notebook86c26b4f17.ipynb

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      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
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        "<a href=\"https://colab.research.google.com/github/Rupantar-Borphukan/Movie-Recommender/blob/main/notebook86c26b4f17.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
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    {
      "cell_type": "code",
      "source": [
        "\n",
        "\n",
        "import numpy as np # linear algebra\n",
        "import pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n",
        "\n",
        "\n",
        "import os\n",
        "for dirname, _, filenames in os.walk('/kaggle/input'):\n",
        "    for filename in filenames:\n",
        "        print(os.path.join(dirname, filename))"
      ],
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      "execution_count": null,
      "outputs": [
        {
          "name": "stdout",
          "text": "/kaggle/input/tmdb-movie-metadata/tmdb_5000_movies.csv\n/kaggle/input/tmdb-movie-metadata/tmdb_5000_credits.csv\n",
          "output_type": "stream"
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "movies = pd.read_csv('/kaggle/input/tmdb-movie-metadata/tmdb_5000_movies.csv')\n",
        "credits = pd.read_csv('/kaggle/input/tmdb-movie-metadata/tmdb_5000_credits.csv')"
      ],
      "metadata": {
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      "outputs": []
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      "cell_type": "code",
      "source": [
        "movies.head(2)"
      ],
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        {
          "execution_count": 31,
          "output_type": "execute_result",
          "data": {
            "text/plain": "      budget                                             genres  \\\n0  237000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   \n1  300000000  [{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"...   \n\n                                       homepage     id  \\\n0                   http://www.avatarmovie.com/  19995   \n1  http://disney.go.com/disneypictures/pirates/    285   \n\n                                            keywords original_language  \\\n0  [{\"id\": 1463, \"name\": \"culture clash\"}, {\"id\":...                en   \n1  [{\"id\": 270, \"name\": \"ocean\"}, {\"id\": 726, \"na...                en   \n\n                             original_title  \\\n0                                    Avatar   \n1  Pirates of the Caribbean: At World's End   \n\n                                            overview  popularity  \\\n0  In the 22nd century, a paraplegic Marine is di...  150.437577   \n1  Captain Barbossa, long believed to be dead, ha...  139.082615   \n\n                                production_companies  \\\n0  [{\"name\": \"Ingenious Film Partners\", \"id\": 289...   \n1  [{\"name\": \"Walt Disney Pictures\", \"id\": 2}, {\"...   \n\n                                production_countries release_date     revenue  \\\n0  [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   2009-12-10  2787965087   \n1  [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   2007-05-19   961000000   \n\n   runtime                                   spoken_languages    status  \\\n0    162.0  [{\"iso_639_1\": \"en\", \"name\": \"English\"}, {\"iso...  Released   \n1    169.0           [{\"iso_639_1\": \"en\", \"name\": \"English\"}]  Released   \n\n                                          tagline  \\\n0                     Enter the World of Pandora.   \n1  At the end of the world, the adventure begins.   \n\n                                      title  vote_average  vote_count  \n0                                    Avatar           7.2       11800  \n1  Pirates of the Caribbean: At World's End           6.9        4500  ",
            "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>budget</th>\n      <th>genres</th>\n      <th>homepage</th>\n      <th>id</th>\n      <th>keywords</th>\n      <th>original_language</th>\n      <th>original_title</th>\n      <th>overview</th>\n      <th>popularity</th>\n      <th>production_companies</th>\n      <th>production_countries</th>\n      <th>release_date</th>\n      <th>revenue</th>\n      <th>runtime</th>\n      <th>spoken_languages</th>\n      <th>status</th>\n      <th>tagline</th>\n      <th>title</th>\n      <th>vote_average</th>\n      <th>vote_count</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>237000000</td>\n      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n      <td>http://www.avatarmovie.com/</td>\n      <td>19995</td>\n      <td>[{\"id\": 1463, \"name\": \"culture clash\"}, {\"id\":...</td>\n      <td>en</td>\n      <td>Avatar</td>\n      <td>In the 22nd century, a paraplegic Marine is di...</td>\n      <td>150.437577</td>\n      <td>[{\"name\": \"Ingenious Film Partners\", \"id\": 289...</td>\n      <td>[{\"iso_3166_1\": \"US\", \"name\": \"United States o...</td>\n      <td>2009-12-10</td>\n      <td>2787965087</td>\n      <td>162.0</td>\n      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}, {\"iso...</td>\n      <td>Released</td>\n      <td>Enter the World of Pandora.</td>\n      <td>Avatar</td>\n      <td>7.2</td>\n      <td>11800</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>300000000</td>\n      <td>[{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"...</td>\n      <td>http://disney.go.com/disneypictures/pirates/</td>\n      <td>285</td>\n      <td>[{\"id\": 270, \"name\": \"ocean\"}, {\"id\": 726, \"na...</td>\n      <td>en</td>\n      <td>Pirates of the Caribbean: At World's End</td>\n      <td>Captain Barbossa, long believed to be dead, ha...</td>\n      <td>139.082615</td>\n      <td>[{\"name\": \"Walt Disney Pictures\", \"id\": 2}, {\"...</td>\n      <td>[{\"iso_3166_1\": \"US\", \"name\": \"United States o...</td>\n      <td>2007-05-19</td>\n      <td>961000000</td>\n      <td>169.0</td>\n      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n      <td>Released</td>\n      <td>At the end of the world, the adventure begins.</td>\n      <td>Pirates of the Caribbean: At World's End</td>\n      <td>6.9</td>\n      <td>4500</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
          },
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    {
      "cell_type": "code",
      "source": [
        "movies.shape"
      ],
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          "execution_count": 4,
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            "text/plain": "(4803, 20)"
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    {
      "cell_type": "code",
      "source": [
        "credits.head()"
      ],
      "metadata": {
        "execution": {
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        {
          "execution_count": 5,
          "output_type": "execute_result",
          "data": {
            "text/plain": "   movie_id                                     title  \\\n0     19995                                    Avatar   \n1       285  Pirates of the Caribbean: At World's End   \n2    206647                                   Spectre   \n3     49026                     The Dark Knight Rises   \n4     49529                               John Carter   \n\n                                                cast  \\\n0  [{\"cast_id\": 242, \"character\": \"Jake Sully\", \"...   \n1  [{\"cast_id\": 4, \"character\": \"Captain Jack Spa...   \n2  [{\"cast_id\": 1, \"character\": \"James Bond\", \"cr...   \n3  [{\"cast_id\": 2, \"character\": \"Bruce Wayne / Ba...   \n4  [{\"cast_id\": 5, \"character\": \"John Carter\", \"c...   \n\n                                                crew  \n0  [{\"credit_id\": \"52fe48009251416c750aca23\", \"de...  \n1  [{\"credit_id\": \"52fe4232c3a36847f800b579\", \"de...  \n2  [{\"credit_id\": \"54805967c3a36829b5002c41\", \"de...  \n3  [{\"credit_id\": \"52fe4781c3a36847f81398c3\", \"de...  \n4  [{\"credit_id\": \"52fe479ac3a36847f813eaa3\", \"de...  ",
            "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>movie_id</th>\n      <th>title</th>\n      <th>cast</th>\n      <th>crew</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>19995</td>\n      <td>Avatar</td>\n      <td>[{\"cast_id\": 242, \"character\": \"Jake Sully\", \"...</td>\n      <td>[{\"credit_id\": \"52fe48009251416c750aca23\", \"de...</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>285</td>\n      <td>Pirates of the Caribbean: At World's End</td>\n      <td>[{\"cast_id\": 4, \"character\": \"Captain Jack Spa...</td>\n      <td>[{\"credit_id\": \"52fe4232c3a36847f800b579\", \"de...</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>206647</td>\n      <td>Spectre</td>\n      <td>[{\"cast_id\": 1, \"character\": \"James Bond\", \"cr...</td>\n      <td>[{\"credit_id\": \"54805967c3a36829b5002c41\", \"de...</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>49026</td>\n      <td>The Dark Knight Rises</td>\n      <td>[{\"cast_id\": 2, \"character\": \"Bruce Wayne / Ba...</td>\n      <td>[{\"credit_id\": \"52fe4781c3a36847f81398c3\", \"de...</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>49529</td>\n      <td>John Carter</td>\n      <td>[{\"cast_id\": 5, \"character\": \"John Carter\", \"c...</td>\n      <td>[{\"credit_id\": \"52fe479ac3a36847f813eaa3\", \"de...</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
          },
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    {
      "cell_type": "code",
      "source": [
        "movies = movies.merge(credits,on='title')"
      ],
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      "cell_type": "code",
      "source": [
        "movies.head()"
      ],
      "metadata": {
        "execution": {
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    },
    {
      "cell_type": "code",
      "source": [
        "movies = movies[['movie_id','title','overview','genres','keywords','cast','crew']]"
      ],
      "metadata": {
        "execution": {
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      "source": [
        "movies.head()"
      ],
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      "outputs": [
        {
          "execution_count": 8,
          "output_type": "execute_result",
          "data": {
            "text/plain": "   movie_id                                     title  \\\n0     19995                                    Avatar   \n1       285  Pirates of the Caribbean: At World's End   \n2    206647                                   Spectre   \n3     49026                     The Dark Knight Rises   \n4     49529                               John Carter   \n\n                                            overview  \\\n0  In the 22nd century, a paraplegic Marine is di...   \n1  Captain Barbossa, long believed to be dead, ha...   \n2  A cryptic message from Bond’s past sends him o...   \n3  Following the death of District Attorney Harve...   \n4  John Carter is a war-weary, former military ca...   \n\n                                              genres  \\\n0  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   \n1  [{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"...   \n2  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   \n3  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 80, \"nam...   \n4  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   \n\n                                            keywords  \\\n0  [{\"id\": 1463, \"name\": \"culture clash\"}, {\"id\":...   \n1  [{\"id\": 270, \"name\": \"ocean\"}, {\"id\": 726, \"na...   \n2  [{\"id\": 470, \"name\": \"spy\"}, {\"id\": 818, \"name...   \n3  [{\"id\": 849, \"name\": \"dc comics\"}, {\"id\": 853,...   \n4  [{\"id\": 818, \"name\": \"based on novel\"}, {\"id\":...   \n\n                                                cast  \\\n0  [{\"cast_id\": 242, \"character\": \"Jake Sully\", \"...   \n1  [{\"cast_id\": 4, \"character\": \"Captain Jack Spa...   \n2  [{\"cast_id\": 1, \"character\": \"James Bond\", \"cr...   \n3  [{\"cast_id\": 2, \"character\": \"Bruce Wayne / Ba...   \n4  [{\"cast_id\": 5, \"character\": \"John Carter\", \"c...   \n\n                                                crew  \n0  [{\"credit_id\": \"52fe48009251416c750aca23\", \"de...  \n1  [{\"credit_id\": \"52fe4232c3a36847f800b579\", \"de...  \n2  [{\"credit_id\": \"54805967c3a36829b5002c41\", \"de...  \n3  [{\"credit_id\": \"52fe4781c3a36847f81398c3\", \"de...  \n4  [{\"credit_id\": \"52fe479ac3a36847f813eaa3\", \"de...  ",
            "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>movie_id</th>\n      <th>title</th>\n      <th>overview</th>\n      <th>genres</th>\n      <th>keywords</th>\n      <th>cast</th>\n      <th>crew</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>19995</td>\n      <td>Avatar</td>\n      <td>In the 22nd century, a paraplegic Marine is di...</td>\n      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n      <td>[{\"id\": 1463, \"name\": \"culture clash\"}, {\"id\":...</td>\n      <td>[{\"cast_id\": 242, \"character\": \"Jake Sully\", \"...</td>\n      <td>[{\"credit_id\": \"52fe48009251416c750aca23\", \"de...</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>285</td>\n      <td>Pirates of the Caribbean: At World's End</td>\n      <td>Captain Barbossa, long believed to be dead, ha...</td>\n      <td>[{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"...</td>\n      <td>[{\"id\": 270, \"name\": \"ocean\"}, {\"id\": 726, \"na...</td>\n      <td>[{\"cast_id\": 4, \"character\": \"Captain Jack Spa...</td>\n      <td>[{\"credit_id\": \"52fe4232c3a36847f800b579\", \"de...</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>206647</td>\n      <td>Spectre</td>\n      <td>A cryptic message from Bond’s past sends him o...</td>\n      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n      <td>[{\"id\": 470, \"name\": \"spy\"}, {\"id\": 818, \"name...</td>\n      <td>[{\"cast_id\": 1, \"character\": \"James Bond\", \"cr...</td>\n      <td>[{\"credit_id\": \"54805967c3a36829b5002c41\", \"de...</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>49026</td>\n      <td>The Dark Knight Rises</td>\n      <td>Following the death of District Attorney Harve...</td>\n      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 80, \"nam...</td>\n      <td>[{\"id\": 849, \"name\": \"dc comics\"}, {\"id\": 853,...</td>\n      <td>[{\"cast_id\": 2, \"character\": \"Bruce Wayne / Ba...</td>\n      <td>[{\"credit_id\": \"52fe4781c3a36847f81398c3\", \"de...</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>49529</td>\n      <td>John Carter</td>\n      <td>John Carter is a war-weary, former military ca...</td>\n      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n      <td>[{\"id\": 818, \"name\": \"based on novel\"}, {\"id\":...</td>\n      <td>[{\"cast_id\": 5, \"character\": \"John Carter\", \"c...</td>\n      <td>[{\"credit_id\": \"52fe479ac3a36847f813eaa3\", \"de...</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
          },
          "metadata": {}
        }
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    },
    {
      "cell_type": "code",
      "source": [
        "import ast"
      ],
      "metadata": {
        "execution": {
          "iopub.status.busy": "2021-06-21T12:34:19.382331Z",
          "iopub.execute_input": "2021-06-21T12:34:19.382856Z",
          "iopub.status.idle": "2021-06-21T12:34:19.387416Z",
          "shell.execute_reply.started": "2021-06-21T12:34:19.382822Z",
          "shell.execute_reply": "2021-06-21T12:34:19.386451Z"
        },
        "trusted": true,
        "id": "XWNAvDzsgsM7"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "def convert(text):\n",
        "    L = []\n",
        "    for i in ast.literal_eval(text):\n",
        "        L.append(i['name'])\n",
        "    return L"
      ],
      "metadata": {
        "execution": {
          "iopub.status.busy": "2021-06-21T12:36:47.539904Z",
          "iopub.execute_input": "2021-06-21T12:36:47.540453Z",
          "iopub.status.idle": "2021-06-21T12:36:47.545014Z",
          "shell.execute_reply.started": "2021-06-21T12:36:47.540418Z",
          "shell.execute_reply": "2021-06-21T12:36:47.544243Z"
        },
        "trusted": true,
        "id": "2GsJjQGVgsM8"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "movies.dropna(inplace=True)"
      ],
      "metadata": {
        "execution": {
          "iopub.status.busy": "2021-06-21T12:36:50.059006Z",
          "iopub.execute_input": "2021-06-21T12:36:50.059538Z",
          "iopub.status.idle": "2021-06-21T12:36:50.073095Z",
          "shell.execute_reply.started": "2021-06-21T12:36:50.059504Z",
          "shell.execute_reply": "2021-06-21T12:36:50.071577Z"
        },
        "trusted": true,
        "id": "0WDC338XgsM8"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "movies['genres'] = movies['genres'].apply(convert)\n",
        "movies.head()"
      ],
      "metadata": {
        "execution": {
          "iopub.status.busy": "2021-06-21T12:36:52.343645Z",
          "iopub.execute_input": "2021-06-21T12:36:52.344121Z",
          "iopub.status.idle": "2021-06-21T12:36:52.523910Z",
          "shell.execute_reply.started": "2021-06-21T12:36:52.344082Z",
          "shell.execute_reply": "2021-06-21T12:36:52.522805Z"
        },
        "trusted": true,
        "id": "1hlE1YsngsM9",
        "outputId": "6f79b6c5-b913-4350-db25-d3eb00794990"
      },
      "execution_count": null,
      "outputs": [
        {
          "execution_count": 36,
          "output_type": "execute_result",
          "data": {
            "text/plain": "   movie_id                                     title  \\\n0     19995                                    Avatar   \n1       285  Pirates of the Caribbean: At World's End   \n2    206647                                   Spectre   \n3     49026                     The Dark Knight Rises   \n4     49529                               John Carter   \n\n                                            overview  \\\n0  In the 22nd century, a paraplegic Marine is di...   \n1  Captain Barbossa, long believed to be dead, ha...   \n2  A cryptic message from Bond’s past sends him o...   \n3  Following the death of District Attorney Harve...   \n4  John Carter is a war-weary, former military ca...   \n\n                                          genres  \\\n0  [Action, Adventure, Fantasy, Science Fiction]   \n1                   [Adventure, Fantasy, Action]   \n2                     [Action, Adventure, Crime]   \n3               [Action, Crime, Drama, Thriller]   \n4           [Action, Adventure, Science Fiction]   \n\n                                            keywords  \\\n0  [{\"id\": 1463, \"name\": \"culture clash\"}, {\"id\":...   \n1  [{\"id\": 270, \"name\": \"ocean\"}, {\"id\": 726, \"na...   \n2  [{\"id\": 470, \"name\": \"spy\"}, {\"id\": 818, \"name...   \n3  [{\"id\": 849, \"name\": \"dc comics\"}, {\"id\": 853,...   \n4  [{\"id\": 818, \"name\": \"based on novel\"}, {\"id\":...   \n\n                                                cast  \\\n0  [{\"cast_id\": 242, \"character\": \"Jake Sully\", \"...   \n1  [{\"cast_id\": 4, \"character\": \"Captain Jack Spa...   \n2  [{\"cast_id\": 1, \"character\": \"James Bond\", \"cr...   \n3  [{\"cast_id\": 2, \"character\": \"Bruce Wayne / Ba...   \n4  [{\"cast_id\": 5, \"character\": \"John Carter\", \"c...   \n\n                                                crew  \n0  [{\"credit_id\": \"52fe48009251416c750aca23\", \"de...  \n1  [{\"credit_id\": \"52fe4232c3a36847f800b579\", \"de...  \n2  [{\"credit_id\": \"54805967c3a36829b5002c41\", \"de...  \n3  [{\"credit_id\": \"52fe4781c3a36847f81398c3\", \"de...  \n4  [{\"credit_id\": \"52fe479ac3a36847f813eaa3\", \"de...  ",
            "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>movie_id</th>\n      <th>title</th>\n      <th>overview</th>\n      <th>genres</th>\n      <th>keywords</th>\n      <th>cast</th>\n      <th>crew</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>19995</td>\n      <td>Avatar</td>\n      <td>In the 22nd century, a paraplegic Marine is di...</td>\n      <td>[Action, Adventure, Fantasy, Science Fiction]</td>\n      <td>[{\"id\": 1463, \"name\": \"culture clash\"}, {\"id\":...</td>\n      <td>[{\"cast_id\": 242, \"character\": \"Jake Sully\", \"...</td>\n      <td>[{\"credit_id\": \"52fe48009251416c750aca23\", \"de...</td>\n    </tr>\n    <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>[{\"id\": 270, \"name\": \"ocean\"}, {\"id\": 726, \"na...</td>\n      <td>[{\"cast_id\": 4, \"character\": \"Captain Jack Spa...</td>\n      <td>[{\"credit_id\": \"52fe4232c3a36847f800b579\", \"de...</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>206647</td>\n      <td>Spectre</td>\n      <td>A cryptic message from Bond’s past sends him o...</td>\n      <td>[Action, Adventure, Crime]</td>\n      <td>[{\"id\": 470, \"name\": \"spy\"}, {\"id\": 818, \"name...</td>\n      <td>[{\"cast_id\": 1, \"character\": \"James Bond\", \"cr...</td>\n      <td>[{\"credit_id\": \"54805967c3a36829b5002c41\", \"de...</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>49026</td>\n      <td>The Dark Knight Rises</td>\n      <td>Following the death of District Attorney Harve...</td>\n      <td>[Action, Crime, Drama, Thriller]</td>\n      <td>[{\"id\": 849, \"name\": \"dc comics\"}, {\"id\": 853,...</td>\n      <td>[{\"cast_id\": 2, \"character\": \"Bruce Wayne / Ba...</td>\n      <td>[{\"credit_id\": \"52fe4781c3a36847f81398c3\", \"de...</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>49529</td>\n      <td>John Carter</td>\n      <td>John Carter is a war-weary, former military ca...</td>\n      <td>[Action, Adventure, Science Fiction]</td>\n      <td>[{\"id\": 818, \"name\": \"based on novel\"}, {\"id\":...</td>\n      <td>[{\"cast_id\": 5, \"character\": \"John Carter\", \"c...</td>\n      <td>[{\"credit_id\": \"52fe479ac3a36847f813eaa3\", \"de...</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "movies['keywords'] = movies['keywords'].apply(convert)\n",
        "movies.head()"
      ],
      "metadata": {
        "execution": {
          "iopub.status.busy": "2021-06-21T12:36:55.304070Z",
          "iopub.execute_input": "2021-06-21T12:36:55.304439Z",
          "iopub.status.idle": "2021-06-21T12:36:55.738525Z",
          "shell.execute_reply.started": "2021-06-21T12:36:55.304408Z",
          "shell.execute_reply": "2021-06-21T12:36:55.737123Z"
        },
        "trusted": true,
        "id": "dLuP3bPhgsM9",
        "outputId": "e54bb231-7649-47be-e268-05d6352ba3b3"
      },
      "execution_count": null,
      "outputs": [
        {
          "execution_count": 37,
          "output_type": "execute_result",
          "data": {
            "text/plain": "   movie_id                                     title  \\\n0     19995                                    Avatar   \n1       285  Pirates of the Caribbean: At World's End   \n2    206647                                   Spectre   \n3     49026                     The Dark Knight Rises   \n4     49529                               John Carter   \n\n                                            overview  \\\n0  In the 22nd century, a paraplegic Marine is di...   \n1  Captain Barbossa, long believed to be dead, ha...   \n2  A cryptic message from Bond’s past sends him o...   \n3  Following the death of District Attorney Harve...   \n4  John Carter is a war-weary, former military ca...   \n\n                                          genres  \\\n0  [Action, Adventure, Fantasy, Science Fiction]   \n1                   [Adventure, Fantasy, Action]   \n2                     [Action, Adventure, Crime]   \n3               [Action, Crime, Drama, Thriller]   \n4           [Action, Adventure, Science Fiction]   \n\n                                            keywords  \\\n0  [culture clash, future, space war, space colon...   \n1  [ocean, drug abuse, exotic island, east india ...   \n2  [spy, based on novel, secret agent, sequel, mi...   \n3  [dc comics, crime fighter, terrorist, secret i...   \n4  [based on novel, mars, medallion, space travel...   \n\n                                                cast  \\\n0  [{\"cast_id\": 242, \"character\": \"Jake Sully\", \"...   \n1  [{\"cast_id\": 4, \"character\": \"Captain Jack Spa...   \n2  [{\"cast_id\": 1, \"character\": \"James Bond\", \"cr...   \n3  [{\"cast_id\": 2, \"character\": \"Bruce Wayne / Ba...   \n4  [{\"cast_id\": 5, \"character\": \"John Carter\", \"c...   \n\n                                                crew  \n0  [{\"credit_id\": \"52fe48009251416c750aca23\", \"de...  \n1  [{\"credit_id\": \"52fe4232c3a36847f800b579\", \"de...  \n2  [{\"credit_id\": \"54805967c3a36829b5002c41\", \"de...  \n3  [{\"credit_id\": \"52fe4781c3a36847f81398c3\", \"de...  \n4  [{\"credit_id\": \"52fe479ac3a36847f813eaa3\", \"de...  ",
            "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>movie_id</th>\n      <th>title</th>\n      <th>overview</th>\n      <th>genres</th>\n      <th>keywords</th>\n      <th>cast</th>\n      <th>crew</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>19995</td>\n      <td>Avatar</td>\n      <td>In the 22nd century, a paraplegic Marine is di...</td>\n      <td>[Action, Adventure, Fantasy, Science Fiction]</td>\n      <td>[culture clash, future, space war, space colon...</td>\n      <td>[{\"cast_id\": 242, \"character\": \"Jake Sully\", \"...</td>\n      <td>[{\"credit_id\": \"52fe48009251416c750aca23\", \"de...</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>285</td>\n      <td>Pirates of the Caribbean: At World's End</td>\n      <td>Captain Barbossa, long believed to be dead, ha...</td>\n      <td>[Adventure, Fantasy, Action]</td>\n      <td>[ocean, drug abuse, exotic island, east india ...</td>\n      <td>[{\"cast_id\": 4, \"character\": \"Captain Jack Spa...</td>\n      <td>[{\"credit_id\": \"52fe4232c3a36847f800b579\", \"de...</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>206647</td>\n      <td>Spectre</td>\n      <td>A cryptic message from Bond’s past sends him o...</td>\n      <td>[Action, Adventure, Crime]</td>\n      <td>[spy, based on novel, secret agent, sequel, mi...</td>\n      <td>[{\"cast_id\": 1, \"character\": \"James Bond\", \"cr...</td>\n      <td>[{\"credit_id\": \"54805967c3a36829b5002c41\", \"de...</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>49026</td>\n      <td>The Dark Knight Rises</td>\n      <td>Following the death of District Attorney Harve...</td>\n      <td>[Action, Crime, Drama, Thriller]</td>\n      <td>[dc comics, crime fighter, terrorist, secret i...</td>\n      <td>[{\"cast_id\": 2, \"character\": \"Bruce Wayne / Ba...</td>\n      <td>[{\"credit_id\": \"52fe4781c3a36847f81398c3\", \"de...</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>49529</td>\n      <td>John Carter</td>\n      <td>John Carter is a war-weary, former military ca...</td>\n      <td>[Action, Adventure, Science Fiction]</td>\n      <td>[based on novel, mars, medallion, space travel...</td>\n      <td>[{\"cast_id\": 5, \"character\": \"John Carter\", \"c...</td>\n      <td>[{\"credit_id\": \"52fe479ac3a36847f813eaa3\", \"de...</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import ast\n",
        "ast.literal_eval('[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"name\": \"Fantasy\"}, {\"id\": 878, \"name\": \"Science Fiction\"}]')"
      ],
      "metadata": {
        "execution": {
          "iopub.status.busy": "2021-06-19T13:07:21.572154Z",
          "iopub.execute_input": "2021-06-19T13:07:21.572473Z",
          "iopub.status.idle": "2021-06-19T13:07:21.578686Z",
          "shell.execute_reply.started": "2021-06-19T13:07:21.572446Z",
          "shell.execute_reply": "2021-06-19T13:07:21.577661Z"
        },
        "trusted": true,
        "id": "AU4eh_EXgsM9"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "def convert3(text):\n",
        "    L = []\n",
        "    counter = 0\n",
        "    for i in ast.literal_eval(text):\n",
        "        if counter < 3:\n",
        "            L.append(i['name'])\n",
        "        counter+=1\n",
        "    return L"
      ],
      "metadata": {
        "execution": {
          "iopub.status.busy": "2021-06-21T12:36:59.510859Z",
          "iopub.execute_input": "2021-06-21T12:36:59.511226Z",
          "iopub.status.idle": "2021-06-21T12:36:59.517043Z",
          "shell.execute_reply.started": "2021-06-21T12:36:59.511192Z",
          "shell.execute_reply": "2021-06-21T12:36:59.515878Z"
        },
        "trusted": true,
        "id": "eTbWZCg1gsM-"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "movies['cast'] = movies['cast'].apply(convert)\n",
        "movies.head()"
      ],
      "metadata": {
        "execution": {
          "iopub.status.busy": "2021-06-21T12:37:00.828661Z",
          "iopub.execute_input": "2021-06-21T12:37:00.829409Z",
          "iopub.status.idle": "2021-06-21T12:37:04.117090Z",
          "shell.execute_reply.started": "2021-06-21T12:37:00.829355Z",
          "shell.execute_reply": "2021-06-21T12:37:04.115822Z"
        },
        "trusted": true,
        "id": "C6vplKD5gsM-",
        "outputId": "bcdd84ad-df31-44c4-b303-982d17d006f8"
      },
      "execution_count": null,
      "outputs": [
        {
          "execution_count": 39,
          "output_type": "execute_result",
          "data": {
            "text/plain": "   movie_id                                     title  \\\n0     19995                                    Avatar   \n1       285  Pirates of the Caribbean: At World's End   \n2    206647                                   Spectre   \n3     49026                     The Dark Knight Rises   \n4     49529                               John Carter   \n\n                                            overview  \\\n0  In the 22nd century, a paraplegic Marine is di...   \n1  Captain Barbossa, long believed to be dead, ha...   \n2  A cryptic message from Bond’s past sends him o...   \n3  Following the death of District Attorney Harve...   \n4  John Carter is a war-weary, former military ca...   \n\n                                          genres  \\\n0  [Action, Adventure, Fantasy, Science Fiction]   \n1                   [Adventure, Fantasy, Action]   \n2                     [Action, Adventure, Crime]   \n3               [Action, Crime, Drama, Thriller]   \n4           [Action, Adventure, Science Fiction]   \n\n                                            keywords  \\\n0  [culture clash, future, space war, space colon...   \n1  [ocean, drug abuse, exotic island, east india ...   \n2  [spy, based on novel, secret agent, sequel, mi...   \n3  [dc comics, crime fighter, terrorist, secret i...   \n4  [based on novel, mars, medallion, space travel...   \n\n                                                cast  \\\n0  [Sam Worthington, Zoe Saldana, Sigourney Weave...   \n1  [Johnny Depp, Orlando Bloom, Keira Knightley, ...   \n2  [Daniel Craig, Christoph Waltz, Léa Seydoux, R...   \n3  [Christian Bale, Michael Caine, Gary Oldman, A...   \n4  [Taylor Kitsch, Lynn Collins, Samantha Morton,...   \n\n                                                crew  \n0  [{\"credit_id\": \"52fe48009251416c750aca23\", \"de...  \n1  [{\"credit_id\": \"52fe4232c3a36847f800b579\", \"de...  \n2  [{\"credit_id\": \"54805967c3a36829b5002c41\", \"de...  \n3  [{\"credit_id\": \"52fe4781c3a36847f81398c3\", \"de...  \n4  [{\"credit_id\": \"52fe479ac3a36847f813eaa3\", \"de...  ",
            "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>movie_id</th>\n      <th>title</th>\n      <th>overview</th>\n      <th>genres</th>\n      <th>keywords</th>\n      <th>cast</th>\n      <th>crew</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>19995</td>\n      <td>Avatar</td>\n      <td>In the 22nd century, a paraplegic Marine is di...</td>\n      <td>[Action, Adventure, Fantasy, Science Fiction]</td>\n      <td>[culture clash, future, space war, space colon...</td>\n      <td>[Sam Worthington, Zoe Saldana, Sigourney Weave...</td>\n      <td>[{\"credit_id\": \"52fe48009251416c750aca23\", \"de...</td>\n    </tr>\n    <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    </tr>\n    <tr>\n      <th>2</th>\n      <td>206647</td>\n      <td>Spectre</td>\n      <td>A cryptic message from Bond’s past sends him o...</td>\n      <td>[Action, Adventure, Crime]</td>\n      <td>[spy, based on novel, secret agent, sequel, mi...</td>\n      <td>[Daniel Craig, Christoph Waltz, Léa Seydoux, R...</td>\n      <td>[{\"credit_id\": \"54805967c3a36829b5002c41\", \"de...</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>49026</td>\n      <td>The Dark Knight Rises</td>\n      <td>Following the death of District Attorney Harve...</td>\n      <td>[Action, Crime, Drama, Thriller]</td>\n      <td>[dc comics, crime fighter, terrorist, secret i...</td>\n      <td>[Christian Bale, Michael Caine, Gary Oldman, A...</td>\n      <td>[{\"credit_id\": \"52fe4781c3a36847f81398c3\", \"de...</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>49529</td>\n      <td>John Carter</td>\n      <td>John Carter is a war-weary, former military ca...</td>\n      <td>[Action, Adventure, Science Fiction]</td>\n      <td>[based on novel, mars, medallion, space travel...</td>\n      <td>[Taylor Kitsch, Lynn Collins, Samantha Morton,...</td>\n      <td>[{\"credit_id\": \"52fe479ac3a36847f813eaa3\", \"de...</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "movies['cast'] = movies['cast'].apply(lambda x:x[0:3])"
      ],
      "metadata": {
        "execution": {
          "iopub.status.busy": "2021-06-21T12:37:07.352464Z",
          "iopub.execute_input": "2021-06-21T12:37:07.352886Z",
          "iopub.status.idle": "2021-06-21T12:37:07.367808Z",
          "shell.execute_reply.started": "2021-06-21T12:37:07.352854Z",
          "shell.execute_reply": "2021-06-21T12:37:07.366250Z"
        },
        "trusted": true,
        "id": "MIUL62dagsM-"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "def fetch_director(text):\n",
        "    L = []\n",
        "    for i in ast.literal_eval(text):\n",
        "        if i['job'] == 'Director':\n",
        "            L.append(i['name'])\n",
        "    return L"
      ],
      "metadata": {
        "execution": {
          "iopub.status.busy": "2021-06-21T12:37:09.762909Z",
          "iopub.execute_input": "2021-06-21T12:37:09.763317Z",
          "iopub.status.idle": "2021-06-21T12:37:09.770917Z",
          "shell.execute_reply.started": "2021-06-21T12:37:09.763278Z",
          "shell.execute_reply": "2021-06-21T12:37:09.770002Z"
        },
        "trusted": true,
        "id": "AiBYjNxlgsM-"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "movies['crew'] = movies['crew'].apply(fetch_director)"
      ],
      "metadata": {
        "execution": {
          "iopub.status.busy": "2021-06-21T12:37:12.189921Z",
          "iopub.execute_input": "2021-06-21T12:37:12.190468Z",
          "iopub.status.idle": "2021-06-21T12:37:15.825662Z",
          "shell.execute_reply.started": "2021-06-21T12:37:12.190407Z",
          "shell.execute_reply": "2021-06-21T12:37:15.824562Z"
        },
        "trusted": true,
        "id": "QdyZJjcagsM-"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "#movies['overview'] = movies['overview'].apply(lambda x:x.split())\n",
        "movies.sample(5)"
      ],
      "metadata": {
        "execution": {
          "iopub.status.busy": "2021-06-21T12:34:54.994397Z",
          "iopub.execute_input": "2021-06-21T12:34:54.994779Z",
          "iopub.status.idle": "2021-06-21T12:34:55.019276Z",
          "shell.execute_reply.started": "2021-06-21T12:34:54.994738Z",
          "shell.execute_reply": "2021-06-21T12:34:55.017718Z"
        },
        "trusted": true,
        "id": "NKF2T83sgsM_",
        "outputId": "5c3fed7f-777c-44ee-f572-2938686af293"
      },
      "execution_count": null,
      "outputs": [
        {
          "execution_count": 22,
          "output_type": "execute_result",
          "data": {
            "text/plain": "      movie_id                               title  \\\n1183      9889                         Shallow Hal   \n4215     15976                          The Bubble   \n1571     22947                       Up in the Air   \n205      58574  Sherlock Holmes: A Game of Shadows   \n352      10674                               Mulan   \n\n                                               overview  \\\n1183  A shallow man falls in love with a 300 pound w...   \n4215  The movie follows a group of young friends in ...   \n1571  George Clooney plays the dry cynical character...   \n205   There is a new criminal mastermind at large (P...   \n352   A tomboyish girl disguises herself as a young ...   \n\n                                   genres  \\\n1183                    [Comedy, Romance]   \n4215                     [Drama, Romance]   \n1571                     [Drama, Romance]   \n205   [Adventure, Action, Crime, Mystery]   \n352        [Animation, Family, Adventure]   \n\n                                               keywords  \\\n1183  [overweight, beauty, hypnosis, overweight man,...   \n4215                                              [gay]   \n1571  [suitcase, business, omaha, on the road, downs...   \n205   [detective inspector, steampunk, criminal mast...   \n352   [homeland, musical, training, daughter, cricke...   \n\n                                                cast  \\\n1183  [Gwyneth Paltrow, Jack Black, Jason Alexander]   \n4215   [Ohad Knoller, Yousef Sweid, Daniella Wircer]   \n1571   [George Clooney, Vera Farmiga, Anna Kendrick]   \n205      [Robert Downey Jr., Jude Law, Jared Harris]   \n352         [Eddie Murphy, Jackie Chan, Ming-Na Wen]   \n\n                                  crew  \n1183  [Bobby Farrelly, Peter Farrelly]  \n4215                       [Eytan Fox]  \n1571                   [Jason Reitman]  \n205                      [Guy Ritchie]  \n352        [Tony Bancroft, Barry Cook]  ",
            "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>movie_id</th>\n      <th>title</th>\n      <th>overview</th>\n      <th>genres</th>\n      <th>keywords</th>\n      <th>cast</th>\n      <th>crew</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>1183</th>\n      <td>9889</td>\n      <td>Shallow Hal</td>\n      <td>A shallow man falls in love with a 300 pound w...</td>\n      <td>[Comedy, Romance]</td>\n      <td>[overweight, beauty, hypnosis, overweight man,...</td>\n      <td>[Gwyneth Paltrow, Jack Black, Jason Alexander]</td>\n      <td>[Bobby Farrelly, Peter Farrelly]</td>\n    </tr>\n    <tr>\n      <th>4215</th>\n      <td>15976</td>\n      <td>The Bubble</td>\n      <td>The movie follows a group of young friends in ...</td>\n      <td>[Drama, Romance]</td>\n      <td>[gay]</td>\n      <td>[Ohad Knoller, Yousef Sweid, Daniella Wircer]</td>\n      <td>[Eytan Fox]</td>\n    </tr>\n    <tr>\n      <th>1571</th>\n      <td>22947</td>\n      <td>Up in the Air</td>\n      <td>George Clooney plays the dry cynical character...</td>\n      <td>[Drama, Romance]</td>\n      <td>[suitcase, business, omaha, on the road, downs...</td>\n      <td>[George Clooney, Vera Farmiga, Anna Kendrick]</td>\n      <td>[Jason Reitman]</td>\n    </tr>\n    <tr>\n      <th>205</th>\n      <td>58574</td>\n      <td>Sherlock Holmes: A Game of Shadows</td>\n      <td>There is a new criminal mastermind at large (P...</td>\n      <td>[Adventure, Action, Crime, Mystery]</td>\n      <td>[detective inspector, steampunk, criminal mast...</td>\n      <td>[Robert Downey Jr., Jude Law, Jared Harris]</td>\n      <td>[Guy Ritchie]</td>\n    </tr>\n    <tr>\n      <th>352</th>\n      <td>10674</td>\n      <td>Mulan</td>\n      <td>A tomboyish girl disguises herself as a young ...</td>\n      <td>[Animation, Family, Adventure]</td>\n      <td>[homeland, musical, training, daughter, cricke...</td>\n      <td>[Eddie Murphy, Jackie Chan, Ming-Na Wen]</td>\n      <td>[Tony Bancroft, Barry Cook]</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "def collapse(L):\n",
        "    L1 = []\n",
        "    for i in L:\n",
        "        L1.append(i.replace(\" \",\"\"))\n",
        "    return L1"
      ],
      "metadata": {
        "execution": {
          "iopub.status.busy": "2021-06-21T12:37:20.072749Z",
          "iopub.execute_input": "2021-06-21T12:37:20.073320Z",
          "iopub.status.idle": "2021-06-21T12:37:20.079118Z",
          "shell.execute_reply.started": "2021-06-21T12:37:20.073270Z",
          "shell.execute_reply": "2021-06-21T12:37:20.077997Z"
        },
        "trusted": true,
        "id": "uJqCbQCegsM_"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "movies['cast'] = movies['cast'].apply(collapse)\n",
        "movies['crew'] = movies['crew'].apply(collapse)\n",
        "movies['genres'] = movies['genres'].apply(collapse)\n",
        "movies['keywords'] = movies['keywords'].apply(collapse)"
      ],
      "metadata": {
        "execution": {
          "iopub.status.busy": "2021-06-21T12:37:21.282768Z",
          "iopub.execute_input": "2021-06-21T12:37:21.283329Z",
          "iopub.status.idle": "2021-06-21T12:37:21.486755Z",
          "shell.execute_reply.started": "2021-06-21T12:37:21.283292Z",
          "shell.execute_reply": "2021-06-21T12:37:21.485878Z"
        },
        "trusted": true,
        "id": "Y0h7fRvxgsM_"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "movies.head()"
      ],
      "metadata": {
        "execution": {
          "iopub.status.busy": "2021-06-21T12:35:23.278025Z",
          "iopub.execute_input": "2021-06-21T12:35:23.278589Z",
          "iopub.status.idle": "2021-06-21T12:35:23.311346Z",
          "shell.execute_reply.started": "2021-06-21T12:35:23.278539Z",
          "shell.execute_reply": "2021-06-21T12:35:23.309971Z"
        },
        "trusted": true,
        "id": "xB375ugAgsM_",
        "outputId": "5099812b-9a17-44e6-d38b-f44ab2450b53"
      },
      "execution_count": null,
      "outputs": [
        {
          "execution_count": 26,
          "output_type": "execute_result",
          "data": {
            "text/plain": "   movie_id                                     title  \\\n0     19995                                    Avatar   \n1       285  Pirates of the Caribbean: At World's End   \n2    206647                                   Spectre   \n3     49026                     The Dark Knight Rises   \n4     49529                               John Carter   \n\n                                            overview  \\\n0  In the 22nd century, a paraplegic Marine is di...   \n1  Captain Barbossa, long believed to be dead, ha...   \n2  A cryptic message from Bond’s past sends him o...   \n3  Following the death of District Attorney Harve...   \n4  John Carter is a war-weary, former military ca...   \n\n                                         genres  \\\n0  [Action, Adventure, Fantasy, ScienceFiction]   \n1                  [Adventure, Fantasy, Action]   \n2                    [Action, Adventure, Crime]   \n3              [Action, Crime, Drama, Thriller]   \n4           [Action, Adventure, ScienceFiction]   \n\n                                            keywords  \\\n0  [cultureclash, future, spacewar, spacecolony, ...   \n1  [ocean, drugabuse, exoticisland, eastindiatrad...   \n2  [spy, basedonnovel, secretagent, sequel, mi6, ...   \n3  [dccomics, crimefighter, terrorist, secretiden...   \n4  [basedonnovel, mars, medallion, spacetravel, p...   \n\n                                            cast                crew  \n0  [SamWorthington, ZoeSaldana, SigourneyWeaver]      [JamesCameron]  \n1     [JohnnyDepp, OrlandoBloom, KeiraKnightley]     [GoreVerbinski]  \n2      [DanielCraig, ChristophWaltz, LéaSeydoux]         [SamMendes]  \n3      [ChristianBale, MichaelCaine, GaryOldman]  [ChristopherNolan]  \n4    [TaylorKitsch, LynnCollins, SamanthaMorton]     [AndrewStanton]  ",
            "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>movie_id</th>\n      <th>title</th>\n      <th>overview</th>\n      <th>genres</th>\n      <th>keywords</th>\n      <th>cast</th>\n      <th>crew</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>19995</td>\n      <td>Avatar</td>\n      <td>In the 22nd century, a paraplegic Marine is di...</td>\n      <td>[Action, Adventure, Fantasy, ScienceFiction]</td>\n      <td>[cultureclash, future, spacewar, spacecolony, ...</td>\n      <td>[SamWorthington, ZoeSaldana, SigourneyWeaver]</td>\n      <td>[JamesCameron]</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>285</td>\n      <td>Pirates of the Caribbean: At World's End</td>\n      <td>Captain Barbossa, long believed to be dead, ha...</td>\n      <td>[Adventure, Fantasy, Action]</td>\n      <td>[ocean, drugabuse, exoticisland, eastindiatrad...</td>\n      <td>[JohnnyDepp, OrlandoBloom, KeiraKnightley]</td>\n      <td>[GoreVerbinski]</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>206647</td>\n      <td>Spectre</td>\n      <td>A cryptic message from Bond’s past sends him o...</td>\n      <td>[Action, Adventure, Crime]</td>\n      <td>[spy, basedonnovel, secretagent, sequel, mi6, ...</td>\n      <td>[DanielCraig, ChristophWaltz, LéaSeydoux]</td>\n      <td>[SamMendes]</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>49026</td>\n      <td>The Dark Knight Rises</td>\n      <td>Following the death of District Attorney Harve...</td>\n      <td>[Action, Crime, Drama, Thriller]</td>\n      <td>[dccomics, crimefighter, terrorist, secretiden...</td>\n      <td>[ChristianBale, MichaelCaine, GaryOldman]</td>\n      <td>[ChristopherNolan]</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>49529</td>\n      <td>John Carter</td>\n      <td>John Carter is a war-weary, former military ca...</td>\n      <td>[Action, Adventure, ScienceFiction]</td>\n      <td>[basedonnovel, mars, medallion, spacetravel, p...</td>\n      <td>[TaylorKitsch, LynnCollins, SamanthaMorton]</td>\n      <td>[AndrewStanton]</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "movies['overview'] = movies['overview'].apply(lambda x:x.split())"
      ],
      "metadata": {
        "execution": {
          "iopub.status.busy": "2021-06-21T12:37:31.936003Z",
          "iopub.execute_input": "2021-06-21T12:37:31.936583Z",
          "iopub.status.idle": "2021-06-21T12:37:31.975155Z",
          "shell.execute_reply.started": "2021-06-21T12:37:31.936546Z",
          "shell.execute_reply": "2021-06-21T12:37:31.973928Z"
        },
        "trusted": true,
        "id": "QT3J5SW3gsNA"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "movies['tags'] = movies['overview'] + movies['genres'] + movies['keywords'] + movies['cast'] + movies['crew']"
      ],
      "metadata": {
        "execution": {
          "iopub.status.busy": "2021-06-21T12:37:34.465925Z",
          "iopub.execute_input": "2021-06-21T12:37:34.466349Z",
          "iopub.status.idle": "2021-06-21T12:37:34.572742Z",
          "shell.execute_reply.started": "2021-06-21T12:37:34.466313Z",
          "shell.execute_reply": "2021-06-21T12:37:34.571676Z"
        },
        "trusted": true,
        "id": "exNHq4B0gsNA"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "new = movies.drop(columns=['overview','genres','keywords','cast','crew'])\n",
        "#new.head()"
      ],
      "metadata": {
        "execution": {
          "iopub.status.busy": "2021-06-21T12:37:40.974644Z",
          "iopub.execute_input": "2021-06-21T12:37:40.975174Z",
          "iopub.status.idle": "2021-06-21T12:37:40.981843Z",
          "shell.execute_reply.started": "2021-06-21T12:37:40.975140Z",
          "shell.execute_reply": "2021-06-21T12:37:40.981059Z"
        },
        "trusted": true,
        "id": "Jdu7pnilgsNA"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "new['tags'] = new['tags'].apply(lambda x: \" \".join(x))\n",
        "new.head()"
      ],
      "metadata": {
        "execution": {
          "iopub.status.busy": "2021-06-21T12:38:00.130879Z",
          "iopub.execute_input": "2021-06-21T12:38:00.131473Z",
          "iopub.status.idle": "2021-06-21T12:38:00.160438Z",
          "shell.execute_reply.started": "2021-06-21T12:38:00.131439Z",
          "shell.execute_reply": "2021-06-21T12:38:00.159476Z"
        },
        "trusted": true,
        "id": "IA3SY0engsNA",
        "outputId": "44bd12a9-de2d-421a-a395-85763128e021"
      },
      "execution_count": null,
      "outputs": [
        {
          "execution_count": 48,
          "output_type": "execute_result",
          "data": {
            "text/plain": "   movie_id                                     title  \\\n0     19995                                    Avatar   \n1       285  Pirates of the Caribbean: At World's End   \n2    206647                                   Spectre   \n3     49026                     The Dark Knight Rises   \n4     49529                               John Carter   \n\n                                                tags  \n0  In the 22nd century, a paraplegic Marine is di...  \n1  Captain Barbossa, long believed to be dead, ha...  \n2  A cryptic message from Bond’s past sends him o...  \n3  Following the death of District Attorney Harve...  \n4  John Carter is a war-weary, former military ca...  ",
            "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>movie_id</th>\n      <th>title</th>\n      <th>tags</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>19995</td>\n      <td>Avatar</td>\n      <td>In the 22nd century, a paraplegic Marine is di...</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>285</td>\n      <td>Pirates of the Caribbean: At World's End</td>\n      <td>Captain Barbossa, long believed to be dead, ha...</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>206647</td>\n      <td>Spectre</td>\n      <td>A cryptic message from Bond’s past sends him o...</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>49026</td>\n      <td>The Dark Knight Rises</td>\n      <td>Following the death of District Attorney Harve...</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>49529</td>\n      <td>John Carter</td>\n      <td>John Carter is a war-weary, former military ca...</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from sklearn.feature_extraction.text import CountVectorizer\n",
        "cv = CountVectorizer(max_features=5000,stop_words='english')\n",
        ""
      ],
      "metadata": {
        "execution": {
          "iopub.status.busy": "2021-06-21T12:38:06.544599Z",
          "iopub.execute_input": "2021-06-21T12:38:06.545110Z",
          "iopub.status.idle": "2021-06-21T12:38:07.488307Z",
          "shell.execute_reply.started": "2021-06-21T12:38:06.545079Z",
          "shell.execute_reply": "2021-06-21T12:38:07.487238Z"
        },
        "trusted": true,
        "id": "syPzp6iFgsNB"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "vector = cv.fit_transform(new['tags']).toarray()"
      ],
      "metadata": {
        "execution": {
          "iopub.status.busy": "2021-06-21T12:38:10.163889Z",
          "iopub.execute_input": "2021-06-21T12:38:10.164314Z",
          "iopub.status.idle": "2021-06-21T12:38:10.821200Z",
          "shell.execute_reply.started": "2021-06-21T12:38:10.164279Z",
          "shell.execute_reply": "2021-06-21T12:38:10.820175Z"
        },
        "trusted": true,
        "id": "gTXcqsAqgsNB"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "vector.shape"
      ],
      "metadata": {
        "execution": {
          "iopub.status.busy": "2021-06-19T14:00:41.894223Z",
          "iopub.execute_input": "2021-06-19T14:00:41.894747Z",
          "iopub.status.idle": "2021-06-19T14:00:41.900786Z",
          "shell.execute_reply.started": "2021-06-19T14:00:41.894699Z",
          "shell.execute_reply": "2021-06-19T14:00:41.899989Z"
        },
        "trusted": true,
        "id": "3LhPF_-hgsNB"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "from sklearn.metrics.pairwise import cosine_similarity"
      ],
      "metadata": {
        "execution": {
          "iopub.status.busy": "2021-06-21T12:38:13.339041Z",
          "iopub.execute_input": "2021-06-21T12:38:13.339451Z",
          "iopub.status.idle": "2021-06-21T12:38:13.390575Z",
          "shell.execute_reply.started": "2021-06-21T12:38:13.339412Z",
          "shell.execute_reply": "2021-06-21T12:38:13.389373Z"
        },
        "trusted": true,
        "id": "I_-XkSb2gsNB"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "similarity = cosine_similarity(vector)"
      ],
      "metadata": {
        "execution": {
          "iopub.status.busy": "2021-06-21T12:38:15.769495Z",
          "iopub.execute_input": "2021-06-21T12:38:15.770001Z",
          "iopub.status.idle": "2021-06-21T12:38:18.170463Z",
          "shell.execute_reply.started": "2021-06-21T12:38:15.769960Z",
          "shell.execute_reply": "2021-06-21T12:38:18.169319Z"
        },
        "trusted": true,
        "id": "NB3PGrP9gsNC"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "similarity"
      ],
      "metadata": {
        "execution": {
          "iopub.status.busy": "2021-06-19T14:06:45.472777Z",
          "iopub.execute_input": "2021-06-19T14:06:45.473087Z",
          "iopub.status.idle": "2021-06-19T14:06:45.479647Z",
          "shell.execute_reply.started": "2021-06-19T14:06:45.473061Z",
          "shell.execute_reply": "2021-06-19T14:06:45.478831Z"
        },
        "trusted": true,
        "id": "tiAdimt9gsNC"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "new[new['title'] == 'The Lego Movie'].index[0]"
      ],
      "metadata": {
        "execution": {
          "iopub.status.busy": "2021-06-19T14:08:46.7159Z",
          "iopub.execute_input": "2021-06-19T14:08:46.716222Z",
          "iopub.status.idle": "2021-06-19T14:08:46.7239Z",
          "shell.execute_reply.started": "2021-06-19T14:08:46.716196Z",
          "shell.execute_reply": "2021-06-19T14:08:46.722946Z"
        },
        "trusted": true,
        "id": "Xh7kNOnRgsNC"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "def recommend(movie):\n",
        "    index = new[new['title'] == movie].index[0]\n",
        "    distances = sorted(list(enumerate(similarity[index])),reverse=True,key = lambda x: x[1])\n",
        "    for i in distances[1:6]:\n",
        "        print(new.iloc[i[0]].title)\n",
        "\n",
        ""
      ],
      "metadata": {
        "execution": {
          "iopub.status.busy": "2021-06-21T12:38:22.542487Z",
          "iopub.execute_input": "2021-06-21T12:38:22.542900Z",
          "iopub.status.idle": "2021-06-21T12:38:22.549786Z",
          "shell.execute_reply.started": "2021-06-21T12:38:22.542867Z",
          "shell.execute_reply": "2021-06-21T12:38:22.548271Z"
        },
        "trusted": true,
        "id": "S1-MLXU9gsNC"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "recommend('Gandhi')"
      ],
      "metadata": {
        "execution": {
          "iopub.status.busy": "2021-06-21T12:38:24.914258Z",
          "iopub.execute_input": "2021-06-21T12:38:24.914650Z",
          "iopub.status.idle": "2021-06-21T12:38:24.930018Z",
          "shell.execute_reply.started": "2021-06-21T12:38:24.914616Z",
          "shell.execute_reply": "2021-06-21T12:38:24.928876Z"
        },
        "trusted": true,
        "id": "WdZla3MKgsND",
        "outputId": "0502d0ee-dc27-4c6b-a17c-25b7f57dd47e"
      },
      "execution_count": null,
      "outputs": [
        {
          "name": "stdout",
          "text": "Gandhi, My Father\nThe Wind That Shakes the Barley\nA Passage to India\nGuiana 1838\nRamanujan\n",
          "output_type": "stream"
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import pickle"
      ],
      "metadata": {
        "execution": {
          "iopub.status.busy": "2021-06-21T12:39:59.606475Z",
          "iopub.execute_input": "2021-06-21T12:39:59.606924Z",
          "iopub.status.idle": "2021-06-21T12:39:59.612177Z",
          "shell.execute_reply.started": "2021-06-21T12:39:59.606890Z",
          "shell.execute_reply": "2021-06-21T12:39:59.610858Z"
        },
        "trusted": true,
        "id": "53f5OvV2gsND"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "pickle.dump(new,open('movie_list.pkl','wb'))\n",
        "pickle.dump(similarity,open('similarity.pkl','wb'))"
      ],
      "metadata": {
        "execution": {
          "iopub.status.busy": "2021-06-21T12:40:53.373186Z",
          "iopub.execute_input": "2021-06-21T12:40:53.373581Z",
          "iopub.status.idle": "2021-06-21T12:40:53.784869Z",
          "shell.execute_reply.started": "2021-06-21T12:40:53.373547Z",
          "shell.execute_reply": "2021-06-21T12:40:53.783635Z"
        },
        "trusted": true,
        "id": "wUkizzkTgsND"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "Uk8H1qC4gsNF"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}