Movie_Recommender_System_Data_Analysis.ipynb

{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "BnG3Xvxx2t1v"
      },
      "source": [
        "## Content Based Recommender System"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import pandas as pd\n",
        "import numpy as np\n",
        "import os\n",
        "from google.colab import files\n",
        "# Set pandas option to display all columns in a dataset\n",
        "pd.set_option('display.max_columns', None)\n",
        "\n",
        "# Mount Google Drive\n",
        "from google.colab import drive\n",
        "drive.mount('/content/drive', force_remount=True)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "wQcK-M745Xqg",
        "outputId": "5b76cf61-b41e-491e-b4b2-3a326d4adbf7"
      },
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Mounted at /content/drive\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 4,
      "metadata": {
        "id": "6-lKOKIV2t1x"
      },
      "outputs": [],
      "source": [
        "movies = pd.read_csv('/content/drive/MyDrive/Recommender_System/datasets/tmdb_5000_movies.csv')\n",
        "credits = pd.read_csv('/content/drive/MyDrive/Recommender_System/datasets/tmdb_5000_credits.csv')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 5,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 306
        },
        "id": "senxMp8s2t1y",
        "outputId": "46786384-e002-4d95-9160-0b0dbe2ed924"
      },
      "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",
              "\n",
              "                                       homepage     id  \\\n",
              "0                   http://www.avatarmovie.com/  19995   \n",
              "1  http://disney.go.com/disneypictures/pirates/    285   \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",
              "\n",
              "                             original_title  \\\n",
              "0                                    Avatar   \n",
              "1  Pirates of the Caribbean: At World's End   \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",
              "\n",
              "                                production_companies  \\\n",
              "0  [{\"name\": \"Ingenious Film Partners\", \"id\": 289...   \n",
              "1  [{\"name\": \"Walt Disney Pictures\", \"id\": 2}, {\"...   \n",
              "\n",
              "                                production_countries release_date     revenue  \\\n",
              "0  [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   2009-12-10  2787965087   \n",
              "1  [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   2007-05-19   961000000   \n",
              "\n",
              "   runtime                                   spoken_languages    status  \\\n",
              "0    162.0  [{\"iso_639_1\": \"en\", \"name\": \"English\"}, {\"iso...  Released   \n",
              "1    169.0           [{\"iso_639_1\": \"en\", \"name\": \"English\"}]  Released   \n",
              "\n",
              "                                          tagline  \\\n",
              "0                     Enter the World of Pandora.   \n",
              "1  At the end of the world, the adventure begins.   \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  "
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-1edff31a-c78b-4b80-8725-c589d76830b2\" 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>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>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-1edff31a-c78b-4b80-8725-c589d76830b2')\"\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-1edff31a-c78b-4b80-8725-c589d76830b2 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-1edff31a-c78b-4b80-8725-c589d76830b2');\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-14c966ab-28e7-461d-b1ee-61e33838ddf5\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-14c966ab-28e7-461d-b1ee-61e33838ddf5')\"\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-14c966ab-28e7-461d-b1ee-61e33838ddf5 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\": 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\": 31.816649749537806,\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\": 22.611934588844207,\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\": 1.1946121628478925,\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
        }
      ],
      "source": [
        "movies.head(2)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 6,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Hnfl-dGu2t1z",
        "outputId": "31a94ab1-892a-41cb-f5e8-1d93d5922eee"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(4803, 20)"
            ]
          },
          "metadata": {},
          "execution_count": 6
        }
      ],
      "source": [
        "movies.shape"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 7,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 206
        },
        "id": "Y9HY_CLe2t1z",
        "outputId": "7ca38001-37c1-40c2-8fcd-351cc040c498"
      },
      "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",
              "                                                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...  "
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-89671dfd-5ee3-471a-909f-61124501acb4\" 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",
              "  </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-89671dfd-5ee3-471a-909f-61124501acb4')\"\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-89671dfd-5ee3-471a-909f-61124501acb4 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-89671dfd-5ee3-471a-909f-61124501acb4');\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-e7a4d428-5794-4470-b3fa-f66c8cc41b46\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-e7a4d428-5794-4470-b3fa-f66c8cc41b46')\"\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-e7a4d428-5794-4470-b3fa-f66c8cc41b46 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": "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, \\\"name\\\": \\\"Kelly Blatz\\\", \\\"order\\\": 4}, {\\\"cast_id\\\": 7, \\\"character\\\": \\\"Ronnie Heflin\\\", \\\"credit_id\\\": \\\"52fe44b0c3a36847f80a47a3\\\", \\\"gender\\\": 2, \\\"id\\\": 53652, \\\"name\\\": \\\"Collins Pennie\\\", \\\"order\\\": 5}, {\\\"cast_id\\\": 8, \\\"character\\\": \\\"Richard Fenton\\\", \\\"credit_id\\\": \\\"52fe44b0c3a36847f80a47a7\\\", \\\"gender\\\": 2, \\\"id\\\": 51670, \\\"name\\\": \\\"Johnathon Schaech\\\", \\\"order\\\": 6}, {\\\"cast_id\\\": 24, \\\"character\\\": \\\"Detective Winn\\\", \\\"credit_id\\\": \\\"52fe44b0c3a36847f80a47f3\\\", \\\"gender\\\": 2, \\\"id\\\": 17605, \\\"name\\\": \\\"Idris Elba\\\", \\\"order\\\": 7}, {\\\"cast_id\\\": 28, \\\"character\\\": \\\"Dr. Elisha Crowe\\\", \\\"credit_id\\\": \\\"52fe44b0c3a36847f80a4809\\\", \\\"gender\\\": 1, \\\"id\\\": 21702, \\\"name\\\": \\\"Ming-Na Wen\\\", \\\"order\\\": 8}, {\\\"cast_id\\\": 29, \\\"character\\\": \\\"Aunt Karen Turner\\\", \\\"credit_id\\\": \\\"52fe44b0c3a36847f80a480d\\\", \\\"gender\\\": 1, \\\"id\\\": 7523, \\\"name\\\": \\\"Jessalyn Gilsig\\\", \\\"order\\\": 9}, {\\\"cast_id\\\": 30, \\\"character\\\": \\\"Rick Leland\\\", \\\"credit_id\\\": \\\"53e94dbc0e0a2654fd000009\\\", \\\"gender\\\": 2, \\\"id\\\": 34502, \\\"name\\\": \\\"Kellan Lutz\\\", \\\"order\\\": 10}, {\\\"cast_id\\\": 31, \\\"character\\\": \\\"Detective Nash\\\", \\\"credit_id\\\": \\\"53e94e36c3a3687ffa00000e\\\", \\\"gender\\\": 2, \\\"id\\\": 5296, \\\"name\\\": \\\"James Ransone\\\", \\\"order\\\": 11}, {\\\"cast_id\\\": 32, \\\"character\\\": \\\"Ms. Waters\\\", \\\"credit_id\\\": \\\"53e94e940e0a2654fd00001e\\\", \\\"gender\\\": 1, \\\"id\\\": 96554, \\\"name\\\": \\\"Mary Mara\\\", \\\"order\\\": 12}, {\\\"cast_id\\\": 33, \\\"character\\\": \\\"Dancer\\\", \\\"credit_id\\\": \\\"56d207d7c3a3681e4400b3de\\\", \\\"gender\\\": 1, \\\"id\\\": 159913, \\\"name\\\": \\\"Allison Kyler\\\", \\\"order\\\": 13}, {\\\"cast_id\\\": 34, \\\"character\\\": \\\"Officer Hicks\\\", \\\"credit_id\\\": \\\"57dd7339925141784a00050e\\\", \\\"gender\\\": 2, \\\"id\\\": 66560, \\\"name\\\": \\\"Craig Susser\\\", \\\"order\\\": 14}, {\\\"cast_id\\\": 43, \\\"character\\\": \\\"Mrs. Hines\\\", \\\"credit_id\\\": \\\"58c7285fc3a3683dd7001c0d\\\", \\\"gender\\\": 0, \\\"id\\\": 155435, \\\"name\\\": \\\"Valeri Ross\\\", \\\"order\\\": 15}, {\\\"cast_id\\\": 44, \\\"character\\\": \\\"Crissy Lynn\\\", \\\"credit_id\\\": \\\"590c3264c3a36801c60092ea\\\", \\\"gender\\\": 1, \\\"id\\\": 115126, \\\"name\\\": \\\"Brianne Davis\\\", \\\"order\\\": 16}, {\\\"cast_id\\\": 45, \\\"character\\\": \\\"Uncle Jack Turner\\\", \\\"credit_id\\\": \\\"590c32f1c3a36801c60093a5\\\", \\\"gender\\\": 2, \\\"id\\\": 57251, \\\"name\\\": \\\"Linden Ashby\\\", \\\"order\\\": 17}, {\\\"cast_id\\\": 46, \\\"character\\\": \\\"April\\\", \\\"credit_id\\\": \\\"590c336c9251415a8b009abc\\\", \\\"gender\\\": 1, \\\"id\\\": 92856, \\\"name\\\": \\\"Jana Kramer\\\", \\\"order\\\": 18}, {\\\"cast_id\\\": 47, \\\"character\\\": \\\"Taylor\\\", \\\"credit_id\\\": \\\"590c33b49251415a67009232\\\", \\\"gender\\\": 1, \\\"id\\\": 88038, \\\"name\\\": \\\"Rachel Specter\\\", \\\"order\\\": 19}, {\\\"cast_id\\\": 48, \\\"character\\\": \\\"Mrs. Keppel\\\", \\\"credit_id\\\": \\\"590c340a9251415a5e0090fa\\\", \\\"gender\\\": 1, \\\"id\\\": 15010, \\\"name\\\": \\\"Lori Heuring\\\", \\\"order\\\": 20}, {\\\"cast_id\\\": 49, \\\"character\\\": \\\"DJ Tyler\\\", \\\"credit_id\\\": \\\"590c3499c3a3680148009300\\\", \\\"gender\\\": 0, \\\"id\\\": 1627987, \\\"name\\\": \\\"Jay Phillips\\\", \\\"order\\\": 21}, {\\\"cast_id\\\": 61, \\\"character\\\": \\\"Bellhop\\\", \\\"credit_id\\\": \\\"590c397a9251415a8b009fca\\\", \\\"gender\\\": 2, \\\"id\\\": 26852, \\\"name\\\": \\\"Joshua Leonard\\\", \\\"order\\\": 22}]\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"crew\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 4776,\n        \"samples\": [\n          \"[{\\\"credit_id\\\": \\\"538d82720e0a26670e005e83\\\", \\\"department\\\": \\\"Editing\\\", \\\"gender\\\": 2, \\\"id\\\": 898, \\\"job\\\": \\\"Editor\\\", \\\"name\\\": \\\"Mark Goldblatt\\\"}, {\\\"credit_id\\\": \\\"538d82860e0a266702005de5\\\", \\\"department\\\": \\\"Editing\\\", \\\"gender\\\": 2, \\\"id\\\": 1098, \\\"job\\\": \\\"Editor\\\", \\\"name\\\": \\\"Mark Helfrich\\\"}, {\\\"credit_id\\\": \\\"538d820c0e0a266708006129\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 0, \\\"id\\\": 2095, \\\"job\\\": \\\"Producer\\\", \\\"name\\\": \\\"Ralph Winter\\\"}, {\\\"credit_id\\\": \\\"538d82d30e0a266712005def\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 2, \\\"id\\\": 2624, \\\"job\\\": \\\"Casting\\\", \\\"name\\\": \\\"Richard Pagano\\\"}, {\\\"credit_id\\\": \\\"538d82ea0e0a266715005e74\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 2, \\\"id\\\": 4953, \\\"job\\\": \\\"Production Design\\\", \\\"name\\\": \\\"Ed Verreaux\\\"}, {\\\"credit_id\\\": \\\"538d82ad0e0a26670800614d\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 5362, \\\"job\\\": \\\"Casting\\\", \\\"name\\\": \\\"Heike Brandstatter\\\"}, {\\\"credit_id\\\": \\\"538d82c00e0a266705005fa2\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 5363, \\\"job\\\": \\\"Casting\\\", \\\"name\\\": \\\"Coreen Mayrs\\\"}, {\\\"credit_id\\\": \\\"538d845ec3a368713c0047d2\\\", \\\"department\\\": \\\"Costume & Make-Up\\\", \\\"gender\\\": 0, \\\"id\\\": 6924, \\\"job\\\": \\\"Costume Supervisor\\\", \\\"name\\\": \\\"Dan Moore\\\"}, {\\\"credit_id\\\": \\\"538d81ef0e0a266718005cb8\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 7200, \\\"job\\\": \\\"Producer\\\", \\\"name\\\": \\\"Lauren Shuler Donner\\\"}, {\\\"credit_id\\\": \\\"576710bec3a36806720004b0\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 2, \\\"id\\\": 7624, \\\"job\\\": \\\"Executive Producer\\\", \\\"name\\\": \\\"Stan Lee\\\"}, {\\\"credit_id\\\": \\\"538d81d80e0a266715005e4d\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 2, \\\"id\\\": 7626, \\\"job\\\": \\\"Producer\\\", \\\"name\\\": \\\"Avi Arad\\\"}, {\\\"credit_id\\\": \\\"5767101092514165c20000db\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 2, \\\"id\\\": 10850, \\\"job\\\": \\\"Executive Producer\\\", \\\"name\\\": \\\"Kevin Feige\\\"}, {\\\"credit_id\\\": \\\"538d83ba0e0a26670b005ded\\\", \\\"department\\\": \\\"Costume & Make-Up\\\", \\\"gender\\\": 1, \\\"id\\\": 10970, \\\"job\\\": \\\"Costume Design\\\", \\\"name\\\": \\\"Judianna Makovsky\\\"}, {\\\"credit_id\\\": \\\"538d83620e0a266715005e82\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 2, \\\"id\\\": 10549, \\\"job\\\": \\\"Art Direction\\\", \\\"name\\\": \\\"Justin Scoppa Jr.\\\"}, {\\\"credit_id\\\": \\\"5626465bc3a3680e0e01704b\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 2, \\\"id\\\": 11098, \\\"job\\\": \\\"Original Music Composer\\\", \\\"name\\\": \\\"John Powell\\\"}, {\\\"credit_id\\\": \\\"52fe45ff9251416c910459e1\\\", \\\"department\\\": \\\"Writing\\\", \\\"gender\\\": 2, \\\"id\\\": 11092, \\\"job\\\": \\\"Screenplay\\\", \\\"name\\\": \\\"Simon Kinberg\\\"}, {\\\"credit_id\\\": \\\"56abe4ecc3a3681c47003aa3\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 2, \\\"id\\\": 15017, \\\"job\\\": \\\"Makeup Effects\\\", \\\"name\\\": \\\"Bill Corso\\\"}, {\\\"credit_id\\\": \\\"538d82560e0a266705005f94\\\", \\\"department\\\": \\\"Camera\\\", \\\"gender\\\": 2, \\\"id\\\": 11099, \\\"job\\\": \\\"Director of Photography\\\", \\\"name\\\": \\\"Dante Spinotti\\\"}, {\\\"credit_id\\\": \\\"52fe45ff9251416c910459e7\\\", \\\"department\\\": \\\"Writing\\\", \\\"gender\\\": 2, \\\"id\\\": 11011, \\\"job\\\": \\\"Screenplay\\\", \\\"name\\\": \\\"Zak Penn\\\"}, {\\\"credit_id\\\": \\\"52fe45ff9251416c910459db\\\", \\\"department\\\": \\\"Directing\\\", \\\"gender\\\": 2, \\\"id\\\": 11091, \\\"job\\\": \\\"Director\\\", \\\"name\\\": \\\"Brett Ratner\\\"}, {\\\"credit_id\\\": \\\"538d834f0e0a266712005dfe\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 1, \\\"id\\\": 22061, \\\"job\\\": \\\"Art Direction\\\", \\\"name\\\": \\\"Helen Jarvis\\\"}, {\\\"credit_id\\\": \\\"538d83a50e0a266715005e8b\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 1, \\\"id\\\": 11021, \\\"job\\\": \\\"Set Decoration\\\", \\\"name\\\": \\\"Elizabeth Wilcox\\\"}, {\\\"credit_id\\\": \\\"538d83220e0a266702005df6\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 11102, \\\"job\\\": \\\"Art Direction\\\", \\\"name\\\": \\\"Chad S. Frey\\\"}, {\\\"credit_id\\\": \\\"570b8dde9251412c740020d0\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 46082, \\\"job\\\": \\\"Supervising Art Director\\\", \\\"name\\\": \\\"Geoff Hubbard\\\"}, {\\\"credit_id\\\": \\\"538d83ce0e0a266702005e02\\\", \\\"department\\\": \\\"Costume & Make-Up\\\", \\\"gender\\\": 2, \\\"id\\\": 11106, \\\"job\\\": \\\"Costume Design\\\", \\\"name\\\": \\\"Lisa Tomczeszyn\\\"}, {\\\"credit_id\\\": \\\"560046499251414e4d000197\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 0, \\\"id\\\": 113194, \\\"job\\\": \\\"Stunts\\\", \\\"name\\\": \\\"James Bamford\\\"}, {\\\"credit_id\\\": \\\"538d82990e0a266712005de9\\\", \\\"department\\\": \\\"Editing\\\", \\\"gender\\\": 1, \\\"id\\\": 11100, \\\"job\\\": \\\"Editor\\\", \\\"name\\\": \\\"Julia Wong\\\"}, {\\\"credit_id\\\": \\\"57671042c3a36806b3000104\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 2, \\\"id\\\": 11095, \\\"job\\\": \\\"Co-Producer\\\", \\\"name\\\": \\\"James M. Freitag\\\"}, {\\\"credit_id\\\": \\\"57670fdbc3a3680722000106\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 2, \\\"id\\\": 11014, \\\"job\\\": \\\"Co-Producer\\\", \\\"name\\\": \\\"Ross Fanger\\\"}, {\\\"credit_id\\\": \\\"538d83750e0a26670b005de5\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 223991, \\\"job\\\": \\\"Art Direction\\\", \\\"name\\\": \\\"Sandi Tanaka\\\"}, {\\\"credit_id\\\": \\\"576710f192514133c5001213\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 0, \\\"id\\\": 1182092, \\\"job\\\": \\\"Executive Producer\\\", \\\"name\\\": \\\"John Palermo\\\"}, {\\\"credit_id\\\": \\\"55402d2fc3a3681da0000633\\\", \\\"department\\\": \\\"Visual Effects\\\", \\\"gender\\\": 0, \\\"id\\\": 1395269, \\\"job\\\": \\\"Visual Effects Supervisor\\\", \\\"name\\\": \\\"John Bruno\\\"}, {\\\"credit_id\\\": \\\"563a9ed79251416d520145a0\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 0, \\\"id\\\": 1401803, \\\"job\\\": \\\"Digital Effects Supervisor\\\", \\\"name\\\": \\\"Guy Williams\\\"}, {\\\"credit_id\\\": \\\"5767112fc3a3680722000132\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 0, \\\"id\\\": 1432021, \\\"job\\\": \\\"Co-Producer\\\", \\\"name\\\": \\\"Kurt Williams\\\"}, {\\\"credit_id\\\": \\\"55423048c3a36829e5003bc8\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 0, \\\"id\\\": 1447557, \\\"job\\\": \\\"Compositors\\\", \\\"name\\\": \\\"Rachel Wyn Dunn\\\"}, {\\\"credit_id\\\": \\\"552986b4c3a368596e001a79\\\", \\\"department\\\": \\\"Visual Effects\\\", \\\"gender\\\": 0, \\\"id\\\": 1452932, \\\"job\\\": \\\"Animation\\\", \\\"name\\\": \\\"Joel Fletcher\\\"}, {\\\"credit_id\\\": \\\"57670f92925141655a000109\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 0, \\\"id\\\": 1477146, \\\"job\\\": \\\"Co-Producer\\\", \\\"name\\\": \\\"Lee Cleary\\\"}, {\\\"credit_id\\\": \\\"5767107c925141655a00012c\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 0, \\\"id\\\": 1477147, \\\"job\\\": \\\"Associate Producer\\\", \\\"name\\\": \\\"David Gorder\\\"}, {\\\"credit_id\\\": \\\"5767105bc3a36850c4000573\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 2, \\\"id\\\": 1477203, \\\"job\\\": \\\"Associate Producer\\\", \\\"name\\\": \\\"Luca Marco Paracels\\\"}]\",\n          \"[{\\\"credit_id\\\": \\\"58dd0e90c3a368223e00b59c\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 546, \\\"job\\\": \\\"Casting\\\", \\\"name\\\": \\\"Jeanne McCarthy\\\"}, {\\\"credit_id\\\": \\\"52fe43bb9251416c7501bf83\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 2, \\\"id\\\": 2043, \\\"job\\\": \\\"Producer\\\", \\\"name\\\": \\\"John Davis\\\"}, {\\\"credit_id\\\": \\\"5539fe35c3a3685cf8002f1e\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 2, \\\"id\\\": 3393, \\\"job\\\": \\\"Original Music Composer\\\", \\\"name\\\": \\\"David Newman\\\"}, {\\\"credit_id\\\": \\\"58dd0d3fc3a368228a00aa50\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 0, \\\"id\\\": 6187, \\\"job\\\": \\\"Associate Producer\\\", \\\"name\\\": \\\"Aldric La'Auli Porter\\\"}, {\\\"credit_id\\\": \\\"5990427f925141672302ba00\\\", \\\"department\\\": \\\"Directing\\\", \\\"gender\\\": 0, \\\"id\\\": 6187, \\\"job\\\": \\\"First Assistant Director\\\", \\\"name\\\": \\\"Aldric La'Auli Porter\\\"}, {\\\"credit_id\\\": \\\"58dd0efdc3a368228300b438\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 2, \\\"id\\\": 6877, \\\"job\\\": \\\"Production Design\\\", \\\"name\\\": \\\"William Sandell\\\"}, {\\\"credit_id\\\": \\\"58dd0f56925141411000c340\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 2, \\\"id\\\": 6880, \\\"job\\\": \\\"Set Decoration\\\", \\\"name\\\": \\\"Robert Gould\\\"}, {\\\"credit_id\\\": \\\"58dd0f1fc3a36822a600c1dd\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 2, \\\"id\\\": 8705, \\\"job\\\": \\\"Art Direction\\\", \\\"name\\\": \\\"Brad Ricker\\\"}, {\\\"credit_id\\\": \\\"5990490b925141673e02d2f5\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 0, \\\"id\\\": 8763, \\\"job\\\": \\\"Foley Editor\\\", \\\"name\\\": \\\"Dan Yale\\\"}, {\\\"credit_id\\\": \\\"58dd0d3192514140f600b915\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 2, \\\"id\\\": 8880, \\\"job\\\": \\\"Executive Producer\\\", \\\"name\\\": \\\"Neil A. Machlis\\\"}, {\\\"credit_id\\\": \\\"58dd0e0bc3a368229300bdf6\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 14377, \\\"job\\\": \\\"Casting\\\", \\\"name\\\": \\\"Juel Bestrop\\\"}, {\\\"credit_id\\\": \\\"599045b6925141672302bdac\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 12639, \\\"job\\\": \\\"Set Designer\\\", \\\"name\\\": \\\"Hugo Santiago\\\"}, {\\\"credit_id\\\": \\\"58dd0f69c3a368228300b48f\\\", \\\"department\\\": \\\"Costume & Make-Up\\\", \\\"gender\\\": 1, \\\"id\\\": 15524, \\\"job\\\": \\\"Costume Design\\\", \\\"name\\\": \\\"Ruth E. Carter\\\"}, {\\\"credit_id\\\": \\\"52fe43bb9251416c7501bf9b\\\", \\\"department\\\": \\\"Editing\\\", \\\"gender\\\": 2, \\\"id\\\": 18276, \\\"job\\\": \\\"Editor\\\", \\\"name\\\": \\\"Craig Herring\\\"}, {\\\"credit_id\\\": \\\"58dd0f2f92514140fa00c653\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 2, \\\"id\\\": 13434, \\\"job\\\": \\\"Supervising Art Director\\\", \\\"name\\\": \\\"Bruce Crone\\\"}, {\\\"credit_id\\\": \\\"59904bcdc3a368744202b9fb\\\", \\\"department\\\": \\\"Visual Effects\\\", \\\"gender\\\": 0, \\\"id\\\": 27100, \\\"job\\\": \\\"Visual Effects Supervisor\\\", \\\"name\\\": \\\"Douglas Smith\\\"}, {\\\"credit_id\\\": \\\"52fe43bb9251416c7501bf7d\\\", \\\"department\\\": \\\"Writing\\\", \\\"gender\\\": 2, \\\"id\\\": 31026, \\\"job\\\": \\\"Screenplay\\\", \\\"name\\\": \\\"Larry Levin\\\"}, {\\\"credit_id\\\": \\\"58dd0c8592514140fa00c441\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 49907, \\\"job\\\": \\\"Co-Producer\\\", \\\"name\\\": \\\"Michele Imperato\\\"}, {\\\"credit_id\\\": \\\"58dd0fb0c3a368227300bfad\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 49907, \\\"job\\\": \\\"Unit Production Manager\\\", \\\"name\\\": \\\"Michele Imperato\\\"}, {\\\"credit_id\\\": \\\"52fe43bb9251416c7501bfb1\\\", \\\"department\\\": \\\"Directing\\\", \\\"gender\\\": 2, \\\"id\\\": 52112, \\\"job\\\": \\\"Director\\\", \\\"name\\\": \\\"Steve Carr\\\"}, {\\\"credit_id\\\": \\\"5990471cc3a36874a302bbdc\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 2, \\\"id\\\": 52193, \\\"job\\\": \\\"Dialogue Editor\\\", \\\"name\\\": \\\"R.J. Kizer\\\"}, {\\\"credit_id\\\": \\\"52fe43bb9251416c7501bf95\\\", \\\"department\\\": \\\"Camera\\\", \\\"gender\\\": 2, \\\"id\\\": 56324, \\\"job\\\": \\\"Director of Photography\\\", \\\"name\\\": \\\"Daryn Okada\\\"}, {\\\"credit_id\\\": \\\"52fe43bb9251416c7501bf89\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 2, \\\"id\\\": 56053, \\\"job\\\": \\\"Producer\\\", \\\"name\\\": \\\"Joseph Singer\\\"}, {\\\"credit_id\\\": \\\"59904a06925141676602b701\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 2, \\\"id\\\": 57769, \\\"job\\\": \\\"Visual Effects Editor\\\", \\\"name\\\": \\\"Peter S. Elliot\\\"}, {\\\"credit_id\\\": \\\"58dd0d4c92514140fa00c4da\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 66921, \\\"job\\\": \\\"Co-Producer\\\", \\\"name\\\": \\\"Heidi Santelli\\\"}, {\\\"credit_id\\\": \\\"59905155c3a36874b402a906\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 0, \\\"id\\\": 91324, \\\"job\\\": \\\"Music Editor\\\", \\\"name\\\": \\\"Tom Villano\\\"}, {\\\"credit_id\\\": \\\"5990424a925141676602adf3\\\", \\\"department\\\": \\\"Costume & Make-Up\\\", \\\"gender\\\": 0, \\\"id\\\": 168214, \\\"job\\\": \\\"Makeup Artist\\\", \\\"name\\\": \\\"Judy Murdock\\\"}, {\\\"credit_id\\\": \\\"59904eae925141673e02da30\\\", \\\"department\\\": \\\"Camera\\\", \\\"gender\\\": 2, \\\"id\\\": 555085, \\\"job\\\": \\\"Still Photographer\\\", \\\"name\\\": \\\"Bruce McBroom\\\"}, {\\\"credit_id\\\": \\\"599041d0c3a36874a302b5e9\\\", \\\"department\\\": \\\"Costume & Make-Up\\\", \\\"gender\\\": 0, \\\"id\\\": 1015965, \\\"job\\\": \\\"Makeup Department Head\\\", \\\"name\\\": \\\"Kris Evans\\\"}, {\\\"credit_id\\\": \\\"58dd11a2c3a368227300c14b\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 0, \\\"id\\\": 1113659, \\\"job\\\": \\\"Location Manager\\\", \\\"name\\\": \\\"Iddo Lampton Enochs Jr.\\\"}, {\\\"credit_id\\\": \\\"59904b71925141675f02b7e7\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 0, \\\"id\\\": 1178615, \\\"job\\\": \\\"CG Supervisor\\\", \\\"name\\\": \\\"Liz Radley\\\"}, {\\\"credit_id\\\": \\\"59904fe5c3a368744202bf0c\\\", \\\"department\\\": \\\"Costume & Make-Up\\\", \\\"gender\\\": 0, \\\"id\\\": 1319193, \\\"job\\\": \\\"Costume Supervisor\\\", \\\"name\\\": \\\"Donna Marcione Pollack\\\"}, {\\\"credit_id\\\": \\\"599044c4925141672302bc97\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 1364403, \\\"job\\\": \\\"Greensman\\\", \\\"name\\\": \\\"Frank McEldowney\\\"}, {\\\"credit_id\\\": \\\"59904694925141673e02cfd2\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 0, \\\"id\\\": 1367505, \\\"job\\\": \\\"Dialogue Editor\\\", \\\"name\\\": \\\"Ted Caplan\\\"}, {\\\"credit_id\\\": \\\"5990439d925141675902ac1b\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 1377216, \\\"job\\\": \\\"Art Department Coordinator\\\", \\\"name\\\": \\\"Gerald Lehtola\\\"}, {\\\"credit_id\\\": \\\"599045fb925141675f02b16c\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 1378165, \\\"job\\\": \\\"Property Master\\\", \\\"name\\\": \\\"Mark Wade\\\"}, {\\\"credit_id\\\": \\\"58dd0fd0c3a368228a00abfb\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 1, \\\"id\\\": 1378749, \\\"job\\\": \\\"Set Designer\\\", \\\"name\\\": \\\"Patricia Klawonn\\\"}, {\\\"credit_id\\\": \\\"58dd1023c3a368227300c025\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 1389585, \\\"job\\\": \\\"Set Designer\\\", \\\"name\\\": \\\"Bill Taliaferro\\\"}, {\\\"credit_id\\\": \\\"59904785c3a3687493029126\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 0, \\\"id\\\": 1390527, \\\"job\\\": \\\"Sound Effects Editor\\\", \\\"name\\\": \\\"Dave Kulczycki\\\"}, {\\\"credit_id\\\": \\\"59905010925141675f02bd38\\\", \\\"department\\\": \\\"Costume & Make-Up\\\", \\\"gender\\\": 0, \\\"id\\\": 1399322, \\\"job\\\": \\\"Set Costumer\\\", \\\"name\\\": \\\"Elizabeth Frank\\\"}, {\\\"credit_id\\\": \\\"59904d81925141670b02cf99\\\", \\\"department\\\": \\\"Camera\\\", \\\"gender\\\": 2, \\\"id\\\": 1400374, \\\"job\\\": \\\"Camera Operator\\\", \\\"name\\\": \\\"Casey Hotchkiss\\\"}, {\\\"credit_id\\\": \\\"599046d2c3a3687493029074\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 0, \\\"id\\\": 1404841, \\\"job\\\": \\\"ADR Editor\\\", \\\"name\\\": \\\"Zack Davis\\\"}, {\\\"credit_id\\\": \\\"59904214c3a368746102979f\\\", \\\"department\\\": \\\"Costume & Make-Up\\\", \\\"gender\\\": 0, \\\"id\\\": 1408278, \\\"job\\\": \\\"Hair Department Head\\\", \\\"name\\\": \\\"Erma Kent\\\"}, {\\\"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": 7
        }
      ],
      "source": [
        "credits.head()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 8,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "EzMnfDA02t1z",
        "outputId": "bf0c917a-00dc-4ca1-e8a3-3268dde05a4c"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(4803, 4)"
            ]
          },
          "metadata": {},
          "execution_count": 8
        }
      ],
      "source": [
        "credits.shape"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 9,
      "metadata": {
        "id": "hV4R4mdZ2t10"
      },
      "outputs": [],
      "source": [
        "movies = movies.merge(credits,on='title')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 10,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 306
        },
        "id": "JATFC_Fy2t10",
        "outputId": "58e05854-b92c-47ba-89fc-d45212572dfb"
      },
      "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",
              "\n",
              "                                       homepage     id  \\\n",
              "0                   http://www.avatarmovie.com/  19995   \n",
              "1  http://disney.go.com/disneypictures/pirates/    285   \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",
              "\n",
              "                             original_title  \\\n",
              "0                                    Avatar   \n",
              "1  Pirates of the Caribbean: At World's End   \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",
              "\n",
              "                                production_companies  \\\n",
              "0  [{\"name\": \"Ingenious Film Partners\", \"id\": 289...   \n",
              "1  [{\"name\": \"Walt Disney Pictures\", \"id\": 2}, {\"...   \n",
              "\n",
              "                                production_countries release_date     revenue  \\\n",
              "0  [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   2009-12-10  2787965087   \n",
              "1  [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   2007-05-19   961000000   \n",
              "\n",
              "   runtime                                   spoken_languages    status  \\\n",
              "0    162.0  [{\"iso_639_1\": \"en\", \"name\": \"English\"}, {\"iso...  Released   \n",
              "1    169.0           [{\"iso_639_1\": \"en\", \"name\": \"English\"}]  Released   \n",
              "\n",
              "                                          tagline  \\\n",
              "0                     Enter the World of Pandora.   \n",
              "1  At the end of the world, the adventure begins.   \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",
              "\n",
              "   movie_id                                               cast  \\\n",
              "0     19995  [{\"cast_id\": 242, \"character\": \"Jake Sully\", \"...   \n",
              "1       285  [{\"cast_id\": 4, \"character\": \"Captain Jack Spa...   \n",
              "\n",
              "                                                crew  \n",
              "0  [{\"credit_id\": \"52fe48009251416c750aca23\", \"de...  \n",
              "1  [{\"credit_id\": \"52fe4232c3a36847f800b579\", \"de...  "
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-5eb37eb2-3011-4d0b-8221-3c931c6b5a13\" 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>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",
              "      <th>movie_id</th>\n",
              "      <th>cast</th>\n",
              "      <th>crew</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>237000000</td>\n",
              "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
              "      <td>http://www.avatarmovie.com/</td>\n",
              "      <td>19995</td>\n",
              "      <td>[{\"id\": 1463, \"name\": \"culture clash\"}, {\"id\":...</td>\n",
              "      <td>en</td>\n",
              "      <td>Avatar</td>\n",
              "      <td>In the 22nd century, a paraplegic Marine is di...</td>\n",
              "      <td>150.437577</td>\n",
              "      <td>[{\"name\": \"Ingenious Film Partners\", \"id\": 289...</td>\n",
              "      <td>[{\"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",
              "      <td>19995</td>\n",
              "      <td>[{\"cast_id\": 242, \"character\": \"Jake Sully\", \"...</td>\n",
              "      <td>[{\"credit_id\": \"52fe48009251416c750aca23\", \"de...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>300000000</td>\n",
              "      <td>[{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"...</td>\n",
              "      <td>http://disney.go.com/disneypictures/pirates/</td>\n",
              "      <td>285</td>\n",
              "      <td>[{\"id\": 270, \"name\": \"ocean\"}, {\"id\": 726, \"na...</td>\n",
              "      <td>en</td>\n",
              "      <td>Pirates of the Caribbean: At World's End</td>\n",
              "      <td>Captain Barbossa, long believed to be dead, ha...</td>\n",
              "      <td>139.082615</td>\n",
              "      <td>[{\"name\": \"Walt Disney Pictures\", \"id\": 2}, {\"...</td>\n",
              "      <td>[{\"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",
              "      <td>285</td>\n",
              "      <td>[{\"cast_id\": 4, \"character\": \"Captain Jack Spa...</td>\n",
              "      <td>[{\"credit_id\": \"52fe4232c3a36847f800b579\", \"de...</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-5eb37eb2-3011-4d0b-8221-3c931c6b5a13')\"\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-5eb37eb2-3011-4d0b-8221-3c931c6b5a13 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-5eb37eb2-3011-4d0b-8221-3c931c6b5a13');\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-bf56284b-26e9-41e0-bcd3-d2c5c88ae3cc\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-bf56284b-26e9-41e0-bcd3-d2c5c88ae3cc')\"\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-bf56284b-26e9-41e0-bcd3-d2c5c88ae3cc 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"
            }
          },
          "metadata": {},
          "execution_count": 10
        }
      ],
      "source": [
        "movies.head(2)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 11,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "u2uJa6hF2t10",
        "outputId": "59021fe9-2c94-4dcb-ea4a-6d41aa18a211"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(4809, 23)"
            ]
          },
          "metadata": {},
          "execution_count": 11
        }
      ],
      "source": [
        "movies.shape"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 12,
      "metadata": {
        "id": "3BhP0x6P2t11"
      },
      "outputs": [],
      "source": [
        "# Keeping important columns for recommendation\n",
        "movies = movies[['movie_id','title','overview','genres','keywords','cast','crew']]"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 13,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 147
        },
        "id": "Fl3QkDUh2t11",
        "outputId": "5134b9fc-543c-48b2-c5b6-bccc9e53cb24"
      },
      "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",
              "\n",
              "                                            overview  \\\n",
              "0  In the 22nd century, a paraplegic Marine is di...   \n",
              "1  Captain Barbossa, long believed to be dead, ha...   \n",
              "\n",
              "                                              genres  \\\n",
              "0  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   \n",
              "1  [{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"...   \n",
              "\n",
              "                                            keywords  \\\n",
              "0  [{\"id\": 1463, \"name\": \"culture clash\"}, {\"id\":...   \n",
              "1  [{\"id\": 270, \"name\": \"ocean\"}, {\"id\": 726, \"na...   \n",
              "\n",
              "                                                cast  \\\n",
              "0  [{\"cast_id\": 242, \"character\": \"Jake Sully\", \"...   \n",
              "1  [{\"cast_id\": 4, \"character\": \"Captain Jack Spa...   \n",
              "\n",
              "                                                crew  \n",
              "0  [{\"credit_id\": \"52fe48009251416c750aca23\", \"de...  \n",
              "1  [{\"credit_id\": \"52fe4232c3a36847f800b579\", \"de...  "
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-32b9100c-d537-439a-b5bb-723886fae218\" 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>[{\"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",
              "  </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-32b9100c-d537-439a-b5bb-723886fae218')\"\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-32b9100c-d537-439a-b5bb-723886fae218 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-32b9100c-d537-439a-b5bb-723886fae218');\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-5ce5c507-54bf-4e95-b5ab-7dcc1a59518a\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-5ce5c507-54bf-4e95-b5ab-7dcc1a59518a')\"\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-5ce5c507-54bf-4e95-b5ab-7dcc1a59518a 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          \"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\": \"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\": \"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\": \"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\\\", \\\"gender\\\": 1, \\\"id\\\": 448309, \\\"name\\\": \\\"Liz Cackowski\\\", \\\"order\\\": 29}, {\\\"cast_id\\\": 77, \\\"character\\\": \\\"Beer Pong Guy #4\\\", \\\"credit_id\\\": \\\"56ca16ad925141172f008677\\\", \\\"gender\\\": 0, \\\"id\\\": 1254001, \\\"name\\\": \\\"Kyle Newacheck\\\", \\\"order\\\": 30}, {\\\"cast_id\\\": 79, \\\"character\\\": \\\"The Babysitter\\\", \\\"credit_id\\\": \\\"56ca18f692514123b8001d81\\\", \\\"gender\\\": 2, \\\"id\\\": 168872, \\\"name\\\": \\\"Jesse Heiman\\\", \\\"order\\\": 31}, {\\\"cast_id\\\": 18, \\\"character\\\": \\\"Sorority Girl\\\", \\\"credit_id\\\": \\\"52fe4d169251416c9110a255\\\", \\\"gender\\\": 0, \\\"id\\\": 1203537, \\\"name\\\": \\\"Cassandra Starr\\\", \\\"order\\\": 32}, {\\\"cast_id\\\": 41, \\\"character\\\": \\\"Prostitute\\\", \\\"credit_id\\\": \\\"542719230e0a2655660005f7\\\", \\\"gender\\\": 1, \\\"id\\\": 1214835, \\\"name\\\": \\\"Natasha Leggero\\\", \\\"order\\\": 33}, {\\\"cast_id\\\": 43, \\\"character\\\": \\\"Prostitute (uncredited)\\\", \\\"credit_id\\\": \\\"55143ac392514103e9003032\\\", \\\"gender\\\": 1, \\\"id\\\": 142402, \\\"name\\\": \\\"Maria Olsen\\\", \\\"order\\\": 34}, {\\\"cast_id\\\": 63, \\\"character\\\": \\\"JJ (uncredited)\\\", \\\"credit_id\\\": \\\"56c795ba925141723c000251\\\", \\\"gender\\\": 2, \\\"id\\\": 1398257, \\\"name\\\": \\\"Stephen Todt\\\", \\\"order\\\": 35}, {\\\"cast_id\\\": 78, \\\"character\\\": \\\"Birthday Party Jumper (uncredited)\\\", \\\"credit_id\\\": \\\"56ca1882c3a3684089008d24\\\", \\\"gender\\\": 2, \\\"id\\\": 1413876, \\\"name\\\": \\\"Michael Angeloe\\\", \\\"order\\\": 36}, {\\\"cast_id\\\": 64, \\\"character\\\": \\\"Homeless Man (uncredited)\\\", \\\"credit_id\\\": \\\"56c8bdd1925141172f003b39\\\", \\\"gender\\\": 2, \\\"id\\\": 1580574, \\\"name\\\": \\\"Gary Sievers\\\", \\\"order\\\": 37}, {\\\"cast_id\\\": 81, \\\"character\\\": \\\"Gay Couple (uncredited)\\\", \\\"credit_id\\\": \\\"56ca1af3c3a3684087008fa8\\\", \\\"gender\\\": 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}, {\\\"cast_id\\\": 88, \\\"character\\\": \\\"Sorority Girl (uncredited)\\\", \\\"credit_id\\\": \\\"57d2ea9fc3a36842810015af\\\", \\\"gender\\\": 1, \\\"id\\\": 1676865, \\\"name\\\": \\\"Alanna Dergan\\\", \\\"order\\\": 43}, {\\\"cast_id\\\": 89, \\\"character\\\": \\\"Sorority Girl (uncredited)\\\", \\\"credit_id\\\": \\\"57d2eb74c3a36842850015e3\\\", \\\"gender\\\": 1, \\\"id\\\": 1351205, \\\"name\\\": \\\"Elsi Eng\\\", \\\"order\\\": 44}, {\\\"cast_id\\\": 90, \\\"character\\\": \\\"Sorority Girl (uncredited)\\\", \\\"credit_id\\\": \\\"57d2eb859251410d1b00130b\\\", \\\"gender\\\": 1, \\\"id\\\": 1676867, \\\"name\\\": \\\"Ayesha Fraser\\\", \\\"order\\\": 45}, {\\\"cast_id\\\": 91, \\\"character\\\": \\\"Sorority Girl (uncredited)\\\", \\\"credit_id\\\": \\\"57d2ecb19251410d1e0014ba\\\", \\\"gender\\\": 1, \\\"id\\\": 1634314, \\\"name\\\": \\\"Courtney Hart\\\", \\\"order\\\": 46}, {\\\"cast_id\\\": 92, \\\"character\\\": \\\"Sorority Girl (uncredited)\\\", \\\"credit_id\\\": \\\"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, \\\"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\\\": 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. G. Armstrong\\\", \\\"order\\\": 7}, {\\\"cast_id\\\": 21, \\\"character\\\": \\\"Hawkins\\\", \\\"credit_id\\\": \\\"52fe4218c3a36847f8003b73\\\", \\\"gender\\\": 2, \\\"id\\\": 1108, \\\"name\\\": \\\"Shane Black\\\", \\\"order\\\": 8}, {\\\"cast_id\\\": 23, \\\"character\\\": \\\"Helicopter Pilot / Predator\\\", \\\"credit_id\\\": \\\"52fe4218c3a36847f8003b7b\\\", \\\"gender\\\": 2, \\\"id\\\": 1109, \\\"name\\\": \\\"Kevin Peter Hall\\\", \\\"order\\\": 10}, {\\\"cast_id\\\": 25, \\\"character\\\": \\\"Russian Officer (uncredited)\\\", \\\"credit_id\\\": \\\"5742adfe9251416ce6002052\\\", \\\"gender\\\": 2, \\\"id\\\": 20761, \\\"name\\\": \\\"Sven-Ole Thorsen\\\", \\\"order\\\": 11}]\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"crew\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 4776,\n        \"samples\": [\n          \"[{\\\"credit_id\\\": \\\"538d82720e0a26670e005e83\\\", \\\"department\\\": \\\"Editing\\\", \\\"gender\\\": 2, \\\"id\\\": 898, \\\"job\\\": \\\"Editor\\\", \\\"name\\\": \\\"Mark Goldblatt\\\"}, {\\\"credit_id\\\": \\\"538d82860e0a266702005de5\\\", \\\"department\\\": \\\"Editing\\\", \\\"gender\\\": 2, \\\"id\\\": 1098, \\\"job\\\": \\\"Editor\\\", \\\"name\\\": \\\"Mark Helfrich\\\"}, {\\\"credit_id\\\": \\\"538d820c0e0a266708006129\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 0, \\\"id\\\": 2095, \\\"job\\\": \\\"Producer\\\", \\\"name\\\": \\\"Ralph Winter\\\"}, {\\\"credit_id\\\": \\\"538d82d30e0a266712005def\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 2, \\\"id\\\": 2624, \\\"job\\\": \\\"Casting\\\", \\\"name\\\": \\\"Richard Pagano\\\"}, {\\\"credit_id\\\": \\\"538d82ea0e0a266715005e74\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 2, \\\"id\\\": 4953, \\\"job\\\": \\\"Production Design\\\", \\\"name\\\": \\\"Ed Verreaux\\\"}, {\\\"credit_id\\\": \\\"538d82ad0e0a26670800614d\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 5362, \\\"job\\\": \\\"Casting\\\", \\\"name\\\": \\\"Heike Brandstatter\\\"}, {\\\"credit_id\\\": \\\"538d82c00e0a266705005fa2\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 5363, \\\"job\\\": \\\"Casting\\\", \\\"name\\\": \\\"Coreen Mayrs\\\"}, {\\\"credit_id\\\": \\\"538d845ec3a368713c0047d2\\\", \\\"department\\\": \\\"Costume & Make-Up\\\", \\\"gender\\\": 0, \\\"id\\\": 6924, \\\"job\\\": \\\"Costume Supervisor\\\", \\\"name\\\": \\\"Dan Moore\\\"}, {\\\"credit_id\\\": \\\"538d81ef0e0a266718005cb8\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 7200, \\\"job\\\": \\\"Producer\\\", \\\"name\\\": \\\"Lauren Shuler Donner\\\"}, {\\\"credit_id\\\": \\\"576710bec3a36806720004b0\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 2, \\\"id\\\": 7624, \\\"job\\\": \\\"Executive Producer\\\", \\\"name\\\": \\\"Stan Lee\\\"}, {\\\"credit_id\\\": \\\"538d81d80e0a266715005e4d\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 2, \\\"id\\\": 7626, \\\"job\\\": \\\"Producer\\\", \\\"name\\\": \\\"Avi Arad\\\"}, {\\\"credit_id\\\": \\\"5767101092514165c20000db\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 2, \\\"id\\\": 10850, \\\"job\\\": \\\"Executive Producer\\\", \\\"name\\\": \\\"Kevin Feige\\\"}, {\\\"credit_id\\\": \\\"538d83ba0e0a26670b005ded\\\", \\\"department\\\": \\\"Costume & Make-Up\\\", \\\"gender\\\": 1, \\\"id\\\": 10970, \\\"job\\\": \\\"Costume Design\\\", \\\"name\\\": \\\"Judianna Makovsky\\\"}, {\\\"credit_id\\\": \\\"538d83620e0a266715005e82\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 2, \\\"id\\\": 10549, \\\"job\\\": \\\"Art Direction\\\", \\\"name\\\": \\\"Justin Scoppa Jr.\\\"}, {\\\"credit_id\\\": \\\"5626465bc3a3680e0e01704b\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 2, \\\"id\\\": 11098, \\\"job\\\": \\\"Original Music Composer\\\", \\\"name\\\": \\\"John Powell\\\"}, {\\\"credit_id\\\": \\\"52fe45ff9251416c910459e1\\\", \\\"department\\\": \\\"Writing\\\", \\\"gender\\\": 2, \\\"id\\\": 11092, \\\"job\\\": \\\"Screenplay\\\", \\\"name\\\": \\\"Simon Kinberg\\\"}, {\\\"credit_id\\\": \\\"56abe4ecc3a3681c47003aa3\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 2, \\\"id\\\": 15017, \\\"job\\\": \\\"Makeup Effects\\\", \\\"name\\\": \\\"Bill Corso\\\"}, {\\\"credit_id\\\": \\\"538d82560e0a266705005f94\\\", \\\"department\\\": \\\"Camera\\\", \\\"gender\\\": 2, \\\"id\\\": 11099, \\\"job\\\": \\\"Director of Photography\\\", \\\"name\\\": \\\"Dante Spinotti\\\"}, {\\\"credit_id\\\": \\\"52fe45ff9251416c910459e7\\\", \\\"department\\\": \\\"Writing\\\", \\\"gender\\\": 2, \\\"id\\\": 11011, \\\"job\\\": \\\"Screenplay\\\", \\\"name\\\": \\\"Zak Penn\\\"}, {\\\"credit_id\\\": \\\"52fe45ff9251416c910459db\\\", \\\"department\\\": \\\"Directing\\\", \\\"gender\\\": 2, \\\"id\\\": 11091, \\\"job\\\": \\\"Director\\\", \\\"name\\\": \\\"Brett Ratner\\\"}, {\\\"credit_id\\\": \\\"538d834f0e0a266712005dfe\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 1, \\\"id\\\": 22061, \\\"job\\\": \\\"Art Direction\\\", \\\"name\\\": \\\"Helen Jarvis\\\"}, {\\\"credit_id\\\": \\\"538d83a50e0a266715005e8b\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 1, \\\"id\\\": 11021, \\\"job\\\": \\\"Set Decoration\\\", \\\"name\\\": \\\"Elizabeth Wilcox\\\"}, {\\\"credit_id\\\": \\\"538d83220e0a266702005df6\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 11102, \\\"job\\\": \\\"Art Direction\\\", \\\"name\\\": \\\"Chad S. Frey\\\"}, {\\\"credit_id\\\": \\\"570b8dde9251412c740020d0\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 46082, \\\"job\\\": \\\"Supervising Art Director\\\", \\\"name\\\": \\\"Geoff Hubbard\\\"}, {\\\"credit_id\\\": \\\"538d83ce0e0a266702005e02\\\", \\\"department\\\": \\\"Costume & Make-Up\\\", \\\"gender\\\": 2, \\\"id\\\": 11106, \\\"job\\\": \\\"Costume Design\\\", \\\"name\\\": \\\"Lisa Tomczeszyn\\\"}, {\\\"credit_id\\\": \\\"560046499251414e4d000197\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 0, \\\"id\\\": 113194, \\\"job\\\": \\\"Stunts\\\", \\\"name\\\": \\\"James Bamford\\\"}, {\\\"credit_id\\\": \\\"538d82990e0a266712005de9\\\", \\\"department\\\": \\\"Editing\\\", \\\"gender\\\": 1, \\\"id\\\": 11100, \\\"job\\\": \\\"Editor\\\", \\\"name\\\": \\\"Julia Wong\\\"}, {\\\"credit_id\\\": \\\"57671042c3a36806b3000104\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 2, \\\"id\\\": 11095, \\\"job\\\": \\\"Co-Producer\\\", \\\"name\\\": \\\"James M. Freitag\\\"}, {\\\"credit_id\\\": \\\"57670fdbc3a3680722000106\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 2, \\\"id\\\": 11014, \\\"job\\\": \\\"Co-Producer\\\", \\\"name\\\": \\\"Ross Fanger\\\"}, {\\\"credit_id\\\": \\\"538d83750e0a26670b005de5\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 223991, \\\"job\\\": \\\"Art Direction\\\", \\\"name\\\": \\\"Sandi Tanaka\\\"}, {\\\"credit_id\\\": \\\"576710f192514133c5001213\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 0, \\\"id\\\": 1182092, \\\"job\\\": \\\"Executive Producer\\\", \\\"name\\\": \\\"John Palermo\\\"}, {\\\"credit_id\\\": \\\"55402d2fc3a3681da0000633\\\", \\\"department\\\": \\\"Visual Effects\\\", \\\"gender\\\": 0, \\\"id\\\": 1395269, \\\"job\\\": \\\"Visual Effects Supervisor\\\", \\\"name\\\": \\\"John Bruno\\\"}, {\\\"credit_id\\\": \\\"563a9ed79251416d520145a0\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 0, \\\"id\\\": 1401803, \\\"job\\\": \\\"Digital Effects Supervisor\\\", \\\"name\\\": \\\"Guy Williams\\\"}, {\\\"credit_id\\\": \\\"5767112fc3a3680722000132\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 0, \\\"id\\\": 1432021, \\\"job\\\": \\\"Co-Producer\\\", \\\"name\\\": \\\"Kurt Williams\\\"}, {\\\"credit_id\\\": \\\"55423048c3a36829e5003bc8\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 0, \\\"id\\\": 1447557, \\\"job\\\": \\\"Compositors\\\", \\\"name\\\": \\\"Rachel Wyn Dunn\\\"}, {\\\"credit_id\\\": \\\"552986b4c3a368596e001a79\\\", \\\"department\\\": \\\"Visual Effects\\\", \\\"gender\\\": 0, \\\"id\\\": 1452932, \\\"job\\\": \\\"Animation\\\", \\\"name\\\": \\\"Joel Fletcher\\\"}, {\\\"credit_id\\\": \\\"57670f92925141655a000109\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 0, \\\"id\\\": 1477146, \\\"job\\\": \\\"Co-Producer\\\", \\\"name\\\": \\\"Lee Cleary\\\"}, {\\\"credit_id\\\": \\\"5767107c925141655a00012c\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 0, \\\"id\\\": 1477147, \\\"job\\\": \\\"Associate Producer\\\", \\\"name\\\": \\\"David Gorder\\\"}, {\\\"credit_id\\\": \\\"5767105bc3a36850c4000573\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 2, \\\"id\\\": 1477203, \\\"job\\\": \\\"Associate Producer\\\", \\\"name\\\": \\\"Luca Marco Paracels\\\"}]\",\n          \"[{\\\"credit_id\\\": \\\"58dd0e90c3a368223e00b59c\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 546, \\\"job\\\": \\\"Casting\\\", \\\"name\\\": \\\"Jeanne McCarthy\\\"}, {\\\"credit_id\\\": \\\"52fe43bb9251416c7501bf83\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 2, \\\"id\\\": 2043, \\\"job\\\": \\\"Producer\\\", \\\"name\\\": \\\"John Davis\\\"}, {\\\"credit_id\\\": \\\"5539fe35c3a3685cf8002f1e\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 2, \\\"id\\\": 3393, \\\"job\\\": \\\"Original Music Composer\\\", \\\"name\\\": \\\"David Newman\\\"}, {\\\"credit_id\\\": \\\"58dd0d3fc3a368228a00aa50\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 0, \\\"id\\\": 6187, \\\"job\\\": \\\"Associate Producer\\\", \\\"name\\\": \\\"Aldric La'Auli Porter\\\"}, {\\\"credit_id\\\": \\\"5990427f925141672302ba00\\\", \\\"department\\\": \\\"Directing\\\", \\\"gender\\\": 0, \\\"id\\\": 6187, \\\"job\\\": \\\"First Assistant Director\\\", \\\"name\\\": \\\"Aldric La'Auli Porter\\\"}, {\\\"credit_id\\\": \\\"58dd0efdc3a368228300b438\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 2, \\\"id\\\": 6877, \\\"job\\\": \\\"Production Design\\\", \\\"name\\\": \\\"William Sandell\\\"}, {\\\"credit_id\\\": \\\"58dd0f56925141411000c340\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 2, \\\"id\\\": 6880, \\\"job\\\": \\\"Set Decoration\\\", \\\"name\\\": \\\"Robert Gould\\\"}, {\\\"credit_id\\\": \\\"58dd0f1fc3a36822a600c1dd\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 2, \\\"id\\\": 8705, \\\"job\\\": \\\"Art Direction\\\", \\\"name\\\": \\\"Brad Ricker\\\"}, {\\\"credit_id\\\": \\\"5990490b925141673e02d2f5\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 0, \\\"id\\\": 8763, \\\"job\\\": \\\"Foley Editor\\\", \\\"name\\\": \\\"Dan Yale\\\"}, {\\\"credit_id\\\": \\\"58dd0d3192514140f600b915\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 2, \\\"id\\\": 8880, \\\"job\\\": \\\"Executive Producer\\\", \\\"name\\\": \\\"Neil A. Machlis\\\"}, {\\\"credit_id\\\": \\\"58dd0e0bc3a368229300bdf6\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 14377, \\\"job\\\": \\\"Casting\\\", \\\"name\\\": \\\"Juel Bestrop\\\"}, {\\\"credit_id\\\": \\\"599045b6925141672302bdac\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 12639, \\\"job\\\": \\\"Set Designer\\\", \\\"name\\\": \\\"Hugo Santiago\\\"}, {\\\"credit_id\\\": \\\"58dd0f69c3a368228300b48f\\\", \\\"department\\\": \\\"Costume & Make-Up\\\", \\\"gender\\\": 1, \\\"id\\\": 15524, \\\"job\\\": \\\"Costume Design\\\", \\\"name\\\": \\\"Ruth E. Carter\\\"}, {\\\"credit_id\\\": \\\"52fe43bb9251416c7501bf9b\\\", \\\"department\\\": \\\"Editing\\\", \\\"gender\\\": 2, \\\"id\\\": 18276, \\\"job\\\": \\\"Editor\\\", \\\"name\\\": \\\"Craig Herring\\\"}, {\\\"credit_id\\\": \\\"58dd0f2f92514140fa00c653\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 2, \\\"id\\\": 13434, \\\"job\\\": \\\"Supervising Art Director\\\", \\\"name\\\": \\\"Bruce Crone\\\"}, {\\\"credit_id\\\": \\\"59904bcdc3a368744202b9fb\\\", \\\"department\\\": \\\"Visual Effects\\\", \\\"gender\\\": 0, \\\"id\\\": 27100, \\\"job\\\": \\\"Visual Effects Supervisor\\\", \\\"name\\\": \\\"Douglas Smith\\\"}, {\\\"credit_id\\\": \\\"52fe43bb9251416c7501bf7d\\\", \\\"department\\\": \\\"Writing\\\", \\\"gender\\\": 2, \\\"id\\\": 31026, \\\"job\\\": \\\"Screenplay\\\", \\\"name\\\": \\\"Larry Levin\\\"}, {\\\"credit_id\\\": \\\"58dd0c8592514140fa00c441\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 49907, \\\"job\\\": \\\"Co-Producer\\\", \\\"name\\\": \\\"Michele Imperato\\\"}, {\\\"credit_id\\\": \\\"58dd0fb0c3a368227300bfad\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 49907, \\\"job\\\": \\\"Unit Production Manager\\\", \\\"name\\\": \\\"Michele Imperato\\\"}, {\\\"credit_id\\\": \\\"52fe43bb9251416c7501bfb1\\\", \\\"department\\\": \\\"Directing\\\", \\\"gender\\\": 2, \\\"id\\\": 52112, \\\"job\\\": \\\"Director\\\", \\\"name\\\": \\\"Steve Carr\\\"}, {\\\"credit_id\\\": \\\"5990471cc3a36874a302bbdc\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 2, \\\"id\\\": 52193, \\\"job\\\": \\\"Dialogue Editor\\\", \\\"name\\\": \\\"R.J. Kizer\\\"}, {\\\"credit_id\\\": \\\"52fe43bb9251416c7501bf95\\\", \\\"department\\\": \\\"Camera\\\", \\\"gender\\\": 2, \\\"id\\\": 56324, \\\"job\\\": \\\"Director of Photography\\\", \\\"name\\\": \\\"Daryn Okada\\\"}, {\\\"credit_id\\\": \\\"52fe43bb9251416c7501bf89\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 2, \\\"id\\\": 56053, \\\"job\\\": \\\"Producer\\\", \\\"name\\\": \\\"Joseph Singer\\\"}, {\\\"credit_id\\\": \\\"59904a06925141676602b701\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 2, \\\"id\\\": 57769, \\\"job\\\": \\\"Visual Effects Editor\\\", \\\"name\\\": \\\"Peter S. Elliot\\\"}, {\\\"credit_id\\\": \\\"58dd0d4c92514140fa00c4da\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 66921, \\\"job\\\": \\\"Co-Producer\\\", \\\"name\\\": \\\"Heidi Santelli\\\"}, {\\\"credit_id\\\": \\\"59905155c3a36874b402a906\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 0, \\\"id\\\": 91324, \\\"job\\\": \\\"Music Editor\\\", \\\"name\\\": \\\"Tom Villano\\\"}, {\\\"credit_id\\\": \\\"5990424a925141676602adf3\\\", \\\"department\\\": \\\"Costume & Make-Up\\\", \\\"gender\\\": 0, \\\"id\\\": 168214, \\\"job\\\": \\\"Makeup Artist\\\", \\\"name\\\": \\\"Judy Murdock\\\"}, {\\\"credit_id\\\": \\\"59904eae925141673e02da30\\\", \\\"department\\\": \\\"Camera\\\", \\\"gender\\\": 2, \\\"id\\\": 555085, \\\"job\\\": \\\"Still Photographer\\\", \\\"name\\\": \\\"Bruce McBroom\\\"}, {\\\"credit_id\\\": \\\"599041d0c3a36874a302b5e9\\\", \\\"department\\\": \\\"Costume & Make-Up\\\", \\\"gender\\\": 0, \\\"id\\\": 1015965, \\\"job\\\": \\\"Makeup Department Head\\\", \\\"name\\\": \\\"Kris Evans\\\"}, {\\\"credit_id\\\": \\\"58dd11a2c3a368227300c14b\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 0, \\\"id\\\": 1113659, \\\"job\\\": \\\"Location Manager\\\", \\\"name\\\": \\\"Iddo Lampton Enochs Jr.\\\"}, {\\\"credit_id\\\": \\\"59904b71925141675f02b7e7\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 0, \\\"id\\\": 1178615, \\\"job\\\": \\\"CG Supervisor\\\", \\\"name\\\": \\\"Liz Radley\\\"}, {\\\"credit_id\\\": \\\"59904fe5c3a368744202bf0c\\\", \\\"department\\\": \\\"Costume & Make-Up\\\", \\\"gender\\\": 0, \\\"id\\\": 1319193, \\\"job\\\": \\\"Costume Supervisor\\\", \\\"name\\\": \\\"Donna Marcione Pollack\\\"}, {\\\"credit_id\\\": \\\"599044c4925141672302bc97\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 1364403, \\\"job\\\": \\\"Greensman\\\", \\\"name\\\": \\\"Frank McEldowney\\\"}, {\\\"credit_id\\\": \\\"59904694925141673e02cfd2\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 0, \\\"id\\\": 1367505, \\\"job\\\": \\\"Dialogue Editor\\\", \\\"name\\\": \\\"Ted Caplan\\\"}, {\\\"credit_id\\\": \\\"5990439d925141675902ac1b\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 1377216, \\\"job\\\": \\\"Art Department Coordinator\\\", \\\"name\\\": \\\"Gerald Lehtola\\\"}, {\\\"credit_id\\\": \\\"599045fb925141675f02b16c\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 1378165, \\\"job\\\": \\\"Property Master\\\", \\\"name\\\": \\\"Mark Wade\\\"}, {\\\"credit_id\\\": \\\"58dd0fd0c3a368228a00abfb\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 1, \\\"id\\\": 1378749, \\\"job\\\": \\\"Set Designer\\\", \\\"name\\\": \\\"Patricia Klawonn\\\"}, {\\\"credit_id\\\": \\\"58dd1023c3a368227300c025\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 1389585, \\\"job\\\": \\\"Set Designer\\\", \\\"name\\\": \\\"Bill Taliaferro\\\"}, {\\\"credit_id\\\": \\\"59904785c3a3687493029126\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 0, \\\"id\\\": 1390527, \\\"job\\\": \\\"Sound Effects Editor\\\", \\\"name\\\": \\\"Dave Kulczycki\\\"}, {\\\"credit_id\\\": \\\"59905010925141675f02bd38\\\", \\\"department\\\": \\\"Costume & Make-Up\\\", \\\"gender\\\": 0, \\\"id\\\": 1399322, \\\"job\\\": \\\"Set Costumer\\\", \\\"name\\\": \\\"Elizabeth Frank\\\"}, {\\\"credit_id\\\": \\\"59904d81925141670b02cf99\\\", \\\"department\\\": \\\"Camera\\\", \\\"gender\\\": 2, \\\"id\\\": 1400374, \\\"job\\\": \\\"Camera Operator\\\", \\\"name\\\": \\\"Casey Hotchkiss\\\"}, {\\\"credit_id\\\": \\\"599046d2c3a3687493029074\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 0, \\\"id\\\": 1404841, \\\"job\\\": \\\"ADR Editor\\\", \\\"name\\\": \\\"Zack Davis\\\"}, {\\\"credit_id\\\": \\\"59904214c3a368746102979f\\\", \\\"department\\\": \\\"Costume & Make-Up\\\", \\\"gender\\\": 0, \\\"id\\\": 1408278, \\\"job\\\": \\\"Hair Department Head\\\", \\\"name\\\": \\\"Erma Kent\\\"}, {\\\"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\\\": \\\"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": [
        "movies.head(2)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 14,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "edhFuuPj2t11",
        "outputId": "85bc08f8-7777-4796-ea5c-78d62e465024"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(4809, 7)"
            ]
          },
          "metadata": {},
          "execution_count": 14
        }
      ],
      "source": [
        "movies.shape"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 15,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 304
        },
        "id": "P959UMA12t11",
        "outputId": "0b0f5b1f-53d8-4cd3-90d9-bae1112d8d4e"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "movie_id    0\n",
              "title       0\n",
              "overview    3\n",
              "genres      0\n",
              "keywords    0\n",
              "cast        0\n",
              "crew        0\n",
              "dtype: int64"
            ],
            "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>0</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>movie_id</th>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>title</th>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>overview</th>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>genres</th>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>keywords</th>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>cast</th>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>crew</th>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div><br><label><b>dtype:</b> int64</label>"
            ]
          },
          "metadata": {},
          "execution_count": 15
        }
      ],
      "source": [
        "movies.isnull().sum()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 16,
      "metadata": {
        "id": "QpsBdf9b2t11"
      },
      "outputs": [],
      "source": [
        "movies.dropna(inplace=True)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 17,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 304
        },
        "id": "_xbyc1IP2t11",
        "outputId": "1b0e4bf7-ea54-4f97-8940-65b04dff9587"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "movie_id    0\n",
              "title       0\n",
              "overview    0\n",
              "genres      0\n",
              "keywords    0\n",
              "cast        0\n",
              "crew        0\n",
              "dtype: int64"
            ],
            "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>0</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>movie_id</th>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>title</th>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>overview</th>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>genres</th>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>keywords</th>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>cast</th>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>crew</th>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div><br><label><b>dtype:</b> int64</label>"
            ]
          },
          "metadata": {},
          "execution_count": 17
        }
      ],
      "source": [
        "movies.isnull().sum()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 18,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "DcoZdsWO2t12",
        "outputId": "8532a647-44c9-4347-ba9d-d1dfed3dc445"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(4806, 7)"
            ]
          },
          "metadata": {},
          "execution_count": 18
        }
      ],
      "source": [
        "movies.shape"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 19,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "QxkXHJNP2t12",
        "outputId": "5b6c0697-f33a-4302-bde0-43b312be861a"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0"
            ]
          },
          "metadata": {},
          "execution_count": 19
        }
      ],
      "source": [
        "movies.duplicated().sum()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 20,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        },
        "id": "7n0B4JwP2t12",
        "outputId": "06462ac7-bcf5-4b3e-e100-3109cc4e7234"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "'[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"name\": \"Fantasy\"}, {\"id\": 878, \"name\": \"Science Fiction\"}]'"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            }
          },
          "metadata": {},
          "execution_count": 20
        }
      ],
      "source": [
        "# handle genres\n",
        "\n",
        "movies.iloc[0]['genres']"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 21,
      "metadata": {
        "id": "G2Nk43Ae2t12"
      },
      "outputs": [],
      "source": [
        "import ast #for converting str to list\n",
        "\n",
        "def convert(text):\n",
        "    L = []\n",
        "    for i in ast.literal_eval(text):\n",
        "        L.append(i['name'])\n",
        "    return L"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 22,
      "metadata": {
        "id": "vpNOOCn82t12"
      },
      "outputs": [],
      "source": [
        "movies['genres'] = movies['genres'].apply(convert)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 23,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 293
        },
        "id": "J3YcNnUM2t12",
        "outputId": "c1e159ed-531f-4276-9e34-6d7c9adb704d"
      },
      "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  [{\"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...  "
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-91c05b72-197c-41c3-b0b0-ddf2d6c1f1f9\" 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>[{\"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>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-91c05b72-197c-41c3-b0b0-ddf2d6c1f1f9')\"\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-91c05b72-197c-41c3-b0b0-ddf2d6c1f1f9 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-91c05b72-197c-41c3-b0b0-ddf2d6c1f1f9');\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-88ed8ef9-7956-480e-833d-74540714abac\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-88ed8ef9-7956-480e-833d-74540714abac')\"\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-88ed8ef9-7956-480e-833d-74540714abac 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\": 4806,\n  \"fields\": [\n    {\n      \"column\": \"movie_id\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 88309,\n        \"min\": 5,\n        \"max\": 447027,\n        \"num_unique_values\": 4800,\n        \"samples\": [\n          8427,\n          9555,\n          10029\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"title\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 4797,\n        \"samples\": [\n          \"Two Brothers\",\n          \"From Paris with Love\",\n          \"Walk the Line\"\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\": \"genres\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"keywords\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 4220,\n        \"samples\": [\n          \"[{\\\"id\\\": 293, \\\"name\\\": \\\"female nudity\\\"}, {\\\"id\\\": 2483, \\\"name\\\": \\\"nudity\\\"}, {\\\"id\\\": 2546, \\\"name\\\": \\\"mask\\\"}, {\\\"id\\\": 2604, \\\"name\\\": \\\"babysitter\\\"}, {\\\"id\\\": 3335, \\\"name\\\": \\\"halloween\\\"}, {\\\"id\\\": 6149, \\\"name\\\": \\\"police\\\"}, {\\\"id\\\": 10024, \\\"name\\\": \\\"psychopathic killer\\\"}, {\\\"id\\\": 10183, \\\"name\\\": \\\"independent film\\\"}, {\\\"id\\\": 10333, \\\"name\\\": \\\"stalking\\\"}, {\\\"id\\\": 10714, \\\"name\\\": \\\"serial killer\\\"}, {\\\"id\\\": 10776, \\\"name\\\": \\\"marijuana\\\"}, {\\\"id\\\": 11040, \\\"name\\\": \\\"masked killer\\\"}, {\\\"id\\\": 11221, \\\"name\\\": \\\"blood\\\"}, {\\\"id\\\": 11488, \\\"name\\\": \\\"pot smoking\\\"}, {\\\"id\\\": 12339, \\\"name\\\": \\\"slasher\\\"}, {\\\"id\\\": 13112, \\\"name\\\": \\\"murderer\\\"}, {\\\"id\\\": 14698, \\\"name\\\": \\\"throat slitting\\\"}, {\\\"id\\\": 14805, \\\"name\\\": \\\"maniac\\\"}, {\\\"id\\\": 14819, \\\"name\\\": \\\"violence\\\"}, {\\\"id\\\": 17987, \\\"name\\\": \\\"killing spree\\\"}, {\\\"id\\\": 18035, \\\"name\\\": \\\"family\\\"}, {\\\"id\\\": 34117, \\\"name\\\": \\\"cult film\\\"}, {\\\"id\\\": 156075, \\\"name\\\": \\\"evil\\\"}, {\\\"id\\\": 157701, \\\"name\\\": \\\"psychotic\\\"}, {\\\"id\\\": 174424, \\\"name\\\": \\\"smoking pot\\\"}, {\\\"id\\\": 198914, \\\"name\\\": \\\"institution\\\"}, {\\\"id\\\": 207159, \\\"name\\\": \\\"escaped killer\\\"}]\",\n          \"[{\\\"id\\\": 3036, \\\"name\\\": \\\"bible\\\"}, {\\\"id\\\": 9649, \\\"name\\\": \\\"god\\\"}, {\\\"id\\\": 195790, \\\"name\\\": \\\"noah\\\"}, {\\\"id\\\": 209714, \\\"name\\\": \\\"3d\\\"}]\",\n          \"[{\\\"id\\\": 2246, \\\"name\\\": \\\"confidence\\\"}, {\\\"id\\\": 2754, \\\"name\\\": \\\"trauma\\\"}, {\\\"id\\\": 2982, \\\"name\\\": \\\"leaving one's family\\\"}, {\\\"id\\\": 3321, \\\"name\\\": \\\"childhood memory\\\"}, {\\\"id\\\": 3800, \\\"name\\\": \\\"airplane\\\"}, {\\\"id\\\": 5597, \\\"name\\\": \\\"war on terror\\\"}, {\\\"id\\\": 6027, \\\"name\\\": \\\"music\\\"}, {\\\"id\\\": 6381, \\\"name\\\": \\\"loss of daughter\\\"}, {\\\"id\\\": 6511, \\\"name\\\": \\\"alone\\\"}, {\\\"id\\\": 13001, \\\"name\\\": \\\"cowardliness\\\"}, {\\\"id\\\": 18035, \\\"name\\\": \\\"family\\\"}]\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"cast\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 4759,\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\\\", \\\"gender\\\": 1, \\\"id\\\": 448309, \\\"name\\\": \\\"Liz Cackowski\\\", \\\"order\\\": 29}, {\\\"cast_id\\\": 77, \\\"character\\\": \\\"Beer Pong Guy #4\\\", \\\"credit_id\\\": \\\"56ca16ad925141172f008677\\\", \\\"gender\\\": 0, \\\"id\\\": 1254001, \\\"name\\\": \\\"Kyle Newacheck\\\", \\\"order\\\": 30}, {\\\"cast_id\\\": 79, \\\"character\\\": \\\"The Babysitter\\\", \\\"credit_id\\\": \\\"56ca18f692514123b8001d81\\\", \\\"gender\\\": 2, \\\"id\\\": 168872, \\\"name\\\": \\\"Jesse Heiman\\\", \\\"order\\\": 31}, {\\\"cast_id\\\": 18, \\\"character\\\": \\\"Sorority Girl\\\", \\\"credit_id\\\": \\\"52fe4d169251416c9110a255\\\", \\\"gender\\\": 0, \\\"id\\\": 1203537, \\\"name\\\": \\\"Cassandra Starr\\\", \\\"order\\\": 32}, {\\\"cast_id\\\": 41, \\\"character\\\": \\\"Prostitute\\\", \\\"credit_id\\\": \\\"542719230e0a2655660005f7\\\", \\\"gender\\\": 1, \\\"id\\\": 1214835, \\\"name\\\": \\\"Natasha Leggero\\\", \\\"order\\\": 33}, {\\\"cast_id\\\": 43, \\\"character\\\": \\\"Prostitute (uncredited)\\\", \\\"credit_id\\\": \\\"55143ac392514103e9003032\\\", \\\"gender\\\": 1, \\\"id\\\": 142402, \\\"name\\\": \\\"Maria Olsen\\\", \\\"order\\\": 34}, {\\\"cast_id\\\": 63, \\\"character\\\": \\\"JJ (uncredited)\\\", \\\"credit_id\\\": \\\"56c795ba925141723c000251\\\", \\\"gender\\\": 2, \\\"id\\\": 1398257, \\\"name\\\": \\\"Stephen Todt\\\", \\\"order\\\": 35}, {\\\"cast_id\\\": 78, \\\"character\\\": \\\"Birthday Party Jumper (uncredited)\\\", \\\"credit_id\\\": \\\"56ca1882c3a3684089008d24\\\", \\\"gender\\\": 2, \\\"id\\\": 1413876, \\\"name\\\": \\\"Michael Angeloe\\\", \\\"order\\\": 36}, {\\\"cast_id\\\": 64, \\\"character\\\": \\\"Homeless Man (uncredited)\\\", \\\"credit_id\\\": \\\"56c8bdd1925141172f003b39\\\", \\\"gender\\\": 2, \\\"id\\\": 1580574, \\\"name\\\": \\\"Gary Sievers\\\", \\\"order\\\": 37}, {\\\"cast_id\\\": 81, \\\"character\\\": \\\"Gay Couple (uncredited)\\\", \\\"credit_id\\\": \\\"56ca1af3c3a3684087008fa8\\\", \\\"gender\\\": 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}, {\\\"cast_id\\\": 88, \\\"character\\\": \\\"Sorority Girl (uncredited)\\\", \\\"credit_id\\\": \\\"57d2ea9fc3a36842810015af\\\", \\\"gender\\\": 1, \\\"id\\\": 1676865, \\\"name\\\": \\\"Alanna Dergan\\\", \\\"order\\\": 43}, {\\\"cast_id\\\": 89, \\\"character\\\": \\\"Sorority Girl (uncredited)\\\", \\\"credit_id\\\": \\\"57d2eb74c3a36842850015e3\\\", \\\"gender\\\": 1, \\\"id\\\": 1351205, \\\"name\\\": \\\"Elsi Eng\\\", \\\"order\\\": 44}, {\\\"cast_id\\\": 90, \\\"character\\\": \\\"Sorority Girl (uncredited)\\\", \\\"credit_id\\\": \\\"57d2eb859251410d1b00130b\\\", \\\"gender\\\": 1, \\\"id\\\": 1676867, \\\"name\\\": \\\"Ayesha Fraser\\\", \\\"order\\\": 45}, {\\\"cast_id\\\": 91, \\\"character\\\": \\\"Sorority Girl (uncredited)\\\", \\\"credit_id\\\": \\\"57d2ecb19251410d1e0014ba\\\", \\\"gender\\\": 1, \\\"id\\\": 1634314, \\\"name\\\": \\\"Courtney Hart\\\", \\\"order\\\": 46}, {\\\"cast_id\\\": 92, \\\"character\\\": \\\"Sorority Girl (uncredited)\\\", \\\"credit_id\\\": \\\"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, \\\"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\\\": 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. G. Armstrong\\\", \\\"order\\\": 7}, {\\\"cast_id\\\": 21, \\\"character\\\": \\\"Hawkins\\\", \\\"credit_id\\\": \\\"52fe4218c3a36847f8003b73\\\", \\\"gender\\\": 2, \\\"id\\\": 1108, \\\"name\\\": \\\"Shane Black\\\", \\\"order\\\": 8}, {\\\"cast_id\\\": 23, \\\"character\\\": \\\"Helicopter Pilot / Predator\\\", \\\"credit_id\\\": \\\"52fe4218c3a36847f8003b7b\\\", \\\"gender\\\": 2, \\\"id\\\": 1109, \\\"name\\\": \\\"Kevin Peter Hall\\\", \\\"order\\\": 10}, {\\\"cast_id\\\": 25, \\\"character\\\": \\\"Russian Officer (uncredited)\\\", \\\"credit_id\\\": \\\"5742adfe9251416ce6002052\\\", \\\"gender\\\": 2, \\\"id\\\": 20761, \\\"name\\\": \\\"Sven-Ole Thorsen\\\", \\\"order\\\": 11}]\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"crew\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 4773,\n        \"samples\": [\n          \"[{\\\"credit_id\\\": \\\"538d82720e0a26670e005e83\\\", \\\"department\\\": \\\"Editing\\\", \\\"gender\\\": 2, \\\"id\\\": 898, \\\"job\\\": \\\"Editor\\\", \\\"name\\\": \\\"Mark Goldblatt\\\"}, {\\\"credit_id\\\": \\\"538d82860e0a266702005de5\\\", \\\"department\\\": \\\"Editing\\\", \\\"gender\\\": 2, \\\"id\\\": 1098, \\\"job\\\": \\\"Editor\\\", \\\"name\\\": \\\"Mark Helfrich\\\"}, {\\\"credit_id\\\": \\\"538d820c0e0a266708006129\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 0, \\\"id\\\": 2095, \\\"job\\\": \\\"Producer\\\", \\\"name\\\": \\\"Ralph Winter\\\"}, {\\\"credit_id\\\": \\\"538d82d30e0a266712005def\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 2, \\\"id\\\": 2624, \\\"job\\\": \\\"Casting\\\", \\\"name\\\": \\\"Richard Pagano\\\"}, {\\\"credit_id\\\": \\\"538d82ea0e0a266715005e74\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 2, \\\"id\\\": 4953, \\\"job\\\": \\\"Production Design\\\", \\\"name\\\": \\\"Ed Verreaux\\\"}, {\\\"credit_id\\\": \\\"538d82ad0e0a26670800614d\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 5362, \\\"job\\\": \\\"Casting\\\", \\\"name\\\": \\\"Heike Brandstatter\\\"}, {\\\"credit_id\\\": \\\"538d82c00e0a266705005fa2\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 5363, \\\"job\\\": \\\"Casting\\\", \\\"name\\\": \\\"Coreen Mayrs\\\"}, {\\\"credit_id\\\": \\\"538d845ec3a368713c0047d2\\\", \\\"department\\\": \\\"Costume & Make-Up\\\", \\\"gender\\\": 0, \\\"id\\\": 6924, \\\"job\\\": \\\"Costume Supervisor\\\", \\\"name\\\": \\\"Dan Moore\\\"}, {\\\"credit_id\\\": \\\"538d81ef0e0a266718005cb8\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 7200, \\\"job\\\": \\\"Producer\\\", \\\"name\\\": \\\"Lauren Shuler Donner\\\"}, {\\\"credit_id\\\": \\\"576710bec3a36806720004b0\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 2, \\\"id\\\": 7624, \\\"job\\\": \\\"Executive Producer\\\", \\\"name\\\": \\\"Stan Lee\\\"}, {\\\"credit_id\\\": \\\"538d81d80e0a266715005e4d\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 2, \\\"id\\\": 7626, \\\"job\\\": \\\"Producer\\\", \\\"name\\\": \\\"Avi Arad\\\"}, {\\\"credit_id\\\": \\\"5767101092514165c20000db\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 2, \\\"id\\\": 10850, \\\"job\\\": \\\"Executive Producer\\\", \\\"name\\\": \\\"Kevin Feige\\\"}, {\\\"credit_id\\\": \\\"538d83ba0e0a26670b005ded\\\", \\\"department\\\": \\\"Costume & Make-Up\\\", \\\"gender\\\": 1, \\\"id\\\": 10970, \\\"job\\\": \\\"Costume Design\\\", \\\"name\\\": \\\"Judianna Makovsky\\\"}, {\\\"credit_id\\\": \\\"538d83620e0a266715005e82\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 2, \\\"id\\\": 10549, \\\"job\\\": \\\"Art Direction\\\", \\\"name\\\": \\\"Justin Scoppa Jr.\\\"}, {\\\"credit_id\\\": \\\"5626465bc3a3680e0e01704b\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 2, \\\"id\\\": 11098, \\\"job\\\": \\\"Original Music Composer\\\", \\\"name\\\": \\\"John Powell\\\"}, {\\\"credit_id\\\": \\\"52fe45ff9251416c910459e1\\\", \\\"department\\\": \\\"Writing\\\", \\\"gender\\\": 2, \\\"id\\\": 11092, \\\"job\\\": \\\"Screenplay\\\", \\\"name\\\": \\\"Simon Kinberg\\\"}, {\\\"credit_id\\\": \\\"56abe4ecc3a3681c47003aa3\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 2, \\\"id\\\": 15017, \\\"job\\\": \\\"Makeup Effects\\\", \\\"name\\\": \\\"Bill Corso\\\"}, {\\\"credit_id\\\": \\\"538d82560e0a266705005f94\\\", \\\"department\\\": \\\"Camera\\\", \\\"gender\\\": 2, \\\"id\\\": 11099, \\\"job\\\": \\\"Director of Photography\\\", \\\"name\\\": \\\"Dante Spinotti\\\"}, {\\\"credit_id\\\": \\\"52fe45ff9251416c910459e7\\\", \\\"department\\\": \\\"Writing\\\", \\\"gender\\\": 2, \\\"id\\\": 11011, \\\"job\\\": \\\"Screenplay\\\", \\\"name\\\": \\\"Zak Penn\\\"}, {\\\"credit_id\\\": \\\"52fe45ff9251416c910459db\\\", \\\"department\\\": \\\"Directing\\\", \\\"gender\\\": 2, \\\"id\\\": 11091, \\\"job\\\": \\\"Director\\\", \\\"name\\\": \\\"Brett Ratner\\\"}, {\\\"credit_id\\\": \\\"538d834f0e0a266712005dfe\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 1, \\\"id\\\": 22061, \\\"job\\\": \\\"Art Direction\\\", \\\"name\\\": \\\"Helen Jarvis\\\"}, {\\\"credit_id\\\": \\\"538d83a50e0a266715005e8b\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 1, \\\"id\\\": 11021, \\\"job\\\": \\\"Set Decoration\\\", \\\"name\\\": \\\"Elizabeth Wilcox\\\"}, {\\\"credit_id\\\": \\\"538d83220e0a266702005df6\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 11102, \\\"job\\\": \\\"Art Direction\\\", \\\"name\\\": \\\"Chad S. Frey\\\"}, {\\\"credit_id\\\": \\\"570b8dde9251412c740020d0\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 46082, \\\"job\\\": \\\"Supervising Art Director\\\", \\\"name\\\": \\\"Geoff Hubbard\\\"}, {\\\"credit_id\\\": \\\"538d83ce0e0a266702005e02\\\", \\\"department\\\": \\\"Costume & Make-Up\\\", \\\"gender\\\": 2, \\\"id\\\": 11106, \\\"job\\\": \\\"Costume Design\\\", \\\"name\\\": \\\"Lisa Tomczeszyn\\\"}, {\\\"credit_id\\\": \\\"560046499251414e4d000197\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 0, \\\"id\\\": 113194, \\\"job\\\": \\\"Stunts\\\", \\\"name\\\": \\\"James Bamford\\\"}, {\\\"credit_id\\\": \\\"538d82990e0a266712005de9\\\", \\\"department\\\": \\\"Editing\\\", \\\"gender\\\": 1, \\\"id\\\": 11100, \\\"job\\\": \\\"Editor\\\", \\\"name\\\": \\\"Julia Wong\\\"}, {\\\"credit_id\\\": \\\"57671042c3a36806b3000104\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 2, \\\"id\\\": 11095, \\\"job\\\": \\\"Co-Producer\\\", \\\"name\\\": \\\"James M. Freitag\\\"}, {\\\"credit_id\\\": \\\"57670fdbc3a3680722000106\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 2, \\\"id\\\": 11014, \\\"job\\\": \\\"Co-Producer\\\", \\\"name\\\": \\\"Ross Fanger\\\"}, {\\\"credit_id\\\": \\\"538d83750e0a26670b005de5\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 223991, \\\"job\\\": \\\"Art Direction\\\", \\\"name\\\": \\\"Sandi Tanaka\\\"}, {\\\"credit_id\\\": \\\"576710f192514133c5001213\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 0, \\\"id\\\": 1182092, \\\"job\\\": \\\"Executive Producer\\\", \\\"name\\\": \\\"John Palermo\\\"}, {\\\"credit_id\\\": \\\"55402d2fc3a3681da0000633\\\", \\\"department\\\": \\\"Visual Effects\\\", \\\"gender\\\": 0, \\\"id\\\": 1395269, \\\"job\\\": \\\"Visual Effects Supervisor\\\", \\\"name\\\": \\\"John Bruno\\\"}, {\\\"credit_id\\\": \\\"563a9ed79251416d520145a0\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 0, \\\"id\\\": 1401803, \\\"job\\\": \\\"Digital Effects Supervisor\\\", \\\"name\\\": \\\"Guy Williams\\\"}, {\\\"credit_id\\\": \\\"5767112fc3a3680722000132\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 0, \\\"id\\\": 1432021, \\\"job\\\": \\\"Co-Producer\\\", \\\"name\\\": \\\"Kurt Williams\\\"}, {\\\"credit_id\\\": \\\"55423048c3a36829e5003bc8\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 0, \\\"id\\\": 1447557, \\\"job\\\": \\\"Compositors\\\", \\\"name\\\": \\\"Rachel Wyn Dunn\\\"}, {\\\"credit_id\\\": \\\"552986b4c3a368596e001a79\\\", \\\"department\\\": \\\"Visual Effects\\\", \\\"gender\\\": 0, \\\"id\\\": 1452932, \\\"job\\\": \\\"Animation\\\", \\\"name\\\": \\\"Joel Fletcher\\\"}, {\\\"credit_id\\\": \\\"57670f92925141655a000109\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 0, \\\"id\\\": 1477146, \\\"job\\\": \\\"Co-Producer\\\", \\\"name\\\": \\\"Lee Cleary\\\"}, {\\\"credit_id\\\": \\\"5767107c925141655a00012c\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 0, \\\"id\\\": 1477147, \\\"job\\\": \\\"Associate Producer\\\", \\\"name\\\": \\\"David Gorder\\\"}, {\\\"credit_id\\\": \\\"5767105bc3a36850c4000573\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 2, \\\"id\\\": 1477203, \\\"job\\\": \\\"Associate Producer\\\", \\\"name\\\": \\\"Luca Marco Paracels\\\"}]\",\n          \"[{\\\"credit_id\\\": \\\"58dd0e90c3a368223e00b59c\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 546, \\\"job\\\": \\\"Casting\\\", \\\"name\\\": \\\"Jeanne McCarthy\\\"}, {\\\"credit_id\\\": \\\"52fe43bb9251416c7501bf83\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 2, \\\"id\\\": 2043, \\\"job\\\": \\\"Producer\\\", \\\"name\\\": \\\"John Davis\\\"}, {\\\"credit_id\\\": \\\"5539fe35c3a3685cf8002f1e\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 2, \\\"id\\\": 3393, \\\"job\\\": \\\"Original Music Composer\\\", \\\"name\\\": \\\"David Newman\\\"}, {\\\"credit_id\\\": \\\"58dd0d3fc3a368228a00aa50\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 0, \\\"id\\\": 6187, \\\"job\\\": \\\"Associate Producer\\\", \\\"name\\\": \\\"Aldric La'Auli Porter\\\"}, {\\\"credit_id\\\": \\\"5990427f925141672302ba00\\\", \\\"department\\\": \\\"Directing\\\", \\\"gender\\\": 0, \\\"id\\\": 6187, \\\"job\\\": \\\"First Assistant Director\\\", \\\"name\\\": \\\"Aldric La'Auli Porter\\\"}, {\\\"credit_id\\\": \\\"58dd0efdc3a368228300b438\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 2, \\\"id\\\": 6877, \\\"job\\\": \\\"Production Design\\\", \\\"name\\\": \\\"William Sandell\\\"}, {\\\"credit_id\\\": \\\"58dd0f56925141411000c340\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 2, \\\"id\\\": 6880, \\\"job\\\": \\\"Set Decoration\\\", \\\"name\\\": \\\"Robert Gould\\\"}, {\\\"credit_id\\\": \\\"58dd0f1fc3a36822a600c1dd\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 2, \\\"id\\\": 8705, \\\"job\\\": \\\"Art Direction\\\", \\\"name\\\": \\\"Brad Ricker\\\"}, {\\\"credit_id\\\": \\\"5990490b925141673e02d2f5\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 0, \\\"id\\\": 8763, \\\"job\\\": \\\"Foley Editor\\\", \\\"name\\\": \\\"Dan Yale\\\"}, {\\\"credit_id\\\": \\\"58dd0d3192514140f600b915\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 2, \\\"id\\\": 8880, \\\"job\\\": \\\"Executive Producer\\\", \\\"name\\\": \\\"Neil A. Machlis\\\"}, {\\\"credit_id\\\": \\\"58dd0e0bc3a368229300bdf6\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 14377, \\\"job\\\": \\\"Casting\\\", \\\"name\\\": \\\"Juel Bestrop\\\"}, {\\\"credit_id\\\": \\\"599045b6925141672302bdac\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 12639, \\\"job\\\": \\\"Set Designer\\\", \\\"name\\\": \\\"Hugo Santiago\\\"}, {\\\"credit_id\\\": \\\"58dd0f69c3a368228300b48f\\\", \\\"department\\\": \\\"Costume & Make-Up\\\", \\\"gender\\\": 1, \\\"id\\\": 15524, \\\"job\\\": \\\"Costume Design\\\", \\\"name\\\": \\\"Ruth E. Carter\\\"}, {\\\"credit_id\\\": \\\"52fe43bb9251416c7501bf9b\\\", \\\"department\\\": \\\"Editing\\\", \\\"gender\\\": 2, \\\"id\\\": 18276, \\\"job\\\": \\\"Editor\\\", \\\"name\\\": \\\"Craig Herring\\\"}, {\\\"credit_id\\\": \\\"58dd0f2f92514140fa00c653\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 2, \\\"id\\\": 13434, \\\"job\\\": \\\"Supervising Art Director\\\", \\\"name\\\": \\\"Bruce Crone\\\"}, {\\\"credit_id\\\": \\\"59904bcdc3a368744202b9fb\\\", \\\"department\\\": \\\"Visual Effects\\\", \\\"gender\\\": 0, \\\"id\\\": 27100, \\\"job\\\": \\\"Visual Effects Supervisor\\\", \\\"name\\\": \\\"Douglas Smith\\\"}, {\\\"credit_id\\\": \\\"52fe43bb9251416c7501bf7d\\\", \\\"department\\\": \\\"Writing\\\", \\\"gender\\\": 2, \\\"id\\\": 31026, \\\"job\\\": \\\"Screenplay\\\", \\\"name\\\": \\\"Larry Levin\\\"}, {\\\"credit_id\\\": \\\"58dd0c8592514140fa00c441\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 49907, \\\"job\\\": \\\"Co-Producer\\\", \\\"name\\\": \\\"Michele Imperato\\\"}, {\\\"credit_id\\\": \\\"58dd0fb0c3a368227300bfad\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 49907, \\\"job\\\": \\\"Unit Production Manager\\\", \\\"name\\\": \\\"Michele Imperato\\\"}, {\\\"credit_id\\\": \\\"52fe43bb9251416c7501bfb1\\\", \\\"department\\\": \\\"Directing\\\", \\\"gender\\\": 2, \\\"id\\\": 52112, \\\"job\\\": \\\"Director\\\", \\\"name\\\": \\\"Steve Carr\\\"}, {\\\"credit_id\\\": \\\"5990471cc3a36874a302bbdc\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 2, \\\"id\\\": 52193, \\\"job\\\": \\\"Dialogue Editor\\\", \\\"name\\\": \\\"R.J. Kizer\\\"}, {\\\"credit_id\\\": \\\"52fe43bb9251416c7501bf95\\\", \\\"department\\\": \\\"Camera\\\", \\\"gender\\\": 2, \\\"id\\\": 56324, \\\"job\\\": \\\"Director of Photography\\\", \\\"name\\\": \\\"Daryn Okada\\\"}, {\\\"credit_id\\\": \\\"52fe43bb9251416c7501bf89\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 2, \\\"id\\\": 56053, \\\"job\\\": \\\"Producer\\\", \\\"name\\\": \\\"Joseph Singer\\\"}, {\\\"credit_id\\\": \\\"59904a06925141676602b701\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 2, \\\"id\\\": 57769, \\\"job\\\": \\\"Visual Effects Editor\\\", \\\"name\\\": \\\"Peter S. Elliot\\\"}, {\\\"credit_id\\\": \\\"58dd0d4c92514140fa00c4da\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 66921, \\\"job\\\": \\\"Co-Producer\\\", \\\"name\\\": \\\"Heidi Santelli\\\"}, {\\\"credit_id\\\": \\\"59905155c3a36874b402a906\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 0, \\\"id\\\": 91324, \\\"job\\\": \\\"Music Editor\\\", \\\"name\\\": \\\"Tom Villano\\\"}, {\\\"credit_id\\\": \\\"5990424a925141676602adf3\\\", \\\"department\\\": \\\"Costume & Make-Up\\\", \\\"gender\\\": 0, \\\"id\\\": 168214, \\\"job\\\": \\\"Makeup Artist\\\", \\\"name\\\": \\\"Judy Murdock\\\"}, {\\\"credit_id\\\": \\\"59904eae925141673e02da30\\\", \\\"department\\\": \\\"Camera\\\", \\\"gender\\\": 2, \\\"id\\\": 555085, \\\"job\\\": \\\"Still Photographer\\\", \\\"name\\\": \\\"Bruce McBroom\\\"}, {\\\"credit_id\\\": \\\"599041d0c3a36874a302b5e9\\\", \\\"department\\\": \\\"Costume & Make-Up\\\", \\\"gender\\\": 0, \\\"id\\\": 1015965, \\\"job\\\": \\\"Makeup Department Head\\\", \\\"name\\\": \\\"Kris Evans\\\"}, {\\\"credit_id\\\": \\\"58dd11a2c3a368227300c14b\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 0, \\\"id\\\": 1113659, \\\"job\\\": \\\"Location Manager\\\", \\\"name\\\": \\\"Iddo Lampton Enochs Jr.\\\"}, {\\\"credit_id\\\": \\\"59904b71925141675f02b7e7\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 0, \\\"id\\\": 1178615, \\\"job\\\": \\\"CG Supervisor\\\", \\\"name\\\": \\\"Liz Radley\\\"}, {\\\"credit_id\\\": \\\"59904fe5c3a368744202bf0c\\\", \\\"department\\\": \\\"Costume & Make-Up\\\", \\\"gender\\\": 0, \\\"id\\\": 1319193, \\\"job\\\": \\\"Costume Supervisor\\\", \\\"name\\\": \\\"Donna Marcione Pollack\\\"}, {\\\"credit_id\\\": \\\"599044c4925141672302bc97\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 1364403, \\\"job\\\": \\\"Greensman\\\", \\\"name\\\": \\\"Frank McEldowney\\\"}, {\\\"credit_id\\\": \\\"59904694925141673e02cfd2\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 0, \\\"id\\\": 1367505, \\\"job\\\": \\\"Dialogue Editor\\\", \\\"name\\\": \\\"Ted Caplan\\\"}, {\\\"credit_id\\\": \\\"5990439d925141675902ac1b\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 1377216, \\\"job\\\": \\\"Art Department Coordinator\\\", \\\"name\\\": \\\"Gerald Lehtola\\\"}, {\\\"credit_id\\\": \\\"599045fb925141675f02b16c\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 1378165, \\\"job\\\": \\\"Property Master\\\", \\\"name\\\": \\\"Mark Wade\\\"}, {\\\"credit_id\\\": \\\"58dd0fd0c3a368228a00abfb\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 1, \\\"id\\\": 1378749, \\\"job\\\": \\\"Set Designer\\\", \\\"name\\\": \\\"Patricia Klawonn\\\"}, {\\\"credit_id\\\": \\\"58dd1023c3a368227300c025\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 1389585, \\\"job\\\": \\\"Set Designer\\\", \\\"name\\\": \\\"Bill Taliaferro\\\"}, {\\\"credit_id\\\": \\\"59904785c3a3687493029126\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 0, \\\"id\\\": 1390527, \\\"job\\\": \\\"Sound Effects Editor\\\", \\\"name\\\": \\\"Dave Kulczycki\\\"}, {\\\"credit_id\\\": \\\"59905010925141675f02bd38\\\", \\\"department\\\": \\\"Costume & Make-Up\\\", \\\"gender\\\": 0, \\\"id\\\": 1399322, \\\"job\\\": \\\"Set Costumer\\\", \\\"name\\\": \\\"Elizabeth Frank\\\"}, {\\\"credit_id\\\": \\\"59904d81925141670b02cf99\\\", \\\"department\\\": \\\"Camera\\\", \\\"gender\\\": 2, \\\"id\\\": 1400374, \\\"job\\\": \\\"Camera Operator\\\", \\\"name\\\": \\\"Casey Hotchkiss\\\"}, {\\\"credit_id\\\": \\\"599046d2c3a3687493029074\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 0, \\\"id\\\": 1404841, \\\"job\\\": \\\"ADR Editor\\\", \\\"name\\\": \\\"Zack Davis\\\"}, {\\\"credit_id\\\": \\\"59904214c3a368746102979f\\\", \\\"department\\\": \\\"Costume & Make-Up\\\", \\\"gender\\\": 0, \\\"id\\\": 1408278, \\\"job\\\": \\\"Hair Department Head\\\", \\\"name\\\": \\\"Erma Kent\\\"}, {\\\"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\\\": \\\"535c348b0e0a264fe1001e9f\\\", \\\"department\\\": \\\"Directing\\\", \\\"gender\\\": 0, \\\"id\\\": 1314011, \\\"job\\\": \\\"Director\\\", \\\"name\\\": \\\"Nathan Smith Jones\\\"}]\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 23
        }
      ],
      "source": [
        "movies.head()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 24,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 105
        },
        "id": "totRcylc2t12",
        "outputId": "3b55301c-4454-4ae7-9f3d-5cfea78a278f"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "'[{\"id\": 1463, \"name\": \"culture clash\"}, {\"id\": 2964, \"name\": \"future\"}, {\"id\": 3386, \"name\": \"space war\"}, {\"id\": 3388, \"name\": \"space colony\"}, {\"id\": 3679, \"name\": \"society\"}, {\"id\": 3801, \"name\": \"space travel\"}, {\"id\": 9685, \"name\": \"futuristic\"}, {\"id\": 9840, \"name\": \"romance\"}, {\"id\": 9882, \"name\": \"space\"}, {\"id\": 9951, \"name\": \"alien\"}, {\"id\": 10148, \"name\": \"tribe\"}, {\"id\": 10158, \"name\": \"alien planet\"}, {\"id\": 10987, \"name\": \"cgi\"}, {\"id\": 11399, \"name\": \"marine\"}, {\"id\": 13065, \"name\": \"soldier\"}, {\"id\": 14643, \"name\": \"battle\"}, {\"id\": 14720, \"name\": \"love affair\"}, {\"id\": 165431, \"name\": \"anti war\"}, {\"id\": 193554, \"name\": \"power relations\"}, {\"id\": 206690, \"name\": \"mind and soul\"}, {\"id\": 209714, \"name\": \"3d\"}]'"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            }
          },
          "metadata": {},
          "execution_count": 24
        }
      ],
      "source": [
        "# handle keywords\n",
        "movies.iloc[0]['keywords']"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 25,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 293
        },
        "id": "4y3U2cZX2t12",
        "outputId": "e9dbd1cc-2c37-4ebf-b27b-617fba0f0034"
      },
      "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...  "
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-6124ed16-6622-4feb-a004-5de38ab18266\" 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>[{\"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>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-6124ed16-6622-4feb-a004-5de38ab18266')\"\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-6124ed16-6622-4feb-a004-5de38ab18266 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-6124ed16-6622-4feb-a004-5de38ab18266');\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-5cc73825-1fff-4c67-b93e-4efeacefd265\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-5cc73825-1fff-4c67-b93e-4efeacefd265')\"\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-5cc73825-1fff-4c67-b93e-4efeacefd265 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\": 4806,\n  \"fields\": [\n    {\n      \"column\": \"movie_id\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 88309,\n        \"min\": 5,\n        \"max\": 447027,\n        \"num_unique_values\": 4800,\n        \"samples\": [\n          8427,\n          9555,\n          10029\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"title\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 4797,\n        \"samples\": [\n          \"Two Brothers\",\n          \"From Paris with Love\",\n          \"Walk the Line\"\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\": \"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\": 4759,\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\\\", \\\"gender\\\": 1, \\\"id\\\": 448309, \\\"name\\\": \\\"Liz Cackowski\\\", \\\"order\\\": 29}, {\\\"cast_id\\\": 77, \\\"character\\\": \\\"Beer Pong Guy #4\\\", \\\"credit_id\\\": \\\"56ca16ad925141172f008677\\\", \\\"gender\\\": 0, \\\"id\\\": 1254001, \\\"name\\\": \\\"Kyle Newacheck\\\", \\\"order\\\": 30}, {\\\"cast_id\\\": 79, \\\"character\\\": \\\"The Babysitter\\\", \\\"credit_id\\\": \\\"56ca18f692514123b8001d81\\\", \\\"gender\\\": 2, \\\"id\\\": 168872, \\\"name\\\": \\\"Jesse Heiman\\\", \\\"order\\\": 31}, {\\\"cast_id\\\": 18, \\\"character\\\": \\\"Sorority Girl\\\", \\\"credit_id\\\": \\\"52fe4d169251416c9110a255\\\", \\\"gender\\\": 0, \\\"id\\\": 1203537, \\\"name\\\": \\\"Cassandra Starr\\\", \\\"order\\\": 32}, {\\\"cast_id\\\": 41, \\\"character\\\": \\\"Prostitute\\\", \\\"credit_id\\\": \\\"542719230e0a2655660005f7\\\", \\\"gender\\\": 1, \\\"id\\\": 1214835, \\\"name\\\": \\\"Natasha Leggero\\\", \\\"order\\\": 33}, {\\\"cast_id\\\": 43, \\\"character\\\": \\\"Prostitute (uncredited)\\\", \\\"credit_id\\\": \\\"55143ac392514103e9003032\\\", \\\"gender\\\": 1, \\\"id\\\": 142402, \\\"name\\\": \\\"Maria Olsen\\\", \\\"order\\\": 34}, {\\\"cast_id\\\": 63, \\\"character\\\": \\\"JJ (uncredited)\\\", \\\"credit_id\\\": \\\"56c795ba925141723c000251\\\", \\\"gender\\\": 2, \\\"id\\\": 1398257, \\\"name\\\": \\\"Stephen Todt\\\", \\\"order\\\": 35}, {\\\"cast_id\\\": 78, \\\"character\\\": \\\"Birthday Party Jumper (uncredited)\\\", \\\"credit_id\\\": \\\"56ca1882c3a3684089008d24\\\", \\\"gender\\\": 2, \\\"id\\\": 1413876, \\\"name\\\": \\\"Michael Angeloe\\\", \\\"order\\\": 36}, {\\\"cast_id\\\": 64, \\\"character\\\": \\\"Homeless Man (uncredited)\\\", \\\"credit_id\\\": \\\"56c8bdd1925141172f003b39\\\", \\\"gender\\\": 2, \\\"id\\\": 1580574, \\\"name\\\": \\\"Gary Sievers\\\", \\\"order\\\": 37}, {\\\"cast_id\\\": 81, \\\"character\\\": \\\"Gay Couple (uncredited)\\\", \\\"credit_id\\\": \\\"56ca1af3c3a3684087008fa8\\\", \\\"gender\\\": 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}, {\\\"cast_id\\\": 88, \\\"character\\\": \\\"Sorority Girl (uncredited)\\\", \\\"credit_id\\\": \\\"57d2ea9fc3a36842810015af\\\", \\\"gender\\\": 1, \\\"id\\\": 1676865, \\\"name\\\": \\\"Alanna Dergan\\\", \\\"order\\\": 43}, {\\\"cast_id\\\": 89, \\\"character\\\": \\\"Sorority Girl (uncredited)\\\", \\\"credit_id\\\": \\\"57d2eb74c3a36842850015e3\\\", \\\"gender\\\": 1, \\\"id\\\": 1351205, \\\"name\\\": \\\"Elsi Eng\\\", \\\"order\\\": 44}, {\\\"cast_id\\\": 90, \\\"character\\\": \\\"Sorority Girl (uncredited)\\\", \\\"credit_id\\\": \\\"57d2eb859251410d1b00130b\\\", \\\"gender\\\": 1, \\\"id\\\": 1676867, \\\"name\\\": \\\"Ayesha Fraser\\\", \\\"order\\\": 45}, {\\\"cast_id\\\": 91, \\\"character\\\": \\\"Sorority Girl (uncredited)\\\", \\\"credit_id\\\": \\\"57d2ecb19251410d1e0014ba\\\", \\\"gender\\\": 1, \\\"id\\\": 1634314, \\\"name\\\": \\\"Courtney Hart\\\", \\\"order\\\": 46}, {\\\"cast_id\\\": 92, \\\"character\\\": \\\"Sorority Girl (uncredited)\\\", \\\"credit_id\\\": \\\"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, \\\"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\\\": 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. G. Armstrong\\\", \\\"order\\\": 7}, {\\\"cast_id\\\": 21, \\\"character\\\": \\\"Hawkins\\\", \\\"credit_id\\\": \\\"52fe4218c3a36847f8003b73\\\", \\\"gender\\\": 2, \\\"id\\\": 1108, \\\"name\\\": \\\"Shane Black\\\", \\\"order\\\": 8}, {\\\"cast_id\\\": 23, \\\"character\\\": \\\"Helicopter Pilot / Predator\\\", \\\"credit_id\\\": \\\"52fe4218c3a36847f8003b7b\\\", \\\"gender\\\": 2, \\\"id\\\": 1109, \\\"name\\\": \\\"Kevin Peter Hall\\\", \\\"order\\\": 10}, {\\\"cast_id\\\": 25, \\\"character\\\": \\\"Russian Officer (uncredited)\\\", \\\"credit_id\\\": \\\"5742adfe9251416ce6002052\\\", \\\"gender\\\": 2, \\\"id\\\": 20761, \\\"name\\\": \\\"Sven-Ole Thorsen\\\", \\\"order\\\": 11}]\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"crew\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 4773,\n        \"samples\": [\n          \"[{\\\"credit_id\\\": \\\"538d82720e0a26670e005e83\\\", \\\"department\\\": \\\"Editing\\\", \\\"gender\\\": 2, \\\"id\\\": 898, \\\"job\\\": \\\"Editor\\\", \\\"name\\\": \\\"Mark Goldblatt\\\"}, {\\\"credit_id\\\": \\\"538d82860e0a266702005de5\\\", \\\"department\\\": \\\"Editing\\\", \\\"gender\\\": 2, \\\"id\\\": 1098, \\\"job\\\": \\\"Editor\\\", \\\"name\\\": \\\"Mark Helfrich\\\"}, {\\\"credit_id\\\": \\\"538d820c0e0a266708006129\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 0, \\\"id\\\": 2095, \\\"job\\\": \\\"Producer\\\", \\\"name\\\": \\\"Ralph Winter\\\"}, {\\\"credit_id\\\": \\\"538d82d30e0a266712005def\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 2, \\\"id\\\": 2624, \\\"job\\\": \\\"Casting\\\", \\\"name\\\": \\\"Richard Pagano\\\"}, {\\\"credit_id\\\": \\\"538d82ea0e0a266715005e74\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 2, \\\"id\\\": 4953, \\\"job\\\": \\\"Production Design\\\", \\\"name\\\": \\\"Ed Verreaux\\\"}, {\\\"credit_id\\\": \\\"538d82ad0e0a26670800614d\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 5362, \\\"job\\\": \\\"Casting\\\", \\\"name\\\": \\\"Heike Brandstatter\\\"}, {\\\"credit_id\\\": \\\"538d82c00e0a266705005fa2\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 5363, \\\"job\\\": \\\"Casting\\\", \\\"name\\\": \\\"Coreen Mayrs\\\"}, {\\\"credit_id\\\": \\\"538d845ec3a368713c0047d2\\\", \\\"department\\\": \\\"Costume & Make-Up\\\", \\\"gender\\\": 0, \\\"id\\\": 6924, \\\"job\\\": \\\"Costume Supervisor\\\", \\\"name\\\": \\\"Dan Moore\\\"}, {\\\"credit_id\\\": \\\"538d81ef0e0a266718005cb8\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 7200, \\\"job\\\": \\\"Producer\\\", \\\"name\\\": \\\"Lauren Shuler Donner\\\"}, {\\\"credit_id\\\": \\\"576710bec3a36806720004b0\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 2, \\\"id\\\": 7624, \\\"job\\\": \\\"Executive Producer\\\", \\\"name\\\": \\\"Stan Lee\\\"}, {\\\"credit_id\\\": \\\"538d81d80e0a266715005e4d\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 2, \\\"id\\\": 7626, \\\"job\\\": \\\"Producer\\\", \\\"name\\\": \\\"Avi Arad\\\"}, {\\\"credit_id\\\": \\\"5767101092514165c20000db\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 2, \\\"id\\\": 10850, \\\"job\\\": \\\"Executive Producer\\\", \\\"name\\\": \\\"Kevin Feige\\\"}, {\\\"credit_id\\\": \\\"538d83ba0e0a26670b005ded\\\", \\\"department\\\": \\\"Costume & Make-Up\\\", \\\"gender\\\": 1, \\\"id\\\": 10970, \\\"job\\\": \\\"Costume Design\\\", \\\"name\\\": \\\"Judianna Makovsky\\\"}, {\\\"credit_id\\\": \\\"538d83620e0a266715005e82\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 2, \\\"id\\\": 10549, \\\"job\\\": \\\"Art Direction\\\", \\\"name\\\": \\\"Justin Scoppa Jr.\\\"}, {\\\"credit_id\\\": \\\"5626465bc3a3680e0e01704b\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 2, \\\"id\\\": 11098, \\\"job\\\": \\\"Original Music Composer\\\", \\\"name\\\": \\\"John Powell\\\"}, {\\\"credit_id\\\": \\\"52fe45ff9251416c910459e1\\\", \\\"department\\\": \\\"Writing\\\", \\\"gender\\\": 2, \\\"id\\\": 11092, \\\"job\\\": \\\"Screenplay\\\", \\\"name\\\": \\\"Simon Kinberg\\\"}, {\\\"credit_id\\\": \\\"56abe4ecc3a3681c47003aa3\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 2, \\\"id\\\": 15017, \\\"job\\\": \\\"Makeup Effects\\\", \\\"name\\\": \\\"Bill Corso\\\"}, {\\\"credit_id\\\": \\\"538d82560e0a266705005f94\\\", \\\"department\\\": \\\"Camera\\\", \\\"gender\\\": 2, \\\"id\\\": 11099, \\\"job\\\": \\\"Director of Photography\\\", \\\"name\\\": \\\"Dante Spinotti\\\"}, {\\\"credit_id\\\": \\\"52fe45ff9251416c910459e7\\\", \\\"department\\\": \\\"Writing\\\", \\\"gender\\\": 2, \\\"id\\\": 11011, \\\"job\\\": \\\"Screenplay\\\", \\\"name\\\": \\\"Zak Penn\\\"}, {\\\"credit_id\\\": \\\"52fe45ff9251416c910459db\\\", \\\"department\\\": \\\"Directing\\\", \\\"gender\\\": 2, \\\"id\\\": 11091, \\\"job\\\": \\\"Director\\\", \\\"name\\\": \\\"Brett Ratner\\\"}, {\\\"credit_id\\\": \\\"538d834f0e0a266712005dfe\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 1, \\\"id\\\": 22061, \\\"job\\\": \\\"Art Direction\\\", \\\"name\\\": \\\"Helen Jarvis\\\"}, {\\\"credit_id\\\": \\\"538d83a50e0a266715005e8b\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 1, \\\"id\\\": 11021, \\\"job\\\": \\\"Set Decoration\\\", \\\"name\\\": \\\"Elizabeth Wilcox\\\"}, {\\\"credit_id\\\": \\\"538d83220e0a266702005df6\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 11102, \\\"job\\\": \\\"Art Direction\\\", \\\"name\\\": \\\"Chad S. Frey\\\"}, {\\\"credit_id\\\": \\\"570b8dde9251412c740020d0\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 46082, \\\"job\\\": \\\"Supervising Art Director\\\", \\\"name\\\": \\\"Geoff Hubbard\\\"}, {\\\"credit_id\\\": \\\"538d83ce0e0a266702005e02\\\", \\\"department\\\": \\\"Costume & Make-Up\\\", \\\"gender\\\": 2, \\\"id\\\": 11106, \\\"job\\\": \\\"Costume Design\\\", \\\"name\\\": \\\"Lisa Tomczeszyn\\\"}, {\\\"credit_id\\\": \\\"560046499251414e4d000197\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 0, \\\"id\\\": 113194, \\\"job\\\": \\\"Stunts\\\", \\\"name\\\": \\\"James Bamford\\\"}, {\\\"credit_id\\\": \\\"538d82990e0a266712005de9\\\", \\\"department\\\": \\\"Editing\\\", \\\"gender\\\": 1, \\\"id\\\": 11100, \\\"job\\\": \\\"Editor\\\", \\\"name\\\": \\\"Julia Wong\\\"}, {\\\"credit_id\\\": \\\"57671042c3a36806b3000104\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 2, \\\"id\\\": 11095, \\\"job\\\": \\\"Co-Producer\\\", \\\"name\\\": \\\"James M. Freitag\\\"}, {\\\"credit_id\\\": \\\"57670fdbc3a3680722000106\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 2, \\\"id\\\": 11014, \\\"job\\\": \\\"Co-Producer\\\", \\\"name\\\": \\\"Ross Fanger\\\"}, {\\\"credit_id\\\": \\\"538d83750e0a26670b005de5\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 223991, \\\"job\\\": \\\"Art Direction\\\", \\\"name\\\": \\\"Sandi Tanaka\\\"}, {\\\"credit_id\\\": \\\"576710f192514133c5001213\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 0, \\\"id\\\": 1182092, \\\"job\\\": \\\"Executive Producer\\\", \\\"name\\\": \\\"John Palermo\\\"}, {\\\"credit_id\\\": \\\"55402d2fc3a3681da0000633\\\", \\\"department\\\": \\\"Visual Effects\\\", \\\"gender\\\": 0, \\\"id\\\": 1395269, \\\"job\\\": \\\"Visual Effects Supervisor\\\", \\\"name\\\": \\\"John Bruno\\\"}, {\\\"credit_id\\\": \\\"563a9ed79251416d520145a0\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 0, \\\"id\\\": 1401803, \\\"job\\\": \\\"Digital Effects Supervisor\\\", \\\"name\\\": \\\"Guy Williams\\\"}, {\\\"credit_id\\\": \\\"5767112fc3a3680722000132\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 0, \\\"id\\\": 1432021, \\\"job\\\": \\\"Co-Producer\\\", \\\"name\\\": \\\"Kurt Williams\\\"}, {\\\"credit_id\\\": \\\"55423048c3a36829e5003bc8\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 0, \\\"id\\\": 1447557, \\\"job\\\": \\\"Compositors\\\", \\\"name\\\": \\\"Rachel Wyn Dunn\\\"}, {\\\"credit_id\\\": \\\"552986b4c3a368596e001a79\\\", \\\"department\\\": \\\"Visual Effects\\\", \\\"gender\\\": 0, \\\"id\\\": 1452932, \\\"job\\\": \\\"Animation\\\", \\\"name\\\": \\\"Joel Fletcher\\\"}, {\\\"credit_id\\\": \\\"57670f92925141655a000109\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 0, \\\"id\\\": 1477146, \\\"job\\\": \\\"Co-Producer\\\", \\\"name\\\": \\\"Lee Cleary\\\"}, {\\\"credit_id\\\": \\\"5767107c925141655a00012c\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 0, \\\"id\\\": 1477147, \\\"job\\\": \\\"Associate Producer\\\", \\\"name\\\": \\\"David Gorder\\\"}, {\\\"credit_id\\\": \\\"5767105bc3a36850c4000573\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 2, \\\"id\\\": 1477203, \\\"job\\\": \\\"Associate Producer\\\", \\\"name\\\": \\\"Luca Marco Paracels\\\"}]\",\n          \"[{\\\"credit_id\\\": \\\"58dd0e90c3a368223e00b59c\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 546, \\\"job\\\": \\\"Casting\\\", \\\"name\\\": \\\"Jeanne McCarthy\\\"}, {\\\"credit_id\\\": \\\"52fe43bb9251416c7501bf83\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 2, \\\"id\\\": 2043, \\\"job\\\": \\\"Producer\\\", \\\"name\\\": \\\"John Davis\\\"}, {\\\"credit_id\\\": \\\"5539fe35c3a3685cf8002f1e\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 2, \\\"id\\\": 3393, \\\"job\\\": \\\"Original Music Composer\\\", \\\"name\\\": \\\"David Newman\\\"}, {\\\"credit_id\\\": \\\"58dd0d3fc3a368228a00aa50\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 0, \\\"id\\\": 6187, \\\"job\\\": \\\"Associate Producer\\\", \\\"name\\\": \\\"Aldric La'Auli Porter\\\"}, {\\\"credit_id\\\": \\\"5990427f925141672302ba00\\\", \\\"department\\\": \\\"Directing\\\", \\\"gender\\\": 0, \\\"id\\\": 6187, \\\"job\\\": \\\"First Assistant Director\\\", \\\"name\\\": \\\"Aldric La'Auli Porter\\\"}, {\\\"credit_id\\\": \\\"58dd0efdc3a368228300b438\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 2, \\\"id\\\": 6877, \\\"job\\\": \\\"Production Design\\\", \\\"name\\\": \\\"William Sandell\\\"}, {\\\"credit_id\\\": \\\"58dd0f56925141411000c340\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 2, \\\"id\\\": 6880, \\\"job\\\": \\\"Set Decoration\\\", \\\"name\\\": \\\"Robert Gould\\\"}, {\\\"credit_id\\\": \\\"58dd0f1fc3a36822a600c1dd\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 2, \\\"id\\\": 8705, \\\"job\\\": \\\"Art Direction\\\", \\\"name\\\": \\\"Brad Ricker\\\"}, {\\\"credit_id\\\": \\\"5990490b925141673e02d2f5\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 0, \\\"id\\\": 8763, \\\"job\\\": \\\"Foley Editor\\\", \\\"name\\\": \\\"Dan Yale\\\"}, {\\\"credit_id\\\": \\\"58dd0d3192514140f600b915\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 2, \\\"id\\\": 8880, \\\"job\\\": \\\"Executive Producer\\\", \\\"name\\\": \\\"Neil A. Machlis\\\"}, {\\\"credit_id\\\": \\\"58dd0e0bc3a368229300bdf6\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 14377, \\\"job\\\": \\\"Casting\\\", \\\"name\\\": \\\"Juel Bestrop\\\"}, {\\\"credit_id\\\": \\\"599045b6925141672302bdac\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 12639, \\\"job\\\": \\\"Set Designer\\\", \\\"name\\\": \\\"Hugo Santiago\\\"}, {\\\"credit_id\\\": \\\"58dd0f69c3a368228300b48f\\\", \\\"department\\\": \\\"Costume & Make-Up\\\", \\\"gender\\\": 1, \\\"id\\\": 15524, \\\"job\\\": \\\"Costume Design\\\", \\\"name\\\": \\\"Ruth E. Carter\\\"}, {\\\"credit_id\\\": \\\"52fe43bb9251416c7501bf9b\\\", \\\"department\\\": \\\"Editing\\\", \\\"gender\\\": 2, \\\"id\\\": 18276, \\\"job\\\": \\\"Editor\\\", \\\"name\\\": \\\"Craig Herring\\\"}, {\\\"credit_id\\\": \\\"58dd0f2f92514140fa00c653\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 2, \\\"id\\\": 13434, \\\"job\\\": \\\"Supervising Art Director\\\", \\\"name\\\": \\\"Bruce Crone\\\"}, {\\\"credit_id\\\": \\\"59904bcdc3a368744202b9fb\\\", \\\"department\\\": \\\"Visual Effects\\\", \\\"gender\\\": 0, \\\"id\\\": 27100, \\\"job\\\": \\\"Visual Effects Supervisor\\\", \\\"name\\\": \\\"Douglas Smith\\\"}, {\\\"credit_id\\\": \\\"52fe43bb9251416c7501bf7d\\\", \\\"department\\\": \\\"Writing\\\", \\\"gender\\\": 2, \\\"id\\\": 31026, \\\"job\\\": \\\"Screenplay\\\", \\\"name\\\": \\\"Larry Levin\\\"}, {\\\"credit_id\\\": \\\"58dd0c8592514140fa00c441\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 49907, \\\"job\\\": \\\"Co-Producer\\\", \\\"name\\\": \\\"Michele Imperato\\\"}, {\\\"credit_id\\\": \\\"58dd0fb0c3a368227300bfad\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 49907, \\\"job\\\": \\\"Unit Production Manager\\\", \\\"name\\\": \\\"Michele Imperato\\\"}, {\\\"credit_id\\\": \\\"52fe43bb9251416c7501bfb1\\\", \\\"department\\\": \\\"Directing\\\", \\\"gender\\\": 2, \\\"id\\\": 52112, \\\"job\\\": \\\"Director\\\", \\\"name\\\": \\\"Steve Carr\\\"}, {\\\"credit_id\\\": \\\"5990471cc3a36874a302bbdc\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 2, \\\"id\\\": 52193, \\\"job\\\": \\\"Dialogue Editor\\\", \\\"name\\\": \\\"R.J. Kizer\\\"}, {\\\"credit_id\\\": \\\"52fe43bb9251416c7501bf95\\\", \\\"department\\\": \\\"Camera\\\", \\\"gender\\\": 2, \\\"id\\\": 56324, \\\"job\\\": \\\"Director of Photography\\\", \\\"name\\\": \\\"Daryn Okada\\\"}, {\\\"credit_id\\\": \\\"52fe43bb9251416c7501bf89\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 2, \\\"id\\\": 56053, \\\"job\\\": \\\"Producer\\\", \\\"name\\\": \\\"Joseph Singer\\\"}, {\\\"credit_id\\\": \\\"59904a06925141676602b701\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 2, \\\"id\\\": 57769, \\\"job\\\": \\\"Visual Effects Editor\\\", \\\"name\\\": \\\"Peter S. Elliot\\\"}, {\\\"credit_id\\\": \\\"58dd0d4c92514140fa00c4da\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 66921, \\\"job\\\": \\\"Co-Producer\\\", \\\"name\\\": \\\"Heidi Santelli\\\"}, {\\\"credit_id\\\": \\\"59905155c3a36874b402a906\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 0, \\\"id\\\": 91324, \\\"job\\\": \\\"Music Editor\\\", \\\"name\\\": \\\"Tom Villano\\\"}, {\\\"credit_id\\\": \\\"5990424a925141676602adf3\\\", \\\"department\\\": \\\"Costume & Make-Up\\\", \\\"gender\\\": 0, \\\"id\\\": 168214, \\\"job\\\": \\\"Makeup Artist\\\", \\\"name\\\": \\\"Judy Murdock\\\"}, {\\\"credit_id\\\": \\\"59904eae925141673e02da30\\\", \\\"department\\\": \\\"Camera\\\", \\\"gender\\\": 2, \\\"id\\\": 555085, \\\"job\\\": \\\"Still Photographer\\\", \\\"name\\\": \\\"Bruce McBroom\\\"}, {\\\"credit_id\\\": \\\"599041d0c3a36874a302b5e9\\\", \\\"department\\\": \\\"Costume & Make-Up\\\", \\\"gender\\\": 0, \\\"id\\\": 1015965, \\\"job\\\": \\\"Makeup Department Head\\\", \\\"name\\\": \\\"Kris Evans\\\"}, {\\\"credit_id\\\": \\\"58dd11a2c3a368227300c14b\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 0, \\\"id\\\": 1113659, \\\"job\\\": \\\"Location Manager\\\", \\\"name\\\": \\\"Iddo Lampton Enochs Jr.\\\"}, {\\\"credit_id\\\": \\\"59904b71925141675f02b7e7\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 0, \\\"id\\\": 1178615, \\\"job\\\": \\\"CG Supervisor\\\", \\\"name\\\": \\\"Liz Radley\\\"}, {\\\"credit_id\\\": \\\"59904fe5c3a368744202bf0c\\\", \\\"department\\\": \\\"Costume & Make-Up\\\", \\\"gender\\\": 0, \\\"id\\\": 1319193, \\\"job\\\": \\\"Costume Supervisor\\\", \\\"name\\\": \\\"Donna Marcione Pollack\\\"}, {\\\"credit_id\\\": \\\"599044c4925141672302bc97\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 1364403, \\\"job\\\": \\\"Greensman\\\", \\\"name\\\": \\\"Frank McEldowney\\\"}, {\\\"credit_id\\\": \\\"59904694925141673e02cfd2\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 0, \\\"id\\\": 1367505, \\\"job\\\": \\\"Dialogue Editor\\\", \\\"name\\\": \\\"Ted Caplan\\\"}, {\\\"credit_id\\\": \\\"5990439d925141675902ac1b\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 1377216, \\\"job\\\": \\\"Art Department Coordinator\\\", \\\"name\\\": \\\"Gerald Lehtola\\\"}, {\\\"credit_id\\\": \\\"599045fb925141675f02b16c\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 1378165, \\\"job\\\": \\\"Property Master\\\", \\\"name\\\": \\\"Mark Wade\\\"}, {\\\"credit_id\\\": \\\"58dd0fd0c3a368228a00abfb\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 1, \\\"id\\\": 1378749, \\\"job\\\": \\\"Set Designer\\\", \\\"name\\\": \\\"Patricia Klawonn\\\"}, {\\\"credit_id\\\": \\\"58dd1023c3a368227300c025\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 1389585, \\\"job\\\": \\\"Set Designer\\\", \\\"name\\\": \\\"Bill Taliaferro\\\"}, {\\\"credit_id\\\": \\\"59904785c3a3687493029126\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 0, \\\"id\\\": 1390527, \\\"job\\\": \\\"Sound Effects Editor\\\", \\\"name\\\": \\\"Dave Kulczycki\\\"}, {\\\"credit_id\\\": \\\"59905010925141675f02bd38\\\", \\\"department\\\": \\\"Costume & Make-Up\\\", \\\"gender\\\": 0, \\\"id\\\": 1399322, \\\"job\\\": \\\"Set Costumer\\\", \\\"name\\\": \\\"Elizabeth Frank\\\"}, {\\\"credit_id\\\": \\\"59904d81925141670b02cf99\\\", \\\"department\\\": \\\"Camera\\\", \\\"gender\\\": 2, \\\"id\\\": 1400374, \\\"job\\\": \\\"Camera Operator\\\", \\\"name\\\": \\\"Casey Hotchkiss\\\"}, {\\\"credit_id\\\": \\\"599046d2c3a3687493029074\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 0, \\\"id\\\": 1404841, \\\"job\\\": \\\"ADR Editor\\\", \\\"name\\\": \\\"Zack Davis\\\"}, {\\\"credit_id\\\": \\\"59904214c3a368746102979f\\\", \\\"department\\\": \\\"Costume & Make-Up\\\", \\\"gender\\\": 0, \\\"id\\\": 1408278, \\\"job\\\": \\\"Hair Department Head\\\", \\\"name\\\": \\\"Erma Kent\\\"}, {\\\"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\\\": \\\"535c348b0e0a264fe1001e9f\\\", \\\"department\\\": \\\"Directing\\\", \\\"gender\\\": 0, \\\"id\\\": 1314011, \\\"job\\\": \\\"Director\\\", \\\"name\\\": \\\"Nathan Smith Jones\\\"}]\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 25
        }
      ],
      "source": [
        "movies['keywords'] = movies['keywords'].apply(convert)\n",
        "movies.head()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 26,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 122
        },
        "id": "RsvJV7SR2t12",
        "outputId": "e78f8575-fa6d-40f2-dd4c-5681d77ffd0b"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "'[{\"cast_id\": 242, \"character\": \"Jake Sully\", \"credit_id\": \"5602a8a7c3a3685532001c9a\", \"gender\": 2, \"id\": 65731, \"name\": \"Sam Worthington\", \"order\": 0}, {\"cast_id\": 3, \"character\": \"Neytiri\", \"credit_id\": \"52fe48009251416c750ac9cb\", \"gender\": 1, \"id\": 8691, \"name\": \"Zoe Saldana\", \"order\": 1}, {\"cast_id\": 25, \"character\": \"Dr. Grace Augustine\", \"credit_id\": \"52fe48009251416c750aca39\", \"gender\": 1, \"id\": 10205, \"name\": \"Sigourney Weaver\", \"order\": 2}, {\"cast_id\": 4, \"character\": \"Col. Quaritch\", \"credit_id\": \"52fe48009251416c750ac9cf\", \"gender\": 2, \"id\": 32747, \"name\": \"Stephen Lang\", \"order\": 3}, {\"cast_id\": 5, \"character\": \"Trudy Chacon\", \"credit_id\": \"52fe48009251416c750ac9d3\", \"gender\": 1, \"id\": 17647, \"name\": \"Michelle Rodriguez\", \"order\": 4}, {\"cast_id\": 8, \"character\": \"Selfridge\", \"credit_id\": \"52fe48009251416c750ac9e1\", \"gender\": 2, \"id\": 1771, \"name\": \"Giovanni Ribisi\", \"order\": 5}, {\"cast_id\": 7, \"character\": \"Norm Spellman\", \"credit_id\": \"52fe48009251416c750ac9dd\", \"gender\": 2, \"id\": 59231, \"name\": \"Joel David Moore\", \"order\": 6}, {\"cast_id\": 9, \"character\": \"Moat\", \"credit_id\": \"52fe48009251416c750ac9e5\", \"gender\": 1, \"id\": 30485, \"name\": \"CCH Pounder\", \"order\": 7}, {\"cast_id\": 11, \"character\": \"Eytukan\", \"credit_id\": \"52fe48009251416c750ac9ed\", \"gender\": 2, \"id\": 15853, \"name\": \"Wes Studi\", \"order\": 8}, {\"cast_id\": 10, \"character\": \"Tsu\\'Tey\", \"credit_id\": \"52fe48009251416c750ac9e9\", \"gender\": 2, \"id\": 10964, \"name\": \"Laz Alonso\", \"order\": 9}, {\"cast_id\": 12, \"character\": \"Dr. Max Patel\", \"credit_id\": \"52fe48009251416c750ac9f1\", \"gender\": 2, \"id\": 95697, \"name\": \"Dileep Rao\", \"order\": 10}, {\"cast_id\": 13, \"character\": \"Lyle Wainfleet\", \"credit_id\": \"52fe48009251416c750ac9f5\", \"gender\": 2, \"id\": 98215, \"name\": \"Matt Gerald\", \"order\": 11}, {\"cast_id\": 32, \"character\": \"Private Fike\", \"credit_id\": \"52fe48009251416c750aca5b\", \"gender\": 2, \"id\": 154153, \"name\": \"Sean Anthony Moran\", \"order\": 12}, {\"cast_id\": 33, \"character\": \"Cryo Vault Med Tech\", \"credit_id\": \"52fe48009251416c750aca5f\", \"gender\": 2, \"id\": 397312, \"name\": \"Jason Whyte\", \"order\": 13}, {\"cast_id\": 34, \"character\": \"Venture Star Crew Chief\", \"credit_id\": \"52fe48009251416c750aca63\", \"gender\": 2, \"id\": 42317, \"name\": \"Scott Lawrence\", \"order\": 14}, {\"cast_id\": 35, \"character\": \"Lock Up Trooper\", \"credit_id\": \"52fe48009251416c750aca67\", \"gender\": 2, \"id\": 986734, \"name\": \"Kelly Kilgour\", \"order\": 15}, {\"cast_id\": 36, \"character\": \"Shuttle Pilot\", \"credit_id\": \"52fe48009251416c750aca6b\", \"gender\": 0, \"id\": 1207227, \"name\": \"James Patrick Pitt\", \"order\": 16}, {\"cast_id\": 37, \"character\": \"Shuttle Co-Pilot\", \"credit_id\": \"52fe48009251416c750aca6f\", \"gender\": 0, \"id\": 1180936, \"name\": \"Sean Patrick Murphy\", \"order\": 17}, {\"cast_id\": 38, \"character\": \"Shuttle Crew Chief\", \"credit_id\": \"52fe48009251416c750aca73\", \"gender\": 2, \"id\": 1019578, \"name\": \"Peter Dillon\", \"order\": 18}, {\"cast_id\": 39, \"character\": \"Tractor Operator / Troupe\", \"credit_id\": \"52fe48009251416c750aca77\", \"gender\": 0, \"id\": 91443, \"name\": \"Kevin Dorman\", \"order\": 19}, {\"cast_id\": 40, \"character\": \"Dragon Gunship Pilot\", \"credit_id\": \"52fe48009251416c750aca7b\", \"gender\": 2, \"id\": 173391, \"name\": \"Kelson Henderson\", \"order\": 20}, {\"cast_id\": 41, \"character\": \"Dragon Gunship Gunner\", \"credit_id\": \"52fe48009251416c750aca7f\", \"gender\": 0, \"id\": 1207236, \"name\": \"David Van Horn\", \"order\": 21}, {\"cast_id\": 42, \"character\": \"Dragon Gunship Navigator\", \"credit_id\": \"52fe48009251416c750aca83\", \"gender\": 0, \"id\": 215913, \"name\": \"Jacob Tomuri\", \"order\": 22}, {\"cast_id\": 43, \"character\": \"Suit #1\", \"credit_id\": \"52fe48009251416c750aca87\", \"gender\": 0, \"id\": 143206, \"name\": \"Michael Blain-Rozgay\", \"order\": 23}, {\"cast_id\": 44, \"character\": \"Suit #2\", \"credit_id\": \"52fe48009251416c750aca8b\", \"gender\": 2, \"id\": 169676, \"name\": \"Jon Curry\", \"order\": 24}, {\"cast_id\": 46, \"character\": \"Ambient Room Tech\", \"credit_id\": \"52fe48009251416c750aca8f\", \"gender\": 0, \"id\": 1048610, \"name\": \"Luke Hawker\", \"order\": 25}, {\"cast_id\": 47, \"character\": \"Ambient Room Tech / Troupe\", \"credit_id\": \"52fe48009251416c750aca93\", \"gender\": 0, \"id\": 42288, \"name\": \"Woody Schultz\", \"order\": 26}, {\"cast_id\": 48, \"character\": \"Horse Clan Leader\", \"credit_id\": \"52fe48009251416c750aca97\", \"gender\": 2, \"id\": 68278, \"name\": \"Peter Mensah\", \"order\": 27}, {\"cast_id\": 49, \"character\": \"Link Room Tech\", \"credit_id\": \"52fe48009251416c750aca9b\", \"gender\": 0, \"id\": 1207247, \"name\": \"Sonia Yee\", \"order\": 28}, {\"cast_id\": 50, \"character\": \"Basketball Avatar / Troupe\", \"credit_id\": \"52fe48009251416c750aca9f\", \"gender\": 1, \"id\": 1207248, \"name\": \"Jahnel Curfman\", \"order\": 29}, {\"cast_id\": 51, \"character\": \"Basketball Avatar\", \"credit_id\": \"52fe48009251416c750acaa3\", \"gender\": 0, \"id\": 89714, \"name\": \"Ilram Choi\", \"order\": 30}, {\"cast_id\": 52, \"character\": \"Na\\'vi Child\", \"credit_id\": \"52fe48009251416c750acaa7\", \"gender\": 0, \"id\": 1207249, \"name\": \"Kyla Warren\", \"order\": 31}, {\"cast_id\": 53, \"character\": \"Troupe\", \"credit_id\": \"52fe48009251416c750acaab\", \"gender\": 0, \"id\": 1207250, \"name\": \"Lisa Roumain\", \"order\": 32}, {\"cast_id\": 54, \"character\": \"Troupe\", \"credit_id\": \"52fe48009251416c750acaaf\", \"gender\": 1, \"id\": 83105, \"name\": \"Debra Wilson\", \"order\": 33}, {\"cast_id\": 57, \"character\": \"Troupe\", \"credit_id\": \"52fe48009251416c750acabb\", \"gender\": 0, \"id\": 1207253, \"name\": \"Chris Mala\", \"order\": 34}, {\"cast_id\": 55, \"character\": \"Troupe\", \"credit_id\": \"52fe48009251416c750acab3\", \"gender\": 0, \"id\": 1207251, \"name\": \"Taylor Kibby\", \"order\": 35}, {\"cast_id\": 56, \"character\": \"Troupe\", \"credit_id\": \"52fe48009251416c750acab7\", \"gender\": 0, \"id\": 1207252, \"name\": \"Jodie Landau\", \"order\": 36}, {\"cast_id\": 58, \"character\": \"Troupe\", \"credit_id\": \"52fe48009251416c750acabf\", \"gender\": 0, \"id\": 1207254, \"name\": \"Julie Lamm\", \"order\": 37}, {\"cast_id\": 59, \"character\": \"Troupe\", \"credit_id\": \"52fe48009251416c750acac3\", \"gender\": 0, \"id\": 1207257, \"name\": \"Cullen B. Madden\", \"order\": 38}, {\"cast_id\": 60, \"character\": \"Troupe\", \"credit_id\": \"52fe48009251416c750acac7\", \"gender\": 0, \"id\": 1207259, \"name\": \"Joseph Brady Madden\", \"order\": 39}, {\"cast_id\": 61, \"character\": \"Troupe\", \"credit_id\": \"52fe48009251416c750acacb\", \"gender\": 0, \"id\": 1207262, \"name\": \"Frankie Torres\", \"order\": 40}, {\"cast_id\": 62, \"character\": \"Troupe\", \"credit_id\": \"52fe48009251416c750acacf\", \"gender\": 1, \"id\": 1158600, \"name\": \"Austin Wilson\", \"order\": 41}, {\"cast_id\": 63, \"character\": \"Troupe\", \"credit_id\": \"52fe48019251416c750acad3\", \"gender\": 1, \"id\": 983705, \"name\": \"Sara Wilson\", \"order\": 42}, {\"cast_id\": 64, \"character\": \"Troupe\", \"credit_id\": \"52fe48019251416c750acad7\", \"gender\": 0, \"id\": 1207263, \"name\": \"Tamica Washington-Miller\", \"order\": 43}, {\"cast_id\": 65, \"character\": \"Op Center Staff\", \"credit_id\": \"52fe48019251416c750acadb\", \"gender\": 1, \"id\": 1145098, \"name\": \"Lucy Briant\", \"order\": 44}, {\"cast_id\": 66, \"character\": \"Op Center Staff\", \"credit_id\": \"52fe48019251416c750acadf\", \"gender\": 2, \"id\": 33305, \"name\": \"Nathan Meister\", \"order\": 45}, {\"cast_id\": 67, \"character\": \"Op Center Staff\", \"credit_id\": \"52fe48019251416c750acae3\", \"gender\": 0, \"id\": 1207264, \"name\": \"Gerry Blair\", \"order\": 46}, {\"cast_id\": 68, \"character\": \"Op Center Staff\", \"credit_id\": \"52fe48019251416c750acae7\", \"gender\": 2, \"id\": 33311, \"name\": \"Matthew Chamberlain\", \"order\": 47}, {\"cast_id\": 69, \"character\": \"Op Center Staff\", \"credit_id\": \"52fe48019251416c750acaeb\", \"gender\": 0, \"id\": 1207265, \"name\": \"Paul Yates\", \"order\": 48}, {\"cast_id\": 70, \"character\": \"Op Center Duty Officer\", \"credit_id\": \"52fe48019251416c750acaef\", \"gender\": 0, \"id\": 1207266, \"name\": \"Wray Wilson\", \"order\": 49}, {\"cast_id\": 71, \"character\": \"Op Center Staff\", \"credit_id\": \"52fe48019251416c750acaf3\", \"gender\": 2, \"id\": 54492, \"name\": \"James Gaylyn\", \"order\": 50}, {\"cast_id\": 72, \"character\": \"Dancer\", \"credit_id\": \"52fe48019251416c750acaf7\", \"gender\": 0, \"id\": 1207267, \"name\": \"Melvin Leno Clark III\", \"order\": 51}, {\"cast_id\": 73, \"character\": \"Dancer\", \"credit_id\": \"52fe48019251416c750acafb\", \"gender\": 0, \"id\": 1207268, \"name\": \"Carvon Futrell\", \"order\": 52}, {\"cast_id\": 74, \"character\": \"Dancer\", \"credit_id\": \"52fe48019251416c750acaff\", \"gender\": 0, \"id\": 1207269, \"name\": \"Brandon Jelkes\", \"order\": 53}, {\"cast_id\": 75, \"character\": \"Dancer\", \"credit_id\": \"52fe48019251416c750acb03\", \"gender\": 0, \"id\": 1207270, \"name\": \"Micah Moch\", \"order\": 54}, {\"cast_id\": 76, \"character\": \"Dancer\", \"credit_id\": \"52fe48019251416c750acb07\", \"gender\": 0, \"id\": 1207271, \"name\": \"Hanniyah Muhammad\", \"order\": 55}, {\"cast_id\": 77, \"character\": \"Dancer\", \"credit_id\": \"52fe48019251416c750acb0b\", \"gender\": 0, \"id\": 1207272, \"name\": \"Christopher Nolen\", \"order\": 56}, {\"cast_id\": 78, \"character\": \"Dancer\", \"credit_id\": \"52fe48019251416c750acb0f\", \"gender\": 0, \"id\": 1207273, \"name\": \"Christa Oliver\", \"order\": 57}, {\"cast_id\": 79, \"character\": \"Dancer\", \"credit_id\": \"52fe48019251416c750acb13\", \"gender\": 0, \"id\": 1207274, \"name\": \"April Marie Thomas\", \"order\": 58}, {\"cast_id\": 80, \"character\": \"Dancer\", \"credit_id\": \"52fe48019251416c750acb17\", \"gender\": 0, \"id\": 1207275, \"name\": \"Bravita A. Threatt\", \"order\": 59}, {\"cast_id\": 81, \"character\": \"Mining Chief (uncredited)\", \"credit_id\": \"52fe48019251416c750acb1b\", \"gender\": 0, \"id\": 1207276, \"name\": \"Colin Bleasdale\", \"order\": 60}, {\"cast_id\": 82, \"character\": \"Veteran Miner (uncredited)\", \"credit_id\": \"52fe48019251416c750acb1f\", \"gender\": 0, \"id\": 107969, \"name\": \"Mike Bodnar\", \"order\": 61}, {\"cast_id\": 83, \"character\": \"Richard (uncredited)\", \"credit_id\": \"52fe48019251416c750acb23\", \"gender\": 0, \"id\": 1207278, \"name\": \"Matt Clayton\", \"order\": 62}, {\"cast_id\": 84, \"character\": \"Nav\\'i (uncredited)\", \"credit_id\": \"52fe48019251416c750acb27\", \"gender\": 1, \"id\": 147898, \"name\": \"Nicole Dionne\", \"order\": 63}, {\"cast_id\": 85, \"character\": \"Trooper (uncredited)\", \"credit_id\": \"52fe48019251416c750acb2b\", \"gender\": 0, \"id\": 1207280, \"name\": \"Jamie Harrison\", \"order\": 64}, {\"cast_id\": 86, \"character\": \"Trooper (uncredited)\", \"credit_id\": \"52fe48019251416c750acb2f\", \"gender\": 0, \"id\": 1207281, \"name\": \"Allan Henry\", \"order\": 65}, {\"cast_id\": 87, \"character\": \"Ground Technician (uncredited)\", \"credit_id\": \"52fe48019251416c750acb33\", \"gender\": 2, \"id\": 1207282, \"name\": \"Anthony Ingruber\", \"order\": 66}, {\"cast_id\": 88, \"character\": \"Flight Crew Mechanic (uncredited)\", \"credit_id\": \"52fe48019251416c750acb37\", \"gender\": 0, \"id\": 1207283, \"name\": \"Ashley Jeffery\", \"order\": 67}, {\"cast_id\": 14, \"character\": \"Samson Pilot\", \"credit_id\": \"52fe48009251416c750ac9f9\", \"gender\": 0, \"id\": 98216, \"name\": \"Dean Knowsley\", \"order\": 68}, {\"cast_id\": 89, \"character\": \"Trooper (uncredited)\", \"credit_id\": \"52fe48019251416c750acb3b\", \"gender\": 0, \"id\": 1201399, \"name\": \"Joseph Mika-Hunt\", \"order\": 69}, {\"cast_id\": 90, \"character\": \"Banshee (uncredited)\", \"credit_id\": \"52fe48019251416c750acb3f\", \"gender\": 0, \"id\": 236696, \"name\": \"Terry Notary\", \"order\": 70}, {\"cast_id\": 91, \"character\": \"Soldier (uncredited)\", \"credit_id\": \"52fe48019251416c750acb43\", \"gender\": 0, \"id\": 1207287, \"name\": \"Kai Pantano\", \"order\": 71}, {\"cast_id\": 92, \"character\": \"Blast Technician (uncredited)\", \"credit_id\": \"52fe48019251416c750acb47\", \"gender\": 0, \"id\": 1207288, \"name\": \"Logan Pithyou\", \"order\": 72}, {\"cast_id\": 93, \"character\": \"Vindum Raah (uncredited)\", \"credit_id\": \"52fe48019251416c750acb4b\", \"gender\": 0, \"id\": 1207289, \"name\": \"Stuart Pollock\", \"order\": 73}, {\"cast_id\": 94, \"character\": \"Hero (uncredited)\", \"credit_id\": \"52fe48019251416c750acb4f\", \"gender\": 0, \"id\": 584868, \"name\": \"Raja\", \"order\": 74}, {\"cast_id\": 95, \"character\": \"Ops Centreworker (uncredited)\", \"credit_id\": \"52fe48019251416c750acb53\", \"gender\": 0, \"id\": 1207290, \"name\": \"Gareth Ruck\", \"order\": 75}, {\"cast_id\": 96, \"character\": \"Engineer (uncredited)\", \"credit_id\": \"52fe48019251416c750acb57\", \"gender\": 0, \"id\": 1062463, \"name\": \"Rhian Sheehan\", \"order\": 76}, {\"cast_id\": 97, \"character\": \"Col. Quaritch\\'s Mech Suit (uncredited)\", \"credit_id\": \"52fe48019251416c750acb5b\", \"gender\": 0, \"id\": 60656, \"name\": \"T. J. Storm\", \"order\": 77}, {\"cast_id\": 98, \"character\": \"Female Marine (uncredited)\", \"credit_id\": \"52fe48019251416c750acb5f\", \"gender\": 0, \"id\": 1207291, \"name\": \"Jodie Taylor\", \"order\": 78}, {\"cast_id\": 99, \"character\": \"Ikran Clan Leader (uncredited)\", \"credit_id\": \"52fe48019251416c750acb63\", \"gender\": 1, \"id\": 1186027, \"name\": \"Alicia Vela-Bailey\", \"order\": 79}, {\"cast_id\": 100, \"character\": \"Geologist (uncredited)\", \"credit_id\": \"52fe48019251416c750acb67\", \"gender\": 0, \"id\": 1207292, \"name\": \"Richard Whiteside\", \"order\": 80}, {\"cast_id\": 101, \"character\": \"Na\\'vi (uncredited)\", \"credit_id\": \"52fe48019251416c750acb6b\", \"gender\": 0, \"id\": 103259, \"name\": \"Nikie Zambo\", \"order\": 81}, {\"cast_id\": 102, \"character\": \"Ambient Room Tech / Troupe\", \"credit_id\": \"52fe48019251416c750acb6f\", \"gender\": 1, \"id\": 42286, \"name\": \"Julene Renee\", \"order\": 82}]'"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            }
          },
          "metadata": {},
          "execution_count": 26
        }
      ],
      "source": [
        "# handle cast\n",
        "movies.iloc[0]['cast']"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 27,
      "metadata": {
        "id": "DVltcEUB2t12"
      },
      "outputs": [],
      "source": [
        "# Here i am just keeping top 3 cast\n",
        "\n",
        "def convert_cast(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"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 28,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 293
        },
        "id": "NhKL6wKx2t13",
        "outputId": "f2016518-f28b-406a-a53e-9ccaa805d08c"
      },
      "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": [
              "\n",
              "  <div id=\"df-6b5efc57-f61d-4c22-b5e0-c5a19f3a3f72\" 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>[{\"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]</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]</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>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-6b5efc57-f61d-4c22-b5e0-c5a19f3a3f72')\"\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-6b5efc57-f61d-4c22-b5e0-c5a19f3a3f72 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-6b5efc57-f61d-4c22-b5e0-c5a19f3a3f72');\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-12d60d5f-65f5-4eec-937c-67d33fd6c2af\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-12d60d5f-65f5-4eec-937c-67d33fd6c2af')\"\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-12d60d5f-65f5-4eec-937c-67d33fd6c2af 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\": 4806,\n  \"fields\": [\n    {\n      \"column\": \"movie_id\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 88309,\n        \"min\": 5,\n        \"max\": 447027,\n        \"num_unique_values\": 4800,\n        \"samples\": [\n          8427,\n          9555,\n          10029\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"title\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 4797,\n        \"samples\": [\n          \"Two Brothers\",\n          \"From Paris with Love\",\n          \"Walk the Line\"\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\": \"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\": \"string\",\n        \"num_unique_values\": 4773,\n        \"samples\": [\n          \"[{\\\"credit_id\\\": \\\"538d82720e0a26670e005e83\\\", \\\"department\\\": \\\"Editing\\\", \\\"gender\\\": 2, \\\"id\\\": 898, \\\"job\\\": \\\"Editor\\\", \\\"name\\\": \\\"Mark Goldblatt\\\"}, {\\\"credit_id\\\": \\\"538d82860e0a266702005de5\\\", \\\"department\\\": \\\"Editing\\\", \\\"gender\\\": 2, \\\"id\\\": 1098, \\\"job\\\": \\\"Editor\\\", \\\"name\\\": \\\"Mark Helfrich\\\"}, {\\\"credit_id\\\": \\\"538d820c0e0a266708006129\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 0, \\\"id\\\": 2095, \\\"job\\\": \\\"Producer\\\", \\\"name\\\": \\\"Ralph Winter\\\"}, {\\\"credit_id\\\": \\\"538d82d30e0a266712005def\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 2, \\\"id\\\": 2624, \\\"job\\\": \\\"Casting\\\", \\\"name\\\": \\\"Richard Pagano\\\"}, {\\\"credit_id\\\": \\\"538d82ea0e0a266715005e74\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 2, \\\"id\\\": 4953, \\\"job\\\": \\\"Production Design\\\", \\\"name\\\": \\\"Ed Verreaux\\\"}, {\\\"credit_id\\\": \\\"538d82ad0e0a26670800614d\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 5362, \\\"job\\\": \\\"Casting\\\", \\\"name\\\": \\\"Heike Brandstatter\\\"}, {\\\"credit_id\\\": \\\"538d82c00e0a266705005fa2\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 5363, \\\"job\\\": \\\"Casting\\\", \\\"name\\\": \\\"Coreen Mayrs\\\"}, {\\\"credit_id\\\": \\\"538d845ec3a368713c0047d2\\\", \\\"department\\\": \\\"Costume & Make-Up\\\", \\\"gender\\\": 0, \\\"id\\\": 6924, \\\"job\\\": \\\"Costume Supervisor\\\", \\\"name\\\": \\\"Dan Moore\\\"}, {\\\"credit_id\\\": \\\"538d81ef0e0a266718005cb8\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 7200, \\\"job\\\": \\\"Producer\\\", \\\"name\\\": \\\"Lauren Shuler Donner\\\"}, {\\\"credit_id\\\": \\\"576710bec3a36806720004b0\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 2, \\\"id\\\": 7624, \\\"job\\\": \\\"Executive Producer\\\", \\\"name\\\": \\\"Stan Lee\\\"}, {\\\"credit_id\\\": \\\"538d81d80e0a266715005e4d\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 2, \\\"id\\\": 7626, \\\"job\\\": \\\"Producer\\\", \\\"name\\\": \\\"Avi Arad\\\"}, {\\\"credit_id\\\": \\\"5767101092514165c20000db\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 2, \\\"id\\\": 10850, \\\"job\\\": \\\"Executive Producer\\\", \\\"name\\\": \\\"Kevin Feige\\\"}, {\\\"credit_id\\\": \\\"538d83ba0e0a26670b005ded\\\", \\\"department\\\": \\\"Costume & Make-Up\\\", \\\"gender\\\": 1, \\\"id\\\": 10970, \\\"job\\\": \\\"Costume Design\\\", \\\"name\\\": \\\"Judianna Makovsky\\\"}, {\\\"credit_id\\\": \\\"538d83620e0a266715005e82\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 2, \\\"id\\\": 10549, \\\"job\\\": \\\"Art Direction\\\", \\\"name\\\": \\\"Justin Scoppa Jr.\\\"}, {\\\"credit_id\\\": \\\"5626465bc3a3680e0e01704b\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 2, \\\"id\\\": 11098, \\\"job\\\": \\\"Original Music Composer\\\", \\\"name\\\": \\\"John Powell\\\"}, {\\\"credit_id\\\": \\\"52fe45ff9251416c910459e1\\\", \\\"department\\\": \\\"Writing\\\", \\\"gender\\\": 2, \\\"id\\\": 11092, \\\"job\\\": \\\"Screenplay\\\", \\\"name\\\": \\\"Simon Kinberg\\\"}, {\\\"credit_id\\\": \\\"56abe4ecc3a3681c47003aa3\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 2, \\\"id\\\": 15017, \\\"job\\\": \\\"Makeup Effects\\\", \\\"name\\\": \\\"Bill Corso\\\"}, {\\\"credit_id\\\": \\\"538d82560e0a266705005f94\\\", \\\"department\\\": \\\"Camera\\\", \\\"gender\\\": 2, \\\"id\\\": 11099, \\\"job\\\": \\\"Director of Photography\\\", \\\"name\\\": \\\"Dante Spinotti\\\"}, {\\\"credit_id\\\": \\\"52fe45ff9251416c910459e7\\\", \\\"department\\\": \\\"Writing\\\", \\\"gender\\\": 2, \\\"id\\\": 11011, \\\"job\\\": \\\"Screenplay\\\", \\\"name\\\": \\\"Zak Penn\\\"}, {\\\"credit_id\\\": \\\"52fe45ff9251416c910459db\\\", \\\"department\\\": \\\"Directing\\\", \\\"gender\\\": 2, \\\"id\\\": 11091, \\\"job\\\": \\\"Director\\\", \\\"name\\\": \\\"Brett Ratner\\\"}, {\\\"credit_id\\\": \\\"538d834f0e0a266712005dfe\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 1, \\\"id\\\": 22061, \\\"job\\\": \\\"Art Direction\\\", \\\"name\\\": \\\"Helen Jarvis\\\"}, {\\\"credit_id\\\": \\\"538d83a50e0a266715005e8b\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 1, \\\"id\\\": 11021, \\\"job\\\": \\\"Set Decoration\\\", \\\"name\\\": \\\"Elizabeth Wilcox\\\"}, {\\\"credit_id\\\": \\\"538d83220e0a266702005df6\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 11102, \\\"job\\\": \\\"Art Direction\\\", \\\"name\\\": \\\"Chad S. Frey\\\"}, {\\\"credit_id\\\": \\\"570b8dde9251412c740020d0\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 46082, \\\"job\\\": \\\"Supervising Art Director\\\", \\\"name\\\": \\\"Geoff Hubbard\\\"}, {\\\"credit_id\\\": \\\"538d83ce0e0a266702005e02\\\", \\\"department\\\": \\\"Costume & Make-Up\\\", \\\"gender\\\": 2, \\\"id\\\": 11106, \\\"job\\\": \\\"Costume Design\\\", \\\"name\\\": \\\"Lisa Tomczeszyn\\\"}, {\\\"credit_id\\\": \\\"560046499251414e4d000197\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 0, \\\"id\\\": 113194, \\\"job\\\": \\\"Stunts\\\", \\\"name\\\": \\\"James Bamford\\\"}, {\\\"credit_id\\\": \\\"538d82990e0a266712005de9\\\", \\\"department\\\": \\\"Editing\\\", \\\"gender\\\": 1, \\\"id\\\": 11100, \\\"job\\\": \\\"Editor\\\", \\\"name\\\": \\\"Julia Wong\\\"}, {\\\"credit_id\\\": \\\"57671042c3a36806b3000104\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 2, \\\"id\\\": 11095, \\\"job\\\": \\\"Co-Producer\\\", \\\"name\\\": \\\"James M. Freitag\\\"}, {\\\"credit_id\\\": \\\"57670fdbc3a3680722000106\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 2, \\\"id\\\": 11014, \\\"job\\\": \\\"Co-Producer\\\", \\\"name\\\": \\\"Ross Fanger\\\"}, {\\\"credit_id\\\": \\\"538d83750e0a26670b005de5\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 223991, \\\"job\\\": \\\"Art Direction\\\", \\\"name\\\": \\\"Sandi Tanaka\\\"}, {\\\"credit_id\\\": \\\"576710f192514133c5001213\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 0, \\\"id\\\": 1182092, \\\"job\\\": \\\"Executive Producer\\\", \\\"name\\\": \\\"John Palermo\\\"}, {\\\"credit_id\\\": \\\"55402d2fc3a3681da0000633\\\", \\\"department\\\": \\\"Visual Effects\\\", \\\"gender\\\": 0, \\\"id\\\": 1395269, \\\"job\\\": \\\"Visual Effects Supervisor\\\", \\\"name\\\": \\\"John Bruno\\\"}, {\\\"credit_id\\\": \\\"563a9ed79251416d520145a0\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 0, \\\"id\\\": 1401803, \\\"job\\\": \\\"Digital Effects Supervisor\\\", \\\"name\\\": \\\"Guy Williams\\\"}, {\\\"credit_id\\\": \\\"5767112fc3a3680722000132\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 0, \\\"id\\\": 1432021, \\\"job\\\": \\\"Co-Producer\\\", \\\"name\\\": \\\"Kurt Williams\\\"}, {\\\"credit_id\\\": \\\"55423048c3a36829e5003bc8\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 0, \\\"id\\\": 1447557, \\\"job\\\": \\\"Compositors\\\", \\\"name\\\": \\\"Rachel Wyn Dunn\\\"}, {\\\"credit_id\\\": \\\"552986b4c3a368596e001a79\\\", \\\"department\\\": \\\"Visual Effects\\\", \\\"gender\\\": 0, \\\"id\\\": 1452932, \\\"job\\\": \\\"Animation\\\", \\\"name\\\": \\\"Joel Fletcher\\\"}, {\\\"credit_id\\\": \\\"57670f92925141655a000109\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 0, \\\"id\\\": 1477146, \\\"job\\\": \\\"Co-Producer\\\", \\\"name\\\": \\\"Lee Cleary\\\"}, {\\\"credit_id\\\": \\\"5767107c925141655a00012c\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 0, \\\"id\\\": 1477147, \\\"job\\\": \\\"Associate Producer\\\", \\\"name\\\": \\\"David Gorder\\\"}, {\\\"credit_id\\\": \\\"5767105bc3a36850c4000573\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 2, \\\"id\\\": 1477203, \\\"job\\\": \\\"Associate Producer\\\", \\\"name\\\": \\\"Luca Marco Paracels\\\"}]\",\n          \"[{\\\"credit_id\\\": \\\"58dd0e90c3a368223e00b59c\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 546, \\\"job\\\": \\\"Casting\\\", \\\"name\\\": \\\"Jeanne McCarthy\\\"}, {\\\"credit_id\\\": \\\"52fe43bb9251416c7501bf83\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 2, \\\"id\\\": 2043, \\\"job\\\": \\\"Producer\\\", \\\"name\\\": \\\"John Davis\\\"}, {\\\"credit_id\\\": \\\"5539fe35c3a3685cf8002f1e\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 2, \\\"id\\\": 3393, \\\"job\\\": \\\"Original Music Composer\\\", \\\"name\\\": \\\"David Newman\\\"}, {\\\"credit_id\\\": \\\"58dd0d3fc3a368228a00aa50\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 0, \\\"id\\\": 6187, \\\"job\\\": \\\"Associate Producer\\\", \\\"name\\\": \\\"Aldric La'Auli Porter\\\"}, {\\\"credit_id\\\": \\\"5990427f925141672302ba00\\\", \\\"department\\\": \\\"Directing\\\", \\\"gender\\\": 0, \\\"id\\\": 6187, \\\"job\\\": \\\"First Assistant Director\\\", \\\"name\\\": \\\"Aldric La'Auli Porter\\\"}, {\\\"credit_id\\\": \\\"58dd0efdc3a368228300b438\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 2, \\\"id\\\": 6877, \\\"job\\\": \\\"Production Design\\\", \\\"name\\\": \\\"William Sandell\\\"}, {\\\"credit_id\\\": \\\"58dd0f56925141411000c340\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 2, \\\"id\\\": 6880, \\\"job\\\": \\\"Set Decoration\\\", \\\"name\\\": \\\"Robert Gould\\\"}, {\\\"credit_id\\\": \\\"58dd0f1fc3a36822a600c1dd\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 2, \\\"id\\\": 8705, \\\"job\\\": \\\"Art Direction\\\", \\\"name\\\": \\\"Brad Ricker\\\"}, {\\\"credit_id\\\": \\\"5990490b925141673e02d2f5\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 0, \\\"id\\\": 8763, \\\"job\\\": \\\"Foley Editor\\\", \\\"name\\\": \\\"Dan Yale\\\"}, {\\\"credit_id\\\": \\\"58dd0d3192514140f600b915\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 2, \\\"id\\\": 8880, \\\"job\\\": \\\"Executive Producer\\\", \\\"name\\\": \\\"Neil A. Machlis\\\"}, {\\\"credit_id\\\": \\\"58dd0e0bc3a368229300bdf6\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 14377, \\\"job\\\": \\\"Casting\\\", \\\"name\\\": \\\"Juel Bestrop\\\"}, {\\\"credit_id\\\": \\\"599045b6925141672302bdac\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 12639, \\\"job\\\": \\\"Set Designer\\\", \\\"name\\\": \\\"Hugo Santiago\\\"}, {\\\"credit_id\\\": \\\"58dd0f69c3a368228300b48f\\\", \\\"department\\\": \\\"Costume & Make-Up\\\", \\\"gender\\\": 1, \\\"id\\\": 15524, \\\"job\\\": \\\"Costume Design\\\", \\\"name\\\": \\\"Ruth E. Carter\\\"}, {\\\"credit_id\\\": \\\"52fe43bb9251416c7501bf9b\\\", \\\"department\\\": \\\"Editing\\\", \\\"gender\\\": 2, \\\"id\\\": 18276, \\\"job\\\": \\\"Editor\\\", \\\"name\\\": \\\"Craig Herring\\\"}, {\\\"credit_id\\\": \\\"58dd0f2f92514140fa00c653\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 2, \\\"id\\\": 13434, \\\"job\\\": \\\"Supervising Art Director\\\", \\\"name\\\": \\\"Bruce Crone\\\"}, {\\\"credit_id\\\": \\\"59904bcdc3a368744202b9fb\\\", \\\"department\\\": \\\"Visual Effects\\\", \\\"gender\\\": 0, \\\"id\\\": 27100, \\\"job\\\": \\\"Visual Effects Supervisor\\\", \\\"name\\\": \\\"Douglas Smith\\\"}, {\\\"credit_id\\\": \\\"52fe43bb9251416c7501bf7d\\\", \\\"department\\\": \\\"Writing\\\", \\\"gender\\\": 2, \\\"id\\\": 31026, \\\"job\\\": \\\"Screenplay\\\", \\\"name\\\": \\\"Larry Levin\\\"}, {\\\"credit_id\\\": \\\"58dd0c8592514140fa00c441\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 49907, \\\"job\\\": \\\"Co-Producer\\\", \\\"name\\\": \\\"Michele Imperato\\\"}, {\\\"credit_id\\\": \\\"58dd0fb0c3a368227300bfad\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 49907, \\\"job\\\": \\\"Unit Production Manager\\\", \\\"name\\\": \\\"Michele Imperato\\\"}, {\\\"credit_id\\\": \\\"52fe43bb9251416c7501bfb1\\\", \\\"department\\\": \\\"Directing\\\", \\\"gender\\\": 2, \\\"id\\\": 52112, \\\"job\\\": \\\"Director\\\", \\\"name\\\": \\\"Steve Carr\\\"}, {\\\"credit_id\\\": \\\"5990471cc3a36874a302bbdc\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 2, \\\"id\\\": 52193, \\\"job\\\": \\\"Dialogue Editor\\\", \\\"name\\\": \\\"R.J. Kizer\\\"}, {\\\"credit_id\\\": \\\"52fe43bb9251416c7501bf95\\\", \\\"department\\\": \\\"Camera\\\", \\\"gender\\\": 2, \\\"id\\\": 56324, \\\"job\\\": \\\"Director of Photography\\\", \\\"name\\\": \\\"Daryn Okada\\\"}, {\\\"credit_id\\\": \\\"52fe43bb9251416c7501bf89\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 2, \\\"id\\\": 56053, \\\"job\\\": \\\"Producer\\\", \\\"name\\\": \\\"Joseph Singer\\\"}, {\\\"credit_id\\\": \\\"59904a06925141676602b701\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 2, \\\"id\\\": 57769, \\\"job\\\": \\\"Visual Effects Editor\\\", \\\"name\\\": \\\"Peter S. Elliot\\\"}, {\\\"credit_id\\\": \\\"58dd0d4c92514140fa00c4da\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 66921, \\\"job\\\": \\\"Co-Producer\\\", \\\"name\\\": \\\"Heidi Santelli\\\"}, {\\\"credit_id\\\": \\\"59905155c3a36874b402a906\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 0, \\\"id\\\": 91324, \\\"job\\\": \\\"Music Editor\\\", \\\"name\\\": \\\"Tom Villano\\\"}, {\\\"credit_id\\\": \\\"5990424a925141676602adf3\\\", \\\"department\\\": \\\"Costume & Make-Up\\\", \\\"gender\\\": 0, \\\"id\\\": 168214, \\\"job\\\": \\\"Makeup Artist\\\", \\\"name\\\": \\\"Judy Murdock\\\"}, {\\\"credit_id\\\": \\\"59904eae925141673e02da30\\\", \\\"department\\\": \\\"Camera\\\", \\\"gender\\\": 2, \\\"id\\\": 555085, \\\"job\\\": \\\"Still Photographer\\\", \\\"name\\\": \\\"Bruce McBroom\\\"}, {\\\"credit_id\\\": \\\"599041d0c3a36874a302b5e9\\\", \\\"department\\\": \\\"Costume & Make-Up\\\", \\\"gender\\\": 0, \\\"id\\\": 1015965, \\\"job\\\": \\\"Makeup Department Head\\\", \\\"name\\\": \\\"Kris Evans\\\"}, {\\\"credit_id\\\": \\\"58dd11a2c3a368227300c14b\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 0, \\\"id\\\": 1113659, \\\"job\\\": \\\"Location Manager\\\", \\\"name\\\": \\\"Iddo Lampton Enochs Jr.\\\"}, {\\\"credit_id\\\": \\\"59904b71925141675f02b7e7\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 0, \\\"id\\\": 1178615, \\\"job\\\": \\\"CG Supervisor\\\", \\\"name\\\": \\\"Liz Radley\\\"}, {\\\"credit_id\\\": \\\"59904fe5c3a368744202bf0c\\\", \\\"department\\\": \\\"Costume & Make-Up\\\", \\\"gender\\\": 0, \\\"id\\\": 1319193, \\\"job\\\": \\\"Costume Supervisor\\\", \\\"name\\\": \\\"Donna Marcione Pollack\\\"}, {\\\"credit_id\\\": \\\"599044c4925141672302bc97\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 1364403, \\\"job\\\": \\\"Greensman\\\", \\\"name\\\": \\\"Frank McEldowney\\\"}, {\\\"credit_id\\\": \\\"59904694925141673e02cfd2\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 0, \\\"id\\\": 1367505, \\\"job\\\": \\\"Dialogue Editor\\\", \\\"name\\\": \\\"Ted Caplan\\\"}, {\\\"credit_id\\\": \\\"5990439d925141675902ac1b\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 1377216, \\\"job\\\": \\\"Art Department Coordinator\\\", \\\"name\\\": \\\"Gerald Lehtola\\\"}, {\\\"credit_id\\\": \\\"599045fb925141675f02b16c\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 1378165, \\\"job\\\": \\\"Property Master\\\", \\\"name\\\": \\\"Mark Wade\\\"}, {\\\"credit_id\\\": \\\"58dd0fd0c3a368228a00abfb\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 1, \\\"id\\\": 1378749, \\\"job\\\": \\\"Set Designer\\\", \\\"name\\\": \\\"Patricia Klawonn\\\"}, {\\\"credit_id\\\": \\\"58dd1023c3a368227300c025\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 1389585, \\\"job\\\": \\\"Set Designer\\\", \\\"name\\\": \\\"Bill Taliaferro\\\"}, {\\\"credit_id\\\": \\\"59904785c3a3687493029126\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 0, \\\"id\\\": 1390527, \\\"job\\\": \\\"Sound Effects Editor\\\", \\\"name\\\": \\\"Dave Kulczycki\\\"}, {\\\"credit_id\\\": \\\"59905010925141675f02bd38\\\", \\\"department\\\": \\\"Costume & Make-Up\\\", \\\"gender\\\": 0, \\\"id\\\": 1399322, \\\"job\\\": \\\"Set Costumer\\\", \\\"name\\\": \\\"Elizabeth Frank\\\"}, {\\\"credit_id\\\": \\\"59904d81925141670b02cf99\\\", \\\"department\\\": \\\"Camera\\\", \\\"gender\\\": 2, \\\"id\\\": 1400374, \\\"job\\\": \\\"Camera Operator\\\", \\\"name\\\": \\\"Casey Hotchkiss\\\"}, {\\\"credit_id\\\": \\\"599046d2c3a3687493029074\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 0, \\\"id\\\": 1404841, \\\"job\\\": \\\"ADR Editor\\\", \\\"name\\\": \\\"Zack Davis\\\"}, {\\\"credit_id\\\": \\\"59904214c3a368746102979f\\\", \\\"department\\\": \\\"Costume & Make-Up\\\", \\\"gender\\\": 0, \\\"id\\\": 1408278, \\\"job\\\": \\\"Hair Department Head\\\", \\\"name\\\": \\\"Erma Kent\\\"}, {\\\"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\\\": \\\"535c348b0e0a264fe1001e9f\\\", \\\"department\\\": \\\"Directing\\\", \\\"gender\\\": 0, \\\"id\\\": 1314011, \\\"job\\\": \\\"Director\\\", \\\"name\\\": \\\"Nathan Smith Jones\\\"}]\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 28
        }
      ],
      "source": [
        "movies['cast'] = movies['cast'].apply(convert_cast)\n",
        "movies.head()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 29,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 122
        },
        "id": "OW-hG3Xu2t13",
        "outputId": "7c06e4e7-3d7b-45d6-a333-3c47c0c43f5b"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "'[{\"credit_id\": \"52fe48009251416c750aca23\", \"department\": \"Editing\", \"gender\": 0, \"id\": 1721, \"job\": \"Editor\", \"name\": \"Stephen E. Rivkin\"}, {\"credit_id\": \"539c47ecc3a36810e3001f87\", \"department\": \"Art\", \"gender\": 2, \"id\": 496, \"job\": \"Production Design\", \"name\": \"Rick Carter\"}, {\"credit_id\": \"54491c89c3a3680fb4001cf7\", \"department\": \"Sound\", \"gender\": 0, \"id\": 900, \"job\": \"Sound Designer\", \"name\": \"Christopher Boyes\"}, {\"credit_id\": \"54491cb70e0a267480001bd0\", \"department\": \"Sound\", \"gender\": 0, \"id\": 900, \"job\": \"Supervising Sound Editor\", \"name\": \"Christopher Boyes\"}, {\"credit_id\": \"539c4a4cc3a36810c9002101\", \"department\": \"Production\", \"gender\": 1, \"id\": 1262, \"job\": \"Casting\", \"name\": \"Mali Finn\"}, {\"credit_id\": \"5544ee3b925141499f0008fc\", \"department\": \"Sound\", \"gender\": 2, \"id\": 1729, \"job\": \"Original Music Composer\", \"name\": \"James Horner\"}, {\"credit_id\": \"52fe48009251416c750ac9c3\", \"department\": \"Directing\", \"gender\": 2, \"id\": 2710, \"job\": \"Director\", \"name\": \"James Cameron\"}, {\"credit_id\": \"52fe48009251416c750ac9d9\", \"department\": \"Writing\", \"gender\": 2, \"id\": 2710, \"job\": \"Writer\", \"name\": \"James Cameron\"}, {\"credit_id\": \"52fe48009251416c750aca17\", \"department\": \"Editing\", \"gender\": 2, \"id\": 2710, \"job\": \"Editor\", \"name\": \"James Cameron\"}, {\"credit_id\": \"52fe48009251416c750aca29\", \"department\": \"Production\", \"gender\": 2, \"id\": 2710, \"job\": \"Producer\", \"name\": \"James Cameron\"}, {\"credit_id\": \"52fe48009251416c750aca3f\", \"department\": \"Writing\", \"gender\": 2, \"id\": 2710, \"job\": \"Screenplay\", \"name\": \"James Cameron\"}, {\"credit_id\": \"539c4987c3a36810ba0021a4\", \"department\": \"Art\", \"gender\": 2, \"id\": 7236, \"job\": \"Art Direction\", \"name\": \"Andrew Menzies\"}, {\"credit_id\": \"549598c3c3a3686ae9004383\", \"department\": \"Visual Effects\", \"gender\": 0, \"id\": 6690, \"job\": \"Visual Effects Producer\", \"name\": \"Jill Brooks\"}, {\"credit_id\": \"52fe48009251416c750aca4b\", \"department\": \"Production\", \"gender\": 1, \"id\": 6347, \"job\": \"Casting\", \"name\": \"Margery Simkin\"}, {\"credit_id\": \"570b6f419251417da70032fe\", \"department\": \"Art\", \"gender\": 2, \"id\": 6878, \"job\": \"Supervising Art Director\", \"name\": \"Kevin Ishioka\"}, {\"credit_id\": \"5495a0fac3a3686ae9004468\", \"department\": \"Sound\", \"gender\": 0, \"id\": 6883, \"job\": \"Music Editor\", \"name\": \"Dick Bernstein\"}, {\"credit_id\": \"54959706c3a3686af3003e81\", \"department\": \"Sound\", \"gender\": 0, \"id\": 8159, \"job\": \"Sound Effects Editor\", \"name\": \"Shannon Mills\"}, {\"credit_id\": \"54491d58c3a3680fb1001ccb\", \"department\": \"Sound\", \"gender\": 0, \"id\": 8160, \"job\": \"Foley\", \"name\": \"Dennie Thorpe\"}, {\"credit_id\": \"54491d6cc3a3680fa5001b2c\", \"department\": \"Sound\", \"gender\": 0, \"id\": 8163, \"job\": \"Foley\", \"name\": \"Jana Vance\"}, {\"credit_id\": \"52fe48009251416c750aca57\", \"department\": \"Costume & Make-Up\", \"gender\": 1, \"id\": 8527, \"job\": \"Costume Design\", \"name\": \"Deborah Lynn Scott\"}, {\"credit_id\": \"52fe48009251416c750aca2f\", \"department\": \"Production\", \"gender\": 2, \"id\": 8529, \"job\": \"Producer\", \"name\": \"Jon Landau\"}, {\"credit_id\": \"539c4937c3a36810ba002194\", \"department\": \"Art\", \"gender\": 0, \"id\": 9618, \"job\": \"Art Direction\", \"name\": \"Sean Haworth\"}, {\"credit_id\": \"539c49b6c3a36810c10020e6\", \"department\": \"Art\", \"gender\": 1, \"id\": 12653, \"job\": \"Set Decoration\", \"name\": \"Kim Sinclair\"}, {\"credit_id\": \"570b6f2f9251413a0e00020d\", \"department\": \"Art\", \"gender\": 1, \"id\": 12653, \"job\": \"Supervising Art Director\", \"name\": \"Kim Sinclair\"}, {\"credit_id\": \"54491a6c0e0a26748c001b19\", \"department\": \"Art\", \"gender\": 2, \"id\": 14350, \"job\": \"Set Designer\", \"name\": \"Richard F. Mays\"}, {\"credit_id\": \"56928cf4c3a3684cff0025c4\", \"department\": \"Production\", \"gender\": 1, \"id\": 20294, \"job\": \"Executive Producer\", \"name\": \"Laeta Kalogridis\"}, {\"credit_id\": \"52fe48009251416c750aca51\", \"department\": \"Costume & Make-Up\", \"gender\": 0, \"id\": 17675, \"job\": \"Costume Design\", \"name\": \"Mayes C. Rubeo\"}, {\"credit_id\": \"52fe48009251416c750aca11\", \"department\": \"Camera\", \"gender\": 2, \"id\": 18265, \"job\": \"Director of Photography\", \"name\": \"Mauro Fiore\"}, {\"credit_id\": \"5449194d0e0a26748f001b39\", \"department\": \"Art\", \"gender\": 0, \"id\": 42281, \"job\": \"Set Designer\", \"name\": \"Scott Herbertson\"}, {\"credit_id\": \"52fe48009251416c750aca05\", \"department\": \"Crew\", \"gender\": 0, \"id\": 42288, \"job\": \"Stunts\", \"name\": \"Woody Schultz\"}, {\"credit_id\": \"5592aefb92514152de0010f5\", \"department\": \"Costume & Make-Up\", \"gender\": 0, \"id\": 29067, \"job\": \"Makeup Artist\", \"name\": \"Linda DeVetta\"}, {\"credit_id\": \"5592afa492514152de00112c\", \"department\": \"Costume & Make-Up\", \"gender\": 0, \"id\": 29067, \"job\": \"Hairstylist\", \"name\": \"Linda DeVetta\"}, {\"credit_id\": \"54959ed592514130fc002e5d\", \"department\": \"Camera\", \"gender\": 2, \"id\": 33302, \"job\": \"Camera Operator\", \"name\": \"Richard Bluck\"}, {\"credit_id\": \"539c4891c3a36810ba002147\", \"department\": \"Art\", \"gender\": 2, \"id\": 33303, \"job\": \"Art Direction\", \"name\": \"Simon Bright\"}, {\"credit_id\": \"54959c069251417a81001f3a\", \"department\": \"Visual Effects\", \"gender\": 0, \"id\": 113145, \"job\": \"Visual Effects Supervisor\", \"name\": \"Richard Martin\"}, {\"credit_id\": \"54959a0dc3a3680ff5002c8d\", \"department\": \"Crew\", \"gender\": 2, \"id\": 58188, \"job\": \"Visual Effects Editor\", \"name\": \"Steve R. Moore\"}, {\"credit_id\": \"52fe48009251416c750aca1d\", \"department\": \"Editing\", \"gender\": 2, \"id\": 58871, \"job\": \"Editor\", \"name\": \"John Refoua\"}, {\"credit_id\": \"54491a4dc3a3680fc30018ca\", \"department\": \"Art\", \"gender\": 0, \"id\": 92359, \"job\": \"Set Designer\", \"name\": \"Karl J. Martin\"}, {\"credit_id\": \"52fe48009251416c750aca35\", \"department\": \"Camera\", \"gender\": 1, \"id\": 72201, \"job\": \"Director of Photography\", \"name\": \"Chiling Lin\"}, {\"credit_id\": \"52fe48009251416c750ac9ff\", \"department\": \"Crew\", \"gender\": 0, \"id\": 89714, \"job\": \"Stunts\", \"name\": \"Ilram Choi\"}, {\"credit_id\": \"54959c529251416e2b004394\", \"department\": \"Visual Effects\", \"gender\": 2, \"id\": 93214, \"job\": \"Visual Effects Supervisor\", \"name\": \"Steven Quale\"}, {\"credit_id\": \"54491edf0e0a267489001c37\", \"department\": \"Crew\", \"gender\": 1, \"id\": 122607, \"job\": \"Dialect Coach\", \"name\": \"Carla Meyer\"}, {\"credit_id\": \"539c485bc3a368653d001a3a\", \"department\": \"Art\", \"gender\": 2, \"id\": 132585, \"job\": \"Art Direction\", \"name\": \"Nick Bassett\"}, {\"credit_id\": \"539c4903c3a368653d001a74\", \"department\": \"Art\", \"gender\": 0, \"id\": 132596, \"job\": \"Art Direction\", \"name\": \"Jill Cormack\"}, {\"credit_id\": \"539c4967c3a368653d001a94\", \"department\": \"Art\", \"gender\": 0, \"id\": 132604, \"job\": \"Art Direction\", \"name\": \"Andy McLaren\"}, {\"credit_id\": \"52fe48009251416c750aca45\", \"department\": \"Crew\", \"gender\": 0, \"id\": 236696, \"job\": \"Motion Capture Artist\", \"name\": \"Terry Notary\"}, {\"credit_id\": \"54959e02c3a3680fc60027d2\", \"department\": \"Crew\", \"gender\": 2, \"id\": 956198, \"job\": \"Stunt Coordinator\", \"name\": \"Garrett Warren\"}, {\"credit_id\": \"54959ca3c3a3686ae300438c\", \"department\": \"Visual Effects\", \"gender\": 2, \"id\": 957874, \"job\": \"Visual Effects Supervisor\", \"name\": \"Jonathan Rothbart\"}, {\"credit_id\": \"570b6f519251412c74001b2f\", \"department\": \"Art\", \"gender\": 0, \"id\": 957889, \"job\": \"Supervising Art Director\", \"name\": \"Stefan Dechant\"}, {\"credit_id\": \"570b6f62c3a3680b77007460\", \"department\": \"Art\", \"gender\": 2, \"id\": 959555, \"job\": \"Supervising Art Director\", \"name\": \"Todd Cherniawsky\"}, {\"credit_id\": \"539c4a3ac3a36810da0021cc\", \"department\": \"Production\", \"gender\": 0, \"id\": 1016177, \"job\": \"Casting\", \"name\": \"Miranda Rivers\"}, {\"credit_id\": \"539c482cc3a36810c1002062\", \"department\": \"Art\", \"gender\": 0, \"id\": 1032536, \"job\": \"Production Design\", \"name\": \"Robert Stromberg\"}, {\"credit_id\": \"539c4b65c3a36810c9002125\", \"department\": \"Costume & Make-Up\", \"gender\": 2, \"id\": 1071680, \"job\": \"Costume Design\", \"name\": \"John Harding\"}, {\"credit_id\": \"54959e6692514130fc002e4e\", \"department\": \"Camera\", \"gender\": 0, \"id\": 1177364, \"job\": \"Steadicam Operator\", \"name\": \"Roberto De Angelis\"}, {\"credit_id\": \"539c49f1c3a368653d001aac\", \"department\": \"Costume & Make-Up\", \"gender\": 2, \"id\": 1202850, \"job\": \"Makeup Department Head\", \"name\": \"Mike Smithson\"}, {\"credit_id\": \"5495999ec3a3686ae100460c\", \"department\": \"Visual Effects\", \"gender\": 0, \"id\": 1204668, \"job\": \"Visual Effects Producer\", \"name\": \"Alain Lalanne\"}, {\"credit_id\": \"54959cdfc3a3681153002729\", \"department\": \"Visual Effects\", \"gender\": 0, \"id\": 1206410, \"job\": \"Visual Effects Supervisor\", \"name\": \"Lucas Salton\"}, {\"credit_id\": \"549596239251417a81001eae\", \"department\": \"Crew\", \"gender\": 0, \"id\": 1234266, \"job\": \"Post Production Supervisor\", \"name\": \"Janace Tashjian\"}, {\"credit_id\": \"54959c859251416e1e003efe\", \"department\": \"Visual Effects\", \"gender\": 0, \"id\": 1271932, \"job\": \"Visual Effects Supervisor\", \"name\": \"Stephen Rosenbaum\"}, {\"credit_id\": \"5592af28c3a368775a00105f\", \"department\": \"Costume & Make-Up\", \"gender\": 0, \"id\": 1310064, \"job\": \"Makeup Artist\", \"name\": \"Frankie Karena\"}, {\"credit_id\": \"539c4adfc3a36810e300203b\", \"department\": \"Costume & Make-Up\", \"gender\": 1, \"id\": 1319844, \"job\": \"Costume Supervisor\", \"name\": \"Lisa Lovaas\"}, {\"credit_id\": \"54959b579251416e2b004371\", \"department\": \"Visual Effects\", \"gender\": 0, \"id\": 1327028, \"job\": \"Visual Effects Supervisor\", \"name\": \"Jonathan Fawkner\"}, {\"credit_id\": \"539c48a7c3a36810b5001fa7\", \"department\": \"Art\", \"gender\": 0, \"id\": 1330561, \"job\": \"Art Direction\", \"name\": \"Robert Bavin\"}, {\"credit_id\": \"539c4a71c3a36810da0021e0\", \"department\": \"Costume & Make-Up\", \"gender\": 0, \"id\": 1330567, \"job\": \"Costume Supervisor\", \"name\": \"Anthony Almaraz\"}, {\"credit_id\": \"539c4a8ac3a36810ba0021e4\", \"department\": \"Costume & Make-Up\", \"gender\": 0, \"id\": 1330570, \"job\": \"Costume Supervisor\", \"name\": \"Carolyn M. Fenton\"}, {\"credit_id\": \"539c4ab6c3a36810da0021f0\", \"department\": \"Costume & Make-Up\", \"gender\": 0, \"id\": 1330574, \"job\": \"Costume Supervisor\", \"name\": \"Beth Koenigsberg\"}, {\"credit_id\": \"54491ab70e0a267480001ba2\", \"department\": \"Art\", \"gender\": 0, \"id\": 1336191, \"job\": \"Set Designer\", \"name\": \"Sam Page\"}, {\"credit_id\": \"544919d9c3a3680fc30018bd\", \"department\": \"Art\", \"gender\": 0, \"id\": 1339441, \"job\": \"Set Designer\", \"name\": \"Tex Kadonaga\"}, {\"credit_id\": \"54491cf50e0a267483001b0c\", \"department\": \"Editing\", \"gender\": 0, \"id\": 1352422, \"job\": \"Dialogue Editor\", \"name\": \"Kim Foscato\"}, {\"credit_id\": \"544919f40e0a26748c001b09\", \"department\": \"Art\", \"gender\": 0, \"id\": 1352962, \"job\": \"Set Designer\", \"name\": \"Tammy S. Lee\"}, {\"credit_id\": \"5495a115c3a3680ff5002d71\", \"department\": \"Crew\", \"gender\": 0, \"id\": 1357070, \"job\": \"Transportation Coordinator\", \"name\": \"Denny Caira\"}, {\"credit_id\": \"5495a12f92514130fc002e94\", \"department\": \"Crew\", \"gender\": 0, \"id\": 1357071, \"job\": \"Transportation Coordinator\", \"name\": \"James Waitkus\"}, {\"credit_id\": \"5495976fc3a36811530026b0\", \"department\": \"Sound\", \"gender\": 0, \"id\": 1360103, \"job\": \"Supervising Sound Editor\", \"name\": \"Addison Teague\"}, {\"credit_id\": \"54491837c3a3680fb1001c5a\", \"department\": \"Art\", \"gender\": 2, \"id\": 1376887, \"job\": \"Set Designer\", \"name\": \"C. Scott Baker\"}, {\"credit_id\": \"54491878c3a3680fb4001c9d\", \"department\": \"Art\", \"gender\": 0, \"id\": 1376888, \"job\": \"Set Designer\", \"name\": \"Luke Caska\"}, {\"credit_id\": \"544918dac3a3680fa5001ae0\", \"department\": \"Art\", \"gender\": 0, \"id\": 1376889, \"job\": \"Set Designer\", \"name\": \"David Chow\"}, {\"credit_id\": \"544919110e0a267486001b68\", \"department\": \"Art\", \"gender\": 0, \"id\": 1376890, \"job\": \"Set Designer\", \"name\": \"Jonathan Dyer\"}, {\"credit_id\": \"54491967c3a3680faa001b5e\", \"department\": \"Art\", \"gender\": 0, \"id\": 1376891, \"job\": \"Set Designer\", \"name\": \"Joseph Hiura\"}, {\"credit_id\": \"54491997c3a3680fb1001c8a\", \"department\": \"Art\", \"gender\": 0, \"id\": 1376892, \"job\": \"Art Department Coordinator\", \"name\": \"Rebecca Jellie\"}, {\"credit_id\": \"544919ba0e0a26748f001b42\", \"department\": \"Art\", \"gender\": 0, \"id\": 1376893, \"job\": \"Set Designer\", \"name\": \"Robert Andrew Johnson\"}, {\"credit_id\": \"54491b1dc3a3680faa001b8c\", \"department\": \"Art\", \"gender\": 0, \"id\": 1376895, \"job\": \"Assistant Art Director\", \"name\": \"Mike Stassi\"}, {\"credit_id\": \"54491b79c3a3680fbb001826\", \"department\": \"Art\", \"gender\": 0, \"id\": 1376897, \"job\": \"Construction Coordinator\", \"name\": \"John Villarino\"}, {\"credit_id\": \"54491baec3a3680fb4001ce6\", \"department\": \"Art\", \"gender\": 2, \"id\": 1376898, \"job\": \"Assistant Art Director\", \"name\": \"Jeffrey Wisniewski\"}, {\"credit_id\": \"54491d2fc3a3680fb4001d07\", \"department\": \"Editing\", \"gender\": 0, \"id\": 1376899, \"job\": \"Dialogue Editor\", \"name\": \"Cheryl Nardi\"}, {\"credit_id\": \"54491d86c3a3680fa5001b2f\", \"department\": \"Editing\", \"gender\": 0, \"id\": 1376901, \"job\": \"Dialogue Editor\", \"name\": \"Marshall Winn\"}, {\"credit_id\": \"54491d9dc3a3680faa001bb0\", \"department\": \"Sound\", \"gender\": 0, \"id\": 1376902, \"job\": \"Supervising Sound Editor\", \"name\": \"Gwendolyn Yates Whittle\"}, {\"credit_id\": \"54491dc10e0a267486001bce\", \"department\": \"Sound\", \"gender\": 0, \"id\": 1376903, \"job\": \"Sound Re-Recording Mixer\", \"name\": \"William Stein\"}, {\"credit_id\": \"54491f500e0a26747c001c07\", \"department\": \"Crew\", \"gender\": 0, \"id\": 1376909, \"job\": \"Choreographer\", \"name\": \"Lula Washington\"}, {\"credit_id\": \"549599239251412c4e002a2e\", \"department\": \"Visual Effects\", \"gender\": 0, \"id\": 1391692, \"job\": \"Visual Effects Producer\", \"name\": \"Chris Del Conte\"}, {\"credit_id\": \"54959d54c3a36831b8001d9a\", \"department\": \"Visual Effects\", \"gender\": 2, \"id\": 1391695, \"job\": \"Visual Effects Supervisor\", \"name\": \"R. Christopher White\"}, {\"credit_id\": \"54959bdf9251412c4e002a66\", \"department\": \"Visual Effects\", \"gender\": 0, \"id\": 1394070, \"job\": \"Visual Effects Supervisor\", \"name\": \"Dan Lemmon\"}, {\"credit_id\": \"5495971d92514132ed002922\", \"department\": \"Sound\", \"gender\": 0, \"id\": 1394129, \"job\": \"Sound Effects Editor\", \"name\": \"Tim Nielsen\"}, {\"credit_id\": \"5592b25792514152cc0011aa\", \"department\": \"Crew\", \"gender\": 0, \"id\": 1394286, \"job\": \"CG Supervisor\", \"name\": \"Michael Mulholland\"}, {\"credit_id\": \"54959a329251416e2b004355\", \"department\": \"Crew\", \"gender\": 0, \"id\": 1394750, \"job\": \"Visual Effects Editor\", \"name\": \"Thomas Nittmann\"}, {\"credit_id\": \"54959d6dc3a3686ae9004401\", \"department\": \"Visual Effects\", \"gender\": 0, \"id\": 1394755, \"job\": \"Visual Effects Supervisor\", \"name\": \"Edson Williams\"}, {\"credit_id\": \"5495a08fc3a3686ae300441c\", \"department\": \"Editing\", \"gender\": 0, \"id\": 1394953, \"job\": \"Digital Intermediate\", \"name\": \"Christine Carr\"}, {\"credit_id\": \"55402d659251413d6d000249\", \"department\": \"Visual Effects\", \"gender\": 0, \"id\": 1395269, \"job\": \"Visual Effects Supervisor\", \"name\": \"John Bruno\"}, {\"credit_id\": \"54959e7b9251416e1e003f3e\", \"department\": \"Camera\", \"gender\": 0, \"id\": 1398970, \"job\": \"Steadicam Operator\", \"name\": \"David Emmerichs\"}, {\"credit_id\": \"54959734c3a3686ae10045e0\", \"department\": \"Sound\", \"gender\": 0, \"id\": 1400906, \"job\": \"Sound Effects Editor\", \"name\": \"Christopher Scarabosio\"}, {\"credit_id\": \"549595dd92514130fc002d79\", \"department\": \"Production\", \"gender\": 0, \"id\": 1401784, \"job\": \"Production Supervisor\", \"name\": \"Jennifer Teves\"}, {\"credit_id\": \"549596009251413af70028cc\", \"department\": \"Production\", \"gender\": 0, \"id\": 1401785, \"job\": \"Production Manager\", \"name\": \"Brigitte Yorke\"}, {\"credit_id\": \"549596e892514130fc002d99\", \"department\": \"Sound\", \"gender\": 0, \"id\": 1401786, \"job\": \"Sound Effects Editor\", \"name\": \"Ken Fischer\"}, {\"credit_id\": \"549598229251412c4e002a1c\", \"department\": \"Crew\", \"gender\": 0, \"id\": 1401787, \"job\": \"Special Effects Coordinator\", \"name\": \"Iain Hutton\"}, {\"credit_id\": \"549598349251416e2b00432b\", \"department\": \"Crew\", \"gender\": 0, \"id\": 1401788, \"job\": \"Special Effects Coordinator\", \"name\": \"Steve Ingram\"}, {\"credit_id\": \"54959905c3a3686ae3004324\", \"department\": \"Visual Effects\", \"gender\": 0, \"id\": 1401789, \"job\": \"Visual Effects Producer\", \"name\": \"Joyce Cox\"}, {\"credit_id\": \"5495994b92514132ed002951\", \"department\": \"Visual Effects\", \"gender\": 0, \"id\": 1401790, \"job\": \"Visual Effects Producer\", \"name\": \"Jenny Foster\"}, {\"credit_id\": \"549599cbc3a3686ae1004613\", \"department\": \"Crew\", \"gender\": 0, \"id\": 1401791, \"job\": \"Visual Effects Editor\", \"name\": \"Christopher Marino\"}, {\"credit_id\": \"549599f2c3a3686ae100461e\", \"department\": \"Crew\", \"gender\": 0, \"id\": 1401792, \"job\": \"Visual Effects Editor\", \"name\": \"Jim Milton\"}, {\"credit_id\": \"54959a51c3a3686af3003eb5\", \"department\": \"Visual Effects\", \"gender\": 0, \"id\": 1401793, \"job\": \"Visual Effects Producer\", \"name\": \"Cyndi Ochs\"}, {\"credit_id\": \"54959a7cc3a36811530026f4\", \"department\": \"Crew\", \"gender\": 0, \"id\": 1401794, \"job\": \"Visual Effects Editor\", \"name\": \"Lucas Putnam\"}, {\"credit_id\": \"54959b91c3a3680ff5002cb4\", \"department\": \"Visual Effects\", \"gender\": 0, \"id\": 1401795, \"job\": \"Visual Effects Supervisor\", \"name\": \"Anthony \\'Max\\' Ivins\"}, {\"credit_id\": \"54959bb69251412c4e002a5f\", \"department\": \"Visual Effects\", \"gender\": 0, \"id\": 1401796, \"job\": \"Visual Effects Supervisor\", \"name\": \"John Knoll\"}, {\"credit_id\": \"54959cbbc3a3686ae3004391\", \"department\": \"Visual Effects\", \"gender\": 2, \"id\": 1401799, \"job\": \"Visual Effects Supervisor\", \"name\": \"Eric Saindon\"}, {\"credit_id\": \"54959d06c3a3686ae90043f6\", \"department\": \"Visual Effects\", \"gender\": 0, \"id\": 1401800, \"job\": \"Visual Effects Supervisor\", \"name\": \"Wayne Stables\"}, {\"credit_id\": \"54959d259251416e1e003f11\", \"department\": \"Visual Effects\", \"gender\": 0, \"id\": 1401801, \"job\": \"Visual Effects Supervisor\", \"name\": \"David Stinnett\"}, {\"credit_id\": \"54959db49251413af7002975\", \"department\": \"Visual Effects\", \"gender\": 0, \"id\": 1401803, \"job\": \"Visual Effects Supervisor\", \"name\": \"Guy Williams\"}, {\"credit_id\": \"54959de4c3a3681153002750\", \"department\": \"Crew\", \"gender\": 0, \"id\": 1401804, \"job\": \"Stunt Coordinator\", \"name\": \"Stuart Thorp\"}, {\"credit_id\": \"54959ef2c3a3680fc60027f2\", \"department\": \"Lighting\", \"gender\": 0, \"id\": 1401805, \"job\": \"Best Boy Electric\", \"name\": \"Giles Coburn\"}, {\"credit_id\": \"54959f07c3a3680fc60027f9\", \"department\": \"Camera\", \"gender\": 2, \"id\": 1401806, \"job\": \"Still Photographer\", \"name\": \"Mark Fellman\"}, {\"credit_id\": \"54959f47c3a3681153002774\", \"department\": \"Lighting\", \"gender\": 0, \"id\": 1401807, \"job\": \"Lighting Technician\", \"name\": \"Scott Sprague\"}, {\"credit_id\": \"54959f8cc3a36831b8001df2\", \"department\": \"Visual Effects\", \"gender\": 0, \"id\": 1401808, \"job\": \"Animation Director\", \"name\": \"Jeremy Hollobon\"}, {\"credit_id\": \"54959fa0c3a36831b8001dfb\", \"department\": \"Visual Effects\", \"gender\": 0, \"id\": 1401809, \"job\": \"Animation Director\", \"name\": \"Orlando Meunier\"}, {\"credit_id\": \"54959fb6c3a3686af3003f54\", \"department\": \"Visual Effects\", \"gender\": 0, \"id\": 1401810, \"job\": \"Animation Director\", \"name\": \"Taisuke Tanimura\"}, {\"credit_id\": \"54959fd2c3a36831b8001e02\", \"department\": \"Costume & Make-Up\", \"gender\": 0, \"id\": 1401812, \"job\": \"Set Costumer\", \"name\": \"Lilia Mishel Acevedo\"}, {\"credit_id\": \"54959ff9c3a3686ae300440c\", \"department\": \"Costume & Make-Up\", \"gender\": 0, \"id\": 1401814, \"job\": \"Set Costumer\", \"name\": \"Alejandro M. Hernandez\"}, {\"credit_id\": \"5495a0ddc3a3686ae10046fe\", \"department\": \"Editing\", \"gender\": 0, \"id\": 1401815, \"job\": \"Digital Intermediate\", \"name\": \"Marvin Hall\"}, {\"credit_id\": \"5495a1f7c3a3686ae3004443\", \"department\": \"Production\", \"gender\": 0, \"id\": 1401816, \"job\": \"Publicist\", \"name\": \"Judy Alley\"}, {\"credit_id\": \"5592b29fc3a36869d100002f\", \"department\": \"Crew\", \"gender\": 0, \"id\": 1418381, \"job\": \"CG Supervisor\", \"name\": \"Mike Perry\"}, {\"credit_id\": \"5592b23a9251415df8001081\", \"department\": \"Crew\", \"gender\": 0, \"id\": 1426854, \"job\": \"CG Supervisor\", \"name\": \"Andrew Morley\"}, {\"credit_id\": \"55491e1192514104c40002d8\", \"department\": \"Art\", \"gender\": 0, \"id\": 1438901, \"job\": \"Conceptual Design\", \"name\": \"Seth Engstrom\"}, {\"credit_id\": \"5525d5809251417276002b06\", \"department\": \"Crew\", \"gender\": 0, \"id\": 1447362, \"job\": \"Visual Effects Art Director\", \"name\": \"Eric Oliver\"}, {\"credit_id\": \"554427ca925141586500312a\", \"department\": \"Visual Effects\", \"gender\": 0, \"id\": 1447503, \"job\": \"Modeling\", \"name\": \"Matsune Suzuki\"}, {\"credit_id\": \"551906889251415aab001c88\", \"department\": \"Art\", \"gender\": 0, \"id\": 1447524, \"job\": \"Art Department Manager\", \"name\": \"Paul Tobin\"}, {\"credit_id\": \"5592af8492514152cc0010de\", \"department\": \"Costume & Make-Up\", \"gender\": 0, \"id\": 1452643, \"job\": \"Hairstylist\", \"name\": \"Roxane Griffin\"}, {\"credit_id\": \"553d3c109251415852001318\", \"department\": \"Lighting\", \"gender\": 0, \"id\": 1453938, \"job\": \"Lighting Artist\", \"name\": \"Arun Ram-Mohan\"}, {\"credit_id\": \"5592af4692514152d5001355\", \"department\": \"Costume & Make-Up\", \"gender\": 0, \"id\": 1457305, \"job\": \"Makeup Artist\", \"name\": \"Georgia Lockhart-Adams\"}, {\"credit_id\": \"5592b2eac3a36877470012a5\", \"department\": \"Crew\", \"gender\": 0, \"id\": 1466035, \"job\": \"CG Supervisor\", \"name\": \"Thrain Shadbolt\"}, {\"credit_id\": \"5592b032c3a36877450015f1\", \"department\": \"Crew\", \"gender\": 0, \"id\": 1483220, \"job\": \"CG Supervisor\", \"name\": \"Brad Alexander\"}, {\"credit_id\": \"5592b05592514152d80012f6\", \"department\": \"Crew\", \"gender\": 0, \"id\": 1483221, \"job\": \"CG Supervisor\", \"name\": \"Shadi Almassizadeh\"}, {\"credit_id\": \"5592b090c3a36877570010b5\", \"department\": \"Crew\", \"gender\": 0, \"id\": 1483222, \"job\": \"CG Supervisor\", \"name\": \"Simon Clutterbuck\"}, {\"credit_id\": \"5592b0dbc3a368774b00112c\", \"department\": \"Crew\", \"gender\": 0, \"id\": 1483223, \"job\": \"CG Supervisor\", \"name\": \"Graeme Demmocks\"}, {\"credit_id\": \"5592b0fe92514152db0010c1\", \"department\": \"Crew\", \"gender\": 0, \"id\": 1483224, \"job\": \"CG Supervisor\", \"name\": \"Adrian Fernandes\"}, {\"credit_id\": \"5592b11f9251415df8001059\", \"department\": \"Crew\", \"gender\": 0, \"id\": 1483225, \"job\": \"CG Supervisor\", \"name\": \"Mitch Gates\"}, {\"credit_id\": \"5592b15dc3a3687745001645\", \"department\": \"Crew\", \"gender\": 0, \"id\": 1483226, \"job\": \"CG Supervisor\", \"name\": \"Jerry Kung\"}, {\"credit_id\": \"5592b18e925141645a0004ae\", \"department\": \"Crew\", \"gender\": 0, \"id\": 1483227, \"job\": \"CG Supervisor\", \"name\": \"Andy Lomas\"}, {\"credit_id\": \"5592b1bfc3a368775d0010e7\", \"department\": \"Crew\", \"gender\": 0, \"id\": 1483228, \"job\": \"CG Supervisor\", \"name\": \"Sebastian Marino\"}, {\"credit_id\": \"5592b2049251415df8001078\", \"department\": \"Crew\", \"gender\": 0, \"id\": 1483229, \"job\": \"CG Supervisor\", \"name\": \"Matthias Menz\"}, {\"credit_id\": \"5592b27b92514152d800136a\", \"department\": \"Crew\", \"gender\": 0, \"id\": 1483230, \"job\": \"CG Supervisor\", \"name\": \"Sergei Nevshupov\"}, {\"credit_id\": \"5592b2c3c3a36869e800003c\", \"department\": \"Crew\", \"gender\": 0, \"id\": 1483231, \"job\": \"CG Supervisor\", \"name\": \"Philippe Rebours\"}, {\"credit_id\": \"5592b317c3a36877470012af\", \"department\": \"Crew\", \"gender\": 0, \"id\": 1483232, \"job\": \"CG Supervisor\", \"name\": \"Michael Takarangi\"}, {\"credit_id\": \"5592b345c3a36877470012bb\", \"department\": \"Crew\", \"gender\": 0, \"id\": 1483233, \"job\": \"CG Supervisor\", \"name\": \"David Weitzberg\"}, {\"credit_id\": \"5592b37cc3a368775100113b\", \"department\": \"Crew\", \"gender\": 0, \"id\": 1483234, \"job\": \"CG Supervisor\", \"name\": \"Ben White\"}, {\"credit_id\": \"573c8e2f9251413f5d000094\", \"department\": \"Crew\", \"gender\": 1, \"id\": 1621932, \"job\": \"Stunts\", \"name\": \"Min Windle\"}]'"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            }
          },
          "metadata": {},
          "execution_count": 29
        }
      ],
      "source": [
        "# handle crew\n",
        "\n",
        "movies.iloc[0]['crew']"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 30,
      "metadata": {
        "id": "wTbbSjUU2t13"
      },
      "outputs": [],
      "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",
        "            break\n",
        "    return L"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 31,
      "metadata": {
        "id": "pmOZXc7j2t13"
      },
      "outputs": [],
      "source": [
        "movies['crew'] = movies['crew'].apply(fetch_director)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 32,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 293
        },
        "id": "dJ71dx-u2t13",
        "outputId": "fed76438-9a35-45ab-f00f-8580ea6a4526"
      },
      "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-d2dd7f1c-d87f-4bd1-af88-0ba114af4cdb\" 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-d2dd7f1c-d87f-4bd1-af88-0ba114af4cdb')\"\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-d2dd7f1c-d87f-4bd1-af88-0ba114af4cdb 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-d2dd7f1c-d87f-4bd1-af88-0ba114af4cdb');\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-76113bf9-e0a9-4fe8-98e0-c64779ad74bd\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-76113bf9-e0a9-4fe8-98e0-c64779ad74bd')\"\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-76113bf9-e0a9-4fe8-98e0-c64779ad74bd 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\": 4806,\n  \"fields\": [\n    {\n      \"column\": \"movie_id\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 88309,\n        \"min\": 5,\n        \"max\": 447027,\n        \"num_unique_values\": 4800,\n        \"samples\": [\n          8427,\n          9555,\n          10029\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"title\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 4797,\n        \"samples\": [\n          \"Two Brothers\",\n          \"From Paris with Love\",\n          \"Walk the Line\"\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\": \"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": 32
        }
      ],
      "source": [
        "movies.head()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 33,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 53
        },
        "id": "5UqJ8QCr2t13",
        "outputId": "1514f69d-89cb-4595-f8f0-c8fd5b9e17cc"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "'In the 22nd century, a paraplegic Marine is dispatched to the moon Pandora on a unique mission, but becomes torn between following orders and protecting an alien civilization.'"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            }
          },
          "metadata": {},
          "execution_count": 33
        }
      ],
      "source": [
        "# handle overview (converting to list)\n",
        "\n",
        "movies.iloc[0]['overview']"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 34,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 244
        },
        "id": "gMjXZ6Go2t13",
        "outputId": "cc28c8a3-bc8b-4b0b-bd09-84fc4828f186"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "      movie_id                  title  \\\n",
              "1350     31908  Ghosts of Mississippi   \n",
              "4516    385636  Juliet and Alfa Romeo   \n",
              "4313     49951   Certifiably Jonathan   \n",
              "1612     50456                  Hanna   \n",
              "\n",
              "                                               overview  \\\n",
              "1350  [Ghosts, of, Mississippi, is, a, drama, coveri...   \n",
              "4516  [Tilen, (18),, an, attractive, high, school, s...   \n",
              "4313  [A, famous, comedian, and, artist, wants, to, ...   \n",
              "1612  [A, 16-year-old, girl, raised, by, her, father...   \n",
              "\n",
              "                             genres  \\\n",
              "1350               [History, Drama]   \n",
              "4516                [Comedy, Drama]   \n",
              "4313                       [Comedy]   \n",
              "1612  [Action, Thriller, Adventure]   \n",
              "\n",
              "                                               keywords  \\\n",
              "1350   [assassin, widow, trial, civil rights, activist]   \n",
              "4516          [pornography, sex, love, teenager, death]   \n",
              "4313                                                 []   \n",
              "1612  [assassin, self sacrifice, strip club, secret ...   \n",
              "\n",
              "                                                   cast  \\\n",
              "1350       [Alec Baldwin, James Woods, Virginia Madsen]   \n",
              "4516  [Dario Nožić Serini, Jan Gerl Korenc, Špela Co...   \n",
              "4313  [Jonathan Winters, Robin Williams, Sarah Silve...   \n",
              "1612           [Saoirse Ronan, Eric Bana, Vicky Krieps]   \n",
              "\n",
              "                         crew  \n",
              "1350             [Rob Reiner]  \n",
              "4516          [Blaž Završnik]  \n",
              "4313  [James David Pasternak]  \n",
              "1612             [Joe Wright]  "
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-b1efdb5e-0333-4518-ade2-9a8fc7b16011\" 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>1350</th>\n",
              "      <td>31908</td>\n",
              "      <td>Ghosts of Mississippi</td>\n",
              "      <td>[Ghosts, of, Mississippi, is, a, drama, coveri...</td>\n",
              "      <td>[History, Drama]</td>\n",
              "      <td>[assassin, widow, trial, civil rights, activist]</td>\n",
              "      <td>[Alec Baldwin, James Woods, Virginia Madsen]</td>\n",
              "      <td>[Rob Reiner]</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4516</th>\n",
              "      <td>385636</td>\n",
              "      <td>Juliet and Alfa Romeo</td>\n",
              "      <td>[Tilen, (18),, an, attractive, high, school, s...</td>\n",
              "      <td>[Comedy, Drama]</td>\n",
              "      <td>[pornography, sex, love, teenager, death]</td>\n",
              "      <td>[Dario Nožić Serini, Jan Gerl Korenc, Špela Co...</td>\n",
              "      <td>[Blaž Završnik]</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4313</th>\n",
              "      <td>49951</td>\n",
              "      <td>Certifiably Jonathan</td>\n",
              "      <td>[A, famous, comedian, and, artist, wants, to, ...</td>\n",
              "      <td>[Comedy]</td>\n",
              "      <td>[]</td>\n",
              "      <td>[Jonathan Winters, Robin Williams, Sarah Silve...</td>\n",
              "      <td>[James David Pasternak]</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1612</th>\n",
              "      <td>50456</td>\n",
              "      <td>Hanna</td>\n",
              "      <td>[A, 16-year-old, girl, raised, by, her, father...</td>\n",
              "      <td>[Action, Thriller, Adventure]</td>\n",
              "      <td>[assassin, self sacrifice, strip club, secret ...</td>\n",
              "      <td>[Saoirse Ronan, Eric Bana, Vicky Krieps]</td>\n",
              "      <td>[Joe Wright]</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-b1efdb5e-0333-4518-ade2-9a8fc7b16011')\"\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-b1efdb5e-0333-4518-ade2-9a8fc7b16011 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-b1efdb5e-0333-4518-ade2-9a8fc7b16011');\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-12e85d91-b5ee-481c-ba02-7323e42e851b\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-12e85d91-b5ee-481c-ba02-7323e42e851b')\"\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-12e85d91-b5ee-481c-ba02-7323e42e851b 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\",\n  \"rows\": 4,\n  \"fields\": [\n    {\n      \"column\": \"movie_id\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 170983,\n        \"min\": 31908,\n        \"max\": 385636,\n        \"num_unique_values\": 4,\n        \"samples\": [\n          385636,\n          50456,\n          31908\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"title\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 4,\n        \"samples\": [\n          \"Juliet and Alfa Romeo\",\n          \"Hanna\",\n          \"Ghosts of Mississippi\"\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": 34
        }
      ],
      "source": [
        "movies['overview'] = movies['overview'].apply(lambda x:x.split())\n",
        "movies.sample(4)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 35,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "GuTD-I9s2t13",
        "outputId": "47ce236d-a510-42b8-dac4-4d5c8a4b8e66"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "['In',\n",
              " 'the',\n",
              " '22nd',\n",
              " 'century,',\n",
              " 'a',\n",
              " 'paraplegic',\n",
              " 'Marine',\n",
              " 'is',\n",
              " 'dispatched',\n",
              " 'to',\n",
              " 'the',\n",
              " 'moon',\n",
              " 'Pandora',\n",
              " 'on',\n",
              " 'a',\n",
              " 'unique',\n",
              " 'mission,',\n",
              " 'but',\n",
              " 'becomes',\n",
              " 'torn',\n",
              " 'between',\n",
              " 'following',\n",
              " 'orders',\n",
              " 'and',\n",
              " 'protecting',\n",
              " 'an',\n",
              " 'alien',\n",
              " 'civilization.']"
            ]
          },
          "metadata": {},
          "execution_count": 35
        }
      ],
      "source": [
        "movies.iloc[0]['overview']"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 36,
      "metadata": {
        "id": "2mfm48Ba2t13"
      },
      "outputs": [],
      "source": [
        "# now removing space like that\n",
        "'Anna Kendrick'\n",
        "'AnnaKendrick'\n",
        "\n",
        "def remove_space(L):\n",
        "    L1 = []\n",
        "    for i in L:\n",
        "        L1.append(i.replace(\" \",\"\"))\n",
        "    return L1"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 38,
      "metadata": {
        "id": "azMbi0XF2t13"
      },
      "outputs": [],
      "source": [
        "movies['cast'] = movies['cast'].apply(remove_space)\n",
        "movies['crew'] = movies['crew'].apply(remove_space)\n",
        "movies['genres'] = movies['genres'].apply(remove_space)\n",
        "movies['keywords'] = movies['keywords'].apply(remove_space)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 40,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 293
        },
        "id": "adq_7Zp72t13",
        "outputId": "01998601-3ef4-4809-9441-48508dc258e9"
      },
      "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]  "
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-377d0272-aef3-465b-a055-e3cf87ef9018\" 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, Marin...</td>\n",
              "      <td>[Action, Adventure, Fantasy, ScienceFiction]</td>\n",
              "      <td>[cultureclash, future, spacewar, spacecolony, ...</td>\n",
              "      <td>[SamWorthington, ZoeSaldana, SigourneyWeaver]</td>\n",
              "      <td>[JamesCameron]</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>285</td>\n",
              "      <td>Pirates of the Caribbean: At World's End</td>\n",
              "      <td>[Captain, Barbossa,, long, believed, to, be, d...</td>\n",
              "      <td>[Adventure, Fantasy, Action]</td>\n",
              "      <td>[ocean, drugabuse, exoticisland, eastindiatrad...</td>\n",
              "      <td>[JohnnyDepp, OrlandoBloom, KeiraKnightley]</td>\n",
              "      <td>[GoreVerbinski]</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>206647</td>\n",
              "      <td>Spectre</td>\n",
              "      <td>[A, cryptic, message, from, Bond’s, past, send...</td>\n",
              "      <td>[Action, Adventure, Crime]</td>\n",
              "      <td>[spy, basedonnovel, secretagent, sequel, mi6, ...</td>\n",
              "      <td>[DanielCraig, ChristophWaltz, LéaSeydoux]</td>\n",
              "      <td>[SamMendes]</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>49026</td>\n",
              "      <td>The Dark Knight Rises</td>\n",
              "      <td>[Following, the, death, of, District, Attorney...</td>\n",
              "      <td>[Action, Crime, Drama, Thriller]</td>\n",
              "      <td>[dccomics, crimefighter, terrorist, secretiden...</td>\n",
              "      <td>[ChristianBale, MichaelCaine, GaryOldman]</td>\n",
              "      <td>[ChristopherNolan]</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>49529</td>\n",
              "      <td>John Carter</td>\n",
              "      <td>[John, Carter, is, a, war-weary,, former, mili...</td>\n",
              "      <td>[Action, Adventure, ScienceFiction]</td>\n",
              "      <td>[basedonnovel, mars, medallion, spacetravel, p...</td>\n",
              "      <td>[TaylorKitsch, LynnCollins, SamanthaMorton]</td>\n",
              "      <td>[AndrewStanton]</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-377d0272-aef3-465b-a055-e3cf87ef9018')\"\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-377d0272-aef3-465b-a055-e3cf87ef9018 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-377d0272-aef3-465b-a055-e3cf87ef9018');\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-984a4e18-27ec-47b4-9683-d3718dd597eb\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-984a4e18-27ec-47b4-9683-d3718dd597eb')\"\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-984a4e18-27ec-47b4-9683-d3718dd597eb 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\": 4806,\n  \"fields\": [\n    {\n      \"column\": \"movie_id\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 88309,\n        \"min\": 5,\n        \"max\": 447027,\n        \"num_unique_values\": 4800,\n        \"samples\": [\n          8427,\n          9555,\n          10029\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"title\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 4797,\n        \"samples\": [\n          \"Two Brothers\",\n          \"From Paris with Love\",\n          \"Walk the Line\"\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": 40
        }
      ],
      "source": [
        "movies.head()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 41,
      "metadata": {
        "id": "BUeQ-nDH2t14"
      },
      "outputs": [],
      "source": [
        "# Concatinate all\n",
        "movies['tags'] = movies['overview'] + movies['genres'] + movies['keywords'] + movies['cast'] + movies['crew']"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 42,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 293
        },
        "id": "i3_HXuBh2t14",
        "outputId": "dc93e579-7e6c-4183-e4d5-cee92ef5c191"
      },
      "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",
              "4  [John, Carter, is, a, war-weary,, former, mili...  "
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-faf62f1e-efc2-4e81-ac31-c9be12e2961d\" 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",
              "      <th>tags</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>19995</td>\n",
              "      <td>Avatar</td>\n",
              "      <td>[In, the, 22nd, century,, a, paraplegic, Marin...</td>\n",
              "      <td>[Action, Adventure, Fantasy, ScienceFiction]</td>\n",
              "      <td>[cultureclash, future, spacewar, spacecolony, ...</td>\n",
              "      <td>[SamWorthington, ZoeSaldana, SigourneyWeaver]</td>\n",
              "      <td>[JamesCameron]</td>\n",
              "      <td>[In, the, 22nd, century,, a, paraplegic, Marin...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>285</td>\n",
              "      <td>Pirates of the Caribbean: At World's End</td>\n",
              "      <td>[Captain, Barbossa,, long, believed, to, be, d...</td>\n",
              "      <td>[Adventure, Fantasy, Action]</td>\n",
              "      <td>[ocean, drugabuse, exoticisland, eastindiatrad...</td>\n",
              "      <td>[JohnnyDepp, OrlandoBloom, KeiraKnightley]</td>\n",
              "      <td>[GoreVerbinski]</td>\n",
              "      <td>[Captain, Barbossa,, long, believed, to, be, d...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>206647</td>\n",
              "      <td>Spectre</td>\n",
              "      <td>[A, cryptic, message, from, Bond’s, past, send...</td>\n",
              "      <td>[Action, Adventure, Crime]</td>\n",
              "      <td>[spy, basedonnovel, secretagent, sequel, mi6, ...</td>\n",
              "      <td>[DanielCraig, ChristophWaltz, LéaSeydoux]</td>\n",
              "      <td>[SamMendes]</td>\n",
              "      <td>[A, cryptic, message, from, Bond’s, past, send...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>49026</td>\n",
              "      <td>The Dark Knight Rises</td>\n",
              "      <td>[Following, the, death, of, District, Attorney...</td>\n",
              "      <td>[Action, Crime, Drama, Thriller]</td>\n",
              "      <td>[dccomics, crimefighter, terrorist, secretiden...</td>\n",
              "      <td>[ChristianBale, MichaelCaine, GaryOldman]</td>\n",
              "      <td>[ChristopherNolan]</td>\n",
              "      <td>[Following, the, death, of, District, Attorney...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>49529</td>\n",
              "      <td>John Carter</td>\n",
              "      <td>[John, Carter, is, a, war-weary,, former, mili...</td>\n",
              "      <td>[Action, Adventure, ScienceFiction]</td>\n",
              "      <td>[basedonnovel, mars, medallion, spacetravel, p...</td>\n",
              "      <td>[TaylorKitsch, LynnCollins, SamanthaMorton]</td>\n",
              "      <td>[AndrewStanton]</td>\n",
              "      <td>[John, Carter, is, a, war-weary,, former, mili...</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-faf62f1e-efc2-4e81-ac31-c9be12e2961d')\"\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-faf62f1e-efc2-4e81-ac31-c9be12e2961d 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-faf62f1e-efc2-4e81-ac31-c9be12e2961d');\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-89d34a10-eeb6-4608-84dc-5ad9112ce5b5\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-89d34a10-eeb6-4608-84dc-5ad9112ce5b5')\"\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-89d34a10-eeb6-4608-84dc-5ad9112ce5b5 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\": 4806,\n  \"fields\": [\n    {\n      \"column\": \"movie_id\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 88309,\n        \"min\": 5,\n        \"max\": 447027,\n        \"num_unique_values\": 4800,\n        \"samples\": [\n          8427,\n          9555,\n          10029\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"title\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 4797,\n        \"samples\": [\n          \"Two Brothers\",\n          \"From Paris with Love\",\n          \"Walk the Line\"\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": 42
        }
      ],
      "source": [
        "movies.head()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 43,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ywWmpfcC2t19",
        "outputId": "47653ed9-12d1-4619-d101-cc767a5d8d8c"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "['In',\n",
              " 'the',\n",
              " '22nd',\n",
              " 'century,',\n",
              " 'a',\n",
              " 'paraplegic',\n",
              " 'Marine',\n",
              " 'is',\n",
              " 'dispatched',\n",
              " 'to',\n",
              " 'the',\n",
              " 'moon',\n",
              " 'Pandora',\n",
              " 'on',\n",
              " 'a',\n",
              " 'unique',\n",
              " 'mission,',\n",
              " 'but',\n",
              " 'becomes',\n",
              " 'torn',\n",
              " 'between',\n",
              " 'following',\n",
              " 'orders',\n",
              " 'and',\n",
              " 'protecting',\n",
              " 'an',\n",
              " 'alien',\n",
              " 'civilization.',\n",
              " 'Action',\n",
              " 'Adventure',\n",
              " 'Fantasy',\n",
              " 'ScienceFiction',\n",
              " 'cultureclash',\n",
              " 'future',\n",
              " 'spacewar',\n",
              " 'spacecolony',\n",
              " 'society',\n",
              " 'spacetravel',\n",
              " 'futuristic',\n",
              " 'romance',\n",
              " 'space',\n",
              " 'alien',\n",
              " 'tribe',\n",
              " 'alienplanet',\n",
              " 'cgi',\n",
              " 'marine',\n",
              " 'soldier',\n",
              " 'battle',\n",
              " 'loveaffair',\n",
              " 'antiwar',\n",
              " 'powerrelations',\n",
              " 'mindandsoul',\n",
              " '3d',\n",
              " 'SamWorthington',\n",
              " 'ZoeSaldana',\n",
              " 'SigourneyWeaver',\n",
              " 'JamesCameron']"
            ]
          },
          "metadata": {},
          "execution_count": 43
        }
      ],
      "source": [
        "movies.iloc[0]['tags']"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 44,
      "metadata": {
        "id": "9wyAs3ys2t19"
      },
      "outputs": [],
      "source": [
        "# droping those extra columns\n",
        "new_df = movies[['movie_id','title','tags']]"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 45,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 206
        },
        "id": "Iiw4bcLo2t19",
        "outputId": "1f8d99b2-ee2e-448a-81f3-d17d2ad40c0a"
      },
      "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",
              "                                                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...  "
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-3bd70cc5-d7b4-431e-8129-2b2959cb8b74\" 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>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",
              "  </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-3bd70cc5-d7b4-431e-8129-2b2959cb8b74')\"\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-3bd70cc5-d7b4-431e-8129-2b2959cb8b74 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-3bd70cc5-d7b4-431e-8129-2b2959cb8b74');\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-4b55d3ff-9ba6-45d9-aa38-eb38bc7ec463\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-4b55d3ff-9ba6-45d9-aa38-eb38bc7ec463')\"\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-4b55d3ff-9ba6-45d9-aa38-eb38bc7ec463 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": "new_df",
              "summary": "{\n  \"name\": \"new_df\",\n  \"rows\": 4806,\n  \"fields\": [\n    {\n      \"column\": \"movie_id\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 88309,\n        \"min\": 5,\n        \"max\": 447027,\n        \"num_unique_values\": 4800,\n        \"samples\": [\n          8427,\n          9555,\n          10029\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"title\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 4797,\n        \"samples\": [\n          \"Two Brothers\",\n          \"From Paris with Love\",\n          \"Walk the Line\"\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": 45
        }
      ],
      "source": [
        "new_df.head()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 46,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 310
        },
        "id": "eWsLnocp2t19",
        "outputId": "95bab2ad-f201-4efa-8609-ec9bd318d1f5"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "<ipython-input-46-a641d7570f8e>: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: \" \".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",
              "                                                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...  "
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-f0273f00-ec69-4bf1-a2db-9f306d350c40\" 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>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>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-f0273f00-ec69-4bf1-a2db-9f306d350c40')\"\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-f0273f00-ec69-4bf1-a2db-9f306d350c40 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-f0273f00-ec69-4bf1-a2db-9f306d350c40');\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-7b343df1-3c63-4e22-bae5-f50b4ddb6b10\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-7b343df1-3c63-4e22-bae5-f50b4ddb6b10')\"\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-7b343df1-3c63-4e22-bae5-f50b4ddb6b10 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": "new_df",
              "summary": "{\n  \"name\": \"new_df\",\n  \"rows\": 4806,\n  \"fields\": [\n    {\n      \"column\": \"movie_id\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 88309,\n        \"min\": 5,\n        \"max\": 447027,\n        \"num_unique_values\": 4800,\n        \"samples\": [\n          8427,\n          9555,\n          10029\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"title\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 4797,\n        \"samples\": [\n          \"Two Brothers\",\n          \"From Paris with Love\",\n          \"Walk the Line\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"tags\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 4806,\n        \"samples\": [\n          \"The impressionistic story of a Texas family in the 1950s. The film follows the life journey of the eldest son, Jack, through the innocence of childhood to his disillusioned adult years as he tries to reconcile a complicated relationship with his father. Jack finds himself a lost soul in the modern world, seeking answers to the origins and meaning of life while questioning the existence of faith. Drama Fantasy philosophy fathersonrelationship redhair brothersisterrelationship sun telegram tree meteor afterlife deathofachild independentfilm spirituality outerspace dinosaur voiceover verylittledialogue tarkovskyesque BradPitt SeanPenn JessicaChastain TerrenceMalick\",\n          \"Set in South Carolina in 1964, this is the tale of Lily Owens a 14 year-old girl who is haunted by the memory of her late mother. To escape her lonely life and troubled relationship with her father, Lily flees with Rosaleen, her caregiver and only friend, to a South Carolina town that holds the secret to her mother's past. Adventure womandirector DakotaFanning QueenLatifah JenniferHudson GinaPrince-Bythewood\",\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. Action Adventure Thriller War competition submachinegun sovietunion liberation russian soviettroops thailand freedomfighter afghanistan waronfreedom machinegun mujahid realityshow western japanesefood soapopera SylvesterStallone RichardCrenna KurtwoodSmith PeterMacDonald\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 46
        }
      ],
      "source": [
        "# Converting list to str\n",
        "new_df['tags'] = new_df['tags'].apply(lambda x: \" \".join(x))\n",
        "new_df.head()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 47,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 70
        },
        "id": "2hPy2r9H2t19",
        "outputId": "5998ba18-37d2-4c5e-b5d5-dd795de96f93"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "'In the 22nd century, a paraplegic Marine is dispatched to the moon Pandora on a unique mission, but becomes torn between following orders and protecting an alien civilization. Action Adventure Fantasy ScienceFiction cultureclash future spacewar spacecolony society spacetravel futuristic romance space alien tribe alienplanet cgi marine soldier battle loveaffair antiwar powerrelations mindandsoul 3d SamWorthington ZoeSaldana SigourneyWeaver JamesCameron'"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            }
          },
          "metadata": {},
          "execution_count": 47
        }
      ],
      "source": [
        "new_df.iloc[0]['tags']"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 48,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "YrktDVbv2t19",
        "outputId": "d470927b-26b0-42cb-f4eb-0222260ce30c"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "<ipython-input-48-9c6ff5dce70f>: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"
          ]
        }
      ],
      "source": [
        "# Converting to lower case\n",
        "new_df['tags'] = new_df['tags'].apply(lambda x:x.lower())"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 49,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 206
        },
        "id": "IdUUpDdJ2t19",
        "outputId": "6afd674f-9ad7-4fab-bb05-ee5421b6c7b5"
      },
      "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",
              "                                                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...  "
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-0f960861-f75e-4a3f-9108-b770531d35aa\" 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>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>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-0f960861-f75e-4a3f-9108-b770531d35aa')\"\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-0f960861-f75e-4a3f-9108-b770531d35aa 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-0f960861-f75e-4a3f-9108-b770531d35aa');\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-edb08173-629b-4a3f-aa27-0596c294c5d2\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-edb08173-629b-4a3f-aa27-0596c294c5d2')\"\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-edb08173-629b-4a3f-aa27-0596c294c5d2 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": "new_df",
              "summary": "{\n  \"name\": \"new_df\",\n  \"rows\": 4806,\n  \"fields\": [\n    {\n      \"column\": \"movie_id\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 88309,\n        \"min\": 5,\n        \"max\": 447027,\n        \"num_unique_values\": 4800,\n        \"samples\": [\n          8427,\n          9555,\n          10029\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"title\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 4797,\n        \"samples\": [\n          \"Two Brothers\",\n          \"From Paris with Love\",\n          \"Walk the Line\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"tags\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 4806,\n        \"samples\": [\n          \"the impressionistic story of a texas family in the 1950s. the film follows the life journey of the eldest son, jack, through the innocence of childhood to his disillusioned adult years as he tries to reconcile a complicated relationship with his father. jack finds himself a lost soul in the modern world, seeking answers to the origins and meaning of life while questioning the existence of faith. drama fantasy philosophy fathersonrelationship redhair brothersisterrelationship sun telegram tree meteor afterlife deathofachild independentfilm spirituality outerspace dinosaur voiceover verylittledialogue tarkovskyesque bradpitt seanpenn jessicachastain terrencemalick\",\n          \"set in south carolina in 1964, this is the tale of lily owens a 14 year-old girl who is haunted by the memory of her late mother. to escape her lonely life and troubled relationship with her father, lily flees with rosaleen, her caregiver and only friend, to a south carolina town that holds the secret to her mother's past. adventure womandirector dakotafanning queenlatifah jenniferhudson ginaprince-bythewood\",\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. action adventure thriller war competition submachinegun sovietunion liberation russian soviettroops thailand freedomfighter afghanistan waronfreedom machinegun mujahid realityshow western japanesefood soapopera sylvesterstallone richardcrenna kurtwoodsmith petermacdonald\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 49
        }
      ],
      "source": [
        "new_df.head()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 50,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 70
        },
        "id": "JufLcZbD2t19",
        "outputId": "8bf459fb-de9a-4565-924c-c4c831483e43"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "'in the 22nd century, a paraplegic marine is dispatched to the moon pandora on a unique mission, but becomes torn between following orders and protecting an alien civilization. action adventure fantasy sciencefiction cultureclash future spacewar spacecolony society spacetravel futuristic romance space alien tribe alienplanet cgi marine soldier battle loveaffair antiwar powerrelations mindandsoul 3d samworthington zoesaldana sigourneyweaver jamescameron'"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            }
          },
          "metadata": {},
          "execution_count": 50
        }
      ],
      "source": [
        "new_df.iloc[0]['tags']"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 51,
      "metadata": {
        "id": "TrdY0K002t19"
      },
      "outputs": [],
      "source": [
        "import nltk\n",
        "from nltk.stem import PorterStemmer"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 52,
      "metadata": {
        "id": "tF6x0D2d2t19"
      },
      "outputs": [],
      "source": [
        "ps = PorterStemmer()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 53,
      "metadata": {
        "id": "Ql-NCHym2t19"
      },
      "outputs": [],
      "source": [
        "def stems(text):\n",
        "    T = []\n",
        "\n",
        "    for i in text.split():\n",
        "        T.append(ps.stem(i))\n",
        "\n",
        "    return \" \".join(T)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 54,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "19MnZbbe2t19",
        "outputId": "a2080979-3d64-4825-af8f-ec89df201d48"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "<ipython-input-54-ebce1bd97223>: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(stems)\n"
          ]
        }
      ],
      "source": [
        "new_df['tags'] = new_df['tags'].apply(stems)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 55,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 70
        },
        "id": "zATfG9_m2t1-",
        "outputId": "c43106ee-4daf-4eb2-a3e5-823f38924bf5"
      },
      "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. action adventur fantasi sciencefict cultureclash futur spacewar spacecoloni societi spacetravel futurist romanc space alien tribe alienplanet cgi marin soldier battl loveaffair antiwar powerrel mindandsoul 3d samworthington zoesaldana sigourneyweav jamescameron'"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            }
          },
          "metadata": {},
          "execution_count": 55
        }
      ],
      "source": [
        "new_df.iloc[0]['tags']"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 76,
      "metadata": {
        "id": "5nP5vTZp2t1-"
      },
      "outputs": [],
      "source": [
        "from sklearn.feature_extraction.text import CountVectorizer\n",
        "cv = CountVectorizer(max_features=5000,stop_words='english')\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 57,
      "metadata": {
        "id": "wvocjWpu2t1-"
      },
      "outputs": [],
      "source": [
        "vector = cv.fit_transform(new_df['tags']).toarray()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 58,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "X8rq8tlv2t1-",
        "outputId": "de6d2bd0-7b02-4180-bed2-5c1048a5f9cf"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([0, 0, 0, ..., 0, 0, 0])"
            ]
          },
          "metadata": {},
          "execution_count": 58
        }
      ],
      "source": [
        "vector[0]"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 59,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "KCuHaazI2t1-",
        "outputId": "988c169c-b3f6-4a41-c12a-fd63c18c86ee"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(4806, 5000)"
            ]
          },
          "metadata": {},
          "execution_count": 59
        }
      ],
      "source": [
        "vector.shape"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 62,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "KxVwwTz52t1-",
        "outputId": "2febebff-dffd-47cb-e2da-957360b34411"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "5000"
            ]
          },
          "metadata": {},
          "execution_count": 62
        }
      ],
      "source": [
        "len(cv.get_feature_names_out())"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 63,
      "metadata": {
        "id": "H0_-SwGV2t1-"
      },
      "outputs": [],
      "source": [
        "from sklearn.metrics.pairwise import cosine_similarity"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 64,
      "metadata": {
        "id": "bAQIjkPr2t1-"
      },
      "outputs": [],
      "source": [
        "similarity = cosine_similarity(vector)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 65,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "s48Y9Mgj2t1-",
        "outputId": "397bfe8d-affb-4541-96c4-d2dc48c89eca"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(4806, 4806)"
            ]
          },
          "metadata": {},
          "execution_count": 65
        }
      ],
      "source": [
        "similarity.shape"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 66,
      "metadata": {
        "id": "cdqpNUnA2t1-"
      },
      "outputs": [],
      "source": [
        "# similarity"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 67,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "YeABw2MH2t1-",
        "outputId": "f7a9a5a9-aa98-47df-9d60-2de3b963998f"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "744"
            ]
          },
          "metadata": {},
          "execution_count": 67
        }
      ],
      "source": [
        "new_df[new_df['title'] == 'The Lego Movie'].index[0]"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 68,
      "metadata": {
        "id": "Gi_silfk2t1-"
      },
      "outputs": [],
      "source": [
        "def recommend(movie):\n",
        "    index = new_df[new_df['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_df.iloc[i[0]].title)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 69,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "WPmAr_042t1-",
        "outputId": "9b65b305-bea6-46b9-c8a3-8a2e7c941135"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Spider-Man 3\n",
            "Spider-Man\n",
            "The Amazing Spider-Man\n",
            "Iron Man 2\n",
            "Superman\n"
          ]
        }
      ],
      "source": [
        "recommend('Spider-Man 2')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 70,
      "metadata": {
        "id": "WX3lKW002t1_"
      },
      "outputs": [],
      "source": [
        "import pickle"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "new_df"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 424
        },
        "id": "ELdY6Q9U7qBX",
        "outputId": "8166f4c5-f477-4a96-e83c-56c3be82b992"
      },
      "execution_count": 72,
      "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",
              "[4806 rows x 3 columns]"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-ce855d52-d1b3-4869-af9c-8a6482c17c81\" 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>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 parapleg marin is dispa...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>285</td>\n",
              "      <td>Pirates of the Caribbean: At World's End</td>\n",
              "      <td>captain barbossa, long believ to be dead, ha c...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>206647</td>\n",
              "      <td>Spectre</td>\n",
              "      <td>a cryptic messag from bond’ past send him on a...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>49026</td>\n",
              "      <td>The Dark Knight Rises</td>\n",
              "      <td>follow the death of district attorney harvey d...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>49529</td>\n",
              "      <td>John Carter</td>\n",
              "      <td>john carter is a war-weary, former militari ca...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4804</th>\n",
              "      <td>9367</td>\n",
              "      <td>El Mariachi</td>\n",
              "      <td>el mariachi just want to play hi guitar and ca...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4805</th>\n",
              "      <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>4806 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-ce855d52-d1b3-4869-af9c-8a6482c17c81')\"\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-ce855d52-d1b3-4869-af9c-8a6482c17c81 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-ce855d52-d1b3-4869-af9c-8a6482c17c81');\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-caf2d198-548c-48ed-81c2-75f868101fea\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-caf2d198-548c-48ed-81c2-75f868101fea')\"\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-caf2d198-548c-48ed-81c2-75f868101fea button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "\n",
              "  <div id=\"id_4028d42e-608d-41fc-9ace-1eab7cac758e\">\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_4028d42e-608d-41fc-9ace-1eab7cac758e 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\": 4806,\n  \"fields\": [\n    {\n      \"column\": \"movie_id\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 88309,\n        \"min\": 5,\n        \"max\": 447027,\n        \"num_unique_values\": 4800,\n        \"samples\": [\n          8427,\n          9555,\n          10029\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"title\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 4797,\n        \"samples\": [\n          \"Two Brothers\",\n          \"From Paris with Love\",\n          \"Walk the Line\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"tags\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 4806,\n        \"samples\": [\n          \"the impressionist stori of a texa famili in the 1950s. the film follow the life journey of the eldest son, jack, through the innoc of childhood to hi disillus adult year as he tri to reconcil a complic relationship with hi father. jack find himself a lost soul in the modern world, seek answer to the origin and mean of life while question the exist of faith. drama fantasi philosophi fathersonrelationship redhair brothersisterrelationship sun telegram tree meteor afterlif deathofachild independentfilm spiritu outerspac dinosaur voiceov verylittledialogu tarkovskyesqu bradpitt seanpenn jessicachastain terrencemalick\",\n          \"set in south carolina in 1964, thi is the tale of lili owen a 14 year-old girl who is haunt by the memori of her late mother. to escap her lone life and troubl relationship with her father, lili flee with rosaleen, her caregiv and onli friend, to a south carolina town that hold the secret to her mother' past. adventur womandirector dakotafan queenlatifah jenniferhudson ginaprince-bythewood\",\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. action adventur thriller war competit submachinegun sovietunion liber russian soviettroop thailand freedomfight afghanistan waronfreedom machinegun mujahid realityshow western japanesefood soapopera sylvesterstallon richardcrenna kurtwoodsmith petermacdonald\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 72
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "similarity"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "FmtTXwkU7t_i",
        "outputId": "4e36fbf2-9279-4b43-d3d1-602ec86b55bc"
      },
      "execution_count": 73,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([[1.        , 0.08346223, 0.0860309 , ..., 0.04499213, 0.        ,\n",
              "        0.        ],\n",
              "       [0.08346223, 1.        , 0.06063391, ..., 0.02378257, 0.        ,\n",
              "        0.02615329],\n",
              "       [0.0860309 , 0.06063391, 1.        , ..., 0.02451452, 0.        ,\n",
              "        0.        ],\n",
              "       ...,\n",
              "       [0.04499213, 0.02378257, 0.02451452, ..., 1.        , 0.03962144,\n",
              "        0.04229549],\n",
              "       [0.        , 0.        , 0.        , ..., 0.03962144, 1.        ,\n",
              "        0.08714204],\n",
              "       [0.        , 0.02615329, 0.        , ..., 0.04229549, 0.08714204,\n",
              "        1.        ]])"
            ]
          },
          "metadata": {},
          "execution_count": 73
        }
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 74,
      "metadata": {
        "id": "CGIKRKX52t1_"
      },
      "outputs": [],
      "source": [
        "pickle.dump(new_df,open('/content/drive/MyDrive/Recommender_System/artifacts/movie_list.pkl','wb'))\n",
        "pickle.dump(similarity,open('/content/drive/MyDrive/Recommender_System/artifacts/similarity.pkl','wb'))"
      ]
    }
  ],
  "metadata": {
    "kernelspec": {
      "display_name": "Python 3",
      "language": "python",
      "name": "python3"
    },
    "language_info": {
      "codemirror_mode": {
        "name": "ipython",
        "version": 3
      },
      "file_extension": ".py",
      "mimetype": "text/x-python",
      "name": "python",
      "nbconvert_exporter": "python",
      "pygments_lexer": "ipython3",
      "version": "3.8.5"
    },
    "colab": {
      "provenance": []
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}