \\\"job\\\": \\\"ADR Editor\\\", \\\"name\\\": \\\"Vanessa Lapato\\\"}, {\\\"credit_id\\\": \\\"59904951925141673902ae4e\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 0, \\\"id\\\": 1442509, \\\"job\\\": \\\"Special Effects Coordinator\\\", \\\"name\\\": \\\"Alan E. Lorimer\\\"}, {\\\"credit_id\\\": \\\"59904427925141675902acc6\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 1451398, \\\"job\\\": \\\"Greensman\\\", \\\"name\\\": \\\"Bryan McBrien\\\"}, {\\\"credit_id\\\": \\\"59904629c3a368744202b2d6\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 1453276, \\\"job\\\": \\\"Construction Coordinator\\\", \\\"name\\\": \\\"Butch West\\\"}, {\\\"credit_id\\\": \\\"599034bcc3a3687493027d17\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 2, \\\"id\\\": 1454647, \\\"job\\\": \\\"Creator\\\", \\\"name\\\": \\\"Hugh Lofting\\\"}, {\\\"credit_id\\\": \\\"58dd11f1c3a36822ae00bc75\\\", \\\"department\\\": \\\"Directing\\\", \\\"gender\\\": 1, \\\"id\\\": 1457729, \\\"job\\\": \\\"Script Supervisor\\\", \\\"name\\\": \\\"Nancy Karlin\\\"}, {\\\"credit_id\\\": \\\"59904a8d925141675f02b6d8\\\", \\\"department\\\": \\\"Visual Effects\\\", \\\"gender\\\": 0, \\\"id\\\": 1496418, \\\"job\\\": \\\"Visual Effects Coordinator\\\", \\\"name\\\": \\\"Mitchell Ferm\\\"}, {\\\"credit_id\\\": \\\"599050e6925141674c02beef\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 2, \\\"id\\\": 1550058, \\\"job\\\": \\\"Music Editor\\\", \\\"name\\\": \\\"Jim Harrison\\\"}, {\\\"credit_id\\\": \\\"58dd11b0c3a368223e00b7db\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 1585159, \\\"job\\\": \\\"Location Scout\\\", \\\"name\\\": \\\"Jasan Sherman\\\"}, {\\\"credit_id\\\": \\\"5990453a925141673902a8ec\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 1586888, \\\"job\\\": \\\"Sculptor\\\", \\\"name\\\": \\\"Thomas Meikle\\\"}, {\\\"credit_id\\\": \\\"5990506dc3a368747302c6e3\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 0, \\\"id\\\": 1587383, \\\"job\\\": \\\"Music Supervisor\\\", \\\"name\\\": \\\"Spring Aspers\\\"}, {\\\"credit_id\\\": \\\"59904fbb925141672302c9ed\\\", \\\"department\\\": \\\"Costume & Make-Up\\\", \\\"gender\\\": 0, \\\"id\\\": 1610228, \\\"job\\\": \\\"Key Costumer\\\", \\\"name\\\": \\\"Craig Anthony\\\"}, {\\\"credit_id\\\": \\\"599047e3925141674c02b4cf\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 2, \\\"id\\\": 1737829, \\\"job\\\": \\\"Boom Operator\\\", \\\"name\\\": \\\"Harrison D. Marsh\\\"}, {\\\"credit_id\\\": \\\"58dd10b2c3a368228300b588\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 1763970, \\\"job\\\": \\\"Casting Assistant\\\", \\\"name\\\": \\\"Nadia Lubbe Simon\\\"}, {\\\"credit_id\\\": \\\"58dd1052925141413c00beac\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 1786614, \\\"job\\\": \\\"Casting Associate\\\", \\\"name\\\": \\\"Diana Jaher\\\"}, {\\\"credit_id\\\": \\\"58dd11d5c3a368229d00b6a0\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 0, \\\"id\\\": 1786616, \\\"job\\\": \\\"Location Manager\\\", \\\"name\\\": \\\"Craig W. van Gundy\\\"}, {\\\"credit_id\\\": \\\"58dd1254c3a368227300c1e6\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 1786618, \\\"job\\\": \\\"Production Coordinator\\\", \\\"name\\\": \\\"Kris Fullan Martinez\\\"}, {\\\"credit_id\\\": \\\"599042f4c3a368744202aefa\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 1868861, \\\"job\\\": \\\"Painter\\\", \\\"name\\\": \\\"Joe A. Hawthorne\\\"}, {\\\"credit_id\\\": \\\"5990448e925141675f02afa7\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 0, \\\"id\\\": 1868865, \\\"job\\\": \\\"Propmaker\\\", \\\"name\\\": \\\"Robert McDonald\\\"}, {\\\"credit_id\\\": \\\"59904571925141670b02c572\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 0, \\\"id\\\": 1868867, \\\"job\\\": \\\"Propmaker\\\", \\\"name\\\": \\\"Robert Prchal\\\"}, {\\\"credit_id\\\": \\\"599045da925141673902a9d7\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 0, \\\"id\\\": 1868868, \\\"job\\\": \\\"Propmaker\\\", \\\"name\\\": \\\"Hal Schlax\\\"}, {\\\"credit_id\\\": \\\"59904c34925141675f02b8bc\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 2, \\\"id\\\": 1868877, \\\"job\\\": \\\"Stunt Coordinator\\\", \\\"name\\\": \\\"John Molo\\\"}, {\\\"credit_id\\\": \\\"59904cac925141673e02d7a8\\\", \\\"department\\\": \\\"Camera\\\", \\\"gender\\\": 0, \\\"id\\\": 1868878, \\\"job\\\": \\\"Camera Operator\\\", \\\"name\\\": \\\"Todd Dos Reis\\\"}, {\\\"credit_id\\\": \\\"59904d04925141676602ba9a\\\", \\\"department\\\": \\\"Camera\\\", \\\"gender\\\": 0, \\\"id\\\": 1868879, \\\"job\\\": \\\"Dolly Grip\\\", \\\"name\\\": \\\"Jason D. Hodges\\\"}, {\\\"credit_id\\\": \\\"59904d3bc3a36874b402a4b0\\\", \\\"department\\\": \\\"Camera\\\", \\\"gender\\\": 0, \\\"id\\\": 1868880, \\\"job\\\": \\\"Key Grip\\\", \\\"name\\\": \\\"Mike Hodges\\\"}, {\\\"credit_id\\\": \\\"59904df0925141672302c7da\\\", \\\"department\\\": \\\"Lighting\\\", \\\"gender\\\": 0, \\\"id\\\": 1868881, \\\"job\\\": \\\"Gaffer\\\", \\\"name\\\": \\\"Kal Manning\\\"}, {\\\"credit_id\\\": \\\"59904ede925141675f02bbe6\\\", \\\"department\\\": \\\"Camera\\\", \\\"gender\\\": 0, \\\"id\\\": 1868889, \\\"job\\\": \\\"Dolly Grip\\\", \\\"name\\\": \\\"Larry McCarron\\\"}, {\\\"credit_id\\\": \\\"59905109925141673e02dcde\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 0, \\\"id\\\": 1868892, \\\"job\\\": \\\"Music Editor\\\", \\\"name\\\": \\\"Kim Strand\\\"}]\",\n          \"[{\\\"credit_id\\\": \\\"52fe44479251416c7502f0c3\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 2, \\\"id\\\": 20953, \\\"job\\\": \\\"Original Music Composer\\\", \\\"name\\\": \\\"Harry Manfredini\\\"}, {\\\"credit_id\\\": \\\"534a8875c3a3682df60016a4\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 0, \\\"id\\\": 23545, \\\"job\\\": \\\"Casting\\\", \\\"name\\\": \\\"Robin D. Cook\\\"}, {\\\"credit_id\\\": \\\"52fe44479251416c7502f0ed\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 2, \\\"id\\\": 35475, \\\"job\\\": \\\"Executive Producer\\\", \\\"name\\\": \\\"Sean S. Cunningham\\\"}, {\\\"credit_id\\\": \\\"52fe44479251416c7502f0cf\\\", \\\"department\\\": \\\"Camera\\\", \\\"gender\\\": 2, \\\"id\\\": 55642, \\\"job\\\": \\\"Director of Photography\\\", \\\"name\\\": \\\"Derick V. Underschultz\\\"}, {\\\"credit_id\\\": \\\"52fe44479251416c7502f0b7\\\", \\\"department\\\": \\\"Writing\\\", \\\"gender\\\": 2, \\\"id\\\": 61117, \\\"job\\\": \\\"Screenplay\\\", \\\"name\\\": \\\"Todd Farmer\\\"}, {\\\"credit_id\\\": \\\"52fe44479251416c7502f0c9\\\", \\\"department\\\": \\\"Editing\\\", \\\"gender\\\": 2, \\\"id\\\": 64748, \\\"job\\\": \\\"Editor\\\", \\\"name\\\": \\\"David Handman\\\"}, {\\\"credit_id\\\": \\\"52fe44479251416c7502f0b1\\\", \\\"department\\\": \\\"Directing\\\", \\\"gender\\\": 2, \\\"id\\\": 69579, \\\"job\\\": \\\"Director\\\", \\\"name\\\": \\\"James Isaac\\\"}, {\\\"credit_id\\\": \\\"52fe44479251416c7502f0bd\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 2, \\\"id\\\": 69585, \\\"job\\\": \\\"Producer\\\", \\\"name\\\": \\\"Noel Cunningham\\\"}, {\\\"credit_id\\\": \\\"534a888cc3a3682df60016a8\\\", \\\"department\\\": \\\"Costume & Make-Up\\\", \\\"gender\\\": 0, \\\"id\\\": 958703, \\\"job\\\": \\\"Costume Design\\\", \\\"name\\\": \\\"Maxyne Baker\\\"}]\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 8
        }
      ],
      "source": [
        "credits.head(1)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 9,
      "metadata": {
        "id": "Ymdw0mzdPUWD"
      },
      "outputs": [],
      "source": [
        "#merging dataframes (movies and credits)\n",
        "movies=movies.merge(credits,on='title')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 10,
      "metadata": {
        "id": "Ua9eMWJ-QbwF",
        "collapsed": true,
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 217
        },
        "outputId": "5b41847f-e4e2-44c4-a286-6e6993941db2"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "      budget                                             genres  \\\n",
              "0  237000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   \n",
              "\n",
              "                      homepage     id  \\\n",
              "0  http://www.avatarmovie.com/  19995   \n",
              "\n",
              "                                            keywords original_language  \\\n",
              "0  [{\"id\": 1463, \"name\": \"culture clash\"}, {\"id\":...                en   \n",
              "\n",
              "  original_title                                           overview  \\\n",
              "0         Avatar  In the 22nd century, a paraplegic Marine is di...   \n",
              "\n",
              "   popularity                               production_companies  ... runtime  \\\n",
              "0  150.437577  [{\"name\": \"Ingenious Film Partners\", \"id\": 289...  ...   162.0   \n",
              "\n",
              "                                    spoken_languages    status  \\\n",
              "0  [{\"iso_639_1\": \"en\", \"name\": \"English\"}, {\"iso...  Released   \n",
              "\n",
              "                       tagline   title vote_average vote_count movie_id  \\\n",
              "0  Enter the World of Pandora.  Avatar          7.2      11800    19995   \n",
              "\n",
              "                                                cast  \\\n",
              "0  [{\"cast_id\": 242, \"character\": \"Jake Sully\", \"...   \n",
              "\n",
              "                                                crew  \n",
              "0  [{\"credit_id\": \"52fe48009251416c750aca23\", \"de...  \n",
              "\n",
              "[1 rows x 23 columns]"
            ],
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              "  <thead>\n",
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              "      <th></th>\n",
              "      <th>budget</th>\n",
              "      <th>genres</th>\n",
              "      <th>homepage</th>\n",
              "      <th>id</th>\n",
              "      <th>keywords</th>\n",
              "      <th>original_language</th>\n",
              "      <th>original_title</th>\n",
              "      <th>overview</th>\n",
              "      <th>popularity</th>\n",
              "      <th>production_companies</th>\n",
              "      <th>...</th>\n",
              "      <th>runtime</th>\n",
              "      <th>spoken_languages</th>\n",
              "      <th>status</th>\n",
              "      <th>tagline</th>\n",
              "      <th>title</th>\n",
              "      <th>vote_average</th>\n",
              "      <th>vote_count</th>\n",
              "      <th>movie_id</th>\n",
              "      <th>cast</th>\n",
              "      <th>crew</th>\n",
              "    </tr>\n",
              "  </thead>\n",
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              "      <th>0</th>\n",
              "      <td>237000000</td>\n",
              "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
              "      <td>http://www.avatarmovie.com/</td>\n",
              "      <td>19995</td>\n",
              "      <td>[{\"id\": 1463, \"name\": \"culture clash\"}, {\"id\":...</td>\n",
              "      <td>en</td>\n",
              "      <td>Avatar</td>\n",
              "      <td>In the 22nd century, a paraplegic Marine is di...</td>\n",
              "      <td>150.437577</td>\n",
              "      <td>[{\"name\": \"Ingenious Film Partners\", \"id\": 289...</td>\n",
              "      <td>...</td>\n",
              "      <td>162.0</td>\n",
              "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}, {\"iso...</td>\n",
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              "      <td>Enter the World of Pandora.</td>\n",
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              "      <td>7.2</td>\n",
              "      <td>11800</td>\n",
              "      <td>19995</td>\n",
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              "      <td>[{\"credit_id\": \"52fe48009251416c750aca23\", \"de...</td>\n",
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              "</table>\n",
              "<p>1 rows × 23 columns</p>\n",
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              "            title=\"Convert this dataframe to an interactive table.\"\n",
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              "  </svg>\n",
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              "\n",
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              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      gap: 12px;\n",
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              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
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              "    .colab-df-buttons div {\n",
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              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
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              "\n",
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              "        document.querySelector('#df-1aa93b20-788b-49a8-b788-9cbd1a7c3b74 button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-1aa93b20-788b-49a8-b788-9cbd1a7c3b74');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
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            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "movies"
            }
          },
          "metadata": {},
          "execution_count": 10
        }
      ],
      "source": [
        "movies.head(1)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 11,
      "metadata": {
        "id": "d3z6jQ4URMTG"
      },
      "outputs": [],
      "source": [
        "#selecting columns\n",
        "movies=movies[['movie_id','title','overview','genres','keywords','cast','crew']]"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 12,
      "metadata": {
        "id": "D8cUVGgkXyGW",
        "collapsed": true,
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 379
        },
        "outputId": "7016cadb-0687-4d13-e6c4-46301e81e0d5"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "   movie_id                                     title  \\\n",
              "0     19995                                    Avatar   \n",
              "1       285  Pirates of the Caribbean: At World's End   \n",
              "2    206647                                   Spectre   \n",
              "3     49026                     The Dark Knight Rises   \n",
              "4     49529                               John Carter   \n",
              "\n",
              "                                            overview  \\\n",
              "0  In the 22nd century, a paraplegic Marine is di...   \n",
              "1  Captain Barbossa, long believed to be dead, ha...   \n",
              "2  A cryptic message from Bond’s past sends him o...   \n",
              "3  Following the death of District Attorney Harve...   \n",
              "4  John Carter is a war-weary, former military ca...   \n",
              "\n",
              "                                              genres  \\\n",
              "0  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   \n",
              "1  [{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"...   \n",
              "2  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   \n",
              "3  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 80, \"nam...   \n",
              "4  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   \n",
              "\n",
              "                                            keywords  \\\n",
              "0  [{\"id\": 1463, \"name\": \"culture clash\"}, {\"id\":...   \n",
              "1  [{\"id\": 270, \"name\": \"ocean\"}, {\"id\": 726, \"na...   \n",
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              "3  [{\"id\": 849, \"name\": \"dc comics\"}, {\"id\": 853,...   \n",
              "4  [{\"id\": 818, \"name\": \"based on novel\"}, {\"id\":...   \n",
              "\n",
              "                                                cast  \\\n",
              "0  [{\"cast_id\": 242, \"character\": \"Jake Sully\", \"...   \n",
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              "3  [{\"cast_id\": 2, \"character\": \"Bruce Wayne / Ba...   \n",
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              "\n",
              "                                                crew  \n",
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              "      <th>0</th>\n",
              "      <td>19995</td>\n",
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What he doesn't expect is to get teamed up with a cocky civilian, World Class Boxing Champion Kelly Robinson, on a dangerous top secret espionage mission. Their assignment: using equal parts skill and humor, catch Arnold Gundars, one of the world's most successful arms dealers.\",\n          \"In 1931, three aboriginal girls escape after being plucked from their homes to be trained as domestic staff and set off on a trek across the Outback.\",\n          \"Kyle Fisher has one last night to celebrate life as a single man before marrying Laura, so he sets out to Vegas with four of his best buddies. But a drug and alcohol filled night on the town with a stripper who goes all the way, turns into a cold night in the desert with shovels when the stripper goes all the way into a body bag after dying in their bathroom. 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Hodges\\\"}, {\\\"credit_id\\\": \\\"59904d3bc3a36874b402a4b0\\\", \\\"department\\\": \\\"Camera\\\", \\\"gender\\\": 0, \\\"id\\\": 1868880, \\\"job\\\": \\\"Key Grip\\\", \\\"name\\\": \\\"Mike Hodges\\\"}, {\\\"credit_id\\\": \\\"59904df0925141672302c7da\\\", \\\"department\\\": \\\"Lighting\\\", \\\"gender\\\": 0, \\\"id\\\": 1868881, \\\"job\\\": \\\"Gaffer\\\", \\\"name\\\": \\\"Kal Manning\\\"}, {\\\"credit_id\\\": \\\"59904ede925141675f02bbe6\\\", \\\"department\\\": \\\"Camera\\\", \\\"gender\\\": 0, \\\"id\\\": 1868889, \\\"job\\\": \\\"Dolly Grip\\\", \\\"name\\\": \\\"Larry McCarron\\\"}, {\\\"credit_id\\\": \\\"59905109925141673e02dcde\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 0, \\\"id\\\": 1868892, \\\"job\\\": \\\"Music Editor\\\", \\\"name\\\": \\\"Kim Strand\\\"}]\",\n          \"[{\\\"credit_id\\\": \\\"52fe45589251416c9102f1af\\\", \\\"department\\\": \\\"Directing\\\", \\\"gender\\\": 2, \\\"id\\\": 5281, \\\"job\\\": \\\"Director\\\", \\\"name\\\": \\\"Spike Lee\\\"}, {\\\"credit_id\\\": \\\"578525bd92514137c20047ee\\\", \\\"department\\\": \\\"Writing\\\", \\\"gender\\\": 1, \\\"id\\\": 13602, \\\"job\\\": \\\"Writer\\\", \\\"name\\\": \\\"Joie Lee\\\"}, {\\\"credit_id\\\": \\\"52fe45589251416c9102f1b5\\\", \\\"department\\\": \\\"Writing\\\", \\\"gender\\\": 2, \\\"id\\\": 13603, \\\"job\\\": \\\"Writer\\\", \\\"name\\\": \\\"Cinqu\\\\u00e9 Lee\\\"}]\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 12
        }
      ],
      "source": [
        "movies.head()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 13,
      "metadata": {
        "id": "SEKjCV38aQ8J",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 379
        },
        "outputId": "9101cdbe-1684-46e8-afe0-80537e1bb2d8"
      },
      "outputs": [
        {
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          "data": {
            "text/plain": [
              "   movie_id                                     title  \\\n",
              "0     19995                                    Avatar   \n",
              "1       285  Pirates of the Caribbean: At World's End   \n",
              "2    206647                                   Spectre   \n",
              "3     49026                     The Dark Knight Rises   \n",
              "4     49529                               John Carter   \n",
              "\n",
              "                                            overview  \\\n",
              "0  In the 22nd century, a paraplegic Marine is di...   \n",
              "1  Captain Barbossa, long believed to be dead, ha...   \n",
              "2  A cryptic message from Bond’s past sends him o...   \n",
              "3  Following the death of District Attorney Harve...   \n",
              "4  John Carter is a war-weary, former military ca...   \n",
              "\n",
              "                                          genres  \\\n",
              "0  [Action, Adventure, Fantasy, Science Fiction]   \n",
              "1                   [Adventure, Fantasy, Action]   \n",
              "2                     [Action, Adventure, Crime]   \n",
              "3               [Action, Crime, Drama, Thriller]   \n",
              "4           [Action, Adventure, Science Fiction]   \n",
              "\n",
              "                                            keywords  \\\n",
              "0  [{\"id\": 1463, \"name\": \"culture clash\"}, {\"id\":...   \n",
              "1  [{\"id\": 270, \"name\": \"ocean\"}, {\"id\": 726, \"na...   \n",
              "2  [{\"id\": 470, \"name\": \"spy\"}, {\"id\": 818, \"name...   \n",
              "3  [{\"id\": 849, \"name\": \"dc comics\"}, {\"id\": 853,...   \n",
              "4  [{\"id\": 818, \"name\": \"based on novel\"}, {\"id\":...   \n",
              "\n",
              "                                                cast  \\\n",
              "0  [{\"cast_id\": 242, \"character\": \"Jake Sully\", \"...   \n",
              "1  [{\"cast_id\": 4, \"character\": \"Captain Jack Spa...   \n",
              "2  [{\"cast_id\": 1, \"character\": \"James Bond\", \"cr...   \n",
              "3  [{\"cast_id\": 2, \"character\": \"Bruce Wayne / Ba...   \n",
              "4  [{\"cast_id\": 5, \"character\": \"John Carter\", \"c...   \n",
              "\n",
              "                                                crew  \n",
              "0  [{\"credit_id\": \"52fe48009251416c750aca23\", \"de...  \n",
              "1  [{\"credit_id\": \"52fe4232c3a36847f800b579\", \"de...  \n",
              "2  [{\"credit_id\": \"54805967c3a36829b5002c41\", \"de...  \n",
              "3  [{\"credit_id\": \"52fe4781c3a36847f81398c3\", \"de...  \n",
              "4  [{\"credit_id\": \"52fe479ac3a36847f813eaa3\", \"de...  "
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              "      <th>movie_id</th>\n",
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              "      <td>19995</td>\n",
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              "      <td>[Action, Crime, Drama, Thriller]</td>\n",
              "      <td>[{\"id\": 849, \"name\": \"dc comics\"}, {\"id\": 853,...</td>\n",
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              "      <th>4</th>\n",
              "      <td>49529</td>\n",
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              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-2d789ef6-b1eb-4b84-9bd0-e01c02b39e57');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
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              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
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              "\n",
              "  .colab-df-quickchart {\n",
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              "\n",
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              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
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              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
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              "  }\n",
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              "\n",
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              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-9ff5664c-88d6-4abd-a266-92808b313340 button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "movies",
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Marsh\\\"}, {\\\"credit_id\\\": \\\"58dd10b2c3a368228300b588\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 1763970, \\\"job\\\": \\\"Casting Assistant\\\", \\\"name\\\": \\\"Nadia Lubbe Simon\\\"}, {\\\"credit_id\\\": \\\"58dd1052925141413c00beac\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 1786614, \\\"job\\\": \\\"Casting Associate\\\", \\\"name\\\": \\\"Diana Jaher\\\"}, {\\\"credit_id\\\": \\\"58dd11d5c3a368229d00b6a0\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 0, \\\"id\\\": 1786616, \\\"job\\\": \\\"Location Manager\\\", \\\"name\\\": \\\"Craig W. van Gundy\\\"}, {\\\"credit_id\\\": \\\"58dd1254c3a368227300c1e6\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 1786618, \\\"job\\\": \\\"Production Coordinator\\\", \\\"name\\\": \\\"Kris Fullan Martinez\\\"}, {\\\"credit_id\\\": \\\"599042f4c3a368744202aefa\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 1868861, \\\"job\\\": \\\"Painter\\\", \\\"name\\\": \\\"Joe A. 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Hodges\\\"}, {\\\"credit_id\\\": \\\"59904d3bc3a36874b402a4b0\\\", \\\"department\\\": \\\"Camera\\\", \\\"gender\\\": 0, \\\"id\\\": 1868880, \\\"job\\\": \\\"Key Grip\\\", \\\"name\\\": \\\"Mike Hodges\\\"}, {\\\"credit_id\\\": \\\"59904df0925141672302c7da\\\", \\\"department\\\": \\\"Lighting\\\", \\\"gender\\\": 0, \\\"id\\\": 1868881, \\\"job\\\": \\\"Gaffer\\\", \\\"name\\\": \\\"Kal Manning\\\"}, {\\\"credit_id\\\": \\\"59904ede925141675f02bbe6\\\", \\\"department\\\": \\\"Camera\\\", \\\"gender\\\": 0, \\\"id\\\": 1868889, \\\"job\\\": \\\"Dolly Grip\\\", \\\"name\\\": \\\"Larry McCarron\\\"}, {\\\"credit_id\\\": \\\"59905109925141673e02dcde\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 0, \\\"id\\\": 1868892, \\\"job\\\": \\\"Music Editor\\\", \\\"name\\\": \\\"Kim Strand\\\"}]\",\n          \"[{\\\"credit_id\\\": \\\"52fe45589251416c9102f1af\\\", \\\"department\\\": \\\"Directing\\\", \\\"gender\\\": 2, \\\"id\\\": 5281, \\\"job\\\": \\\"Director\\\", \\\"name\\\": \\\"Spike Lee\\\"}, {\\\"credit_id\\\": \\\"578525bd92514137c20047ee\\\", \\\"department\\\": \\\"Writing\\\", \\\"gender\\\": 1, \\\"id\\\": 13602, \\\"job\\\": \\\"Writer\\\", \\\"name\\\": \\\"Joie Lee\\\"}, {\\\"credit_id\\\": \\\"52fe45589251416c9102f1b5\\\", \\\"department\\\": \\\"Writing\\\", \\\"gender\\\": 2, \\\"id\\\": 13603, \\\"job\\\": \\\"Writer\\\", \\\"name\\\": \\\"Cinqu\\\\u00e9 Lee\\\"}]\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 13
        }
      ],
      "source": [
        "#converting string to list (GENRES)\n",
        "movies.iloc[0].genres\n",
        "def convert (obj):\n",
        "  L=[]\n",
        "  for i in ast.literal_eval(obj):\n",
        "    L.append(i['name'])\n",
        "  return L\n",
        "movies['genres']=movies['genres'].apply(convert)\n",
        "movies.head()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 14,
      "metadata": {
        "id": "3dScUcrYd4XI",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 379
        },
        "outputId": "18dcd9a9-01d1-4c44-8698-e7a87af3a54b"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "   movie_id                                     title  \\\n",
              "0     19995                                    Avatar   \n",
              "1       285  Pirates of the Caribbean: At World's End   \n",
              "2    206647                                   Spectre   \n",
              "3     49026                     The Dark Knight Rises   \n",
              "4     49529                               John Carter   \n",
              "\n",
              "                                            overview  \\\n",
              "0  In the 22nd century, a paraplegic Marine is di...   \n",
              "1  Captain Barbossa, long believed to be dead, ha...   \n",
              "2  A cryptic message from Bond’s past sends him o...   \n",
              "3  Following the death of District Attorney Harve...   \n",
              "4  John Carter is a war-weary, former military ca...   \n",
              "\n",
              "                                          genres  \\\n",
              "0  [Action, Adventure, Fantasy, Science Fiction]   \n",
              "1                   [Adventure, Fantasy, Action]   \n",
              "2                     [Action, Adventure, Crime]   \n",
              "3               [Action, Crime, Drama, Thriller]   \n",
              "4           [Action, Adventure, Science Fiction]   \n",
              "\n",
              "                                            keywords  \\\n",
              "0  [culture clash, future, space war, space colon...   \n",
              "1  [ocean, drug abuse, exotic island, east india ...   \n",
              "2  [spy, based on novel, secret agent, sequel, mi...   \n",
              "3  [dc comics, crime fighter, terrorist, secret i...   \n",
              "4  [based on novel, mars, medallion, space travel...   \n",
              "\n",
              "                                                cast  \\\n",
              "0  [{\"cast_id\": 242, \"character\": \"Jake Sully\", \"...   \n",
              "1  [{\"cast_id\": 4, \"character\": \"Captain Jack Spa...   \n",
              "2  [{\"cast_id\": 1, \"character\": \"James Bond\", \"cr...   \n",
              "3  [{\"cast_id\": 2, \"character\": \"Bruce Wayne / Ba...   \n",
              "4  [{\"cast_id\": 5, \"character\": \"John Carter\", \"c...   \n",
              "\n",
              "                                                crew  \n",
              "0  [{\"credit_id\": \"52fe48009251416c750aca23\", \"de...  \n",
              "1  [{\"credit_id\": \"52fe4232c3a36847f800b579\", \"de...  \n",
              "2  [{\"credit_id\": \"54805967c3a36829b5002c41\", \"de...  \n",
              "3  [{\"credit_id\": \"52fe4781c3a36847f81398c3\", \"de...  \n",
              "4  [{\"credit_id\": \"52fe479ac3a36847f813eaa3\", \"de...  "
            ],
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              "  <div id=\"df-62353a6f-187e-42b8-a134-c9af4a982cf2\" class=\"colab-df-container\">\n",
              "    <div>\n",
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              "      <th></th>\n",
              "      <th>movie_id</th>\n",
              "      <th>title</th>\n",
              "      <th>overview</th>\n",
              "      <th>genres</th>\n",
              "      <th>keywords</th>\n",
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              "      <th>0</th>\n",
              "      <td>19995</td>\n",
              "      <td>Avatar</td>\n",
              "      <td>In the 22nd century, a paraplegic Marine is di...</td>\n",
              "      <td>[Action, Adventure, Fantasy, Science Fiction]</td>\n",
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              "      <td>[{\"cast_id\": 242, \"character\": \"Jake Sully\", \"...</td>\n",
              "      <td>[{\"credit_id\": \"52fe48009251416c750aca23\", \"de...</td>\n",
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              "      <th>1</th>\n",
              "      <td>285</td>\n",
              "      <td>Pirates of the Caribbean: At World's End</td>\n",
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              "      <td>[Adventure, Fantasy, Action]</td>\n",
              "      <td>[ocean, drug abuse, exotic island, east india ...</td>\n",
              "      <td>[{\"cast_id\": 4, \"character\": \"Captain Jack Spa...</td>\n",
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              "      <td>[Action, Adventure, Crime]</td>\n",
              "      <td>[spy, based on novel, secret agent, sequel, mi...</td>\n",
              "      <td>[{\"cast_id\": 1, \"character\": \"James Bond\", \"cr...</td>\n",
              "      <td>[{\"credit_id\": \"54805967c3a36829b5002c41\", \"de...</td>\n",
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              "      <th>3</th>\n",
              "      <td>49026</td>\n",
              "      <td>The Dark Knight Rises</td>\n",
              "      <td>Following the death of District Attorney Harve...</td>\n",
              "      <td>[Action, Crime, Drama, Thriller]</td>\n",
              "      <td>[dc comics, crime fighter, terrorist, secret i...</td>\n",
              "      <td>[{\"cast_id\": 2, \"character\": \"Bruce Wayne / Ba...</td>\n",
              "      <td>[{\"credit_id\": \"52fe4781c3a36847f81398c3\", \"de...</td>\n",
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              "      <th>4</th>\n",
              "      <td>49529</td>\n",
              "      <td>John Carter</td>\n",
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              "      <td>[Action, Adventure, Science Fiction]</td>\n",
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              "    <div class=\"colab-df-buttons\">\n",
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              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-62353a6f-187e-42b8-a134-c9af4a982cf2')\"\n",
              "            title=\"Convert this dataframe to an interactive table.\"\n",
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              "  </svg>\n",
              "    </button>\n",
              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "    <script>\n",
              "      const buttonEl =\n",
              "        document.querySelector('#df-62353a6f-187e-42b8-a134-c9af4a982cf2 button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-62353a6f-187e-42b8-a134-c9af4a982cf2');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
              "      }\n",
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              "\n",
              "\n",
              "<div id=\"df-dfb50935-f12f-4255-abaf-c315acf662e9\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-dfb50935-f12f-4255-abaf-c315acf662e9')\"\n",
              "            title=\"Suggest charts\"\n",
              "            style=\"display:none;\">\n",
              "\n",
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              "    </g>\n",
              "</svg>\n",
              "  </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "      --bg-color: #E8F0FE;\n",
              "      --fill-color: #1967D2;\n",
              "      --hover-bg-color: #E2EBFA;\n",
              "      --hover-fill-color: #174EA6;\n",
              "      --disabled-fill-color: #AAA;\n",
              "      --disabled-bg-color: #DDD;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "      --bg-color: #3B4455;\n",
              "      --fill-color: #D2E3FC;\n",
              "      --hover-bg-color: #434B5C;\n",
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              "      --disabled-bg-color: #3B4455;\n",
              "      --disabled-fill-color: #666;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart {\n",
              "    background-color: var(--bg-color);\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
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              "    height: 32px;\n",
              "    padding: 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
              "    box-shadow: none;\n",
              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
              "    }\n",
              "    20% {\n",
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              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-dfb50935-f12f-4255-abaf-c315acf662e9 button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "movies",
              "summary": "{\n  \"name\": \"movies\",\n  \"rows\": 4809,\n  \"fields\": [\n    {\n      \"column\": \"movie_id\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 88653,\n        \"min\": 5,\n        \"max\": 459488,\n        \"num_unique_values\": 4803,\n        \"samples\": [\n          8427,\n          15581,\n          2013\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"title\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 4800,\n        \"samples\": [\n          \"I Spy\",\n          \"Who's Your Caddy?\",\n          \"Sleepover\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"overview\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 4800,\n        \"samples\": [\n          \"When the Switchblade, the most sophisticated prototype stealth fighter created yet, is stolen from the U.S. government, one of the United States' top spies, Alex Scott, is called to action. What he doesn't expect is to get teamed up with a cocky civilian, World Class Boxing Champion Kelly Robinson, on a dangerous top secret espionage mission. Their assignment: using equal parts skill and humor, catch Arnold Gundars, one of the world's most successful arms dealers.\",\n          \"In 1931, three aboriginal girls escape after being plucked from their homes to be trained as domestic staff and set off on a trek across the Outback.\",\n          \"Kyle Fisher has one last night to celebrate life as a single man before marrying Laura, so he sets out to Vegas with four of his best buddies. But a drug and alcohol filled night on the town with a stripper who goes all the way, turns into a cold night in the desert with shovels when the stripper goes all the way into a body bag after dying in their bathroom. And that's just the first of the bodies to pile up before Kyle can walk down the aisle...\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"genres\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"keywords\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"cast\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 4761,\n        \"samples\": [\n          \"[{\\\"cast_id\\\": 1, \\\"character\\\": \\\"Mac Radner\\\", \\\"credit_id\\\": \\\"52fe4d169251416c9110a20b\\\", \\\"gender\\\": 2, \\\"id\\\": 19274, \\\"name\\\": \\\"Seth Rogen\\\", \\\"order\\\": 0}, {\\\"cast_id\\\": 3, \\\"character\\\": \\\"Teddy Sanders\\\", \\\"credit_id\\\": \\\"52fe4d169251416c9110a213\\\", \\\"gender\\\": 2, \\\"id\\\": 29222, \\\"name\\\": \\\"Zac Efron\\\", \\\"order\\\": 1}, {\\\"cast_id\\\": 2, \\\"character\\\": \\\"Kelly Radner\\\", \\\"credit_id\\\": \\\"52fe4d169251416c9110a20f\\\", \\\"gender\\\": 1, \\\"id\\\": 9827, \\\"name\\\": \\\"Rose Byrne\\\", \\\"order\\\": 2}, {\\\"cast_id\\\": 4, \\\"character\\\": \\\"Pete Regazolli\\\", \\\"credit_id\\\": \\\"52fe4d169251416c9110a217\\\", \\\"gender\\\": 2, \\\"id\\\": 54697, \\\"name\\\": \\\"Dave Franco\\\", \\\"order\\\": 3}, {\\\"cast_id\\\": 14, \\\"character\\\": \\\"Jimmy Blevins\\\", \\\"credit_id\\\": \\\"52fe4d169251416c9110a245\\\", \\\"gender\\\": 2, \\\"id\\\": 198150, \\\"name\\\": \\\"Ike Barinholtz\\\", \\\"order\\\": 4}, {\\\"cast_id\\\": 5, \\\"character\\\": \\\"Scoonie Schofield\\\", \\\"credit_id\\\": \\\"52fe4d169251416c9110a21b\\\", \\\"gender\\\": 2, \\\"id\\\": 54691, \\\"name\\\": \\\"Christopher Mintz-Plasse\\\", \\\"order\\\": 5}, {\\\"cast_id\\\": 11, \\\"character\\\": \\\"Paula Faldt\\\", \\\"credit_id\\\": \\\"52fe4d169251416c9110a239\\\", \\\"gender\\\": 1, \\\"id\\\": 54708, \\\"name\\\": \\\"Carla Gallo\\\", \\\"order\\\": 6}, {\\\"cast_id\\\": 20, \\\"character\\\": \\\"Brooke Shy\\\", \\\"credit_id\\\": \\\"5326a290c3a3683dbf003e48\\\", \\\"gender\\\": 1, \\\"id\\\": 934243, \\\"name\\\": \\\"Halston Sage\\\", \\\"order\\\": 7}, {\\\"cast_id\\\": 15, \\\"character\\\": \\\"Assjuice\\\", \\\"credit_id\\\": \\\"52fe4d169251416c9110a249\\\", \\\"gender\\\": 2, \\\"id\\\": 104561, \\\"name\\\": \\\"Craig Roberts\\\", \\\"order\\\": 8}, {\\\"cast_id\\\": 21, \\\"character\\\": \\\"Officer Watkins\\\", \\\"credit_id\\\": \\\"5326a2b3c3a3682378003f42\\\", \\\"gender\\\": 0, \\\"id\\\": 500427, \\\"name\\\": \\\"Hannibal Buress\\\", \\\"order\\\": 9}, {\\\"cast_id\\\": 9, \\\"character\\\": \\\"Carol Gladstone\\\", \\\"credit_id\\\": \\\"52fe4d169251416c9110a231\\\", \\\"gender\\\": 1, \\\"id\\\": 14406, \\\"name\\\": \\\"Lisa Kudrow\\\", \\\"order\\\": 10}, {\\\"cast_id\\\": 16, \\\"character\\\": \\\"Dr. Theodorakis\\\", \\\"credit_id\\\": \\\"52fe4d169251416c9110a24d\\\", \\\"gender\\\": 0, \\\"id\\\": 111683, \\\"name\\\": \\\"Jason Mantzoukas\\\", \\\"order\\\": 11}, {\\\"cast_id\\\": 42, \\\"character\\\": \\\"Garf\\\", \\\"credit_id\\\": \\\"54cf6fef92514147570082cf\\\", \\\"gender\\\": 2, \\\"id\\\": 1400880, \\\"name\\\": \\\"Jerrod Carmichael\\\", \\\"order\\\": 12}, {\\\"cast_id\\\": 40, \\\"character\\\": \\\"Whitney\\\", \\\"credit_id\\\": \\\"53fd31e7c3a3684c8c0004da\\\", \\\"gender\\\": 1, \\\"id\\\": 496731, \\\"name\\\": \\\"Ali Cobrin\\\", \\\"order\\\": 13}, {\\\"cast_id\\\": 65, \\\"character\\\": \\\"Stella Radner\\\", \\\"credit_id\\\": \\\"56ca131e92514102ad003abd\\\", \\\"gender\\\": 1, \\\"id\\\": 1581096, \\\"name\\\": \\\"Elise Vargas\\\", \\\"order\\\": 14}, {\\\"cast_id\\\": 66, \\\"character\\\": \\\"Stella Radner\\\", \\\"credit_id\\\": \\\"56ca133c92514123f8001a49\\\", \\\"gender\\\": 1, \\\"id\\\": 1581097, \\\"name\\\": \\\"Zoey Vargas\\\", \\\"order\\\": 15}, {\\\"cast_id\\\": 67, \\\"character\\\": \\\"Bill Wazowkowski\\\", \\\"credit_id\\\": \\\"56ca13d692514130a9001a7d\\\", \\\"gender\\\": 2, \\\"id\\\": 54728, \\\"name\\\": \\\"Brian Huskey\\\", \\\"order\\\": 16}, {\\\"cast_id\\\": 68, \\\"character\\\": \\\"Brittany\\\", \\\"credit_id\\\": \\\"56ca1476925141172f0085da\\\", \\\"gender\\\": 1, \\\"id\\\": 1498472, \\\"name\\\": \\\"Kira Sternbach\\\", \\\"order\\\": 17}, {\\\"cast_id\\\": 80, \\\"character\\\": \\\"Rep\\\", \\\"credit_id\\\": \\\"56ca1968c3a368408c009718\\\", \\\"gender\\\": 2, \\\"id\\\": 79082, \\\"name\\\": \\\"Randall Park\\\", \\\"order\\\": 18}, {\\\"cast_id\\\": 10, \\\"character\\\": \\\"Sebastian Cremmington\\\", \\\"credit_id\\\": \\\"52fe4d169251416c9110a235\\\", \\\"gender\\\": 2, \\\"id\\\": 543505, \\\"name\\\": \\\"Jake Johnson\\\", \\\"order\\\": 19}, {\\\"cast_id\\\": 71, \\\"character\\\": \\\"Thumbsucker\\\", \\\"credit_id\\\": \\\"56ca15de92514123b8001c84\\\", \\\"gender\\\": 2, \\\"id\\\": 1581100, \\\"name\\\": \\\"Steven Michael Eich\\\", \\\"order\\\": 20}, {\\\"cast_id\\\": 69, \\\"character\\\": \\\"Rival Frat Guy #1\\\", \\\"credit_id\\\": \\\"56ca14ee92514123f8001ab5\\\", \\\"gender\\\": 2, \\\"id\\\": 1037154, \\\"name\\\": \\\"Fahim Anwar\\\", \\\"order\\\": 21}, {\\\"cast_id\\\": 70, \\\"character\\\": \\\"Rival Frat Guy #2\\\", \\\"credit_id\\\": \\\"56ca15029251411ea80089e2\\\", \\\"gender\\\": 2, \\\"id\\\": 1581098, \\\"name\\\": \\\"Ori Kalmus\\\", \\\"order\\\": 22}, {\\\"cast_id\\\": 44, \\\"character\\\": \\\"Toga #1\\\", \\\"credit_id\\\": \\\"55b08b8cc3a3682d6300ade0\\\", \\\"gender\\\": 2, \\\"id\\\": 62861, \\\"name\\\": \\\"Andy Samberg\\\", \\\"order\\\": 23}, {\\\"cast_id\\\": 72, \\\"character\\\": \\\"Toga #2\\\", \\\"credit_id\\\": \\\"56ca15ffc3a3684095008dca\\\", \\\"gender\\\": 2, \\\"id\\\": 62854, \\\"name\\\": \\\"Akiva Schaffer\\\", \\\"order\\\": 24}, {\\\"cast_id\\\": 73, \\\"character\\\": \\\"Toga #3\\\", \\\"credit_id\\\": \\\"56ca161292514102ad003b8f\\\", \\\"gender\\\": 2, \\\"id\\\": 62863, \\\"name\\\": \\\"Jorma Taccone\\\", \\\"order\\\": 25}, {\\\"cast_id\\\": 74, \\\"character\\\": \\\"Beer Pong Guy #1\\\", \\\"credit_id\\\": \\\"56ca1667c3a3684097009945\\\", \\\"gender\\\": 2, \\\"id\\\": 212604, \\\"name\\\": \\\"Adam Devine\\\", \\\"order\\\": 26}, {\\\"cast_id\\\": 75, \\\"character\\\": \\\"Beer Pong Guy #2\\\", \\\"credit_id\\\": \\\"56ca168092514123b8001cbc\\\", \\\"gender\\\": 0, \\\"id\\\": 521564, \\\"name\\\": \\\"Blake Anderson\\\", \\\"order\\\": 27}, {\\\"cast_id\\\": 76, \\\"character\\\": \\\"Beer Pong Guy #3\\\", \\\"credit_id\\\": \\\"56ca1695c3a3684095008df6\\\", \\\"gender\\\": 2, \\\"id\\\": 521563, \\\"name\\\": \\\"Anders Holm\\\", \\\"order\\\": 28}, {\\\"cast_id\\\": 83, \\\"character\\\": \\\"Wendy the Realtor\\\", \\\"credit_id\\\": \\\"57d2e8ecc3a36842910013bd\\\", 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2, \\\"id\\\": 1581102, \\\"name\\\": \\\"Casey Ford Alexander\\\", \\\"order\\\": 38}, {\\\"cast_id\\\": 85, \\\"character\\\": \\\"Alecia (uncredited)\\\", \\\"credit_id\\\": \\\"57d2e9bb9251410d1b001237\\\", \\\"gender\\\": 1, \\\"id\\\": 1158832, \\\"name\\\": \\\"Chasty Ballesteros\\\", \\\"order\\\": 39}, {\\\"cast_id\\\": 84, \\\"character\\\": \\\"Sorority Girl (uncredited)\\\", \\\"credit_id\\\": \\\"57d2e9a9c3a368427800121a\\\", \\\"gender\\\": 1, \\\"id\\\": 1676856, \\\"name\\\": \\\"Melanie Avalon\\\", \\\"order\\\": 40}, {\\\"cast_id\\\": 86, \\\"character\\\": \\\"Sorority Girl (uncredited)\\\", \\\"credit_id\\\": \\\"57d2ea1d9251410d190012d9\\\", \\\"gender\\\": 1, \\\"id\\\": 1379512, \\\"name\\\": \\\"Marianne Bourg\\\", \\\"order\\\": 41}, {\\\"cast_id\\\": 87, \\\"character\\\": \\\"Sorority Girl (uncredited)\\\", \\\"credit_id\\\": \\\"57d2ea8ec3a36842910014ce\\\", \\\"gender\\\": 1, \\\"id\\\": 1676864, \\\"name\\\": \\\"Erika Del Toro\\\", \\\"order\\\": 42}, 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\\\"57d2ecefc3a3684278001365\\\", \\\"gender\\\": 1, \\\"id\\\": 1198989, \\\"name\\\": \\\"Danika Galindo\\\", \\\"order\\\": 47}, {\\\"cast_id\\\": 93, \\\"character\\\": \\\"Sorority Girl (uncredited)\\\", \\\"credit_id\\\": \\\"57d2ed9fc3a36842850016eb\\\", \\\"gender\\\": 0, \\\"id\\\": 1203537, \\\"name\\\": \\\"Cassandra Starr\\\", \\\"order\\\": 48}, {\\\"cast_id\\\": 94, \\\"character\\\": \\\"Sorority Girl (uncredited)\\\", \\\"credit_id\\\": \\\"57d2edaf9251410d1e001529\\\", \\\"gender\\\": 1, \\\"id\\\": 1676871, \\\"name\\\": \\\"Valeria Sweet\\\", \\\"order\\\": 49}, {\\\"cast_id\\\": 95, \\\"character\\\": \\\"Sorority Girl (uncredited)\\\", \\\"credit_id\\\": \\\"596c870c9251416c38009cf6\\\", \\\"gender\\\": 1, \\\"id\\\": 592342, \\\"name\\\": \\\"Bridgetta Tomarchio\\\", \\\"order\\\": 50}]\",\n          \"[{\\\"cast_id\\\": 3, \\\"character\\\": \\\"Richard O'Connell\\\", \\\"credit_id\\\": \\\"52fe4312c3a36847f8038407\\\", \\\"gender\\\": 2, \\\"id\\\": 18269, 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Akinnuoye-Agbaje\\\", \\\"order\\\": 9}, {\\\"cast_id\\\": 19, \\\"character\\\": \\\"Izzy Buttons\\\", \\\"credit_id\\\": \\\"52fe4312c3a36847f8038453\\\", \\\"gender\\\": 2, \\\"id\\\": 30316, \\\"name\\\": \\\"Shaun Parkes\\\", \\\"order\\\": 10}, {\\\"cast_id\\\": 20, \\\"character\\\": \\\"Red\\\", \\\"credit_id\\\": \\\"52fe4312c3a36847f8038457\\\", \\\"gender\\\": 0, \\\"id\\\": 25675, \\\"name\\\": \\\"Bruce Byron\\\", \\\"order\\\": 11}, {\\\"cast_id\\\": 21, \\\"character\\\": \\\"Jacques\\\", \\\"credit_id\\\": \\\"52fe4312c3a36847f803845b\\\", \\\"gender\\\": 0, \\\"id\\\": 1010264, \\\"name\\\": \\\"Joe Dixon\\\", \\\"order\\\": 12}, {\\\"cast_id\\\": 22, \\\"character\\\": \\\"Spivey\\\", \\\"credit_id\\\": \\\"52fe4312c3a36847f803845f\\\", \\\"gender\\\": 2, \\\"id\\\": 208211, \\\"name\\\": \\\"Thomas Fisher\\\", \\\"order\\\": 13}, {\\\"cast_id\\\": 23, \\\"character\\\": \\\"Pharaoh Seti I\\\", \\\"credit_id\\\": \\\"52fe4312c3a36847f8038463\\\", \\\"gender\\\": 2, \\\"id\\\": 25808, \\\"name\\\": \\\"Aharon Ipal\\\\u00e9\\\", \\\"order\\\": 14}, {\\\"cast_id\\\": 24, \\\"character\\\": \\\"Shafek\\\", \\\"credit_id\\\": \\\"52fe4312c3a36847f8038467\\\", \\\"gender\\\": 0, \\\"id\\\": 178631, \\\"name\\\": \\\"Quill Roberts\\\", \\\"order\\\": 15}, {\\\"cast_id\\\": 25, \\\"character\\\": \\\"Showgirl with Jonathan\\\", \\\"credit_id\\\": \\\"52fe4312c3a36847f803846b\\\", \\\"gender\\\": 1, \\\"id\\\": 120886, \\\"name\\\": \\\"Donna Air\\\", \\\"order\\\": 16}, {\\\"cast_id\\\": 26, \\\"character\\\": \\\"Mountain of Flesh\\\", \\\"credit_id\\\": \\\"52fe4312c3a36847f803846f\\\", \\\"gender\\\": 0, \\\"id\\\": 1077874, \\\"name\\\": \\\"Trevor Lovell\\\", \\\"order\\\": 17}, {\\\"cast_id\\\": 30, \\\"character\\\": \\\"Spivey\\\", \\\"credit_id\\\": \\\"536222b20e0a2649a900146a\\\", \\\"gender\\\": 0, \\\"id\\\": 27678, \\\"name\\\": \\\"Tom Fisher\\\", \\\"order\\\": 18}]\",\n          \"[{\\\"cast_id\\\": 13, \\\"character\\\": \\\"Major Alan 'Dutch' Schaeffer\\\", \\\"credit_id\\\": \\\"52fe4218c3a36847f8003b53\\\", \\\"gender\\\": 2, \\\"id\\\": 1100, \\\"name\\\": \\\"Arnold Schwarzenegger\\\", \\\"order\\\": 0}, {\\\"cast_id\\\": 14, \\\"character\\\": \\\"Major George Dillon\\\", \\\"credit_id\\\": \\\"52fe4218c3a36847f8003b57\\\", \\\"gender\\\": 0, \\\"id\\\": 1101, \\\"name\\\": \\\"Carl Weathers\\\", \\\"order\\\": 1}, {\\\"cast_id\\\": 15, \\\"character\\\": \\\"Anna\\\", \\\"credit_id\\\": \\\"52fe4218c3a36847f8003b5b\\\", \\\"gender\\\": 1, \\\"id\\\": 1102, \\\"name\\\": \\\"Elpidia Carrillo\\\", \\\"order\\\": 2}, {\\\"cast_id\\\": 16, \\\"character\\\": \\\"Sergeant 'Mac' Eliot\\\", \\\"credit_id\\\": \\\"52fe4218c3a36847f8003b5f\\\", \\\"gender\\\": 2, \\\"id\\\": 1103, \\\"name\\\": \\\"Bill Duke\\\", \\\"order\\\": 3}, {\\\"cast_id\\\": 17, \\\"character\\\": \\\"Blain\\\", \\\"credit_id\\\": \\\"52fe4218c3a36847f8003b63\\\", \\\"gender\\\": 2, \\\"id\\\": 1104, \\\"name\\\": \\\"Jesse Ventura\\\", \\\"order\\\": 4}, {\\\"cast_id\\\": 18, \\\"character\\\": \\\"Billy\\\", \\\"credit_id\\\": \\\"52fe4218c3a36847f8003b67\\\", \\\"gender\\\": 2, \\\"id\\\": 1105, \\\"name\\\": \\\"Sonny Landham\\\", \\\"order\\\": 5}, {\\\"cast_id\\\": 19, \\\"character\\\": \\\"Poncho Ramirez\\\", \\\"credit_id\\\": \\\"52fe4218c3a36847f8003b6b\\\", \\\"gender\\\": 2, \\\"id\\\": 1106, \\\"name\\\": \\\"Richard Chaves\\\", \\\"order\\\": 6}, {\\\"cast_id\\\": 20, \\\"character\\\": \\\"General Phillips\\\", \\\"credit_id\\\": \\\"52fe4218c3a36847f8003b6f\\\", \\\"gender\\\": 2, \\\"id\\\": 1107, \\\"name\\\": \\\"R. 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Marsh\\\"}, {\\\"credit_id\\\": \\\"58dd10b2c3a368228300b588\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 1763970, \\\"job\\\": \\\"Casting Assistant\\\", \\\"name\\\": \\\"Nadia Lubbe Simon\\\"}, {\\\"credit_id\\\": \\\"58dd1052925141413c00beac\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 1786614, \\\"job\\\": \\\"Casting Associate\\\", \\\"name\\\": \\\"Diana Jaher\\\"}, {\\\"credit_id\\\": \\\"58dd11d5c3a368229d00b6a0\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 0, \\\"id\\\": 1786616, \\\"job\\\": \\\"Location Manager\\\", \\\"name\\\": \\\"Craig W. van Gundy\\\"}, {\\\"credit_id\\\": \\\"58dd1254c3a368227300c1e6\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 1786618, \\\"job\\\": \\\"Production Coordinator\\\", \\\"name\\\": \\\"Kris Fullan Martinez\\\"}, {\\\"credit_id\\\": \\\"599042f4c3a368744202aefa\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 1868861, \\\"job\\\": \\\"Painter\\\", \\\"name\\\": \\\"Joe A. Hawthorne\\\"}, {\\\"credit_id\\\": \\\"5990448e925141675f02afa7\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 0, \\\"id\\\": 1868865, \\\"job\\\": \\\"Propmaker\\\", \\\"name\\\": \\\"Robert McDonald\\\"}, {\\\"credit_id\\\": \\\"59904571925141670b02c572\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 0, \\\"id\\\": 1868867, \\\"job\\\": \\\"Propmaker\\\", \\\"name\\\": \\\"Robert Prchal\\\"}, {\\\"credit_id\\\": \\\"599045da925141673902a9d7\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 0, \\\"id\\\": 1868868, \\\"job\\\": \\\"Propmaker\\\", \\\"name\\\": \\\"Hal Schlax\\\"}, {\\\"credit_id\\\": \\\"59904c34925141675f02b8bc\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 2, \\\"id\\\": 1868877, \\\"job\\\": \\\"Stunt Coordinator\\\", \\\"name\\\": \\\"John Molo\\\"}, {\\\"credit_id\\\": \\\"59904cac925141673e02d7a8\\\", \\\"department\\\": \\\"Camera\\\", \\\"gender\\\": 0, \\\"id\\\": 1868878, \\\"job\\\": \\\"Camera Operator\\\", \\\"name\\\": \\\"Todd Dos Reis\\\"}, {\\\"credit_id\\\": \\\"59904d04925141676602ba9a\\\", \\\"department\\\": \\\"Camera\\\", \\\"gender\\\": 0, \\\"id\\\": 1868879, \\\"job\\\": \\\"Dolly Grip\\\", \\\"name\\\": \\\"Jason D. Hodges\\\"}, {\\\"credit_id\\\": \\\"59904d3bc3a36874b402a4b0\\\", \\\"department\\\": \\\"Camera\\\", \\\"gender\\\": 0, \\\"id\\\": 1868880, \\\"job\\\": \\\"Key Grip\\\", \\\"name\\\": \\\"Mike Hodges\\\"}, {\\\"credit_id\\\": \\\"59904df0925141672302c7da\\\", \\\"department\\\": \\\"Lighting\\\", \\\"gender\\\": 0, \\\"id\\\": 1868881, \\\"job\\\": \\\"Gaffer\\\", \\\"name\\\": \\\"Kal Manning\\\"}, {\\\"credit_id\\\": \\\"59904ede925141675f02bbe6\\\", \\\"department\\\": \\\"Camera\\\", \\\"gender\\\": 0, \\\"id\\\": 1868889, \\\"job\\\": \\\"Dolly Grip\\\", \\\"name\\\": \\\"Larry McCarron\\\"}, {\\\"credit_id\\\": \\\"59905109925141673e02dcde\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 0, \\\"id\\\": 1868892, \\\"job\\\": \\\"Music Editor\\\", \\\"name\\\": \\\"Kim Strand\\\"}]\",\n          \"[{\\\"credit_id\\\": \\\"52fe45589251416c9102f1af\\\", \\\"department\\\": \\\"Directing\\\", \\\"gender\\\": 2, \\\"id\\\": 5281, \\\"job\\\": \\\"Director\\\", \\\"name\\\": \\\"Spike Lee\\\"}, {\\\"credit_id\\\": \\\"578525bd92514137c20047ee\\\", \\\"department\\\": \\\"Writing\\\", \\\"gender\\\": 1, \\\"id\\\": 13602, \\\"job\\\": \\\"Writer\\\", \\\"name\\\": \\\"Joie Lee\\\"}, {\\\"credit_id\\\": \\\"52fe45589251416c9102f1b5\\\", \\\"department\\\": \\\"Writing\\\", \\\"gender\\\": 2, \\\"id\\\": 13603, \\\"job\\\": \\\"Writer\\\", \\\"name\\\": \\\"Cinqu\\\\u00e9 Lee\\\"}]\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 14
        }
      ],
      "source": [
        "#converting string to list (Keywords)\n",
        "movies['keywords']=movies['keywords'].apply(convert)\n",
        "movies.head()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 15,
      "metadata": {
        "id": "4RYKNyKOhaVN",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 379
        },
        "outputId": "251b632e-735e-4197-ea0c-b46ba9418147"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "   movie_id                                     title  \\\n",
              "0     19995                                    Avatar   \n",
              "1       285  Pirates of the Caribbean: At World's End   \n",
              "2    206647                                   Spectre   \n",
              "3     49026                     The Dark Knight Rises   \n",
              "4     49529                               John Carter   \n",
              "\n",
              "                                            overview  \\\n",
              "0  In the 22nd century, a paraplegic Marine is di...   \n",
              "1  Captain Barbossa, long believed to be dead, ha...   \n",
              "2  A cryptic message from Bond’s past sends him o...   \n",
              "3  Following the death of District Attorney Harve...   \n",
              "4  John Carter is a war-weary, former military ca...   \n",
              "\n",
              "                                          genres  \\\n",
              "0  [Action, Adventure, Fantasy, Science Fiction]   \n",
              "1                   [Adventure, Fantasy, Action]   \n",
              "2                     [Action, Adventure, Crime]   \n",
              "3               [Action, Crime, Drama, Thriller]   \n",
              "4           [Action, Adventure, Science Fiction]   \n",
              "\n",
              "                                            keywords  \\\n",
              "0  [culture clash, future, space war, space colon...   \n",
              "1  [ocean, drug abuse, exotic island, east india ...   \n",
              "2  [spy, based on novel, secret agent, sequel, mi...   \n",
              "3  [dc comics, crime fighter, terrorist, secret i...   \n",
              "4  [based on novel, mars, medallion, space travel...   \n",
              "\n",
              "                                               cast  \\\n",
              "0  [Sam Worthington, Zoe Saldana, Sigourney Weaver]   \n",
              "1     [Johnny Depp, Orlando Bloom, Keira Knightley]   \n",
              "2      [Daniel Craig, Christoph Waltz, Léa Seydoux]   \n",
              "3      [Christian Bale, Michael Caine, Gary Oldman]   \n",
              "4    [Taylor Kitsch, Lynn Collins, Samantha Morton]   \n",
              "\n",
              "                                                crew  \n",
              "0  [{\"credit_id\": \"52fe48009251416c750aca23\", \"de...  \n",
              "1  [{\"credit_id\": \"52fe4232c3a36847f800b579\", \"de...  \n",
              "2  [{\"credit_id\": \"54805967c3a36829b5002c41\", \"de...  \n",
              "3  [{\"credit_id\": \"52fe4781c3a36847f81398c3\", \"de...  \n",
              "4  [{\"credit_id\": \"52fe479ac3a36847f813eaa3\", \"de...  "
            ],
            "text/html": [
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              "      <th></th>\n",
              "      <th>movie_id</th>\n",
              "      <th>title</th>\n",
              "      <th>overview</th>\n",
              "      <th>genres</th>\n",
              "      <th>keywords</th>\n",
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              "      <th>0</th>\n",
              "      <td>19995</td>\n",
              "      <td>Avatar</td>\n",
              "      <td>In the 22nd century, a paraplegic Marine is di...</td>\n",
              "      <td>[Action, Adventure, Fantasy, Science Fiction]</td>\n",
              "      <td>[culture clash, future, space war, space colon...</td>\n",
              "      <td>[Sam Worthington, Zoe Saldana, Sigourney Weaver]</td>\n",
              "      <td>[{\"credit_id\": \"52fe48009251416c750aca23\", \"de...</td>\n",
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              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>285</td>\n",
              "      <td>Pirates of the Caribbean: At World's End</td>\n",
              "      <td>Captain Barbossa, long believed to be dead, ha...</td>\n",
              "      <td>[Adventure, Fantasy, Action]</td>\n",
              "      <td>[ocean, drug abuse, exotic island, east india ...</td>\n",
              "      <td>[Johnny Depp, Orlando Bloom, Keira Knightley]</td>\n",
              "      <td>[{\"credit_id\": \"52fe4232c3a36847f800b579\", \"de...</td>\n",
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              "      <td>206647</td>\n",
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              "      <td>[Action, Adventure, Crime]</td>\n",
              "      <td>[spy, based on novel, secret agent, sequel, mi...</td>\n",
              "      <td>[Daniel Craig, Christoph Waltz, Léa Seydoux]</td>\n",
              "      <td>[{\"credit_id\": \"54805967c3a36829b5002c41\", \"de...</td>\n",
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              "      <td>49026</td>\n",
              "      <td>The Dark Knight Rises</td>\n",
              "      <td>Following the death of District Attorney Harve...</td>\n",
              "      <td>[Action, Crime, Drama, Thriller]</td>\n",
              "      <td>[dc comics, crime fighter, terrorist, secret i...</td>\n",
              "      <td>[Christian Bale, Michael Caine, Gary Oldman]</td>\n",
              "      <td>[{\"credit_id\": \"52fe4781c3a36847f81398c3\", \"de...</td>\n",
              "    </tr>\n",
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              "      <th>4</th>\n",
              "      <td>49529</td>\n",
              "      <td>John Carter</td>\n",
              "      <td>John Carter is a war-weary, former military ca...</td>\n",
              "      <td>[Action, Adventure, Science Fiction]</td>\n",
              "      <td>[based on novel, mars, medallion, space travel...</td>\n",
              "      <td>[Taylor Kitsch, Lynn Collins, Samantha Morton]</td>\n",
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              "            title=\"Convert this dataframe to an interactive table.\"\n",
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              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
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              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "    <script>\n",
              "      const buttonEl =\n",
              "        document.querySelector('#df-dff6fe99-7c8b-4a92-87d2-a5c13684b9a7 button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-dff6fe99-7c8b-4a92-87d2-a5c13684b9a7');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
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              "\n",
              "\n",
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              "            title=\"Suggest charts\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
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              "    </g>\n",
              "</svg>\n",
              "  </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "      --bg-color: #E8F0FE;\n",
              "      --fill-color: #1967D2;\n",
              "      --hover-bg-color: #E2EBFA;\n",
              "      --hover-fill-color: #174EA6;\n",
              "      --disabled-fill-color: #AAA;\n",
              "      --disabled-bg-color: #DDD;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "      --bg-color: #3B4455;\n",
              "      --fill-color: #D2E3FC;\n",
              "      --hover-bg-color: #434B5C;\n",
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              "      --disabled-fill-color: #666;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart {\n",
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              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
              "    box-shadow: none;\n",
              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
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              "    20% {\n",
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              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-69d3d270-67a7-4421-bdf6-b4fe09adb2d5 button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
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            "application/vnd.google.colaboratory.intrinsic+json": {
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\\\"Special Effects Coordinator\\\", \\\"name\\\": \\\"Alan E. Lorimer\\\"}, {\\\"credit_id\\\": \\\"59904427925141675902acc6\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 1451398, \\\"job\\\": \\\"Greensman\\\", \\\"name\\\": \\\"Bryan McBrien\\\"}, {\\\"credit_id\\\": \\\"59904629c3a368744202b2d6\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 1453276, \\\"job\\\": \\\"Construction Coordinator\\\", \\\"name\\\": \\\"Butch West\\\"}, {\\\"credit_id\\\": \\\"599034bcc3a3687493027d17\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 2, \\\"id\\\": 1454647, \\\"job\\\": \\\"Creator\\\", \\\"name\\\": \\\"Hugh Lofting\\\"}, {\\\"credit_id\\\": \\\"58dd11f1c3a36822ae00bc75\\\", \\\"department\\\": \\\"Directing\\\", \\\"gender\\\": 1, \\\"id\\\": 1457729, \\\"job\\\": \\\"Script Supervisor\\\", \\\"name\\\": \\\"Nancy Karlin\\\"}, {\\\"credit_id\\\": \\\"59904a8d925141675f02b6d8\\\", \\\"department\\\": \\\"Visual Effects\\\", \\\"gender\\\": 0, \\\"id\\\": 1496418, \\\"job\\\": \\\"Visual Effects Coordinator\\\", \\\"name\\\": \\\"Mitchell Ferm\\\"}, {\\\"credit_id\\\": \\\"599050e6925141674c02beef\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 2, \\\"id\\\": 1550058, \\\"job\\\": \\\"Music Editor\\\", \\\"name\\\": \\\"Jim Harrison\\\"}, {\\\"credit_id\\\": \\\"58dd11b0c3a368223e00b7db\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 1585159, \\\"job\\\": \\\"Location Scout\\\", \\\"name\\\": \\\"Jasan Sherman\\\"}, {\\\"credit_id\\\": \\\"5990453a925141673902a8ec\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 1586888, \\\"job\\\": \\\"Sculptor\\\", \\\"name\\\": \\\"Thomas Meikle\\\"}, {\\\"credit_id\\\": \\\"5990506dc3a368747302c6e3\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 0, \\\"id\\\": 1587383, \\\"job\\\": \\\"Music Supervisor\\\", \\\"name\\\": \\\"Spring Aspers\\\"}, {\\\"credit_id\\\": \\\"59904fbb925141672302c9ed\\\", \\\"department\\\": \\\"Costume & Make-Up\\\", \\\"gender\\\": 0, \\\"id\\\": 1610228, \\\"job\\\": \\\"Key Costumer\\\", \\\"name\\\": \\\"Craig Anthony\\\"}, {\\\"credit_id\\\": \\\"599047e3925141674c02b4cf\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 2, \\\"id\\\": 1737829, \\\"job\\\": \\\"Boom Operator\\\", \\\"name\\\": \\\"Harrison D. Marsh\\\"}, {\\\"credit_id\\\": \\\"58dd10b2c3a368228300b588\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 1763970, \\\"job\\\": \\\"Casting Assistant\\\", \\\"name\\\": \\\"Nadia Lubbe Simon\\\"}, {\\\"credit_id\\\": \\\"58dd1052925141413c00beac\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 1786614, \\\"job\\\": \\\"Casting Associate\\\", \\\"name\\\": \\\"Diana Jaher\\\"}, {\\\"credit_id\\\": \\\"58dd11d5c3a368229d00b6a0\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 0, \\\"id\\\": 1786616, \\\"job\\\": \\\"Location Manager\\\", \\\"name\\\": \\\"Craig W. van Gundy\\\"}, {\\\"credit_id\\\": \\\"58dd1254c3a368227300c1e6\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 1786618, \\\"job\\\": \\\"Production Coordinator\\\", \\\"name\\\": \\\"Kris Fullan Martinez\\\"}, {\\\"credit_id\\\": \\\"599042f4c3a368744202aefa\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 1868861, \\\"job\\\": \\\"Painter\\\", \\\"name\\\": \\\"Joe A. Hawthorne\\\"}, {\\\"credit_id\\\": \\\"5990448e925141675f02afa7\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 0, \\\"id\\\": 1868865, \\\"job\\\": \\\"Propmaker\\\", \\\"name\\\": \\\"Robert McDonald\\\"}, {\\\"credit_id\\\": \\\"59904571925141670b02c572\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 0, \\\"id\\\": 1868867, \\\"job\\\": \\\"Propmaker\\\", \\\"name\\\": \\\"Robert Prchal\\\"}, {\\\"credit_id\\\": \\\"599045da925141673902a9d7\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 0, \\\"id\\\": 1868868, \\\"job\\\": \\\"Propmaker\\\", \\\"name\\\": \\\"Hal Schlax\\\"}, {\\\"credit_id\\\": \\\"59904c34925141675f02b8bc\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 2, \\\"id\\\": 1868877, \\\"job\\\": \\\"Stunt Coordinator\\\", \\\"name\\\": \\\"John Molo\\\"}, {\\\"credit_id\\\": \\\"59904cac925141673e02d7a8\\\", \\\"department\\\": \\\"Camera\\\", \\\"gender\\\": 0, \\\"id\\\": 1868878, \\\"job\\\": \\\"Camera Operator\\\", \\\"name\\\": \\\"Todd Dos Reis\\\"}, {\\\"credit_id\\\": \\\"59904d04925141676602ba9a\\\", \\\"department\\\": \\\"Camera\\\", \\\"gender\\\": 0, \\\"id\\\": 1868879, \\\"job\\\": \\\"Dolly Grip\\\", \\\"name\\\": \\\"Jason D. Hodges\\\"}, {\\\"credit_id\\\": \\\"59904d3bc3a36874b402a4b0\\\", \\\"department\\\": \\\"Camera\\\", \\\"gender\\\": 0, \\\"id\\\": 1868880, \\\"job\\\": \\\"Key Grip\\\", \\\"name\\\": \\\"Mike Hodges\\\"}, {\\\"credit_id\\\": \\\"59904df0925141672302c7da\\\", \\\"department\\\": \\\"Lighting\\\", \\\"gender\\\": 0, \\\"id\\\": 1868881, \\\"job\\\": \\\"Gaffer\\\", \\\"name\\\": \\\"Kal Manning\\\"}, {\\\"credit_id\\\": \\\"59904ede925141675f02bbe6\\\", \\\"department\\\": \\\"Camera\\\", \\\"gender\\\": 0, \\\"id\\\": 1868889, \\\"job\\\": \\\"Dolly Grip\\\", \\\"name\\\": \\\"Larry McCarron\\\"}, {\\\"credit_id\\\": \\\"59905109925141673e02dcde\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 0, \\\"id\\\": 1868892, \\\"job\\\": \\\"Music Editor\\\", \\\"name\\\": \\\"Kim Strand\\\"}]\",\n          \"[{\\\"credit_id\\\": \\\"52fe45589251416c9102f1af\\\", \\\"department\\\": \\\"Directing\\\", \\\"gender\\\": 2, \\\"id\\\": 5281, \\\"job\\\": \\\"Director\\\", \\\"name\\\": \\\"Spike Lee\\\"}, {\\\"credit_id\\\": \\\"578525bd92514137c20047ee\\\", \\\"department\\\": \\\"Writing\\\", \\\"gender\\\": 1, \\\"id\\\": 13602, \\\"job\\\": \\\"Writer\\\", \\\"name\\\": \\\"Joie Lee\\\"}, {\\\"credit_id\\\": \\\"52fe45589251416c9102f1b5\\\", \\\"department\\\": \\\"Writing\\\", \\\"gender\\\": 2, \\\"id\\\": 13603, \\\"job\\\": \\\"Writer\\\", \\\"name\\\": \\\"Cinqu\\\\u00e9 Lee\\\"}]\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 15
        }
      ],
      "source": [
        "#picking only 3 dictionaries from cast\n",
        "def convert3(obj):\n",
        "  L=[]\n",
        "  counter=0\n",
        "  for i in ast.literal_eval(obj):\n",
        "    if counter!=3:\n",
        "      L.append(i['name'])\n",
        "      counter+=1\n",
        "    else:\n",
        "      break\n",
        "  return L\n",
        "movies['cast']=movies['cast'].apply(convert3)\n",
        "movies.head()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 16,
      "metadata": {
        "id": "xp-mwu7DlsTv",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 345
        },
        "outputId": "3fd81b2f-0b95-4dab-865c-cfee4682ab85"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "   movie_id                                     title  \\\n",
              "0     19995                                    Avatar   \n",
              "1       285  Pirates of the Caribbean: At World's End   \n",
              "2    206647                                   Spectre   \n",
              "3     49026                     The Dark Knight Rises   \n",
              "4     49529                               John Carter   \n",
              "\n",
              "                                            overview  \\\n",
              "0  In the 22nd century, a paraplegic Marine is di...   \n",
              "1  Captain Barbossa, long believed to be dead, ha...   \n",
              "2  A cryptic message from Bond’s past sends him o...   \n",
              "3  Following the death of District Attorney Harve...   \n",
              "4  John Carter is a war-weary, former military ca...   \n",
              "\n",
              "                                          genres  \\\n",
              "0  [Action, Adventure, Fantasy, Science Fiction]   \n",
              "1                   [Adventure, Fantasy, Action]   \n",
              "2                     [Action, Adventure, Crime]   \n",
              "3               [Action, Crime, Drama, Thriller]   \n",
              "4           [Action, Adventure, Science Fiction]   \n",
              "\n",
              "                                            keywords  \\\n",
              "0  [culture clash, future, space war, space colon...   \n",
              "1  [ocean, drug abuse, exotic island, east india ...   \n",
              "2  [spy, based on novel, secret agent, sequel, mi...   \n",
              "3  [dc comics, crime fighter, terrorist, secret i...   \n",
              "4  [based on novel, mars, medallion, space travel...   \n",
              "\n",
              "                                               cast                 crew  \n",
              "0  [Sam Worthington, Zoe Saldana, Sigourney Weaver]      [James Cameron]  \n",
              "1     [Johnny Depp, Orlando Bloom, Keira Knightley]     [Gore Verbinski]  \n",
              "2      [Daniel Craig, Christoph Waltz, Léa Seydoux]         [Sam Mendes]  \n",
              "3      [Christian Bale, Michael Caine, Gary Oldman]  [Christopher Nolan]  \n",
              "4    [Taylor Kitsch, Lynn Collins, Samantha Morton]     [Andrew Stanton]  "
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-7f6581f8-2b3d-41f7-9a77-25582242878b\" class=\"colab-df-container\">\n",
              "    <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>movie_id</th>\n",
              "      <th>title</th>\n",
              "      <th>overview</th>\n",
              "      <th>genres</th>\n",
              "      <th>keywords</th>\n",
              "      <th>cast</th>\n",
              "      <th>crew</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>19995</td>\n",
              "      <td>Avatar</td>\n",
              "      <td>In the 22nd century, a paraplegic Marine is di...</td>\n",
              "      <td>[Action, Adventure, Fantasy, Science Fiction]</td>\n",
              "      <td>[culture clash, future, space war, space colon...</td>\n",
              "      <td>[Sam Worthington, Zoe Saldana, Sigourney Weaver]</td>\n",
              "      <td>[James Cameron]</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>285</td>\n",
              "      <td>Pirates of the Caribbean: At World's End</td>\n",
              "      <td>Captain Barbossa, long believed to be dead, ha...</td>\n",
              "      <td>[Adventure, Fantasy, Action]</td>\n",
              "      <td>[ocean, drug abuse, exotic island, east india ...</td>\n",
              "      <td>[Johnny Depp, Orlando Bloom, Keira Knightley]</td>\n",
              "      <td>[Gore Verbinski]</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>206647</td>\n",
              "      <td>Spectre</td>\n",
              "      <td>A cryptic message from Bond’s past sends him o...</td>\n",
              "      <td>[Action, Adventure, Crime]</td>\n",
              "      <td>[spy, based on novel, secret agent, sequel, mi...</td>\n",
              "      <td>[Daniel Craig, Christoph Waltz, Léa Seydoux]</td>\n",
              "      <td>[Sam Mendes]</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>49026</td>\n",
              "      <td>The Dark Knight Rises</td>\n",
              "      <td>Following the death of District Attorney Harve...</td>\n",
              "      <td>[Action, Crime, Drama, Thriller]</td>\n",
              "      <td>[dc comics, crime fighter, terrorist, secret i...</td>\n",
              "      <td>[Christian Bale, Michael Caine, Gary Oldman]</td>\n",
              "      <td>[Christopher Nolan]</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>49529</td>\n",
              "      <td>John Carter</td>\n",
              "      <td>John Carter is a war-weary, former military ca...</td>\n",
              "      <td>[Action, Adventure, Science Fiction]</td>\n",
              "      <td>[based on novel, mars, medallion, space travel...</td>\n",
              "      <td>[Taylor Kitsch, Lynn Collins, Samantha Morton]</td>\n",
              "      <td>[Andrew Stanton]</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-7f6581f8-2b3d-41f7-9a77-25582242878b')\"\n",
              "            title=\"Convert this dataframe to an interactive table.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
              "  </svg>\n",
              "    </button>\n",
              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "    <script>\n",
              "      const buttonEl =\n",
              "        document.querySelector('#df-7f6581f8-2b3d-41f7-9a77-25582242878b button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-7f6581f8-2b3d-41f7-9a77-25582242878b');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
              "      }\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "\n",
              "<div id=\"df-e23c06f4-9060-42c9-9f7c-40cc85cb3842\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-e23c06f4-9060-42c9-9f7c-40cc85cb3842')\"\n",
              "            title=\"Suggest charts\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "     width=\"24px\">\n",
              "    <g>\n",
              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
              "    </g>\n",
              "</svg>\n",
              "  </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "      --bg-color: #E8F0FE;\n",
              "      --fill-color: #1967D2;\n",
              "      --hover-bg-color: #E2EBFA;\n",
              "      --hover-fill-color: #174EA6;\n",
              "      --disabled-fill-color: #AAA;\n",
              "      --disabled-bg-color: #DDD;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "      --bg-color: #3B4455;\n",
              "      --fill-color: #D2E3FC;\n",
              "      --hover-bg-color: #434B5C;\n",
              "      --hover-fill-color: #FFFFFF;\n",
              "      --disabled-bg-color: #3B4455;\n",
              "      --disabled-fill-color: #666;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart {\n",
              "    background-color: var(--bg-color);\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: var(--fill-color);\n",
              "    height: 32px;\n",
              "    padding: 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
              "    box-shadow: none;\n",
              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
              "    }\n",
              "    20% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    30% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    40% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-e23c06f4-9060-42c9-9f7c-40cc85cb3842 button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "movies",
              "summary": "{\n  \"name\": \"movies\",\n  \"rows\": 4809,\n  \"fields\": [\n    {\n      \"column\": \"movie_id\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 88653,\n        \"min\": 5,\n        \"max\": 459488,\n        \"num_unique_values\": 4803,\n        \"samples\": [\n          8427,\n          15581,\n          2013\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"title\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 4800,\n        \"samples\": [\n          \"I Spy\",\n          \"Who's Your Caddy?\",\n          \"Sleepover\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"overview\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 4800,\n        \"samples\": [\n          \"When the Switchblade, the most sophisticated prototype stealth fighter created yet, is stolen from the U.S. government, one of the United States' top spies, Alex Scott, is called to action. What he doesn't expect is to get teamed up with a cocky civilian, World Class Boxing Champion Kelly Robinson, on a dangerous top secret espionage mission. Their assignment: using equal parts skill and humor, catch Arnold Gundars, one of the world's most successful arms dealers.\",\n          \"In 1931, three aboriginal girls escape after being plucked from their homes to be trained as domestic staff and set off on a trek across the Outback.\",\n          \"Kyle Fisher has one last night to celebrate life as a single man before marrying Laura, so he sets out to Vegas with four of his best buddies. But a drug and alcohol filled night on the town with a stripper who goes all the way, turns into a cold night in the desert with shovels when the stripper goes all the way into a body bag after dying in their bathroom. And that's just the first of the bodies to pile up before Kyle can walk down the aisle...\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"genres\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"keywords\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"cast\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"crew\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 16
        }
      ],
      "source": [
        "#work on crew and choosing job as director\n",
        "def fetch_director(obj):\n",
        "  L=[]\n",
        "  for i in ast.literal_eval(obj):\n",
        "    if i['job']=='Director':\n",
        "      L.append(i['name'])\n",
        "      break\n",
        "  return L\n",
        "movies['crew']=movies['crew'].apply(fetch_director)\n",
        "movies.head()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 17,
      "metadata": {
        "id": "N8WAfOk-mVSa",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 345
        },
        "outputId": "cf08b328-c7b3-4318-a738-c5f0f144361a"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "   movie_id                                     title  \\\n",
              "0     19995                                    Avatar   \n",
              "1       285  Pirates of the Caribbean: At World's End   \n",
              "2    206647                                   Spectre   \n",
              "3     49026                     The Dark Knight Rises   \n",
              "4     49529                               John Carter   \n",
              "\n",
              "                                            overview  \\\n",
              "0  [In, the, 22nd, century,, a, paraplegic, Marin...   \n",
              "1  [Captain, Barbossa,, long, believed, to, be, d...   \n",
              "2  [A, cryptic, message, from, Bond’s, past, send...   \n",
              "3  [Following, the, death, of, District, Attorney...   \n",
              "4  [John, Carter, is, a, war-weary,, former, mili...   \n",
              "\n",
              "                                          genres  \\\n",
              "0  [Action, Adventure, Fantasy, Science Fiction]   \n",
              "1                   [Adventure, Fantasy, Action]   \n",
              "2                     [Action, Adventure, Crime]   \n",
              "3               [Action, Crime, Drama, Thriller]   \n",
              "4           [Action, Adventure, Science Fiction]   \n",
              "\n",
              "                                            keywords  \\\n",
              "0  [culture clash, future, space war, space colon...   \n",
              "1  [ocean, drug abuse, exotic island, east india ...   \n",
              "2  [spy, based on novel, secret agent, sequel, mi...   \n",
              "3  [dc comics, crime fighter, terrorist, secret i...   \n",
              "4  [based on novel, mars, medallion, space travel...   \n",
              "\n",
              "                                               cast                 crew  \n",
              "0  [Sam Worthington, Zoe Saldana, Sigourney Weaver]      [James Cameron]  \n",
              "1     [Johnny Depp, Orlando Bloom, Keira Knightley]     [Gore Verbinski]  \n",
              "2      [Daniel Craig, Christoph Waltz, Léa Seydoux]         [Sam Mendes]  \n",
              "3      [Christian Bale, Michael Caine, Gary Oldman]  [Christopher Nolan]  \n",
              "4    [Taylor Kitsch, Lynn Collins, Samantha Morton]     [Andrew Stanton]  "
            ],
            "text/html": [
              "\n",
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              "    <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
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              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>movie_id</th>\n",
              "      <th>title</th>\n",
              "      <th>overview</th>\n",
              "      <th>genres</th>\n",
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              "      <th>crew</th>\n",
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              "      <th>0</th>\n",
              "      <td>19995</td>\n",
              "      <td>Avatar</td>\n",
              "      <td>[In, the, 22nd, century,, a, paraplegic, Marin...</td>\n",
              "      <td>[Action, Adventure, Fantasy, Science Fiction]</td>\n",
              "      <td>[culture clash, future, space war, space colon...</td>\n",
              "      <td>[Sam Worthington, Zoe Saldana, Sigourney Weaver]</td>\n",
              "      <td>[James Cameron]</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>285</td>\n",
              "      <td>Pirates of the Caribbean: At World's End</td>\n",
              "      <td>[Captain, Barbossa,, long, believed, to, be, d...</td>\n",
              "      <td>[Adventure, Fantasy, Action]</td>\n",
              "      <td>[ocean, drug abuse, exotic island, east india ...</td>\n",
              "      <td>[Johnny Depp, Orlando Bloom, Keira Knightley]</td>\n",
              "      <td>[Gore Verbinski]</td>\n",
              "    </tr>\n",
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              "      <th>2</th>\n",
              "      <td>206647</td>\n",
              "      <td>Spectre</td>\n",
              "      <td>[A, cryptic, message, from, Bond’s, past, send...</td>\n",
              "      <td>[Action, Adventure, Crime]</td>\n",
              "      <td>[spy, based on novel, secret agent, sequel, mi...</td>\n",
              "      <td>[Daniel Craig, Christoph Waltz, Léa Seydoux]</td>\n",
              "      <td>[Sam Mendes]</td>\n",
              "    </tr>\n",
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              "      <td>49026</td>\n",
              "      <td>The Dark Knight Rises</td>\n",
              "      <td>[Following, the, death, of, District, Attorney...</td>\n",
              "      <td>[Action, Crime, Drama, Thriller]</td>\n",
              "      <td>[dc comics, crime fighter, terrorist, secret i...</td>\n",
              "      <td>[Christian Bale, Michael Caine, Gary Oldman]</td>\n",
              "      <td>[Christopher Nolan]</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>49529</td>\n",
              "      <td>John Carter</td>\n",
              "      <td>[John, Carter, is, a, war-weary,, former, mili...</td>\n",
              "      <td>[Action, Adventure, Science Fiction]</td>\n",
              "      <td>[based on novel, mars, medallion, space travel...</td>\n",
              "      <td>[Taylor Kitsch, Lynn Collins, Samantha Morton]</td>\n",
              "      <td>[Andrew Stanton]</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
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              "    <div class=\"colab-df-buttons\">\n",
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              "            title=\"Convert this dataframe to an interactive table.\"\n",
              "            style=\"display:none;\">\n",
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              "  </svg>\n",
              "    </button>\n",
              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "    <script>\n",
              "      const buttonEl =\n",
              "        document.querySelector('#df-3197b2ac-0bb7-4986-bf5e-c2479c360c5c button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-3197b2ac-0bb7-4986-bf5e-c2479c360c5c');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
              "      }\n",
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              "\n",
              "\n",
              "<div id=\"df-51942b4d-7e99-44e4-ba8d-ecbd299aac48\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-51942b4d-7e99-44e4-ba8d-ecbd299aac48')\"\n",
              "            title=\"Suggest charts\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "     width=\"24px\">\n",
              "    <g>\n",
              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
              "    </g>\n",
              "</svg>\n",
              "  </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "      --bg-color: #E8F0FE;\n",
              "      --fill-color: #1967D2;\n",
              "      --hover-bg-color: #E2EBFA;\n",
              "      --hover-fill-color: #174EA6;\n",
              "      --disabled-fill-color: #AAA;\n",
              "      --disabled-bg-color: #DDD;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "      --bg-color: #3B4455;\n",
              "      --fill-color: #D2E3FC;\n",
              "      --hover-bg-color: #434B5C;\n",
              "      --hover-fill-color: #FFFFFF;\n",
              "      --disabled-bg-color: #3B4455;\n",
              "      --disabled-fill-color: #666;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart {\n",
              "    background-color: var(--bg-color);\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: var(--fill-color);\n",
              "    height: 32px;\n",
              "    padding: 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
              "    box-shadow: none;\n",
              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
              "    }\n",
              "    20% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    30% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    40% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-51942b4d-7e99-44e4-ba8d-ecbd299aac48 button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "summary": "{\n  \"name\": \"#movies['overview']\",\n  \"rows\": 5,\n  \"fields\": [\n    {\n      \"column\": \"movie_id\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 81810,\n        \"min\": 285,\n        \"max\": 206647,\n        \"num_unique_values\": 5,\n        \"samples\": [\n          285,\n          49529,\n          206647\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"title\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 5,\n        \"samples\": [\n          \"Pirates of the Caribbean: At World's End\",\n          \"John Carter\",\n          \"Spectre\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"overview\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"genres\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"keywords\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"cast\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"crew\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 17
        }
      ],
      "source": [
        "#overview in list from string\n",
        "# Handle potential float values in 'overview' column\n",
        "def split_overview(x):\n",
        "  if isinstance(x, str):\n",
        "    return x.split()\n",
        "  else:\n",
        "    return []  # Return an empty list for non-string values\n",
        "\n",
        "movies['overview'] = movies['overview'].apply(split_overview)\n",
        "movies.head()\n",
        "#movies['overview'].apply(lambda x:x.split())"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 18,
      "metadata": {
        "id": "hJFQJkFho-Ck",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 362
        },
        "outputId": "d8dd6f4e-ac7e-42a9-b77d-87be64ea5679"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "   movie_id                                     title  \\\n",
              "0     19995                                    Avatar   \n",
              "1       285  Pirates of the Caribbean: At World's End   \n",
              "2    206647                                   Spectre   \n",
              "3     49026                     The Dark Knight Rises   \n",
              "4     49529                               John Carter   \n",
              "\n",
              "                                            overview  \\\n",
              "0  [In, the, 22nd, century,, a, paraplegic, Marin...   \n",
              "1  [Captain, Barbossa,, long, believed, to, be, d...   \n",
              "2  [A, cryptic, message, from, Bond’s, past, send...   \n",
              "3  [Following, the, death, of, District, Attorney...   \n",
              "4  [John, Carter, is, a, war-weary,, former, mili...   \n",
              "\n",
              "                                         genres  \\\n",
              "0  [Action, Adventure, Fantasy, ScienceFiction]   \n",
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              "4           [Action, Adventure, ScienceFiction]   \n",
              "\n",
              "                                            keywords  \\\n",
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              "4  [basedonnovel, mars, medallion, spacetravel, p...   \n",
              "\n",
              "                                            cast                crew  \n",
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              "1     [JohnnyDepp, OrlandoBloom, KeiraKnightley]     [GoreVerbinski]  \n",
              "2      [DanielCraig, ChristophWaltz, LéaSeydoux]         [SamMendes]  \n",
              "3      [ChristianBale, MichaelCaine, GaryOldman]  [ChristopherNolan]  \n",
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            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "movies",
              "summary": "{\n  \"name\": \"movies\",\n  \"rows\": 4809,\n  \"fields\": [\n    {\n      \"column\": \"movie_id\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 88653,\n        \"min\": 5,\n        \"max\": 459488,\n        \"num_unique_values\": 4803,\n        \"samples\": [\n          8427,\n          15581,\n          2013\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"title\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 4800,\n        \"samples\": [\n          \"I Spy\",\n          \"Who's Your Caddy?\",\n          \"Sleepover\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"overview\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"genres\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"keywords\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"cast\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"crew\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 18
        }
      ],
      "source": [
        "#removing spaces between words\n",
        "movies['genres']=movies['genres'].apply(lambda x:[i.replace(\" \",\"\") for i in x])\n",
        "movies['keywords']=movies['keywords'].apply(lambda x:[i.replace(\" \",\"\") for i in x])\n",
        "movies['cast']=movies['cast'].apply(lambda x:[i.replace(\" \",\"\") for i in x])\n",
        "movies['crew']=movies['crew'].apply(lambda x:[i.replace(\" \",\"\") for i in x])\n",
        "movies.head()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 19,
      "metadata": {
        "id": "6xqvG5ahpy7u",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 431
        },
        "outputId": "002f1bc7-9b8a-4ded-930a-4967aeca4f8f"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "   movie_id                                     title  \\\n",
              "0     19995                                    Avatar   \n",
              "1       285  Pirates of the Caribbean: At World's End   \n",
              "2    206647                                   Spectre   \n",
              "3     49026                     The Dark Knight Rises   \n",
              "4     49529                               John Carter   \n",
              "\n",
              "                                            overview  \\\n",
              "0  [In, the, 22nd, century,, a, paraplegic, Marin...   \n",
              "1  [Captain, Barbossa,, long, believed, to, be, d...   \n",
              "2  [A, cryptic, message, from, Bond’s, past, send...   \n",
              "3  [Following, the, death, of, District, Attorney...   \n",
              "4  [John, Carter, is, a, war-weary,, former, mili...   \n",
              "\n",
              "                                         genres  \\\n",
              "0  [Action, Adventure, Fantasy, ScienceFiction]   \n",
              "1                  [Adventure, Fantasy, Action]   \n",
              "2                    [Action, Adventure, Crime]   \n",
              "3              [Action, Crime, Drama, Thriller]   \n",
              "4           [Action, Adventure, ScienceFiction]   \n",
              "\n",
              "                                            keywords  \\\n",
              "0  [cultureclash, future, spacewar, spacecolony, ...   \n",
              "1  [ocean, drugabuse, exoticisland, eastindiatrad...   \n",
              "2  [spy, basedonnovel, secretagent, sequel, mi6, ...   \n",
              "3  [dccomics, crimefighter, terrorist, secretiden...   \n",
              "4  [basedonnovel, mars, medallion, spacetravel, p...   \n",
              "\n",
              "                                            cast                crew  \\\n",
              "0  [SamWorthington, ZoeSaldana, SigourneyWeaver]      [JamesCameron]   \n",
              "1     [JohnnyDepp, OrlandoBloom, KeiraKnightley]     [GoreVerbinski]   \n",
              "2      [DanielCraig, ChristophWaltz, LéaSeydoux]         [SamMendes]   \n",
              "3      [ChristianBale, MichaelCaine, GaryOldman]  [ChristopherNolan]   \n",
              "4    [TaylorKitsch, LynnCollins, SamanthaMorton]     [AndrewStanton]   \n",
              "\n",
              "                                                tags  \n",
              "0  [In, the, 22nd, century,, a, paraplegic, Marin...  \n",
              "1  [Captain, Barbossa,, long, believed, to, be, d...  \n",
              "2  [A, cryptic, message, from, Bond’s, past, send...  \n",
              "3  [Following, the, death, of, District, Attorney...  \n",
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              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>19995</td>\n",
              "      <td>Avatar</td>\n",
              "      <td>[In, the, 22nd, century,, a, paraplegic, Marin...</td>\n",
              "      <td>[Action, Adventure, Fantasy, ScienceFiction]</td>\n",
              "      <td>[cultureclash, future, spacewar, spacecolony, ...</td>\n",
              "      <td>[SamWorthington, ZoeSaldana, SigourneyWeaver]</td>\n",
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              "      <td>[In, the, 22nd, century,, a, paraplegic, Marin...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>285</td>\n",
              "      <td>Pirates of the Caribbean: At World's End</td>\n",
              "      <td>[Captain, Barbossa,, long, believed, to, be, d...</td>\n",
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              "      <td>[JohnnyDepp, OrlandoBloom, KeiraKnightley]</td>\n",
              "      <td>[GoreVerbinski]</td>\n",
              "      <td>[Captain, Barbossa,, long, believed, to, be, d...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>206647</td>\n",
              "      <td>Spectre</td>\n",
              "      <td>[A, cryptic, message, from, Bond’s, past, send...</td>\n",
              "      <td>[Action, Adventure, Crime]</td>\n",
              "      <td>[spy, basedonnovel, secretagent, sequel, mi6, ...</td>\n",
              "      <td>[DanielCraig, ChristophWaltz, LéaSeydoux]</td>\n",
              "      <td>[SamMendes]</td>\n",
              "      <td>[A, cryptic, message, from, Bond’s, past, send...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>49026</td>\n",
              "      <td>The Dark Knight Rises</td>\n",
              "      <td>[Following, the, death, of, District, Attorney...</td>\n",
              "      <td>[Action, Crime, Drama, Thriller]</td>\n",
              "      <td>[dccomics, crimefighter, terrorist, secretiden...</td>\n",
              "      <td>[ChristianBale, MichaelCaine, GaryOldman]</td>\n",
              "      <td>[ChristopherNolan]</td>\n",
              "      <td>[Following, the, death, of, District, Attorney...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>49529</td>\n",
              "      <td>John Carter</td>\n",
              "      <td>[John, Carter, is, a, war-weary,, former, mili...</td>\n",
              "      <td>[Action, Adventure, ScienceFiction]</td>\n",
              "      <td>[basedonnovel, mars, medallion, spacetravel, p...</td>\n",
              "      <td>[TaylorKitsch, LynnCollins, SamanthaMorton]</td>\n",
              "      <td>[AndrewStanton]</td>\n",
              "      <td>[John, Carter, is, a, war-weary,, former, mili...</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
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              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
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              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-350ee238-e9f3-4013-98cb-cdf49d18aac5')\"\n",
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              "      display:flex;\n",
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              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
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              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
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              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
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              "      fill: #D2E3FC;\n",
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              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
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              "\n",
              "    <script>\n",
              "      const buttonEl =\n",
              "        document.querySelector('#df-350ee238-e9f3-4013-98cb-cdf49d18aac5 button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-350ee238-e9f3-4013-98cb-cdf49d18aac5');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
              "      }\n",
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              "  </div>\n",
              "\n",
              "\n",
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              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-c0771fde-b351-4904-adf9-4e45d0e1822d')\"\n",
              "            title=\"Suggest charts\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "     width=\"24px\">\n",
              "    <g>\n",
              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
              "    </g>\n",
              "</svg>\n",
              "  </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "      --bg-color: #E8F0FE;\n",
              "      --fill-color: #1967D2;\n",
              "      --hover-bg-color: #E2EBFA;\n",
              "      --hover-fill-color: #174EA6;\n",
              "      --disabled-fill-color: #AAA;\n",
              "      --disabled-bg-color: #DDD;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "      --bg-color: #3B4455;\n",
              "      --fill-color: #D2E3FC;\n",
              "      --hover-bg-color: #434B5C;\n",
              "      --hover-fill-color: #FFFFFF;\n",
              "      --disabled-bg-color: #3B4455;\n",
              "      --disabled-fill-color: #666;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart {\n",
              "    background-color: var(--bg-color);\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: var(--fill-color);\n",
              "    height: 32px;\n",
              "    padding: 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
              "    box-shadow: none;\n",
              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
              "    }\n",
              "    20% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    30% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    40% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-c0771fde-b351-4904-adf9-4e45d0e1822d button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "movies",
              "summary": "{\n  \"name\": \"movies\",\n  \"rows\": 4809,\n  \"fields\": [\n    {\n      \"column\": \"movie_id\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 88653,\n        \"min\": 5,\n        \"max\": 459488,\n        \"num_unique_values\": 4803,\n        \"samples\": [\n          8427,\n          15581,\n          2013\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"title\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 4800,\n        \"samples\": [\n          \"I Spy\",\n          \"Who's Your Caddy?\",\n          \"Sleepover\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"overview\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"genres\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"keywords\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"cast\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"crew\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"tags\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 19
        }
      ],
      "source": [
        "#creating tag column\n",
        "movies['tags']=movies['overview']+movies['cast']+movies['crew']+movies['genres']+movies['keywords']\n",
        "movies.head()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 20,
      "metadata": {
        "id": "3UfesLHiqQ_B",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 423
        },
        "outputId": "d2f4b04e-be7f-41f8-9288-0857aeccbb71"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "      movie_id                                     title  \\\n",
              "0        19995                                    Avatar   \n",
              "1          285  Pirates of the Caribbean: At World's End   \n",
              "2       206647                                   Spectre   \n",
              "3        49026                     The Dark Knight Rises   \n",
              "4        49529                               John Carter   \n",
              "...        ...                                       ...   \n",
              "4804      9367                               El Mariachi   \n",
              "4805     72766                                 Newlyweds   \n",
              "4806    231617                 Signed, Sealed, Delivered   \n",
              "4807    126186                          Shanghai Calling   \n",
              "4808     25975                         My Date with Drew   \n",
              "\n",
              "                                                   tags  \n",
              "0     [In, the, 22nd, century,, a, paraplegic, Marin...  \n",
              "1     [Captain, Barbossa,, long, believed, to, be, d...  \n",
              "2     [A, cryptic, message, from, Bond’s, past, send...  \n",
              "3     [Following, the, death, of, District, Attorney...  \n",
              "4     [John, Carter, is, a, war-weary,, former, mili...  \n",
              "...                                                 ...  \n",
              "4804  [El, Mariachi, just, wants, to, play, his, gui...  \n",
              "4805  [A, newlywed, couple's, honeymoon, is, upended...  \n",
              "4806  [\"Signed,, Sealed,, Delivered\", introduces, a,...  \n",
              "4807  [When, ambitious, New, York, attorney, Sam, is...  \n",
              "4808  [Ever, since, the, second, grade, when, he, fi...  \n",
              "\n",
              "[4809 rows x 3 columns]"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-476d9ff0-5347-4ca8-9923-db152d69fad8\" class=\"colab-df-container\">\n",
              "    <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
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              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
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              "\n",
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              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>movie_id</th>\n",
              "      <th>title</th>\n",
              "      <th>tags</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>19995</td>\n",
              "      <td>Avatar</td>\n",
              "      <td>[In, the, 22nd, century,, a, paraplegic, Marin...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>285</td>\n",
              "      <td>Pirates of the Caribbean: At World's End</td>\n",
              "      <td>[Captain, Barbossa,, long, believed, to, be, d...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>206647</td>\n",
              "      <td>Spectre</td>\n",
              "      <td>[A, cryptic, message, from, Bond’s, past, send...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>49026</td>\n",
              "      <td>The Dark Knight Rises</td>\n",
              "      <td>[Following, the, death, of, District, Attorney...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>49529</td>\n",
              "      <td>John Carter</td>\n",
              "      <td>[John, Carter, is, a, war-weary,, former, mili...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4804</th>\n",
              "      <td>9367</td>\n",
              "      <td>El Mariachi</td>\n",
              "      <td>[El, Mariachi, just, wants, to, play, his, gui...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4805</th>\n",
              "      <td>72766</td>\n",
              "      <td>Newlyweds</td>\n",
              "      <td>[A, newlywed, couple's, honeymoon, is, upended...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4806</th>\n",
              "      <td>231617</td>\n",
              "      <td>Signed, Sealed, Delivered</td>\n",
              "      <td>[\"Signed,, Sealed,, Delivered\", introduces, a,...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4807</th>\n",
              "      <td>126186</td>\n",
              "      <td>Shanghai Calling</td>\n",
              "      <td>[When, ambitious, New, York, attorney, Sam, is...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4808</th>\n",
              "      <td>25975</td>\n",
              "      <td>My Date with Drew</td>\n",
              "      <td>[Ever, since, the, second, grade, when, he, fi...</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>4809 rows × 3 columns</p>\n",
              "</div>\n",
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              "\n",
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              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-476d9ff0-5347-4ca8-9923-db152d69fad8')\"\n",
              "            title=\"Convert this dataframe to an interactive table.\"\n",
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              "  </svg>\n",
              "    </button>\n",
              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
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              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "    <script>\n",
              "      const buttonEl =\n",
              "        document.querySelector('#df-476d9ff0-5347-4ca8-9923-db152d69fad8 button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-476d9ff0-5347-4ca8-9923-db152d69fad8');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
              "      }\n",
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              "\n",
              "\n",
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              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-8ca15287-b751-4001-9c6f-5577a0036811')\"\n",
              "            title=\"Suggest charts\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
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              "    </g>\n",
              "</svg>\n",
              "  </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "      --bg-color: #E8F0FE;\n",
              "      --fill-color: #1967D2;\n",
              "      --hover-bg-color: #E2EBFA;\n",
              "      --hover-fill-color: #174EA6;\n",
              "      --disabled-fill-color: #AAA;\n",
              "      --disabled-bg-color: #DDD;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "      --bg-color: #3B4455;\n",
              "      --fill-color: #D2E3FC;\n",
              "      --hover-bg-color: #434B5C;\n",
              "      --hover-fill-color: #FFFFFF;\n",
              "      --disabled-bg-color: #3B4455;\n",
              "      --disabled-fill-color: #666;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart {\n",
              "    background-color: var(--bg-color);\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: var(--fill-color);\n",
              "    height: 32px;\n",
              "    padding: 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
              "    box-shadow: none;\n",
              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
              "    }\n",
              "    20% {\n",
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              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    30% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    40% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-8ca15287-b751-4001-9c6f-5577a0036811 button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "\n",
              "  <div id=\"id_aed108c8-5601-4035-a00e-4899d273fc38\">\n",
              "    <style>\n",
              "      .colab-df-generate {\n",
              "        background-color: #E8F0FE;\n",
              "        border: none;\n",
              "        border-radius: 50%;\n",
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              "        display: none;\n",
              "        fill: #1967D2;\n",
              "        height: 32px;\n",
              "        padding: 0 0 0 0;\n",
              "        width: 32px;\n",
              "      }\n",
              "\n",
              "      .colab-df-generate:hover {\n",
              "        background-color: #E2EBFA;\n",
              "        box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "        fill: #174EA6;\n",
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              "\n",
              "      [theme=dark] .colab-df-generate {\n",
              "        background-color: #3B4455;\n",
              "        fill: #D2E3FC;\n",
              "      }\n",
              "\n",
              "      [theme=dark] .colab-df-generate:hover {\n",
              "        background-color: #434B5C;\n",
              "        box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "        filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "        fill: #FFFFFF;\n",
              "      }\n",
              "    </style>\n",
              "    <button class=\"colab-df-generate\" onclick=\"generateWithVariable('new_df')\"\n",
              "            title=\"Generate code using this dataframe.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
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              "    <script>\n",
              "      (() => {\n",
              "      const buttonEl =\n",
              "        document.querySelector('#id_aed108c8-5601-4035-a00e-4899d273fc38 button.colab-df-generate');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      buttonEl.onclick = () => {\n",
              "        google.colab.notebook.generateWithVariable('new_df');\n",
              "      }\n",
              "      })();\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "new_df",
              "summary": "{\n  \"name\": \"new_df\",\n  \"rows\": 4809,\n  \"fields\": [\n    {\n      \"column\": \"movie_id\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 88653,\n        \"min\": 5,\n        \"max\": 459488,\n        \"num_unique_values\": 4803,\n        \"samples\": [\n          8427,\n          15581,\n          2013\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"title\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 4800,\n        \"samples\": [\n          \"I Spy\",\n          \"Who's Your Caddy?\",\n          \"Sleepover\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"tags\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 20
        }
      ],
      "source": [
        "new_df=movies[['movie_id','title','tags']]\n",
        "new_df"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 21,
      "metadata": {
        "id": "jT6bv2cGsKLN",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 527
        },
        "outputId": "e6585cd7-1983-42bd-d2d5-2cab821c7464"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "<ipython-input-21-931e697ad5b0>:1: SettingWithCopyWarning: \n",
            "A value is trying to be set on a copy of a slice from a DataFrame.\n",
            "Try using .loc[row_indexer,col_indexer] = value instead\n",
            "\n",
            "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
            "  new_df['tags']=new_df['tags'].apply(lambda x:\" \".join(x))\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "      movie_id                                     title  \\\n",
              "0        19995                                    Avatar   \n",
              "1          285  Pirates of the Caribbean: At World's End   \n",
              "2       206647                                   Spectre   \n",
              "3        49026                     The Dark Knight Rises   \n",
              "4        49529                               John Carter   \n",
              "...        ...                                       ...   \n",
              "4804      9367                               El Mariachi   \n",
              "4805     72766                                 Newlyweds   \n",
              "4806    231617                 Signed, Sealed, Delivered   \n",
              "4807    126186                          Shanghai Calling   \n",
              "4808     25975                         My Date with Drew   \n",
              "\n",
              "                                                   tags  \n",
              "0     In the 22nd century, a paraplegic Marine is di...  \n",
              "1     Captain Barbossa, long believed to be dead, ha...  \n",
              "2     A cryptic message from Bond’s past sends him o...  \n",
              "3     Following the death of District Attorney Harve...  \n",
              "4     John Carter is a war-weary, former military ca...  \n",
              "...                                                 ...  \n",
              "4804  El Mariachi just wants to play his guitar and ...  \n",
              "4805  A newlywed couple's honeymoon is upended by th...  \n",
              "4806  \"Signed, Sealed, Delivered\" introduces a dedic...  \n",
              "4807  When ambitious New York attorney Sam is sent t...  \n",
              "4808  Ever since the second grade when he first saw ...  \n",
              "\n",
              "[4809 rows x 3 columns]"
            ],
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              "\n",
              "  <div id=\"df-9bb954b2-8926-4b8b-83ce-748a15c9dd30\" class=\"colab-df-container\">\n",
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              "<p>4809 rows × 3 columns</p>\n",
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              "\n",
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              "    .colab-df-container {\n",
              "      display:flex;\n",
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              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
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              "      height: 32px;\n",
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              "      width: 32px;\n",
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              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
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              "      fill: #174EA6;\n",
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              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
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              "\n",
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              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
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              "      const buttonEl =\n",
              "        document.querySelector('#df-9bb954b2-8926-4b8b-83ce-748a15c9dd30 button.colab-df-convert');\n",
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              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-9bb954b2-8926-4b8b-83ce-748a15c9dd30');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
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              "    </g>\n",
              "</svg>\n",
              "  </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "      --bg-color: #E8F0FE;\n",
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              "      --hover-fill-color: #174EA6;\n",
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              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "      --bg-color: #3B4455;\n",
              "      --fill-color: #D2E3FC;\n",
              "      --hover-bg-color: #434B5C;\n",
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              "      --disabled-bg-color: #3B4455;\n",
              "      --disabled-fill-color: #666;\n",
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              "\n",
              "  .colab-df-quickchart {\n",
              "    background-color: var(--bg-color);\n",
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              "    height: 32px;\n",
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              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
              "    box-shadow: none;\n",
              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
              "    }\n",
              "    20% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    30% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    40% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-41dd4f0f-cb38-4856-b9fe-a5e3344123c2 button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "\n",
              "  <div id=\"id_be67b31a-5598-47c9-91c7-8f464fa106ce\">\n",
              "    <style>\n",
              "      .colab-df-generate {\n",
              "        background-color: #E8F0FE;\n",
              "        border: none;\n",
              "        border-radius: 50%;\n",
              "        cursor: pointer;\n",
              "        display: none;\n",
              "        fill: #1967D2;\n",
              "        height: 32px;\n",
              "        padding: 0 0 0 0;\n",
              "        width: 32px;\n",
              "      }\n",
              "\n",
              "      .colab-df-generate:hover {\n",
              "        background-color: #E2EBFA;\n",
              "        box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "        fill: #174EA6;\n",
              "      }\n",
              "\n",
              "      [theme=dark] .colab-df-generate {\n",
              "        background-color: #3B4455;\n",
              "        fill: #D2E3FC;\n",
              "      }\n",
              "\n",
              "      [theme=dark] .colab-df-generate:hover {\n",
              "        background-color: #434B5C;\n",
              "        box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "        filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "        fill: #FFFFFF;\n",
              "      }\n",
              "    </style>\n",
              "    <button class=\"colab-df-generate\" onclick=\"generateWithVariable('new_df')\"\n",
              "            title=\"Generate code using this dataframe.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M7,19H8.4L18.45,9,17,7.55,7,17.6ZM5,21V16.75L18.45,3.32a2,2,0,0,1,2.83,0l1.4,1.43a1.91,1.91,0,0,1,.58,1.4,1.91,1.91,0,0,1-.58,1.4L9.25,21ZM18.45,9,17,7.55Zm-12,3A5.31,5.31,0,0,0,4.9,8.1,5.31,5.31,0,0,0,1,6.5,5.31,5.31,0,0,0,4.9,4.9,5.31,5.31,0,0,0,6.5,1,5.31,5.31,0,0,0,8.1,4.9,5.31,5.31,0,0,0,12,6.5,5.46,5.46,0,0,0,6.5,12Z\"/>\n",
              "  </svg>\n",
              "    </button>\n",
              "    <script>\n",
              "      (() => {\n",
              "      const buttonEl =\n",
              "        document.querySelector('#id_be67b31a-5598-47c9-91c7-8f464fa106ce button.colab-df-generate');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      buttonEl.onclick = () => {\n",
              "        google.colab.notebook.generateWithVariable('new_df');\n",
              "      }\n",
              "      })();\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "new_df",
              "summary": "{\n  \"name\": \"new_df\",\n  \"rows\": 4809,\n  \"fields\": [\n    {\n      \"column\": \"movie_id\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 88653,\n        \"min\": 5,\n        \"max\": 459488,\n        \"num_unique_values\": 4803,\n        \"samples\": [\n          8427,\n          15581,\n          2013\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"title\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 4800,\n        \"samples\": [\n          \"I Spy\",\n          \"Who's Your Caddy?\",\n          \"Sleepover\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"tags\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 4809,\n        \"samples\": [\n          \"An emotionally-beaten man with his young daughter moves to his ancestral home in Newfoundland to reclaim his life. KevinSpacey JulianneMoore CateBlanchett LasseHallstr\\u00f6m Drama Romance sex adultery basedonnovel fishing isolation kidnapping newfoundland survival reporter drunk\",\n          \"Slaking a thirst for dangerous games, Kathryn challenges her stepbrother, Sebastian, to deflower their headmaster's daughter before the summer ends. If he succeeds, the prize is the chance to bed Kathryn. But if he loses, Kathryn will claim his most prized possession. SarahMichelleGellar RyanPhillippe ReeseWitherspoon RogerKumble Drama Romance Thriller upperclass sexualobsession sex bet sadistic drugabuse brothersisterrelationship cynic cocaine virgin manipulation seduction loveletter privateschool innocence addiction love psychotherapy\",\n          \"Combat has taken its toll on Rambo, but he's finally begun to find inner peace in a monastery. When Rambo's friend and mentor Col. Trautman asks for his help on a top secret mission to Afghanistan, Rambo declines but must reconsider when Trautman is captured. SylvesterStallone RichardCrenna KurtwoodSmith PeterMacDonald Action Adventure Thriller War competition submachinegun sovietunion liberation russian soviettroops thailand freedomfighter afghanistan waronfreedom machinegun mujahid realityshow western japanesefood soapopera\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 21
        }
      ],
      "source": [
        "new_df['tags']=new_df['tags'].apply(lambda x:\" \".join(x))\n",
        "new_df"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 22,
      "metadata": {
        "id": "6o6nba1vskDU",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 527
        },
        "outputId": "cd110f0c-0ee0-4c06-b493-1b429227ca56"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "<ipython-input-22-9c60e5b65d44>:2: SettingWithCopyWarning: \n",
            "A value is trying to be set on a copy of a slice from a DataFrame.\n",
            "Try using .loc[row_indexer,col_indexer] = value instead\n",
            "\n",
            "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
            "  new_df['tags']=new_df['tags'].apply(lambda x:x.lower())\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "      movie_id                                     title  \\\n",
              "0        19995                                    Avatar   \n",
              "1          285  Pirates of the Caribbean: At World's End   \n",
              "2       206647                                   Spectre   \n",
              "3        49026                     The Dark Knight Rises   \n",
              "4        49529                               John Carter   \n",
              "...        ...                                       ...   \n",
              "4804      9367                               El Mariachi   \n",
              "4805     72766                                 Newlyweds   \n",
              "4806    231617                 Signed, Sealed, Delivered   \n",
              "4807    126186                          Shanghai Calling   \n",
              "4808     25975                         My Date with Drew   \n",
              "\n",
              "                                                   tags  \n",
              "0     in the 22nd century, a paraplegic marine is di...  \n",
              "1     captain barbossa, long believed to be dead, ha...  \n",
              "2     a cryptic message from bond’s past sends him o...  \n",
              "3     following the death of district attorney harve...  \n",
              "4     john carter is a war-weary, former military ca...  \n",
              "...                                                 ...  \n",
              "4804  el mariachi just wants to play his guitar and ...  \n",
              "4805  a newlywed couple's honeymoon is upended by th...  \n",
              "4806  \"signed, sealed, delivered\" introduces a dedic...  \n",
              "4807  when ambitious new york attorney sam is sent t...  \n",
              "4808  ever since the second grade when he first saw ...  \n",
              "\n",
              "[4809 rows x 3 columns]"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-475e216d-7590-4b40-9226-3a312a6b72d6\" class=\"colab-df-container\">\n",
              "    <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
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              "      <th>0</th>\n",
              "      <td>19995</td>\n",
              "      <td>Avatar</td>\n",
              "      <td>in the 22nd century, a paraplegic marine is di...</td>\n",
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              "      <td>The Dark Knight Rises</td>\n",
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              "    <tr>\n",
              "      <th>4806</th>\n",
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              "      <td>Signed, Sealed, Delivered</td>\n",
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              "    </tr>\n",
              "    <tr>\n",
              "      <th>4807</th>\n",
              "      <td>126186</td>\n",
              "      <td>Shanghai Calling</td>\n",
              "      <td>when ambitious new york attorney sam is sent t...</td>\n",
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              "    <tr>\n",
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              "      <td>25975</td>\n",
              "      <td>My Date with Drew</td>\n",
              "      <td>ever since the second grade when he first saw ...</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>4809 rows × 3 columns</p>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-475e216d-7590-4b40-9226-3a312a6b72d6')\"\n",
              "            title=\"Convert this dataframe to an interactive table.\"\n",
              "            style=\"display:none;\">\n",
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              "  </svg>\n",
              "    </button>\n",
              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "    <script>\n",
              "      const buttonEl =\n",
              "        document.querySelector('#df-475e216d-7590-4b40-9226-3a312a6b72d6 button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-475e216d-7590-4b40-9226-3a312a6b72d6');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
              "      }\n",
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              "\n",
              "\n",
              "<div id=\"df-04c27ef9-1ce7-4049-9586-0bb30e696f24\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-04c27ef9-1ce7-4049-9586-0bb30e696f24')\"\n",
              "            title=\"Suggest charts\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
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              "    </g>\n",
              "</svg>\n",
              "  </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "      --bg-color: #E8F0FE;\n",
              "      --fill-color: #1967D2;\n",
              "      --hover-bg-color: #E2EBFA;\n",
              "      --hover-fill-color: #174EA6;\n",
              "      --disabled-fill-color: #AAA;\n",
              "      --disabled-bg-color: #DDD;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "      --bg-color: #3B4455;\n",
              "      --fill-color: #D2E3FC;\n",
              "      --hover-bg-color: #434B5C;\n",
              "      --hover-fill-color: #FFFFFF;\n",
              "      --disabled-bg-color: #3B4455;\n",
              "      --disabled-fill-color: #666;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart {\n",
              "    background-color: var(--bg-color);\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: var(--fill-color);\n",
              "    height: 32px;\n",
              "    padding: 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
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              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
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              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
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              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
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              "    20% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
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              "      border-color: transparent;\n",
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              "      border-top-color: var(--fill-color);\n",
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              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-04c27ef9-1ce7-4049-9586-0bb30e696f24 button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "\n",
              "  <div id=\"id_f26611d2-8237-4757-b3fa-781e69b7ae4c\">\n",
              "    <style>\n",
              "      .colab-df-generate {\n",
              "        background-color: #E8F0FE;\n",
              "        border: none;\n",
              "        border-radius: 50%;\n",
              "        cursor: pointer;\n",
              "        display: none;\n",
              "        fill: #1967D2;\n",
              "        height: 32px;\n",
              "        padding: 0 0 0 0;\n",
              "        width: 32px;\n",
              "      }\n",
              "\n",
              "      .colab-df-generate:hover {\n",
              "        background-color: #E2EBFA;\n",
              "        box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "        fill: #174EA6;\n",
              "      }\n",
              "\n",
              "      [theme=dark] .colab-df-generate {\n",
              "        background-color: #3B4455;\n",
              "        fill: #D2E3FC;\n",
              "      }\n",
              "\n",
              "      [theme=dark] .colab-df-generate:hover {\n",
              "        background-color: #434B5C;\n",
              "        box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "        filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "        fill: #FFFFFF;\n",
              "      }\n",
              "    </style>\n",
              "    <button class=\"colab-df-generate\" onclick=\"generateWithVariable('new_df')\"\n",
              "            title=\"Generate code using this dataframe.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M7,19H8.4L18.45,9,17,7.55,7,17.6ZM5,21V16.75L18.45,3.32a2,2,0,0,1,2.83,0l1.4,1.43a1.91,1.91,0,0,1,.58,1.4,1.91,1.91,0,0,1-.58,1.4L9.25,21ZM18.45,9,17,7.55Zm-12,3A5.31,5.31,0,0,0,4.9,8.1,5.31,5.31,0,0,0,1,6.5,5.31,5.31,0,0,0,4.9,4.9,5.31,5.31,0,0,0,6.5,1,5.31,5.31,0,0,0,8.1,4.9,5.31,5.31,0,0,0,12,6.5,5.46,5.46,0,0,0,6.5,12Z\"/>\n",
              "  </svg>\n",
              "    </button>\n",
              "    <script>\n",
              "      (() => {\n",
              "      const buttonEl =\n",
              "        document.querySelector('#id_f26611d2-8237-4757-b3fa-781e69b7ae4c button.colab-df-generate');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      buttonEl.onclick = () => {\n",
              "        google.colab.notebook.generateWithVariable('new_df');\n",
              "      }\n",
              "      })();\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "new_df",
              "summary": "{\n  \"name\": \"new_df\",\n  \"rows\": 4809,\n  \"fields\": [\n    {\n      \"column\": \"movie_id\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 88653,\n        \"min\": 5,\n        \"max\": 459488,\n        \"num_unique_values\": 4803,\n        \"samples\": [\n          8427,\n          15581,\n          2013\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"title\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 4800,\n        \"samples\": [\n          \"I Spy\",\n          \"Who's Your Caddy?\",\n          \"Sleepover\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"tags\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 4809,\n        \"samples\": [\n          \"an emotionally-beaten man with his young daughter moves to his ancestral home in newfoundland to reclaim his life. kevinspacey juliannemoore cateblanchett lassehallstr\\u00f6m drama romance sex adultery basedonnovel fishing isolation kidnapping newfoundland survival reporter drunk\",\n          \"slaking a thirst for dangerous games, kathryn challenges her stepbrother, sebastian, to deflower their headmaster's daughter before the summer ends. if he succeeds, the prize is the chance to bed kathryn. but if he loses, kathryn will claim his most prized possession. sarahmichellegellar ryanphillippe reesewitherspoon rogerkumble drama romance thriller upperclass sexualobsession sex bet sadistic drugabuse brothersisterrelationship cynic cocaine virgin manipulation seduction loveletter privateschool innocence addiction love psychotherapy\",\n          \"combat has taken its toll on rambo, but he's finally begun to find inner peace in a monastery. when rambo's friend and mentor col. trautman asks for his help on a top secret mission to afghanistan, rambo declines but must reconsider when trautman is captured. sylvesterstallone richardcrenna kurtwoodsmith petermacdonald action adventure thriller war competition submachinegun sovietunion liberation russian soviettroops thailand freedomfighter afghanistan waronfreedom machinegun mujahid realityshow western japanesefood soapopera\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 22
        }
      ],
      "source": [
        "#lower case\n",
        "new_df['tags']=new_df['tags'].apply(lambda x:x.lower())\n",
        "new_df"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "dWRvH6Mvu9JS"
      },
      "source": [
        "# **VECTORISATION**"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 23,
      "metadata": {
        "id": "2Aj5XwG_suh_",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "cfad2515-7f2c-45f1-87f2-00ed0dfc5312"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([[0, 0, 0, ..., 0, 0, 0],\n",
              "       [0, 0, 0, ..., 0, 0, 0],\n",
              "       [0, 0, 0, ..., 0, 0, 0],\n",
              "       ...,\n",
              "       [0, 0, 0, ..., 0, 0, 0],\n",
              "       [0, 0, 0, ..., 0, 0, 0],\n",
              "       [0, 0, 0, ..., 0, 0, 0]])"
            ]
          },
          "metadata": {},
          "execution_count": 23
        }
      ],
      "source": [
        "from sklearn.feature_extraction.text import CountVectorizer\n",
        "cv=CountVectorizer(max_features=5000,stop_words='english')\n",
        "vectors=cv.fit_transform(new_df['tags']).toarray()\n",
        "vectors"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 24,
      "metadata": {
        "id": "JhUNQhqN8KcK",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "76a04c7b-8e5a-49f2-d685-4f0483b0f73a"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "<ipython-input-24-6e8b928cfeb9>:10: SettingWithCopyWarning: \n",
            "A value is trying to be set on a copy of a slice from a DataFrame.\n",
            "Try using .loc[row_indexer,col_indexer] = value instead\n",
            "\n",
            "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
            "  new_df['tags']=new_df['tags'].apply(stem)\n"
          ]
        }
      ],
      "source": [
        "# to change names (like singular , plural, adverbs ) into single rooted word\n",
        "from nltk.stem.porter import PorterStemmer\n",
        "ps=PorterStemmer()\n",
        "def stem(text):\n",
        "\n",
        "  y=[]\n",
        "  for i in text.split():\n",
        "    y.append(ps.stem(i))\n",
        "  return \" \".join(y)\n",
        "new_df['tags']=new_df['tags'].apply(stem)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 25,
      "metadata": {
        "id": "zkjAilnO-5h2",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 70
        },
        "outputId": "2cd53d81-c4d5-4f7f-892d-a5f6dd92f07c"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "'in the 22nd century, a parapleg marin is dispatch to the moon pandora on a uniqu mission, but becom torn between follow order and protect an alien civilization. samworthington zoesaldana sigourneyweav jamescameron action adventur fantasi sciencefict cultureclash futur spacewar spacecoloni societi spacetravel futurist romanc space alien tribe alienplanet cgi marin soldier battl loveaffair antiwar powerrel mindandsoul 3d'"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            }
          },
          "metadata": {},
          "execution_count": 25
        }
      ],
      "source": [
        "new_df['tags'][0]"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 26,
      "metadata": {
        "id": "-567ZOoM_ge-",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 423
        },
        "outputId": "0b5541d9-b879-45d0-ae19-dfbbfd11d1a2"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "      movie_id                                     title  \\\n",
              "0        19995                                    Avatar   \n",
              "1          285  Pirates of the Caribbean: At World's End   \n",
              "2       206647                                   Spectre   \n",
              "3        49026                     The Dark Knight Rises   \n",
              "4        49529                               John Carter   \n",
              "...        ...                                       ...   \n",
              "4804      9367                               El Mariachi   \n",
              "4805     72766                                 Newlyweds   \n",
              "4806    231617                 Signed, Sealed, Delivered   \n",
              "4807    126186                          Shanghai Calling   \n",
              "4808     25975                         My Date with Drew   \n",
              "\n",
              "                                                   tags  \n",
              "0     in the 22nd century, a parapleg marin is dispa...  \n",
              "1     captain barbossa, long believ to be dead, ha c...  \n",
              "2     a cryptic messag from bond’ past send him on a...  \n",
              "3     follow the death of district attorney harvey d...  \n",
              "4     john carter is a war-weary, former militari ca...  \n",
              "...                                                 ...  \n",
              "4804  el mariachi just want to play hi guitar and ca...  \n",
              "4805  a newlyw couple' honeymoon is upend by the arr...  \n",
              "4806  \"signed, sealed, delivered\" introduc a dedic q...  \n",
              "4807  when ambiti new york attorney sam is sent to s...  \n",
              "4808  ever sinc the second grade when he first saw h...  \n",
              "\n",
              "[4809 rows x 3 columns]"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-482700ad-995b-49bf-91a3-4e3e2333b0fe\" class=\"colab-df-container\">\n",
              "    <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",
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              "    .dataframe thead th {\n",
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              "      <th>0</th>\n",
              "      <td>19995</td>\n",
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              "      <td>in the 22nd century, a parapleg marin is dispa...</td>\n",
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              "      <td>285</td>\n",
              "      <td>Pirates of the Caribbean: At World's End</td>\n",
              "      <td>captain barbossa, long believ to be dead, ha c...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>206647</td>\n",
              "      <td>Spectre</td>\n",
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              "      <td>49026</td>\n",
              "      <td>The Dark Knight Rises</td>\n",
              "      <td>follow the death of district attorney harvey d...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>49529</td>\n",
              "      <td>John Carter</td>\n",
              "      <td>john carter is a war-weary, former militari ca...</td>\n",
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              "    <tr>\n",
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              "      <td>72766</td>\n",
              "      <td>Newlyweds</td>\n",
              "      <td>a newlyw couple' honeymoon is upend by the arr...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4806</th>\n",
              "      <td>231617</td>\n",
              "      <td>Signed, Sealed, Delivered</td>\n",
              "      <td>\"signed, sealed, delivered\" introduc a dedic q...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4807</th>\n",
              "      <td>126186</td>\n",
              "      <td>Shanghai Calling</td>\n",
              "      <td>when ambiti new york attorney sam is sent to s...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4808</th>\n",
              "      <td>25975</td>\n",
              "      <td>My Date with Drew</td>\n",
              "      <td>ever sinc the second grade when he first saw h...</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>4809 rows × 3 columns</p>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-482700ad-995b-49bf-91a3-4e3e2333b0fe')\"\n",
              "            title=\"Convert this dataframe to an interactive table.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
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              "  </svg>\n",
              "    </button>\n",
              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "    <script>\n",
              "      const buttonEl =\n",
              "        document.querySelector('#df-482700ad-995b-49bf-91a3-4e3e2333b0fe button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-482700ad-995b-49bf-91a3-4e3e2333b0fe');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
              "      }\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "\n",
              "<div id=\"df-ed262e71-50f4-4676-8280-7d5a639a7f08\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-ed262e71-50f4-4676-8280-7d5a639a7f08')\"\n",
              "            title=\"Suggest charts\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
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              "    </g>\n",
              "</svg>\n",
              "  </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "      --bg-color: #E8F0FE;\n",
              "      --fill-color: #1967D2;\n",
              "      --hover-bg-color: #E2EBFA;\n",
              "      --hover-fill-color: #174EA6;\n",
              "      --disabled-fill-color: #AAA;\n",
              "      --disabled-bg-color: #DDD;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "      --bg-color: #3B4455;\n",
              "      --fill-color: #D2E3FC;\n",
              "      --hover-bg-color: #434B5C;\n",
              "      --hover-fill-color: #FFFFFF;\n",
              "      --disabled-bg-color: #3B4455;\n",
              "      --disabled-fill-color: #666;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart {\n",
              "    background-color: var(--bg-color);\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: var(--fill-color);\n",
              "    height: 32px;\n",
              "    padding: 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
              "    box-shadow: none;\n",
              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
              "    }\n",
              "    20% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    30% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    40% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-ed262e71-50f4-4676-8280-7d5a639a7f08 button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "\n",
              "  <div id=\"id_d8cc11e1-f90b-47bd-a952-72e91b957ac2\">\n",
              "    <style>\n",
              "      .colab-df-generate {\n",
              "        background-color: #E8F0FE;\n",
              "        border: none;\n",
              "        border-radius: 50%;\n",
              "        cursor: pointer;\n",
              "        display: none;\n",
              "        fill: #1967D2;\n",
              "        height: 32px;\n",
              "        padding: 0 0 0 0;\n",
              "        width: 32px;\n",
              "      }\n",
              "\n",
              "      .colab-df-generate:hover {\n",
              "        background-color: #E2EBFA;\n",
              "        box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "        fill: #174EA6;\n",
              "      }\n",
              "\n",
              "      [theme=dark] .colab-df-generate {\n",
              "        background-color: #3B4455;\n",
              "        fill: #D2E3FC;\n",
              "      }\n",
              "\n",
              "      [theme=dark] .colab-df-generate:hover {\n",
              "        background-color: #434B5C;\n",
              "        box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "        filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "        fill: #FFFFFF;\n",
              "      }\n",
              "    </style>\n",
              "    <button class=\"colab-df-generate\" onclick=\"generateWithVariable('new_df')\"\n",
              "            title=\"Generate code using this dataframe.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M7,19H8.4L18.45,9,17,7.55,7,17.6ZM5,21V16.75L18.45,3.32a2,2,0,0,1,2.83,0l1.4,1.43a1.91,1.91,0,0,1,.58,1.4,1.91,1.91,0,0,1-.58,1.4L9.25,21ZM18.45,9,17,7.55Zm-12,3A5.31,5.31,0,0,0,4.9,8.1,5.31,5.31,0,0,0,1,6.5,5.31,5.31,0,0,0,4.9,4.9,5.31,5.31,0,0,0,6.5,1,5.31,5.31,0,0,0,8.1,4.9,5.31,5.31,0,0,0,12,6.5,5.46,5.46,0,0,0,6.5,12Z\"/>\n",
              "  </svg>\n",
              "    </button>\n",
              "    <script>\n",
              "      (() => {\n",
              "      const buttonEl =\n",
              "        document.querySelector('#id_d8cc11e1-f90b-47bd-a952-72e91b957ac2 button.colab-df-generate');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      buttonEl.onclick = () => {\n",
              "        google.colab.notebook.generateWithVariable('new_df');\n",
              "      }\n",
              "      })();\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "new_df",
              "summary": "{\n  \"name\": \"new_df\",\n  \"rows\": 4809,\n  \"fields\": [\n    {\n      \"column\": \"movie_id\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 88653,\n        \"min\": 5,\n        \"max\": 459488,\n        \"num_unique_values\": 4803,\n        \"samples\": [\n          8427,\n          15581,\n          2013\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"title\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 4800,\n        \"samples\": [\n          \"I Spy\",\n          \"Who's Your Caddy?\",\n          \"Sleepover\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"tags\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 4809,\n        \"samples\": [\n          \"an emotionally-beaten man with hi young daughter move to hi ancestr home in newfoundland to reclaim hi life. kevinspacey juliannemoor cateblanchett lassehallstr\\u00f6m drama romanc sex adulteri basedonnovel fish isol kidnap newfoundland surviv report drunk\",\n          \"slake a thirst for danger games, kathryn challeng her stepbrother, sebastian, to deflow their headmaster' daughter befor the summer ends. if he succeeds, the prize is the chanc to bed kathryn. but if he loses, kathryn will claim hi most prize possession. sarahmichellegellar ryanphillipp reesewitherspoon rogerkumbl drama romanc thriller upperclass sexualobsess sex bet sadist drugabus brothersisterrelationship cynic cocain virgin manipul seduct lovelett privateschool innoc addict love psychotherapi\",\n          \"combat ha taken it toll on rambo, but he' final begun to find inner peac in a monastery. when rambo' friend and mentor col. trautman ask for hi help on a top secret mission to afghanistan, rambo declin but must reconsid when trautman is captured. sylvesterstallon richardcrenna kurtwoodsmith petermacdonald action adventur thriller war competit submachinegun sovietunion liber russian soviettroop thailand freedomfight afghanistan waronfreedom machinegun mujahid realityshow western japanesefood soapopera\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 26
        }
      ],
      "source": [
        "new_df"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 27,
      "metadata": {
        "id": "G1pLN8JDnRPH"
      },
      "outputs": [],
      "source": [
        "#finding cosine angles between various vectors and closest\n",
        "from sklearn.metrics.pairwise import cosine_similarity\n",
        "similarity=cosine_similarity(vectors)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 28,
      "metadata": {
        "id": "IhaMqrA8dJU5",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "166e980d-0684-4b9d-ab5a-ab3cc7e3ccf6"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[(539, 0.25724787771376323),\n",
              " (1194, 0.2545875386086578),\n",
              " (507, 0.24498947175305572),\n",
              " (1216, 0.24459979523511427),\n",
              " (582, 0.2405626121623441)]"
            ]
          },
          "metadata": {},
          "execution_count": 28
        }
      ],
      "source": [
        "sorted(list(enumerate(similarity[0])),reverse=True,key=lambda x:x[1])[1:6]"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 29,
      "metadata": {
        "id": "Z_gbir_pYYsQ"
      },
      "outputs": [],
      "source": [
        "#sorted(similarity[0],reverse=True)\n",
        "def recommend(movie):\n",
        "  #to fetch index of movies from datafame\n",
        "  movie_index=new_df[new_df['title'] == movie].index[0]\n",
        "  distances=similarity[movie_index]\n",
        "  #writing index with distances(list of tuples)\n",
        "  movies_list=sorted(list(enumerate(distances)),reverse=True,key=lambda x:x[1])[1:6]\n",
        "\n",
        "  for i in movies_list:\n",
        "    print(new_df.iloc[i[0]].title)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 30,
      "metadata": {
        "id": "OuYsfA5PY41r",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "82e8372b-ad7f-4b4c-91c8-267658efb8be"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "The Dark Knight\n",
            "The Dark Knight Rises\n",
            "Batman\n",
            "Batman & Robin\n",
            "Batman\n"
          ]
        }
      ],
      "source": [
        "recommend('Batman Begins')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 30,
      "metadata": {
        "id": "Krk3Xomc3u3M"
      },
      "outputs": [],
      "source": []
    }
  ],
  "metadata": {
    "colab": {
      "provenance": [],
      "authorship_tag": "ABX9TyNNxeDhzlA4UIHy7yLhrDDr",
      "include_colab_link": true
    },
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}