Movie_Recommendation_system.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": [],
      "gpuType": "T4"
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "code",
      "execution_count": 2,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "3ErFOY2fq2E6",
        "outputId": "6a98470b-8e35-4752-d8ad-c5a9b7ad5f5b"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "[nltk_data] Downloading package punkt to /root/nltk_data...\n",
            "[nltk_data]   Package punkt is already up-to-date!\n",
            "[nltk_data] Downloading package stopwords to /root/nltk_data...\n",
            "[nltk_data]   Package stopwords is already up-to-date!\n"
          ]
        }
      ],
      "source": [
        "import numpy as np\n",
        "import pandas as pd\n",
        "import ast\n",
        "import re\n",
        "import nltk\n",
        "from nltk.stem import PorterStemmer\n",
        "from nltk.tokenize import word_tokenize\n",
        "from nltk.corpus import stopwords\n",
        "nltk.download('punkt')\n",
        "nltk.download('stopwords')\n",
        "from sklearn.feature_extraction.text import CountVectorizer\n",
        "from sklearn.metrics.pairwise import cosine_similarity\n",
        "import warnings\n",
        "warnings.filterwarnings('ignore')"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "credits_data = pd.read_csv('/content/tmdb_5000_credits.csv')\n",
        "movies_data = pd.read_csv('/content/tmdb_5000_movies.csv')"
      ],
      "metadata": {
        "id": "hpEplbtJt-wA"
      },
      "execution_count": 3,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "credits_data.head()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 293
        },
        "id": "Dfz6RZFI_NFh",
        "outputId": "d668379c-1d0c-4ff3-9557-b168ccb703ca"
      },
      "execution_count": 4,
      "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-3e56a378-2c0f-4e33-80a9-2acd38708f4b\" 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-3e56a378-2c0f-4e33-80a9-2acd38708f4b')\"\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-3e56a378-2c0f-4e33-80a9-2acd38708f4b 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-3e56a378-2c0f-4e33-80a9-2acd38708f4b');\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-b5b6761a-f01b-4370-ace3-a319050744a5\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-b5b6761a-f01b-4370-ace3-a319050744a5')\"\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-b5b6761a-f01b-4370-ace3-a319050744a5 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_data",
              "summary": "{\n  \"name\": \"credits_data\",\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": 4
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "movies_data.head()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 729
        },
        "id": "S0qmlQsJ_XMh",
        "outputId": "ed1bcdcd-0041-49a1-b76a-857192068cc7"
      },
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "      budget                                             genres  \\\n",
              "0  237000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   \n",
              "1  300000000  [{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"...   \n",
              "2  245000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   \n",
              "3  250000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 80, \"nam...   \n",
              "4  260000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   \n",
              "\n",
              "                                       homepage      id  \\\n",
              "0                   http://www.avatarmovie.com/   19995   \n",
              "1  http://disney.go.com/disneypictures/pirates/     285   \n",
              "2   http://www.sonypictures.com/movies/spectre/  206647   \n",
              "3            http://www.thedarkknightrises.com/   49026   \n",
              "4          http://movies.disney.com/john-carter   49529   \n",
              "\n",
              "                                            keywords original_language  \\\n",
              "0  [{\"id\": 1463, \"name\": \"culture clash\"}, {\"id\":...                en   \n",
              "1  [{\"id\": 270, \"name\": \"ocean\"}, {\"id\": 726, \"na...                en   \n",
              "2  [{\"id\": 470, \"name\": \"spy\"}, {\"id\": 818, \"name...                en   \n",
              "3  [{\"id\": 849, \"name\": \"dc comics\"}, {\"id\": 853,...                en   \n",
              "4  [{\"id\": 818, \"name\": \"based on novel\"}, {\"id\":...                en   \n",
              "\n",
              "                             original_title  \\\n",
              "0                                    Avatar   \n",
              "1  Pirates of the Caribbean: At World's End   \n",
              "2                                   Spectre   \n",
              "3                     The Dark Knight Rises   \n",
              "4                               John Carter   \n",
              "\n",
              "                                            overview  popularity  \\\n",
              "0  In the 22nd century, a paraplegic Marine is di...  150.437577   \n",
              "1  Captain Barbossa, long believed to be dead, ha...  139.082615   \n",
              "2  A cryptic message from Bond’s past sends him o...  107.376788   \n",
              "3  Following the death of District Attorney Harve...  112.312950   \n",
              "4  John Carter is a war-weary, former military ca...   43.926995   \n",
              "\n",
              "                                production_companies  \\\n",
              "0  [{\"name\": \"Ingenious Film Partners\", \"id\": 289...   \n",
              "1  [{\"name\": \"Walt Disney Pictures\", \"id\": 2}, {\"...   \n",
              "2  [{\"name\": \"Columbia Pictures\", \"id\": 5}, {\"nam...   \n",
              "3  [{\"name\": \"Legendary Pictures\", \"id\": 923}, {\"...   \n",
              "4        [{\"name\": \"Walt Disney Pictures\", \"id\": 2}]   \n",
              "\n",
              "                                production_countries release_date     revenue  \\\n",
              "0  [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   2009-12-10  2787965087   \n",
              "1  [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   2007-05-19   961000000   \n",
              "2  [{\"iso_3166_1\": \"GB\", \"name\": \"United Kingdom\"...   2015-10-26   880674609   \n",
              "3  [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   2012-07-16  1084939099   \n",
              "4  [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   2012-03-07   284139100   \n",
              "\n",
              "   runtime                                   spoken_languages    status  \\\n",
              "0    162.0  [{\"iso_639_1\": \"en\", \"name\": \"English\"}, {\"iso...  Released   \n",
              "1    169.0           [{\"iso_639_1\": \"en\", \"name\": \"English\"}]  Released   \n",
              "2    148.0  [{\"iso_639_1\": \"fr\", \"name\": \"Fran\\u00e7ais\"},...  Released   \n",
              "3    165.0           [{\"iso_639_1\": \"en\", \"name\": \"English\"}]  Released   \n",
              "4    132.0           [{\"iso_639_1\": \"en\", \"name\": \"English\"}]  Released   \n",
              "\n",
              "                                          tagline  \\\n",
              "0                     Enter the World of Pandora.   \n",
              "1  At the end of the world, the adventure begins.   \n",
              "2                           A Plan No One Escapes   \n",
              "3                                 The Legend Ends   \n",
              "4            Lost in our world, found in another.   \n",
              "\n",
              "                                      title  vote_average  vote_count  \n",
              "0                                    Avatar           7.2       11800  \n",
              "1  Pirates of the Caribbean: At World's End           6.9        4500  \n",
              "2                                   Spectre           6.3        4466  \n",
              "3                     The Dark Knight Rises           7.6        9106  \n",
              "4                               John Carter           6.1        2124  "
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-d1fad010-80f7-4b26-b63b-c9d1cb8490d0\" 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",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>245000000</td>\n",
              "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
              "      <td>http://www.sonypictures.com/movies/spectre/</td>\n",
              "      <td>206647</td>\n",
              "      <td>[{\"id\": 470, \"name\": \"spy\"}, {\"id\": 818, \"name...</td>\n",
              "      <td>en</td>\n",
              "      <td>Spectre</td>\n",
              "      <td>A cryptic message from Bond’s past sends him o...</td>\n",
              "      <td>107.376788</td>\n",
              "      <td>[{\"name\": \"Columbia Pictures\", \"id\": 5}, {\"nam...</td>\n",
              "      <td>[{\"iso_3166_1\": \"GB\", \"name\": \"United Kingdom\"...</td>\n",
              "      <td>2015-10-26</td>\n",
              "      <td>880674609</td>\n",
              "      <td>148.0</td>\n",
              "      <td>[{\"iso_639_1\": \"fr\", \"name\": \"Fran\\u00e7ais\"},...</td>\n",
              "      <td>Released</td>\n",
              "      <td>A Plan No One Escapes</td>\n",
              "      <td>Spectre</td>\n",
              "      <td>6.3</td>\n",
              "      <td>4466</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>250000000</td>\n",
              "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 80, \"nam...</td>\n",
              "      <td>http://www.thedarkknightrises.com/</td>\n",
              "      <td>49026</td>\n",
              "      <td>[{\"id\": 849, \"name\": \"dc comics\"}, {\"id\": 853,...</td>\n",
              "      <td>en</td>\n",
              "      <td>The Dark Knight Rises</td>\n",
              "      <td>Following the death of District Attorney Harve...</td>\n",
              "      <td>112.312950</td>\n",
              "      <td>[{\"name\": \"Legendary Pictures\", \"id\": 923}, {\"...</td>\n",
              "      <td>[{\"iso_3166_1\": \"US\", \"name\": \"United States o...</td>\n",
              "      <td>2012-07-16</td>\n",
              "      <td>1084939099</td>\n",
              "      <td>165.0</td>\n",
              "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
              "      <td>Released</td>\n",
              "      <td>The Legend Ends</td>\n",
              "      <td>The Dark Knight Rises</td>\n",
              "      <td>7.6</td>\n",
              "      <td>9106</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>260000000</td>\n",
              "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
              "      <td>http://movies.disney.com/john-carter</td>\n",
              "      <td>49529</td>\n",
              "      <td>[{\"id\": 818, \"name\": \"based on novel\"}, {\"id\":...</td>\n",
              "      <td>en</td>\n",
              "      <td>John Carter</td>\n",
              "      <td>John Carter is a war-weary, former military ca...</td>\n",
              "      <td>43.926995</td>\n",
              "      <td>[{\"name\": \"Walt Disney Pictures\", \"id\": 2}]</td>\n",
              "      <td>[{\"iso_3166_1\": \"US\", \"name\": \"United States o...</td>\n",
              "      <td>2012-03-07</td>\n",
              "      <td>284139100</td>\n",
              "      <td>132.0</td>\n",
              "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
              "      <td>Released</td>\n",
              "      <td>Lost in our world, found in another.</td>\n",
              "      <td>John Carter</td>\n",
              "      <td>6.1</td>\n",
              "      <td>2124</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-d1fad010-80f7-4b26-b63b-c9d1cb8490d0')\"\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-d1fad010-80f7-4b26-b63b-c9d1cb8490d0 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-d1fad010-80f7-4b26-b63b-c9d1cb8490d0');\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-f80a4914-cbc8-4715-b64a-02193a231ab0\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-f80a4914-cbc8-4715-b64a-02193a231ab0')\"\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-f80a4914-cbc8-4715-b64a-02193a231ab0 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_data",
              "summary": "{\n  \"name\": \"movies_data\",\n  \"rows\": 4803,\n  \"fields\": [\n    {\n      \"column\": \"budget\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 40722391,\n        \"min\": 0,\n        \"max\": 380000000,\n        \"num_unique_values\": 436,\n        \"samples\": [\n          439000,\n          68000000,\n          700000\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"genres\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 1175,\n        \"samples\": [\n          \"[{\\\"id\\\": 14, \\\"name\\\": \\\"Fantasy\\\"}, {\\\"id\\\": 12, \\\"name\\\": \\\"Adventure\\\"}, {\\\"id\\\": 16, \\\"name\\\": \\\"Animation\\\"}]\",\n          \"[{\\\"id\\\": 28, \\\"name\\\": \\\"Action\\\"}, {\\\"id\\\": 35, \\\"name\\\": \\\"Comedy\\\"}, {\\\"id\\\": 80, \\\"name\\\": \\\"Crime\\\"}, {\\\"id\\\": 18, \\\"name\\\": \\\"Drama\\\"}]\",\n          \"[{\\\"id\\\": 12, \\\"name\\\": \\\"Adventure\\\"}, {\\\"id\\\": 16, \\\"name\\\": \\\"Animation\\\"}, {\\\"id\\\": 10751, \\\"name\\\": \\\"Family\\\"}, {\\\"id\\\": 14, \\\"name\\\": \\\"Fantasy\\\"}, {\\\"id\\\": 878, \\\"name\\\": \\\"Science Fiction\\\"}]\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"homepage\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 1691,\n        \"samples\": [\n          \"https://www.warnerbros.com/running-scared\",\n          \"http://www.51birchstreet.com/index.php\",\n          \"http://movies2.foxjapan.com/glee/\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"id\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 88694,\n        \"min\": 5,\n        \"max\": 459488,\n        \"num_unique_values\": 4803,\n        \"samples\": [\n          8427,\n          13006,\n          18041\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"keywords\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 4222,\n        \"samples\": [\n          \"[{\\\"id\\\": 782, \\\"name\\\": \\\"assassin\\\"}, {\\\"id\\\": 1872, \\\"name\\\": \\\"loss of father\\\"}, {\\\"id\\\": 2908, \\\"name\\\": \\\"secret society\\\"}, {\\\"id\\\": 3045, \\\"name\\\": \\\"mission of murder\\\"}, {\\\"id\\\": 9748, \\\"name\\\": \\\"revenge\\\"}]\",\n          \"[{\\\"id\\\": 2987, \\\"name\\\": \\\"gang war\\\"}, {\\\"id\\\": 4942, \\\"name\\\": \\\"victim of murder\\\"}, {\\\"id\\\": 5332, \\\"name\\\": \\\"greed\\\"}, {\\\"id\\\": 6062, \\\"name\\\": \\\"hostility\\\"}, {\\\"id\\\": 156212, \\\"name\\\": \\\"spaghetti western\\\"}]\",\n          \"[{\\\"id\\\": 703, \\\"name\\\": \\\"detective\\\"}, {\\\"id\\\": 1299, \\\"name\\\": \\\"monster\\\"}, {\\\"id\\\": 6101, \\\"name\\\": \\\"engine\\\"}, {\\\"id\\\": 10988, \\\"name\\\": \\\"based on tv series\\\"}, {\\\"id\\\": 15162, \\\"name\\\": \\\"dog\\\"}]\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"original_language\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 37,\n        \"samples\": [\n          \"xx\",\n          \"ta\",\n          \"es\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"original_title\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 4801,\n        \"samples\": [\n          \"I Spy\",\n          \"Love Letters\",\n          \"Sleepover\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"overview\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 4800,\n        \"samples\": [\n          \"When the Switchblade, the most sophisticated prototype stealth fighter created yet, is stolen from the U.S. government, one of the United States' top spies, Alex Scott, is called to action. What he doesn't expect is to get teamed up with a cocky civilian, World Class Boxing Champion Kelly Robinson, on a dangerous top secret espionage mission. Their assignment: using equal parts skill and humor, catch Arnold Gundars, one of the world's most successful arms dealers.\",\n          \"When \\\"street smart\\\" rapper Christopher \\\"C-Note\\\" Hawkins (Big Boi) applies for a membership to all-white Carolina Pines Country Club, the establishment's proprietors are hardly ready to oblige him.\",\n          \"As their first year of high school looms ahead, best friends Julie, Hannah, Yancy and Farrah have one last summer sleepover. Little do they know they're about to embark on the adventure of a lifetime. Desperate to shed their nerdy status, they take part in a night-long scavenger hunt that pits them against their popular archrivals. Everything under the sun goes on -- from taking Yancy's father's car to sneaking into nightclubs!\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"popularity\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 31.816649749537774,\n        \"min\": 0.0,\n        \"max\": 875.581305,\n        \"num_unique_values\": 4802,\n        \"samples\": [\n          13.267631,\n          0.010909,\n          5.842299\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"production_companies\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 3697,\n        \"samples\": [\n          \"[{\\\"name\\\": \\\"Paramount Pictures\\\", \\\"id\\\": 4}, {\\\"name\\\": \\\"Cherry Alley Productions\\\", \\\"id\\\": 2232}]\",\n          \"[{\\\"name\\\": \\\"Twentieth Century Fox Film Corporation\\\", \\\"id\\\": 306}, {\\\"name\\\": \\\"Dune Entertainment\\\", \\\"id\\\": 444}, {\\\"name\\\": \\\"Regency Enterprises\\\", \\\"id\\\": 508}, {\\\"name\\\": \\\"Guy Walks into a Bar Productions\\\", \\\"id\\\": 2645}, {\\\"name\\\": \\\"Deep River Productions\\\", \\\"id\\\": 2646}, {\\\"name\\\": \\\"Friendly Films (II)\\\", \\\"id\\\": 81136}]\",\n          \"[{\\\"name\\\": \\\"Twentieth Century Fox Film Corporation\\\", \\\"id\\\": 306}]\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"production_countries\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 469,\n        \"samples\": [\n          \"[{\\\"iso_3166_1\\\": \\\"ES\\\", \\\"name\\\": \\\"Spain\\\"}, {\\\"iso_3166_1\\\": \\\"GB\\\", \\\"name\\\": \\\"United Kingdom\\\"}, {\\\"iso_3166_1\\\": \\\"US\\\", \\\"name\\\": \\\"United States of America\\\"}, {\\\"iso_3166_1\\\": \\\"FR\\\", \\\"name\\\": \\\"France\\\"}]\",\n          \"[{\\\"iso_3166_1\\\": \\\"US\\\", \\\"name\\\": \\\"United States of America\\\"}, {\\\"iso_3166_1\\\": \\\"CA\\\", \\\"name\\\": \\\"Canada\\\"}, {\\\"iso_3166_1\\\": \\\"DE\\\", \\\"name\\\": \\\"Germany\\\"}]\",\n          \"[{\\\"iso_3166_1\\\": \\\"DE\\\", \\\"name\\\": \\\"Germany\\\"}, {\\\"iso_3166_1\\\": \\\"ES\\\", \\\"name\\\": \\\"Spain\\\"}, {\\\"iso_3166_1\\\": \\\"GB\\\", \\\"name\\\": \\\"United Kingdom\\\"}, {\\\"iso_3166_1\\\": \\\"US\\\", \\\"name\\\": \\\"United States of America\\\"}]\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"release_date\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"num_unique_values\": 3280,\n        \"samples\": [\n          \"1966-10-16\",\n          \"1987-07-31\",\n          \"1993-09-23\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"revenue\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 162857100,\n        \"min\": 0,\n        \"max\": 2787965087,\n        \"num_unique_values\": 3297,\n        \"samples\": [\n          11833696,\n          10462500,\n          17807569\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"runtime\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 22.611934588844232,\n        \"min\": 0.0,\n        \"max\": 338.0,\n        \"num_unique_values\": 156,\n        \"samples\": [\n          74.0,\n          85.0,\n          170.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"spoken_languages\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 544,\n        \"samples\": [\n          \"[{\\\"iso_639_1\\\": \\\"es\\\", \\\"name\\\": \\\"Espa\\\\u00f1ol\\\"}, {\\\"iso_639_1\\\": \\\"en\\\", \\\"name\\\": \\\"English\\\"}, {\\\"iso_639_1\\\": \\\"fr\\\", \\\"name\\\": \\\"Fran\\\\u00e7ais\\\"}, {\\\"iso_639_1\\\": \\\"hu\\\", \\\"name\\\": \\\"Magyar\\\"}]\",\n          \"[{\\\"iso_639_1\\\": \\\"en\\\", \\\"name\\\": \\\"English\\\"}, {\\\"iso_639_1\\\": \\\"it\\\", \\\"name\\\": \\\"Italiano\\\"}, {\\\"iso_639_1\\\": \\\"pt\\\", \\\"name\\\": \\\"Portugu\\\\u00eas\\\"}]\",\n          \"[{\\\"iso_639_1\\\": \\\"de\\\", \\\"name\\\": \\\"Deutsch\\\"}, {\\\"iso_639_1\\\": \\\"it\\\", \\\"name\\\": \\\"Italiano\\\"}, {\\\"iso_639_1\\\": \\\"la\\\", \\\"name\\\": \\\"Latin\\\"}, {\\\"iso_639_1\\\": \\\"pl\\\", \\\"name\\\": \\\"Polski\\\"}]\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"status\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 3,\n        \"samples\": [\n          \"Released\",\n          \"Post Production\",\n          \"Rumored\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"tagline\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 3944,\n        \"samples\": [\n          \"When you're 17, every day is war.\",\n          \"An Unspeakable Horror. A Creative Genius. Captured For Eternity.\",\n          \"May the schwartz be with you\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"title\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 4800,\n        \"samples\": [\n          \"I Spy\",\n          \"Who's Your Caddy?\",\n          \"Sleepover\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"vote_average\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 1.1946121628478923,\n        \"min\": 0.0,\n        \"max\": 10.0,\n        \"num_unique_values\": 71,\n        \"samples\": [\n          5.1,\n          7.2,\n          4.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"vote_count\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 1234,\n        \"min\": 0,\n        \"max\": 13752,\n        \"num_unique_values\": 1609,\n        \"samples\": [\n          7604,\n          3428,\n          225\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 5
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "movies = movies_data.merge(credits_data, on = 'title')"
      ],
      "metadata": {
        "id": "ahiHVLgJ_abY"
      },
      "execution_count": 6,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "movies.head()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 759
        },
        "id": "CPfJ7mhBAPPT",
        "outputId": "d7bf9925-6a67-4ebd-f6a8-e8757fa79936"
      },
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "      budget                                             genres  \\\n",
              "0  237000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   \n",
              "1  300000000  [{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"...   \n",
              "2  245000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   \n",
              "3  250000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 80, \"nam...   \n",
              "4  260000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   \n",
              "\n",
              "                                       homepage      id  \\\n",
              "0                   http://www.avatarmovie.com/   19995   \n",
              "1  http://disney.go.com/disneypictures/pirates/     285   \n",
              "2   http://www.sonypictures.com/movies/spectre/  206647   \n",
              "3            http://www.thedarkknightrises.com/   49026   \n",
              "4          http://movies.disney.com/john-carter   49529   \n",
              "\n",
              "                                            keywords original_language  \\\n",
              "0  [{\"id\": 1463, \"name\": \"culture clash\"}, {\"id\":...                en   \n",
              "1  [{\"id\": 270, \"name\": \"ocean\"}, {\"id\": 726, \"na...                en   \n",
              "2  [{\"id\": 470, \"name\": \"spy\"}, {\"id\": 818, \"name...                en   \n",
              "3  [{\"id\": 849, \"name\": \"dc comics\"}, {\"id\": 853,...                en   \n",
              "4  [{\"id\": 818, \"name\": \"based on novel\"}, {\"id\":...                en   \n",
              "\n",
              "                             original_title  \\\n",
              "0                                    Avatar   \n",
              "1  Pirates of the Caribbean: At World's End   \n",
              "2                                   Spectre   \n",
              "3                     The Dark Knight Rises   \n",
              "4                               John Carter   \n",
              "\n",
              "                                            overview  popularity  \\\n",
              "0  In the 22nd century, a paraplegic Marine is di...  150.437577   \n",
              "1  Captain Barbossa, long believed to be dead, ha...  139.082615   \n",
              "2  A cryptic message from Bond’s past sends him o...  107.376788   \n",
              "3  Following the death of District Attorney Harve...  112.312950   \n",
              "4  John Carter is a war-weary, former military ca...   43.926995   \n",
              "\n",
              "                                production_companies  ... runtime  \\\n",
              "0  [{\"name\": \"Ingenious Film Partners\", \"id\": 289...  ...   162.0   \n",
              "1  [{\"name\": \"Walt Disney Pictures\", \"id\": 2}, {\"...  ...   169.0   \n",
              "2  [{\"name\": \"Columbia Pictures\", \"id\": 5}, {\"nam...  ...   148.0   \n",
              "3  [{\"name\": \"Legendary Pictures\", \"id\": 923}, {\"...  ...   165.0   \n",
              "4        [{\"name\": \"Walt Disney Pictures\", \"id\": 2}]  ...   132.0   \n",
              "\n",
              "                                    spoken_languages    status  \\\n",
              "0  [{\"iso_639_1\": \"en\", \"name\": \"English\"}, {\"iso...  Released   \n",
              "1           [{\"iso_639_1\": \"en\", \"name\": \"English\"}]  Released   \n",
              "2  [{\"iso_639_1\": \"fr\", \"name\": \"Fran\\u00e7ais\"},...  Released   \n",
              "3           [{\"iso_639_1\": \"en\", \"name\": \"English\"}]  Released   \n",
              "4           [{\"iso_639_1\": \"en\", \"name\": \"English\"}]  Released   \n",
              "\n",
              "                                          tagline  \\\n",
              "0                     Enter the World of Pandora.   \n",
              "1  At the end of the world, the adventure begins.   \n",
              "2                           A Plan No One Escapes   \n",
              "3                                 The Legend Ends   \n",
              "4            Lost in our world, found in another.   \n",
              "\n",
              "                                      title vote_average vote_count movie_id  \\\n",
              "0                                    Avatar          7.2      11800    19995   \n",
              "1  Pirates of the Caribbean: At World's End          6.9       4500      285   \n",
              "2                                   Spectre          6.3       4466   206647   \n",
              "3                     The Dark Knight Rises          7.6       9106    49026   \n",
              "4                               John Carter          6.1       2124    49529   \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...  \n",
              "\n",
              "[5 rows x 23 columns]"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-1a9bb66c-9b25-4037-9341-342051571955\" 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>...</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>...</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>...</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",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>245000000</td>\n",
              "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
              "      <td>http://www.sonypictures.com/movies/spectre/</td>\n",
              "      <td>206647</td>\n",
              "      <td>[{\"id\": 470, \"name\": \"spy\"}, {\"id\": 818, \"name...</td>\n",
              "      <td>en</td>\n",
              "      <td>Spectre</td>\n",
              "      <td>A cryptic message from Bond’s past sends him o...</td>\n",
              "      <td>107.376788</td>\n",
              "      <td>[{\"name\": \"Columbia Pictures\", \"id\": 5}, {\"nam...</td>\n",
              "      <td>...</td>\n",
              "      <td>148.0</td>\n",
              "      <td>[{\"iso_639_1\": \"fr\", \"name\": \"Fran\\u00e7ais\"},...</td>\n",
              "      <td>Released</td>\n",
              "      <td>A Plan No One Escapes</td>\n",
              "      <td>Spectre</td>\n",
              "      <td>6.3</td>\n",
              "      <td>4466</td>\n",
              "      <td>206647</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>250000000</td>\n",
              "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 80, \"nam...</td>\n",
              "      <td>http://www.thedarkknightrises.com/</td>\n",
              "      <td>49026</td>\n",
              "      <td>[{\"id\": 849, \"name\": \"dc comics\"}, {\"id\": 853,...</td>\n",
              "      <td>en</td>\n",
              "      <td>The Dark Knight Rises</td>\n",
              "      <td>Following the death of District Attorney Harve...</td>\n",
              "      <td>112.312950</td>\n",
              "      <td>[{\"name\": \"Legendary Pictures\", \"id\": 923}, {\"...</td>\n",
              "      <td>...</td>\n",
              "      <td>165.0</td>\n",
              "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
              "      <td>Released</td>\n",
              "      <td>The Legend Ends</td>\n",
              "      <td>The Dark Knight Rises</td>\n",
              "      <td>7.6</td>\n",
              "      <td>9106</td>\n",
              "      <td>49026</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>260000000</td>\n",
              "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
              "      <td>http://movies.disney.com/john-carter</td>\n",
              "      <td>49529</td>\n",
              "      <td>[{\"id\": 818, \"name\": \"based on novel\"}, {\"id\":...</td>\n",
              "      <td>en</td>\n",
              "      <td>John Carter</td>\n",
              "      <td>John Carter is a war-weary, former military ca...</td>\n",
              "      <td>43.926995</td>\n",
              "      <td>[{\"name\": \"Walt Disney Pictures\", \"id\": 2}]</td>\n",
              "      <td>...</td>\n",
              "      <td>132.0</td>\n",
              "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
              "      <td>Released</td>\n",
              "      <td>Lost in our world, found in another.</td>\n",
              "      <td>John Carter</td>\n",
              "      <td>6.1</td>\n",
              "      <td>2124</td>\n",
              "      <td>49529</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",
              "<p>5 rows × 23 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-1a9bb66c-9b25-4037-9341-342051571955')\"\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-1a9bb66c-9b25-4037-9341-342051571955 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-1a9bb66c-9b25-4037-9341-342051571955');\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-48ecfad6-9b6f-48dc-b740-66f1bcabb231\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-48ecfad6-9b6f-48dc-b740-66f1bcabb231')\"\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-48ecfad6-9b6f-48dc-b740-66f1bcabb231 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": 7
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "movies.shape"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "8kkKbKStAQlA",
        "outputId": "20e3a59f-e32d-4f78-f881-570cc50ff70c"
      },
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(4809, 23)"
            ]
          },
          "metadata": {},
          "execution_count": 8
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "movies['original_language'].unique()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "BcWemsxTBqFy",
        "outputId": "9f0dd52e-0f3e-4c37-a1eb-b4ac19566853"
      },
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array(['en', 'ja', 'fr', 'zh', 'es', 'ko', 'de', 'hi', 'ru', 'te', 'cn',\n",
              "       'it', 'nl', 'ta', 'sv', 'th', 'da', 'xx', 'hu', 'cs', 'pt', 'is',\n",
              "       'tr', 'nb', 'af', 'pl', 'he', 'ar', 'vi', 'ky', 'id', 'ro', 'fa',\n",
              "       'no', 'sl', 'ps', 'el'], dtype=object)"
            ]
          },
          "metadata": {},
          "execution_count": 9
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Feature engineering"
      ],
      "metadata": {
        "id": "7mfd4AO3A-5h"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "movies.columns"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "-Zwlwqd-AyZI",
        "outputId": "1206ec7a-c1b0-49b2-ef33-c47ef2080c5e"
      },
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Index(['budget', 'genres', 'homepage', 'id', 'keywords', 'original_language',\n",
              "       'original_title', 'overview', 'popularity', 'production_companies',\n",
              "       'production_countries', 'release_date', 'revenue', 'runtime',\n",
              "       'spoken_languages', 'status', 'tagline', 'title', 'vote_average',\n",
              "       'vote_count', 'movie_id', 'cast', 'crew'],\n",
              "      dtype='object')"
            ]
          },
          "metadata": {},
          "execution_count": 10
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "movies = movies[['genres' , 'id' , 'keywords' , 'original_language' , 'original_title' , 'popularity' , 'overview' , 'cast' , 'crew']]"
      ],
      "metadata": {
        "id": "rdHtfTRnBZ7x"
      },
      "execution_count": 11,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "movies.head()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 729
        },
        "id": "aEMAZH4xCMZS",
        "outputId": "4deae601-52b7-4761-9ecc-f847e1f9c03f"
      },
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "                                              genres      id  \\\n",
              "0  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   19995   \n",
              "1  [{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"...     285   \n",
              "2  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...  206647   \n",
              "3  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 80, \"nam...   49026   \n",
              "4  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   49529   \n",
              "\n",
              "                                            keywords original_language  \\\n",
              "0  [{\"id\": 1463, \"name\": \"culture clash\"}, {\"id\":...                en   \n",
              "1  [{\"id\": 270, \"name\": \"ocean\"}, {\"id\": 726, \"na...                en   \n",
              "2  [{\"id\": 470, \"name\": \"spy\"}, {\"id\": 818, \"name...                en   \n",
              "3  [{\"id\": 849, \"name\": \"dc comics\"}, {\"id\": 853,...                en   \n",
              "4  [{\"id\": 818, \"name\": \"based on novel\"}, {\"id\":...                en   \n",
              "\n",
              "                             original_title  popularity  \\\n",
              "0                                    Avatar  150.437577   \n",
              "1  Pirates of the Caribbean: At World's End  139.082615   \n",
              "2                                   Spectre  107.376788   \n",
              "3                     The Dark Knight Rises  112.312950   \n",
              "4                               John Carter   43.926995   \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",
              "                                                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-e247ef57-6024-4c00-ba4d-eb5fd7686684\" 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>genres</th>\n",
              "      <th>id</th>\n",
              "      <th>keywords</th>\n",
              "      <th>original_language</th>\n",
              "      <th>original_title</th>\n",
              "      <th>popularity</th>\n",
              "      <th>overview</th>\n",
              "      <th>cast</th>\n",
              "      <th>crew</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
              "      <td>19995</td>\n",
              "      <td>[{\"id\": 1463, \"name\": \"culture clash\"}, {\"id\":...</td>\n",
              "      <td>en</td>\n",
              "      <td>Avatar</td>\n",
              "      <td>150.437577</td>\n",
              "      <td>In the 22nd century, a paraplegic Marine is di...</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>[{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"...</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>139.082615</td>\n",
              "      <td>Captain Barbossa, long believed to be dead, ha...</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>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
              "      <td>206647</td>\n",
              "      <td>[{\"id\": 470, \"name\": \"spy\"}, {\"id\": 818, \"name...</td>\n",
              "      <td>en</td>\n",
              "      <td>Spectre</td>\n",
              "      <td>107.376788</td>\n",
              "      <td>A cryptic message from Bond’s past sends him o...</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>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 80, \"nam...</td>\n",
              "      <td>49026</td>\n",
              "      <td>[{\"id\": 849, \"name\": \"dc comics\"}, {\"id\": 853,...</td>\n",
              "      <td>en</td>\n",
              "      <td>The Dark Knight Rises</td>\n",
              "      <td>112.312950</td>\n",
              "      <td>Following the death of District Attorney Harve...</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>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
              "      <td>49529</td>\n",
              "      <td>[{\"id\": 818, \"name\": \"based on novel\"}, {\"id\":...</td>\n",
              "      <td>en</td>\n",
              "      <td>John Carter</td>\n",
              "      <td>43.926995</td>\n",
              "      <td>John Carter is a war-weary, former military ca...</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-e247ef57-6024-4c00-ba4d-eb5fd7686684')\"\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-e247ef57-6024-4c00-ba4d-eb5fd7686684 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-e247ef57-6024-4c00-ba4d-eb5fd7686684');\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-4938567a-7107-460f-90a9-e2e07f5191c3\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-4938567a-7107-460f-90a9-e2e07f5191c3')\"\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-4938567a-7107-460f-90a9-e2e07f5191c3 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\": \"genres\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 1175,\n        \"samples\": [\n          \"[{\\\"id\\\": 14, \\\"name\\\": \\\"Fantasy\\\"}, {\\\"id\\\": 18, \\\"name\\\": \\\"Drama\\\"}, {\\\"id\\\": 28, \\\"name\\\": \\\"Action\\\"}, {\\\"id\\\": 53, \\\"name\\\": \\\"Thriller\\\"}, {\\\"id\\\": 10749, \\\"name\\\": \\\"Romance\\\"}]\",\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\": \"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\": \"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\\\": 787, \\\"name\\\": \\\"mississippi\\\"}, {\\\"id\\\": 818, \\\"name\\\": \\\"based on novel\\\"}, {\\\"id\\\": 2804, \\\"name\\\": \\\"exploitation\\\"}, {\\\"id\\\": 6984, \\\"name\\\": \\\"racial segregation\\\"}, {\\\"id\\\": 12425, \\\"name\\\": \\\"racism\\\"}, {\\\"id\\\": 13028, \\\"name\\\": \\\"writer\\\"}, {\\\"id\\\": 13097, \\\"name\\\": \\\"maid\\\"}, {\\\"id\\\": 13098, \\\"name\\\": \\\"moral courage\\\"}, {\\\"id\\\": 13099, \\\"name\\\": \\\"ressentiment\\\"}, {\\\"id\\\": 176219, \\\"name\\\": \\\"southern belle\\\"}, {\\\"id\\\": 204173, \\\"name\\\": \\\"racial issues\\\"}, {\\\"id\\\": 208992, \\\"name\\\": \\\"1960s\\\"}, {\\\"id\\\": 209334, \\\"name\\\": \\\"newspaper columnist\\\"}]\"\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\": \"popularity\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 31.80336627696096,\n        \"min\": 0.0,\n        \"max\": 875.581305,\n        \"num_unique_values\": 4802,\n        \"samples\": [\n          13.267631,\n          0.010909,\n          5.671691\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"overview\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 4800,\n        \"samples\": [\n          \"When the Switchblade, the most sophisticated prototype stealth fighter created yet, is stolen from the U.S. government, one of the United States' top spies, Alex Scott, is called to action. What he doesn't expect is to get teamed up with a cocky civilian, World Class Boxing Champion Kelly Robinson, on a dangerous top secret espionage mission. Their assignment: using equal parts skill and humor, catch Arnold Gundars, one of the world's most successful arms dealers.\",\n          \"In 1931, three aboriginal girls escape after being plucked from their homes to be trained as domestic staff and set off on a trek across the Outback.\",\n          \"Kyle Fisher has one last night to celebrate life as a single man before marrying Laura, so he sets out to Vegas with four of his best buddies. But a drug and alcohol filled night on the town with a stripper who goes all the way, turns into a cold night in the desert with shovels when the stripper goes all the way into a body bag after dying in their bathroom. And that's just the first of the bodies to pile up before Kyle can walk down the aisle...\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"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": 12
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "movies.duplicated().sum()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "o-l9-NtXCS8J",
        "outputId": "488a33f8-cd12-4a2b-846e-e8188fe78619"
      },
      "execution_count": 13,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0"
            ]
          },
          "metadata": {},
          "execution_count": 13
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "movies.isnull().sum()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "d0DvCNSaCaAg",
        "outputId": "9186fac1-f59b-4e86-f2b7-fd5f33e0a73b"
      },
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "genres               0\n",
              "id                   0\n",
              "keywords             0\n",
              "original_language    0\n",
              "original_title       0\n",
              "popularity           0\n",
              "overview             3\n",
              "cast                 0\n",
              "crew                 0\n",
              "dtype: int64"
            ]
          },
          "metadata": {},
          "execution_count": 14
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "movies = movies.dropna()"
      ],
      "metadata": {
        "id": "JUn-iWkGCgpp"
      },
      "execution_count": 15,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "movies.isnull().sum()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "VSwp74ytCtlA",
        "outputId": "56c81744-fb66-4ded-f2c1-175f3fbe723b"
      },
      "execution_count": 16,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "genres               0\n",
              "id                   0\n",
              "keywords             0\n",
              "original_language    0\n",
              "original_title       0\n",
              "popularity           0\n",
              "overview             0\n",
              "cast                 0\n",
              "crew                 0\n",
              "dtype: int64"
            ]
          },
          "metadata": {},
          "execution_count": 16
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "movies.head(1)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 187
        },
        "id": "5rnT5lriCu2A",
        "outputId": "5acab4b2-502a-4efd-9778-3c077b148d61"
      },
      "execution_count": 17,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "                                              genres     id  \\\n",
              "0  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...  19995   \n",
              "\n",
              "                                            keywords original_language  \\\n",
              "0  [{\"id\": 1463, \"name\": \"culture clash\"}, {\"id\":...                en   \n",
              "\n",
              "  original_title  popularity  \\\n",
              "0         Avatar  150.437577   \n",
              "\n",
              "                                            overview  \\\n",
              "0  In the 22nd century, a paraplegic Marine is di...   \n",
              "\n",
              "                                                cast  \\\n",
              "0  [{\"cast_id\": 242, \"character\": \"Jake Sully\", \"...   \n",
              "\n",
              "                                                crew  \n",
              "0  [{\"credit_id\": \"52fe48009251416c750aca23\", \"de...  "
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-44fca181-4aa0-4380-a3da-da82627425a9\" 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>genres</th>\n",
              "      <th>id</th>\n",
              "      <th>keywords</th>\n",
              "      <th>original_language</th>\n",
              "      <th>original_title</th>\n",
              "      <th>popularity</th>\n",
              "      <th>overview</th>\n",
              "      <th>cast</th>\n",
              "      <th>crew</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
              "      <td>19995</td>\n",
              "      <td>[{\"id\": 1463, \"name\": \"culture clash\"}, {\"id\":...</td>\n",
              "      <td>en</td>\n",
              "      <td>Avatar</td>\n",
              "      <td>150.437577</td>\n",
              "      <td>In the 22nd century, a paraplegic Marine is di...</td>\n",
              "      <td>[{\"cast_id\": 242, \"character\": \"Jake Sully\", \"...</td>\n",
              "      <td>[{\"credit_id\": \"52fe48009251416c750aca23\", \"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-44fca181-4aa0-4380-a3da-da82627425a9')\"\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-44fca181-4aa0-4380-a3da-da82627425a9 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-44fca181-4aa0-4380-a3da-da82627425a9');\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>\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\": \"genres\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 1175,\n        \"samples\": [\n          \"[{\\\"id\\\": 14, \\\"name\\\": \\\"Fantasy\\\"}, {\\\"id\\\": 18, \\\"name\\\": \\\"Drama\\\"}, {\\\"id\\\": 28, \\\"name\\\": \\\"Action\\\"}, {\\\"id\\\": 53, \\\"name\\\": \\\"Thriller\\\"}, {\\\"id\\\": 10749, \\\"name\\\": \\\"Romance\\\"}]\",\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\": \"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\": \"keywords\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 4220,\n        \"samples\": [\n          \"[{\\\"id\\\": 387, \\\"name\\\": \\\"california\\\"}, {\\\"id\\\": 2702, \\\"name\\\": \\\"golf\\\"}, {\\\"id\\\": 3089, \\\"name\\\": \\\"oscar award\\\"}, {\\\"id\\\": 6563, \\\"name\\\": \\\"wine\\\"}, {\\\"id\\\": 8070, \\\"name\\\": \\\"stag night\\\"}, {\\\"id\\\": 10776, \\\"name\\\": \\\"marijuana\\\"}, {\\\"id\\\": 13028, \\\"name\\\": \\\"writer\\\"}]\",\n          \"[{\\\"id\\\": 3036, \\\"name\\\": \\\"bible\\\"}, {\\\"id\\\": 9649, \\\"name\\\": \\\"god\\\"}, {\\\"id\\\": 195790, \\\"name\\\": \\\"noah\\\"}, {\\\"id\\\": 209714, \\\"name\\\": \\\"3d\\\"}]\",\n          \"[{\\\"id\\\": 305, \\\"name\\\": \\\"moon\\\"}, {\\\"id\\\": 345, \\\"name\\\": \\\"monk\\\"}, {\\\"id\\\": 1400, \\\"name\\\": \\\"swordplay\\\"}, {\\\"id\\\": 2637, \\\"name\\\": \\\"bishop\\\"}, {\\\"id\\\": 2638, \\\"name\\\": \\\"cathedral\\\"}, {\\\"id\\\": 2639, \\\"name\\\": \\\"falcon\\\"}, {\\\"id\\\": 2640, \\\"name\\\": \\\"twilight\\\"}, {\\\"id\\\": 2642, \\\"name\\\": \\\"solar eclipse\\\"}, {\\\"id\\\": 9727, \\\"name\\\": \\\"thief\\\"}]\"\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\": 4798,\n        \"samples\": [\n          \"Deux fr\\u00e8res\",\n          \"From Paris with Love\",\n          \"Pitch Perfect 2\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"popularity\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 31.80897651549468,\n        \"min\": 0.0,\n        \"max\": 875.581305,\n        \"num_unique_values\": 4799,\n        \"samples\": [\n          1.398981,\n          50.561849,\n          1.379354\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"overview\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 4800,\n        \"samples\": [\n          \"When the Switchblade, the most sophisticated prototype stealth fighter created yet, is stolen from the U.S. government, one of the United States' top spies, Alex Scott, is called to action. What he doesn't expect is to get teamed up with a cocky civilian, World Class Boxing Champion Kelly Robinson, on a dangerous top secret espionage mission. Their assignment: using equal parts skill and humor, catch Arnold Gundars, one of the world's most successful arms dealers.\",\n          \"In 1931, three aboriginal girls escape after being plucked from their homes to be trained as domestic staff and set off on a trek across the Outback.\",\n          \"Kyle Fisher has one last night to celebrate life as a single man before marrying Laura, so he sets out to Vegas with four of his best buddies. But a drug and alcohol filled night on the town with a stripper who goes all the way, turns into a cold night in the desert with shovels when the stripper goes all the way into a body bag after dying in their bathroom. And that's just the first of the bodies to pile up before Kyle can walk down the aisle...\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"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": 17
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "movies.iloc[0]['genres']"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 52
        },
        "id": "17AiwrXGC0uQ",
        "outputId": "e197d2d1-0614-4127-82c5-59aeead04930"
      },
      "execution_count": 18,
      "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": 18
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "movies.iloc[0]['keywords']"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 156
        },
        "id": "Iud25P7sDAfL",
        "outputId": "8dba2136-c261-435c-ed7b-cdd56452e287"
      },
      "execution_count": 19,
      "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": 19
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "movies.iloc[0]['cast']"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 191
        },
        "id": "STDYk5gkFZqi",
        "outputId": "b8fb3a19-1ac6-4b73-d8b3-e1a8574ab988"
      },
      "execution_count": 20,
      "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": 20
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "movies.iloc[0]['crew']"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 191
        },
        "id": "LjmO1fwzFg2S",
        "outputId": "d9e70e9b-922a-4953-a8bd-29efc14d3cd5"
      },
      "execution_count": 21,
      "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": 21
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "### fun to separate the data in each entity like the genres & keywords\n",
        "def get_values(value):\n",
        "  values = ast.literal_eval(value)\n",
        "  lst = []\n",
        "  for dictionary in values:\n",
        "    lst.append(dictionary['name'])\n",
        "  return lst"
      ],
      "metadata": {
        "id": "Vgr9ScLiDSZ5"
      },
      "execution_count": 22,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "movies['genres'] = movies['genres'].apply(lambda x: get_values(x))"
      ],
      "metadata": {
        "id": "1KSD17KGEc-S"
      },
      "execution_count": 23,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "movies['keywords'] = movies['keywords'].apply(lambda x: get_values(x))"
      ],
      "metadata": {
        "id": "ug56bjn1E34R"
      },
      "execution_count": 24,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "### fun to separate the data in each entity like cast and only picking top 5 cast\n",
        "def get_cast(value):\n",
        "  values = ast.literal_eval(value)\n",
        "  lst = []\n",
        "  cnt = 0\n",
        "  for dictionary in values:\n",
        "    if cnt < 5:\n",
        "      lst.append(dictionary['name'])\n",
        "      cnt = cnt + 1\n",
        "    else:\n",
        "      break\n",
        "\n",
        "  return lst"
      ],
      "metadata": {
        "id": "E1Q7J-OgFE4h"
      },
      "execution_count": 25,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "movies['cast'] = movies['cast'].apply(lambda x: get_cast(x))"
      ],
      "metadata": {
        "id": "HSMeqGgqGO38"
      },
      "execution_count": 26,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "movies.iloc[0]['genres']"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ChtiTc13GVAK",
        "outputId": "dba075fb-d223-4085-96d4-d973a75b37b1"
      },
      "execution_count": 27,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "['Action', 'Adventure', 'Fantasy', 'Science Fiction']"
            ]
          },
          "metadata": {},
          "execution_count": 27
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "movies.iloc[0]['keywords']"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "KflqsaK4GhvZ",
        "outputId": "a80b4a8c-7dc5-4512-8776-7065386f10b1"
      },
      "execution_count": 28,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "['culture clash',\n",
              " 'future',\n",
              " 'space war',\n",
              " 'space colony',\n",
              " 'society',\n",
              " 'space travel',\n",
              " 'futuristic',\n",
              " 'romance',\n",
              " 'space',\n",
              " 'alien',\n",
              " 'tribe',\n",
              " 'alien planet',\n",
              " 'cgi',\n",
              " 'marine',\n",
              " 'soldier',\n",
              " 'battle',\n",
              " 'love affair',\n",
              " 'anti war',\n",
              " 'power relations',\n",
              " 'mind and soul',\n",
              " '3d']"
            ]
          },
          "metadata": {},
          "execution_count": 28
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "movies.iloc[0]['cast']"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "TRuFs6lOGkDQ",
        "outputId": "8f01ee9b-e1e3-4138-c3c5-066476c3873a"
      },
      "execution_count": 29,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "['Sam Worthington',\n",
              " 'Zoe Saldana',\n",
              " 'Sigourney Weaver',\n",
              " 'Stephen Lang',\n",
              " 'Michelle Rodriguez']"
            ]
          },
          "metadata": {},
          "execution_count": 29
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "def get_crew(value):\n",
        "  values = ast.literal_eval(value)\n",
        "  lst = []\n",
        "  for dictionary in values:\n",
        "    if dictionary['job'] == \"Director\":\n",
        "      lst.append(dictionary['name'])\n",
        "      break\n",
        "\n",
        "  return lst"
      ],
      "metadata": {
        "id": "PM4W-qPgHJXC"
      },
      "execution_count": 30,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "movies['crew'] = movies['crew'].apply(lambda x: get_crew(x))"
      ],
      "metadata": {
        "id": "LDr4oyUWMnxE"
      },
      "execution_count": 31,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "movies.iloc[0]['crew']"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "_6WXsdEtMenz",
        "outputId": "c06e4734-1c56-4cb4-c11f-3b24f7393a5f"
      },
      "execution_count": 32,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "['James Cameron']"
            ]
          },
          "metadata": {},
          "execution_count": 32
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "movies.head(1)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 205
        },
        "id": "WzntKTxhNgYy",
        "outputId": "69f7fc10-a53d-4da4-9528-8d181a4ae88f"
      },
      "execution_count": 33,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "                                          genres     id  \\\n",
              "0  [Action, Adventure, Fantasy, Science Fiction]  19995   \n",
              "\n",
              "                                            keywords original_language  \\\n",
              "0  [culture clash, future, space war, space colon...                en   \n",
              "\n",
              "  original_title  popularity  \\\n",
              "0         Avatar  150.437577   \n",
              "\n",
              "                                            overview  \\\n",
              "0  In the 22nd century, a paraplegic Marine is di...   \n",
              "\n",
              "                                                cast             crew  \n",
              "0  [Sam Worthington, Zoe Saldana, Sigourney Weave...  [James Cameron]  "
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-7e711f20-43ba-4651-bc81-724816740c2a\" 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>genres</th>\n",
              "      <th>id</th>\n",
              "      <th>keywords</th>\n",
              "      <th>original_language</th>\n",
              "      <th>original_title</th>\n",
              "      <th>popularity</th>\n",
              "      <th>overview</th>\n",
              "      <th>cast</th>\n",
              "      <th>crew</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>[Action, Adventure, Fantasy, Science Fiction]</td>\n",
              "      <td>19995</td>\n",
              "      <td>[culture clash, future, space war, space colon...</td>\n",
              "      <td>en</td>\n",
              "      <td>Avatar</td>\n",
              "      <td>150.437577</td>\n",
              "      <td>In the 22nd century, a paraplegic Marine is di...</td>\n",
              "      <td>[Sam Worthington, Zoe Saldana, Sigourney Weave...</td>\n",
              "      <td>[James Cameron]</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-7e711f20-43ba-4651-bc81-724816740c2a')\"\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-7e711f20-43ba-4651-bc81-724816740c2a 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-7e711f20-43ba-4651-bc81-724816740c2a');\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>\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\": \"genres\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"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\": \"keywords\",\n      \"properties\": {\n        \"dtype\": \"object\",\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\": 4798,\n        \"samples\": [\n          \"Deux fr\\u00e8res\",\n          \"From Paris with Love\",\n          \"Pitch Perfect 2\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"popularity\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 31.80897651549468,\n        \"min\": 0.0,\n        \"max\": 875.581305,\n        \"num_unique_values\": 4799,\n        \"samples\": [\n          1.398981,\n          50.561849,\n          1.379354\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"overview\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 4800,\n        \"samples\": [\n          \"When the Switchblade, the most sophisticated prototype stealth fighter created yet, is stolen from the U.S. government, one of the United States' top spies, Alex Scott, is called to action. What he doesn't expect is to get teamed up with a cocky civilian, World Class Boxing Champion Kelly Robinson, on a dangerous top secret espionage mission. Their assignment: using equal parts skill and humor, catch Arnold Gundars, one of the world's most successful arms dealers.\",\n          \"In 1931, three aboriginal girls escape after being plucked from their homes to be trained as domestic staff and set off on a trek across the Outback.\",\n          \"Kyle Fisher has one last night to celebrate life as a single man before marrying Laura, so he sets out to Vegas with four of his best buddies. But a drug and alcohol filled night on the town with a stripper who goes all the way, turns into a cold night in the desert with shovels when the stripper goes all the way into a body bag after dying in their bathroom. And that's just the first of the bodies to pile up before Kyle can walk down the aisle...\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"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": 33
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "movies['overview'] = movies['overview'].apply(lambda x: x.split(\" \"))"
      ],
      "metadata": {
        "id": "5ZhaSjlrOKEU"
      },
      "execution_count": 34,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "movies.head(1)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 205
        },
        "id": "oCXdqzQXOopL",
        "outputId": "a4989d56-2f68-411e-90d9-35f1872f417e"
      },
      "execution_count": 35,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "                                          genres     id  \\\n",
              "0  [Action, Adventure, Fantasy, Science Fiction]  19995   \n",
              "\n",
              "                                            keywords original_language  \\\n",
              "0  [culture clash, future, space war, space colon...                en   \n",
              "\n",
              "  original_title  popularity  \\\n",
              "0         Avatar  150.437577   \n",
              "\n",
              "                                            overview  \\\n",
              "0  [In, the, 22nd, century,, a, paraplegic, Marin...   \n",
              "\n",
              "                                                cast             crew  \n",
              "0  [Sam Worthington, Zoe Saldana, Sigourney Weave...  [James Cameron]  "
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-213203e7-3fc7-4e9a-a7bf-3dfb05bea3cb\" 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>genres</th>\n",
              "      <th>id</th>\n",
              "      <th>keywords</th>\n",
              "      <th>original_language</th>\n",
              "      <th>original_title</th>\n",
              "      <th>popularity</th>\n",
              "      <th>overview</th>\n",
              "      <th>cast</th>\n",
              "      <th>crew</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>[Action, Adventure, Fantasy, Science Fiction]</td>\n",
              "      <td>19995</td>\n",
              "      <td>[culture clash, future, space war, space colon...</td>\n",
              "      <td>en</td>\n",
              "      <td>Avatar</td>\n",
              "      <td>150.437577</td>\n",
              "      <td>[In, the, 22nd, century,, a, paraplegic, Marin...</td>\n",
              "      <td>[Sam Worthington, Zoe Saldana, Sigourney Weave...</td>\n",
              "      <td>[James Cameron]</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-213203e7-3fc7-4e9a-a7bf-3dfb05bea3cb')\"\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-213203e7-3fc7-4e9a-a7bf-3dfb05bea3cb 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-213203e7-3fc7-4e9a-a7bf-3dfb05bea3cb');\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>\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\": \"genres\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"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\": \"keywords\",\n      \"properties\": {\n        \"dtype\": \"object\",\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\": 4798,\n        \"samples\": [\n          \"Deux fr\\u00e8res\",\n          \"From Paris with Love\",\n          \"Pitch Perfect 2\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"popularity\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 31.80897651549468,\n        \"min\": 0.0,\n        \"max\": 875.581305,\n        \"num_unique_values\": 4799,\n        \"samples\": [\n          1.398981,\n          50.561849,\n          1.379354\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\": \"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": 35
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "movies['tag'] = movies['genres'] + movies['keywords'] + movies['cast'] + movies['crew'] + movies['overview']"
      ],
      "metadata": {
        "id": "8mAWEjl6OqXj"
      },
      "execution_count": 36,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "movies.head(1)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 205
        },
        "id": "2orwQk-YPkLd",
        "outputId": "944c7644-6d34-48e0-b8fd-51fbb1536094"
      },
      "execution_count": 37,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "                                          genres     id  \\\n",
              "0  [Action, Adventure, Fantasy, Science Fiction]  19995   \n",
              "\n",
              "                                            keywords original_language  \\\n",
              "0  [culture clash, future, space war, space colon...                en   \n",
              "\n",
              "  original_title  popularity  \\\n",
              "0         Avatar  150.437577   \n",
              "\n",
              "                                            overview  \\\n",
              "0  [In, the, 22nd, century,, a, paraplegic, Marin...   \n",
              "\n",
              "                                                cast             crew  \\\n",
              "0  [Sam Worthington, Zoe Saldana, Sigourney Weave...  [James Cameron]   \n",
              "\n",
              "                                                 tag  \n",
              "0  [Action, Adventure, Fantasy, Science Fiction, ...  "
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-6053aa49-c268-4223-b863-da720b11c18f\" 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>genres</th>\n",
              "      <th>id</th>\n",
              "      <th>keywords</th>\n",
              "      <th>original_language</th>\n",
              "      <th>original_title</th>\n",
              "      <th>popularity</th>\n",
              "      <th>overview</th>\n",
              "      <th>cast</th>\n",
              "      <th>crew</th>\n",
              "      <th>tag</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>[Action, Adventure, Fantasy, Science Fiction]</td>\n",
              "      <td>19995</td>\n",
              "      <td>[culture clash, future, space war, space colon...</td>\n",
              "      <td>en</td>\n",
              "      <td>Avatar</td>\n",
              "      <td>150.437577</td>\n",
              "      <td>[In, the, 22nd, century,, a, paraplegic, Marin...</td>\n",
              "      <td>[Sam Worthington, Zoe Saldana, Sigourney Weave...</td>\n",
              "      <td>[James Cameron]</td>\n",
              "      <td>[Action, Adventure, Fantasy, Science Fiction, ...</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-6053aa49-c268-4223-b863-da720b11c18f')\"\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-6053aa49-c268-4223-b863-da720b11c18f 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-6053aa49-c268-4223-b863-da720b11c18f');\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>\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\": \"genres\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"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\": \"keywords\",\n      \"properties\": {\n        \"dtype\": \"object\",\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\": 4798,\n        \"samples\": [\n          \"Deux fr\\u00e8res\",\n          \"From Paris with Love\",\n          \"Pitch Perfect 2\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"popularity\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 31.80897651549468,\n        \"min\": 0.0,\n        \"max\": 875.581305,\n        \"num_unique_values\": 4799,\n        \"samples\": [\n          1.398981,\n          50.561849,\n          1.379354\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\": \"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\": \"tag\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 37
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "movies_tag = movies[['original_title','id','original_language','popularity','tag']]\n",
        "movies_tag.head(1)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 80
        },
        "id": "-F2HdbmdPoUT",
        "outputId": "6dbbdbdc-d66d-43db-c1b0-b43deedcaee8"
      },
      "execution_count": 38,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "  original_title     id original_language  popularity  \\\n",
              "0         Avatar  19995                en  150.437577   \n",
              "\n",
              "                                                 tag  \n",
              "0  [Action, Adventure, Fantasy, Science Fiction, ...  "
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-c0c6504e-076c-4cec-9cfa-83f1c5661331\" 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>original_title</th>\n",
              "      <th>id</th>\n",
              "      <th>original_language</th>\n",
              "      <th>popularity</th>\n",
              "      <th>tag</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>Avatar</td>\n",
              "      <td>19995</td>\n",
              "      <td>en</td>\n",
              "      <td>150.437577</td>\n",
              "      <td>[Action, Adventure, Fantasy, Science Fiction, ...</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-c0c6504e-076c-4cec-9cfa-83f1c5661331')\"\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-c0c6504e-076c-4cec-9cfa-83f1c5661331 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-c0c6504e-076c-4cec-9cfa-83f1c5661331');\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>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "movies_tag",
              "summary": "{\n  \"name\": \"movies_tag\",\n  \"rows\": 4806,\n  \"fields\": [\n    {\n      \"column\": \"original_title\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 4798,\n        \"samples\": [\n          \"Deux fr\\u00e8res\",\n          \"From Paris with Love\",\n          \"Pitch Perfect 2\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"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\": \"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\": \"popularity\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 31.80897651549468,\n        \"min\": 0.0,\n        \"max\": 875.581305,\n        \"num_unique_values\": 4799,\n        \"samples\": [\n          1.398981,\n          50.561849,\n          1.379354\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"tag\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 38
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "movies_tag.head()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 293
        },
        "id": "806u3twKQBB7",
        "outputId": "9b093aed-57cf-4afc-ffb8-d01e825b99d9"
      },
      "execution_count": 39,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "                             original_title      id original_language  \\\n",
              "0                                    Avatar   19995                en   \n",
              "1  Pirates of the Caribbean: At World's End     285                en   \n",
              "2                                   Spectre  206647                en   \n",
              "3                     The Dark Knight Rises   49026                en   \n",
              "4                               John Carter   49529                en   \n",
              "\n",
              "   popularity                                                tag  \n",
              "0  150.437577  [Action, Adventure, Fantasy, Science Fiction, ...  \n",
              "1  139.082615  [Adventure, Fantasy, Action, ocean, drug abuse...  \n",
              "2  107.376788  [Action, Adventure, Crime, spy, based on novel...  \n",
              "3  112.312950  [Action, Crime, Drama, Thriller, dc comics, cr...  \n",
              "4   43.926995  [Action, Adventure, Science Fiction, based on ...  "
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-e5b67baa-7adb-4843-8094-7166c7a7d90b\" 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>original_title</th>\n",
              "      <th>id</th>\n",
              "      <th>original_language</th>\n",
              "      <th>popularity</th>\n",
              "      <th>tag</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>Avatar</td>\n",
              "      <td>19995</td>\n",
              "      <td>en</td>\n",
              "      <td>150.437577</td>\n",
              "      <td>[Action, Adventure, Fantasy, Science Fiction, ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Pirates of the Caribbean: At World's End</td>\n",
              "      <td>285</td>\n",
              "      <td>en</td>\n",
              "      <td>139.082615</td>\n",
              "      <td>[Adventure, Fantasy, Action, ocean, drug abuse...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>Spectre</td>\n",
              "      <td>206647</td>\n",
              "      <td>en</td>\n",
              "      <td>107.376788</td>\n",
              "      <td>[Action, Adventure, Crime, spy, based on novel...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>The Dark Knight Rises</td>\n",
              "      <td>49026</td>\n",
              "      <td>en</td>\n",
              "      <td>112.312950</td>\n",
              "      <td>[Action, Crime, Drama, Thriller, dc comics, cr...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>John Carter</td>\n",
              "      <td>49529</td>\n",
              "      <td>en</td>\n",
              "      <td>43.926995</td>\n",
              "      <td>[Action, Adventure, Science Fiction, based on ...</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-e5b67baa-7adb-4843-8094-7166c7a7d90b')\"\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-e5b67baa-7adb-4843-8094-7166c7a7d90b 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-e5b67baa-7adb-4843-8094-7166c7a7d90b');\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-50a51a0a-620c-403b-bc81-704daa45e5ba\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-50a51a0a-620c-403b-bc81-704daa45e5ba')\"\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-50a51a0a-620c-403b-bc81-704daa45e5ba 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_tag",
              "summary": "{\n  \"name\": \"movies_tag\",\n  \"rows\": 4806,\n  \"fields\": [\n    {\n      \"column\": \"original_title\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 4798,\n        \"samples\": [\n          \"Deux fr\\u00e8res\",\n          \"From Paris with Love\",\n          \"Pitch Perfect 2\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"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\": \"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\": \"popularity\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 31.80897651549468,\n        \"min\": 0.0,\n        \"max\": 875.581305,\n        \"num_unique_values\": 4799,\n        \"samples\": [\n          1.398981,\n          50.561849,\n          1.379354\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"tag\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 39
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "movies_tag['tag'][0]"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "euz1pKZdQaJ6",
        "outputId": "5cf9c327-c717-4d03-e2b2-926d4be6624d"
      },
      "execution_count": 40,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "['Action',\n",
              " 'Adventure',\n",
              " 'Fantasy',\n",
              " 'Science Fiction',\n",
              " 'culture clash',\n",
              " 'future',\n",
              " 'space war',\n",
              " 'space colony',\n",
              " 'society',\n",
              " 'space travel',\n",
              " 'futuristic',\n",
              " 'romance',\n",
              " 'space',\n",
              " 'alien',\n",
              " 'tribe',\n",
              " 'alien planet',\n",
              " 'cgi',\n",
              " 'marine',\n",
              " 'soldier',\n",
              " 'battle',\n",
              " 'love affair',\n",
              " 'anti war',\n",
              " 'power relations',\n",
              " 'mind and soul',\n",
              " '3d',\n",
              " 'Sam Worthington',\n",
              " 'Zoe Saldana',\n",
              " 'Sigourney Weaver',\n",
              " 'Stephen Lang',\n",
              " 'Michelle Rodriguez',\n",
              " 'James Cameron',\n",
              " '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": 40
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "def process_tags(value):\n",
        "   ps = PorterStemmer()\n",
        "   tags = [ps.stem(word) for word in value if word not in stopwords.words('english')]\n",
        "   text = \" \".join(tags)\n",
        "   text = re.sub(r'[^\\w\\s]',\"\",text.lower())\n",
        "\n",
        "   return text\n"
      ],
      "metadata": {
        "id": "uqPfrqocQrj7"
      },
      "execution_count": 41,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "movies_tag['prec_tags'] = movies_tag['tag'].apply(lambda x: process_tags(x))"
      ],
      "metadata": {
        "id": "nFl5ilrNXAN7"
      },
      "execution_count": 42,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "movies_tag['prec_tags'][0]"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 104
        },
        "id": "eZCIwY9iXqTc",
        "outputId": "5de7d20e-5590-4dfd-adf5-cde063e6a7d2"
      },
      "execution_count": 43,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "'action adventur fantasi science fict culture clash futur space war space coloni societi space travel futurist romanc space alien tribe alien planet cgi marin soldier battl love affair anti war power rel mind and soul 3d sam worthington zoe saldana sigourney weav stephen lang michelle rodriguez james cameron in 22nd century parapleg marin dispatch moon pandora uniqu mission becom torn follow order protect alien civilization'"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            }
          },
          "metadata": {},
          "execution_count": 43
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "movies_tag.head()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 379
        },
        "id": "63aE5tWlYTiy",
        "outputId": "b308c3b7-5a3f-4601-9893-e75394c05b43"
      },
      "execution_count": 44,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "                             original_title      id original_language  \\\n",
              "0                                    Avatar   19995                en   \n",
              "1  Pirates of the Caribbean: At World's End     285                en   \n",
              "2                                   Spectre  206647                en   \n",
              "3                     The Dark Knight Rises   49026                en   \n",
              "4                               John Carter   49529                en   \n",
              "\n",
              "   popularity                                                tag  \\\n",
              "0  150.437577  [Action, Adventure, Fantasy, Science Fiction, ...   \n",
              "1  139.082615  [Adventure, Fantasy, Action, ocean, drug abuse...   \n",
              "2  107.376788  [Action, Adventure, Crime, spy, based on novel...   \n",
              "3  112.312950  [Action, Crime, Drama, Thriller, dc comics, cr...   \n",
              "4   43.926995  [Action, Adventure, Science Fiction, based on ...   \n",
              "\n",
              "                                           prec_tags  \n",
              "0  action adventur fantasi science fict culture c...  \n",
              "1  adventur fantasi action ocean drug abus exotic...  \n",
              "2  action adventur crime spi based on novel secre...  \n",
              "3  action crime drama thriller dc comic crime fig...  \n",
              "4  action adventur science fict based on novel ma...  "
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-28fe89e1-d5ae-41fc-94b0-aeb81554aa12\" 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>original_title</th>\n",
              "      <th>id</th>\n",
              "      <th>original_language</th>\n",
              "      <th>popularity</th>\n",
              "      <th>tag</th>\n",
              "      <th>prec_tags</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>Avatar</td>\n",
              "      <td>19995</td>\n",
              "      <td>en</td>\n",
              "      <td>150.437577</td>\n",
              "      <td>[Action, Adventure, Fantasy, Science Fiction, ...</td>\n",
              "      <td>action adventur fantasi science fict culture c...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Pirates of the Caribbean: At World's End</td>\n",
              "      <td>285</td>\n",
              "      <td>en</td>\n",
              "      <td>139.082615</td>\n",
              "      <td>[Adventure, Fantasy, Action, ocean, drug abuse...</td>\n",
              "      <td>adventur fantasi action ocean drug abus exotic...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>Spectre</td>\n",
              "      <td>206647</td>\n",
              "      <td>en</td>\n",
              "      <td>107.376788</td>\n",
              "      <td>[Action, Adventure, Crime, spy, based on novel...</td>\n",
              "      <td>action adventur crime spi based on novel secre...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>The Dark Knight Rises</td>\n",
              "      <td>49026</td>\n",
              "      <td>en</td>\n",
              "      <td>112.312950</td>\n",
              "      <td>[Action, Crime, Drama, Thriller, dc comics, cr...</td>\n",
              "      <td>action crime drama thriller dc comic crime fig...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>John Carter</td>\n",
              "      <td>49529</td>\n",
              "      <td>en</td>\n",
              "      <td>43.926995</td>\n",
              "      <td>[Action, Adventure, Science Fiction, based on ...</td>\n",
              "      <td>action adventur science fict based on novel ma...</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-28fe89e1-d5ae-41fc-94b0-aeb81554aa12')\"\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-28fe89e1-d5ae-41fc-94b0-aeb81554aa12 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-28fe89e1-d5ae-41fc-94b0-aeb81554aa12');\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-f8b4a464-58e4-4363-8777-ca99849bcbcf\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-f8b4a464-58e4-4363-8777-ca99849bcbcf')\"\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-f8b4a464-58e4-4363-8777-ca99849bcbcf 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_tag",
              "summary": "{\n  \"name\": \"movies_tag\",\n  \"rows\": 4806,\n  \"fields\": [\n    {\n      \"column\": \"original_title\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 4798,\n        \"samples\": [\n          \"Deux fr\\u00e8res\",\n          \"From Paris with Love\",\n          \"Pitch Perfect 2\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"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\": \"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\": \"popularity\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 31.80897651549468,\n        \"min\": 0.0,\n        \"max\": 875.581305,\n        \"num_unique_values\": 4799,\n        \"samples\": [\n          1.398981,\n          50.561849,\n          1.379354\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"tag\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"prec_tags\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 4806,\n        \"samples\": [\n          \"drama romanc sex adulteri based on novel fish isol kidnap newfoundland surviv report drunk kevin spacey julianne moor cate blanchett judi dench pete postlethwait lasse hallstr\\u00f6m an emotionallybeaten man young daughter move ancestr home newfoundland reclaim life\",\n          \"horror mysteri aftercreditssting tobin bel costas mandylor betsy russel mark rolston peter outerbridg kevin greutert special agent strahm dead detect hoffman emerg unchalleng successor jigsaw legacy however fbi draw closer hoffman forc set game motion jigsaw grand scheme final understood\",\n          \"action adventur thriller war competit submachine gun soviet union liber russian soviet troop thailand freedom fight afghanistan war on freedom machinegun mujahid reality show western japanese food soap opera sylvester stallon richard crenna kurtwood smith spiros foc\\u00e1 sasson gabai peter macdonald combat taken toll rambo he final begun find inner peac monastery when rambo friend mentor col trautman ask help top secret mission afghanistan rambo declin must reconsid trautman captured\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 44
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "cv = CountVectorizer(max_features=5000, stop_words='english')"
      ],
      "metadata": {
        "id": "W7yr3vMzYd9r"
      },
      "execution_count": 45,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "vectors = cv.fit_transform(movies_tag['prec_tags']).toarray()"
      ],
      "metadata": {
        "id": "y6N-GSX7Y3WQ"
      },
      "execution_count": 46,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "vectors"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "y0-uC5cEYrwj",
        "outputId": "a3c2836f-288b-4c01-8d4e-a0d349fd025b"
      },
      "execution_count": 47,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([[0, 0, 0, ..., 0, 0, 0],\n",
              "       [0, 0, 0, ..., 0, 0, 0],\n",
              "       [0, 0, 0, ..., 0, 0, 0],\n",
              "       ...,\n",
              "       [0, 0, 0, ..., 0, 0, 0],\n",
              "       [0, 0, 0, ..., 0, 0, 0],\n",
              "       [0, 0, 0, ..., 0, 0, 0]])"
            ]
          },
          "metadata": {},
          "execution_count": 47
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "vectors.shape"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "owaysNNjZLQ9",
        "outputId": "5554f503-3800-4929-e213-06f5f1f764d9"
      },
      "execution_count": 48,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(4806, 5000)"
            ]
          },
          "metadata": {},
          "execution_count": 48
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "cos_sim = cosine_similarity(vectors)"
      ],
      "metadata": {
        "id": "T9NCegPVZNj8"
      },
      "execution_count": 49,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "cos_sim.shape"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "WiS2K-htZpNE",
        "outputId": "67ab9d84-5f8b-40ea-b83f-772404ff32ae"
      },
      "execution_count": 50,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(4806, 4806)"
            ]
          },
          "metadata": {},
          "execution_count": 50
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "cos_sim[0]"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "89raQ8J6ZsVV",
        "outputId": "db09abc3-9808-4b15-d384-15e209bffaf7"
      },
      "execution_count": 51,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([1.        , 0.06495698, 0.06240865, ..., 0.04470646, 0.03431486,\n",
              "       0.        ])"
            ]
          },
          "metadata": {},
          "execution_count": 51
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "def recommender_system(movie):\n",
        "  movies_index = movies_tag[movies_tag['original_title'] == movie].index[0]\n",
        "\n",
        "  dist = cos_sim[movies_index]\n",
        "\n",
        "  movies_list = sorted(list(enumerate(dist)), reverse = True, key = lambda x:x[1])[1:5]\n",
        "\n",
        "  for movie in movies_list:\n",
        "    print(movies_tag.iloc[movie[0]].original_title)"
      ],
      "metadata": {
        "id": "QjPz3rCJZz19"
      },
      "execution_count": 52,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "### test_1\n",
        "recommender_system(\"The Dark Knight Rises\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "EDB5fdHadGoQ",
        "outputId": "d0276f90-d893-42ef-e857-cd275b8a8d2c"
      },
      "execution_count": 53,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "The Dark Knight\n",
            "Batman Begins\n",
            "Batman\n",
            "Batman Returns\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "### sample test case\n",
        "movies_tag['original_title'][52]"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        },
        "id": "JgUlPXVLdSkl",
        "outputId": "3cab37fb-b732-41da-9c01-72ad72ad638f"
      },
      "execution_count": 54,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "'Transformers: Dark of the Moon'"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            }
          },
          "metadata": {},
          "execution_count": 54
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "### test_2\n",
        "recommender_system(\"Transformers: Dark of the Moon\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "LL9H_V3TdnB1",
        "outputId": "6cf8b9c0-54a8-4ea8-c187-f7fd4910f0f6"
      },
      "execution_count": 55,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Transformers\n",
            "Transformers: Age of Extinction\n",
            "Transformers: Revenge of the Fallen\n",
            "Star Trek: Insurrection\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import pickle\n",
        "\n",
        "pickle.dump(cos_sim, open(\"similarity.pickle\", 'wb'))\n",
        "pickle.dump(movies_tag.to_dict(), open(\"movies_tags.pickle\", 'wb'))"
      ],
      "metadata": {
        "id": "1zw5hpJVds5k"
      },
      "execution_count": 56,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "SvW2174EfO0w"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "ej2Nnh3kpF8E"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}