{
  "cells": [
    {
      "cell_type": "markdown",
      "id": "090cbc37-2249-466e-8a0c-d7790caf6b4b",
      "metadata": {
        "id": "090cbc37-2249-466e-8a0c-d7790caf6b4b"
      },
      "source": [
        "# Importing Necessary Modules"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "id": "5e2dff7d-4465-4e4f-a466-7ad11999d226",
      "metadata": {
        "id": "5e2dff7d-4465-4e4f-a466-7ad11999d226"
      },
      "outputs": [],
      "source": [
        "import numpy as np\n",
        "import pandas as pd\n",
        "import ast\n",
        "import nltk\n",
        "from nltk.stem.porter import PorterStemmer\n",
        "from sklearn.feature_extraction.text import CountVectorizer\n",
        "from sklearn.metrics.pairwise import cosine_similarity\n",
        "\n",
        "import warnings\n",
        "warnings.filterwarnings('ignore')"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "61e00169-c045-4a59-b6bf-de38edacad05",
      "metadata": {
        "id": "61e00169-c045-4a59-b6bf-de38edacad05"
      },
      "source": [
        "# Understanding the Dataset"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 2,
      "id": "817518dd-75be-4b3e-bf6a-f1eb7f7e828b",
      "metadata": {
        "id": "817518dd-75be-4b3e-bf6a-f1eb7f7e828b"
      },
      "outputs": [],
      "source": [
        "movies_data = pd.read_csv(\"tmdb_5000_movies.csv\")\n",
        "credits_data = pd.read_csv(\"tmdb_5000_credits.csv\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 3,
      "id": "db375ab1-e475-4bb0-a004-c39eccbb4ad4",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 458
        },
        "id": "db375ab1-e475-4bb0-a004-c39eccbb4ad4",
        "outputId": "e16bc548-f445-4175-9e4e-aca48a084ec2"
      },
      "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",
              "\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",
              "\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",
              "\n",
              "                             original_title  \\\n",
              "0                                    Avatar   \n",
              "1  Pirates of the Caribbean: At World's End   \n",
              "2                                   Spectre   \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",
              "\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",
              "\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",
              "\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",
              "\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",
              "\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  "
            ],
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              "      <td>Pirates of the Caribbean: At World's End</td>\n",
              "      <td>6.9</td>\n",
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              "    <tr>\n",
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              "      <td>en</td>\n",
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              "\n",
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              "      const quickchartButtonEl =\n",
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              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
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              "        console.error('Error during call to suggestCharts:', error);\n",
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              "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\": 31.816649749537806,\n        \"min\": 0.0,\n        \"max\": 875.581305,\n        \"num_unique_values\": 4802,\n        \"samples\": [\n          13.267631,\n          0.010909,\n          5.842299\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"production_companies\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 3697,\n        \"samples\": [\n          \"[{\\\"name\\\": \\\"Paramount Pictures\\\", \\\"id\\\": 4}, {\\\"name\\\": \\\"Cherry Alley Productions\\\", \\\"id\\\": 2232}]\",\n          \"[{\\\"name\\\": \\\"Twentieth Century Fox Film Corporation\\\", \\\"id\\\": 306}, {\\\"name\\\": \\\"Dune Entertainment\\\", \\\"id\\\": 444}, {\\\"name\\\": \\\"Regency Enterprises\\\", \\\"id\\\": 508}, {\\\"name\\\": \\\"Guy Walks into a Bar Productions\\\", \\\"id\\\": 2645}, {\\\"name\\\": \\\"Deep River Productions\\\", \\\"id\\\": 2646}, {\\\"name\\\": \\\"Friendly Films (II)\\\", \\\"id\\\": 81136}]\",\n          \"[{\\\"name\\\": \\\"Twentieth Century Fox Film Corporation\\\", \\\"id\\\": 306}]\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"production_countries\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 469,\n        \"samples\": [\n          \"[{\\\"iso_3166_1\\\": \\\"ES\\\", \\\"name\\\": \\\"Spain\\\"}, {\\\"iso_3166_1\\\": \\\"GB\\\", \\\"name\\\": \\\"United Kingdom\\\"}, {\\\"iso_3166_1\\\": \\\"US\\\", \\\"name\\\": \\\"United States of America\\\"}, {\\\"iso_3166_1\\\": \\\"FR\\\", \\\"name\\\": \\\"France\\\"}]\",\n          \"[{\\\"iso_3166_1\\\": \\\"US\\\", \\\"name\\\": \\\"United States of America\\\"}, {\\\"iso_3166_1\\\": \\\"CA\\\", \\\"name\\\": \\\"Canada\\\"}, {\\\"iso_3166_1\\\": \\\"DE\\\", \\\"name\\\": \\\"Germany\\\"}]\",\n          \"[{\\\"iso_3166_1\\\": \\\"DE\\\", \\\"name\\\": \\\"Germany\\\"}, {\\\"iso_3166_1\\\": \\\"ES\\\", \\\"name\\\": \\\"Spain\\\"}, {\\\"iso_3166_1\\\": \\\"GB\\\", \\\"name\\\": \\\"United Kingdom\\\"}, {\\\"iso_3166_1\\\": \\\"US\\\", \\\"name\\\": \\\"United States of America\\\"}]\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"release_date\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"num_unique_values\": 3280,\n        \"samples\": [\n          \"1966-10-16\",\n          \"1987-07-31\",\n          \"1993-09-23\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"revenue\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 162857100,\n        \"min\": 0,\n        \"max\": 2787965087,\n        \"num_unique_values\": 3297,\n        \"samples\": [\n          11833696,\n          10462500,\n          17807569\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"runtime\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 22.611934588844207,\n        \"min\": 0.0,\n        \"max\": 338.0,\n        \"num_unique_values\": 156,\n        \"samples\": [\n          74.0,\n          85.0,\n          170.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"spoken_languages\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 544,\n        \"samples\": [\n          \"[{\\\"iso_639_1\\\": \\\"es\\\", \\\"name\\\": \\\"Espa\\\\u00f1ol\\\"}, {\\\"iso_639_1\\\": \\\"en\\\", \\\"name\\\": \\\"English\\\"}, {\\\"iso_639_1\\\": \\\"fr\\\", \\\"name\\\": \\\"Fran\\\\u00e7ais\\\"}, {\\\"iso_639_1\\\": \\\"hu\\\", \\\"name\\\": \\\"Magyar\\\"}]\",\n          \"[{\\\"iso_639_1\\\": \\\"en\\\", \\\"name\\\": \\\"English\\\"}, {\\\"iso_639_1\\\": \\\"it\\\", \\\"name\\\": \\\"Italiano\\\"}, {\\\"iso_639_1\\\": \\\"pt\\\", \\\"name\\\": \\\"Portugu\\\\u00eas\\\"}]\",\n          \"[{\\\"iso_639_1\\\": \\\"de\\\", \\\"name\\\": \\\"Deutsch\\\"}, {\\\"iso_639_1\\\": \\\"it\\\", \\\"name\\\": \\\"Italiano\\\"}, {\\\"iso_639_1\\\": \\\"la\\\", \\\"name\\\": \\\"Latin\\\"}, {\\\"iso_639_1\\\": \\\"pl\\\", \\\"name\\\": \\\"Polski\\\"}]\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"status\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 3,\n        \"samples\": [\n          \"Released\",\n          \"Post Production\",\n          \"Rumored\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"tagline\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 3944,\n        \"samples\": [\n          \"When you're 17, every day is war.\",\n          \"An Unspeakable Horror. A Creative Genius. Captured For Eternity.\",\n          \"May the schwartz be with you\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"title\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 4800,\n        \"samples\": [\n          \"I Spy\",\n          \"Who's Your Caddy?\",\n          \"Sleepover\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"vote_average\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 1.1946121628478925,\n        \"min\": 0.0,\n        \"max\": 10.0,\n        \"num_unique_values\": 71,\n        \"samples\": [\n          5.1,\n          7.2,\n          4.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"vote_count\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 1234,\n        \"min\": 0,\n        \"max\": 13752,\n        \"num_unique_values\": 1609,\n        \"samples\": [\n          7604,\n          3428,\n          225\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 3
        }
      ],
      "source": [
        "movies_data.head(3)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 4,
      "id": "619fc09c-57eb-416c-9d26-948ea2a36503",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 143
        },
        "id": "619fc09c-57eb-416c-9d26-948ea2a36503",
        "outputId": "5918e5e2-c6b4-43ee-ac91-4244f7cb2cce"
      },
      "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",
              "\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",
              "\n",
              "                                                crew  \n",
              "0  [{\"credit_id\": \"52fe48009251416c750aca23\", \"de...  \n",
              "1  [{\"credit_id\": \"52fe4232c3a36847f800b579\", \"de...  \n",
              "2  [{\"credit_id\": \"54805967c3a36829b5002c41\", \"de...  "
            ],
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              "  <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-ac135219-bb4f-468c-9005-9fe31c5ce321 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\\\"}, 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            }
          },
          "metadata": {},
          "execution_count": 4
        }
      ],
      "source": [
        "credits_data.head(3)"
      ]
    },
    {
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      "id": "876ef2d6-777c-4ae1-b2c3-7170769c9f4d",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "876ef2d6-777c-4ae1-b2c3-7170769c9f4d",
        "outputId": "f4fb1305-3cc9-4c79-c420-7ba6136995a5"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "((4803, 20), (4803, 4))"
            ]
          },
          "metadata": {},
          "execution_count": 5
        }
      ],
      "source": [
        "movies_data.shape, credits_data.shape"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "d9609ed9-5ed4-47bd-ae4d-5624b37f8fa1",
      "metadata": {
        "id": "d9609ed9-5ed4-47bd-ae4d-5624b37f8fa1"
      },
      "source": [
        "# Merging the Dataset"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 6,
      "id": "3375a37e-3995-4325-80da-2b3bc06d0ed3",
      "metadata": {
        "id": "3375a37e-3995-4325-80da-2b3bc06d0ed3"
      },
      "outputs": [],
      "source": [
        "df = movies_data.merge(credits_data, on=\"title\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 7,
      "id": "89dfe7ef-6ec5-41f9-98f9-46989d46818b",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 488
        },
        "id": "89dfe7ef-6ec5-41f9-98f9-46989d46818b",
        "outputId": "9cc343ca-06fa-4764-add4-cd7abc555b0e"
      },
      "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",
              "\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",
              "\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",
              "\n",
              "                             original_title  \\\n",
              "0                                    Avatar   \n",
              "1  Pirates of the Caribbean: At World's End   \n",
              "2                                   Spectre   \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",
              "\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",
              "\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",
              "\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",
              "\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",
              "\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",
              "\n",
              "                                                crew  \n",
              "0  [{\"credit_id\": \"52fe48009251416c750aca23\", \"de...  \n",
              "1  [{\"credit_id\": \"52fe4232c3a36847f800b579\", \"de...  \n",
              "2  [{\"credit_id\": \"54805967c3a36829b5002c41\", \"de...  \n",
              "\n",
              "[3 rows x 23 columns]"
            ],
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              "  <div id=\"df-c3ae29dc-fb53-4909-891d-16770be05d08\" class=\"colab-df-container\">\n",
              "    <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
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              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
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              "        text-align: right;\n",
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              "</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",
              "  </tbody>\n",
              "</table>\n",
              "<p>3 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-c3ae29dc-fb53-4909-891d-16770be05d08')\"\n",
              "            title=\"Convert this dataframe to an interactive table.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
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              "  </svg>\n",
              "    </button>\n",
              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "    <script>\n",
              "      const buttonEl =\n",
              "        document.querySelector('#df-c3ae29dc-fb53-4909-891d-16770be05d08 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-c3ae29dc-fb53-4909-891d-16770be05d08');\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-eb1e91b1-35e6-434f-8036-e1b30e99a40c\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-eb1e91b1-35e6-434f-8036-e1b30e99a40c')\"\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",
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              "      border-left-color: var(--fill-color);\n",
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              "      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-eb1e91b1-35e6-434f-8036-e1b30e99a40c 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": "df"
            }
          },
          "metadata": {},
          "execution_count": 7
        }
      ],
      "source": [
        "df.head(3)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 8,
      "id": "8018140b-008f-4d89-9f25-1370f9ae53b6",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "8018140b-008f-4d89-9f25-1370f9ae53b6",
        "outputId": "24637de3-4d43-4790-e3db-ca14dfdfa8ef"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(4809, 23)"
            ]
          },
          "metadata": {},
          "execution_count": 8
        }
      ],
      "source": [
        "df.shape"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 9,
      "id": "703c6343-1952-4c7e-ab71-f83b70f05ec9",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "703c6343-1952-4c7e-ab71-f83b70f05ec9",
        "outputId": "f230c06a-32e9-423c-b575-dfb191308214"
      },
      "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": 9
        }
      ],
      "source": [
        "df.columns"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "8efa651f-6c51-433a-bfb7-e7ba55880624",
      "metadata": {
        "id": "8efa651f-6c51-433a-bfb7-e7ba55880624"
      },
      "source": [
        "# Data Cleaning"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "e0930d16-a629-4f4e-86c0-c519eb2844eb",
      "metadata": {
        "id": "e0930d16-a629-4f4e-86c0-c519eb2844eb"
      },
      "source": [
        "Important features:\n",
        "genres,\n",
        "keywords,\n",
        "overview,\n",
        "title,\n",
        "movie_id,\n",
        "cast,\n",
        "crew"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 10,
      "id": "c18e7cf4-07e8-40b0-98e0-ae73dc0b1860",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 247
        },
        "id": "c18e7cf4-07e8-40b0-98e0-ae73dc0b1860",
        "outputId": "362b42e4-d8e9-48ae-af14-bb6a90122944"
      },
      "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",
              "\n",
              "                                              genres  \\\n",
              "0  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   \n",
              "1  [{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"...   \n",
              "2  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   \n",
              "\n",
              "                                            keywords  \\\n",
              "0  [{\"id\": 1463, \"name\": \"culture clash\"}, {\"id\":...   \n",
              "1  [{\"id\": 270, \"name\": \"ocean\"}, {\"id\": 726, \"na...   \n",
              "2  [{\"id\": 470, \"name\": \"spy\"}, {\"id\": 818, \"name...   \n",
              "\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",
              "\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",
              "\n",
              "                                                crew  \n",
              "0  [{\"credit_id\": \"52fe48009251416c750aca23\", \"de...  \n",
              "1  [{\"credit_id\": \"52fe4232c3a36847f800b579\", \"de...  \n",
              "2  [{\"credit_id\": \"54805967c3a36829b5002c41\", \"de...  "
            ],
            "text/html": [
              "\n",
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              "      <th>movie_id</th>\n",
              "      <th>title</th>\n",
              "      <th>genres</th>\n",
              "      <th>keywords</th>\n",
              "      <th>overview</th>\n",
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              "      <th>0</th>\n",
              "      <td>19995</td>\n",
              "      <td>Avatar</td>\n",
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              "      <td>[{\"id\": 1463, \"name\": \"culture clash\"}, {\"id\":...</td>\n",
              "      <td>In the 22nd century, a paraplegic Marine is di...</td>\n",
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              "      <td>[{\"credit_id\": \"52fe48009251416c750aca23\", \"de...</td>\n",
              "    </tr>\n",
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              "      <th>1</th>\n",
              "      <td>285</td>\n",
              "      <td>Pirates of the Caribbean: At World's End</td>\n",
              "      <td>[{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"...</td>\n",
              "      <td>[{\"id\": 270, \"name\": \"ocean\"}, {\"id\": 726, \"na...</td>\n",
              "      <td>Captain Barbossa, long believed to be dead, ha...</td>\n",
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              "      <td>[{\"credit_id\": \"52fe4232c3a36847f800b579\", \"de...</td>\n",
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              "      <th>2</th>\n",
              "      <td>206647</td>\n",
              "      <td>Spectre</td>\n",
              "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
              "      <td>[{\"id\": 470, \"name\": \"spy\"}, {\"id\": 818, \"name...</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",
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              "    .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",
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              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
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              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
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              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
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              "  </style>\n",
              "\n",
              "    <script>\n",
              "      const buttonEl =\n",
              "        document.querySelector('#df-e9627340-a22f-42f0-b558-dbdc945b37aa 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-e9627340-a22f-42f0-b558-dbdc945b37aa');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
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              "\n",
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              "    </g>\n",
              "</svg>\n",
              "  </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "      --bg-color: #E8F0FE;\n",
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              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "      --bg-color: #3B4455;\n",
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              "      --disabled-fill-color: #666;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart {\n",
              "    background-color: var(--bg-color);\n",
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              "    border-radius: 50%;\n",
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              "    height: 32px;\n",
              "    padding: 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
              "    box-shadow: none;\n",
              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
              "    }\n",
              "    20% {\n",
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              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
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              "      border-left-color: var(--fill-color);\n",
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              "    }\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-67c86169-7f6e-4112-a7b5-655aa62dcf43 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": "movie_df",
              "summary": "{\n  \"name\": \"movie_df\",\n  \"rows\": 4809,\n  \"fields\": [\n    {\n      \"column\": \"movie_id\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 88653,\n        \"min\": 5,\n        \"max\": 459488,\n        \"num_unique_values\": 4803,\n        \"samples\": [\n          8427,\n          15581,\n          2013\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"title\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 4800,\n        \"samples\": [\n          \"I Spy\",\n          \"Who's Your Caddy?\",\n          \"Sleepover\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"genres\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 1175,\n        \"samples\": [\n          \"[{\\\"id\\\": 14, \\\"name\\\": \\\"Fantasy\\\"}, {\\\"id\\\": 12, \\\"name\\\": \\\"Adventure\\\"}, {\\\"id\\\": 16, \\\"name\\\": \\\"Animation\\\"}]\",\n          \"[{\\\"id\\\": 28, \\\"name\\\": \\\"Action\\\"}, {\\\"id\\\": 35, \\\"name\\\": \\\"Comedy\\\"}, {\\\"id\\\": 80, \\\"name\\\": \\\"Crime\\\"}, {\\\"id\\\": 18, \\\"name\\\": \\\"Drama\\\"}]\",\n          \"[{\\\"id\\\": 12, \\\"name\\\": \\\"Adventure\\\"}, {\\\"id\\\": 16, \\\"name\\\": \\\"Animation\\\"}, {\\\"id\\\": 10751, \\\"name\\\": \\\"Family\\\"}, {\\\"id\\\": 14, \\\"name\\\": \\\"Fantasy\\\"}, {\\\"id\\\": 878, \\\"name\\\": \\\"Science Fiction\\\"}]\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"keywords\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 4222,\n        \"samples\": [\n          \"[{\\\"id\\\": 782, \\\"name\\\": \\\"assassin\\\"}, {\\\"id\\\": 1872, \\\"name\\\": \\\"loss of father\\\"}, {\\\"id\\\": 2908, \\\"name\\\": \\\"secret society\\\"}, {\\\"id\\\": 3045, \\\"name\\\": \\\"mission of murder\\\"}, {\\\"id\\\": 9748, \\\"name\\\": \\\"revenge\\\"}]\",\n          \"[{\\\"id\\\": 2987, \\\"name\\\": \\\"gang war\\\"}, {\\\"id\\\": 4942, \\\"name\\\": \\\"victim of murder\\\"}, {\\\"id\\\": 5332, \\\"name\\\": \\\"greed\\\"}, {\\\"id\\\": 6062, \\\"name\\\": \\\"hostility\\\"}, {\\\"id\\\": 156212, \\\"name\\\": \\\"spaghetti western\\\"}]\",\n          \"[{\\\"id\\\": 703, \\\"name\\\": \\\"detective\\\"}, {\\\"id\\\": 1299, \\\"name\\\": \\\"monster\\\"}, {\\\"id\\\": 6101, \\\"name\\\": \\\"engine\\\"}, {\\\"id\\\": 10988, \\\"name\\\": \\\"based on tv series\\\"}, {\\\"id\\\": 15162, \\\"name\\\": \\\"dog\\\"}]\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"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\": \"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, 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Hodges\\\"}, {\\\"credit_id\\\": \\\"59904d3bc3a36874b402a4b0\\\", \\\"department\\\": \\\"Camera\\\", \\\"gender\\\": 0, \\\"id\\\": 1868880, \\\"job\\\": \\\"Key Grip\\\", \\\"name\\\": \\\"Mike Hodges\\\"}, {\\\"credit_id\\\": \\\"59904df0925141672302c7da\\\", \\\"department\\\": \\\"Lighting\\\", \\\"gender\\\": 0, \\\"id\\\": 1868881, \\\"job\\\": \\\"Gaffer\\\", \\\"name\\\": \\\"Kal Manning\\\"}, {\\\"credit_id\\\": \\\"59904ede925141675f02bbe6\\\", \\\"department\\\": \\\"Camera\\\", \\\"gender\\\": 0, \\\"id\\\": 1868889, \\\"job\\\": \\\"Dolly Grip\\\", \\\"name\\\": \\\"Larry McCarron\\\"}, {\\\"credit_id\\\": \\\"59905109925141673e02dcde\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 0, \\\"id\\\": 1868892, \\\"job\\\": \\\"Music Editor\\\", \\\"name\\\": \\\"Kim Strand\\\"}]\",\n          \"[{\\\"credit_id\\\": \\\"52fe45589251416c9102f1af\\\", \\\"department\\\": \\\"Directing\\\", \\\"gender\\\": 2, \\\"id\\\": 5281, \\\"job\\\": \\\"Director\\\", \\\"name\\\": \\\"Spike Lee\\\"}, {\\\"credit_id\\\": \\\"578525bd92514137c20047ee\\\", \\\"department\\\": \\\"Writing\\\", \\\"gender\\\": 1, \\\"id\\\": 13602, \\\"job\\\": \\\"Writer\\\", \\\"name\\\": \\\"Joie Lee\\\"}, {\\\"credit_id\\\": \\\"52fe45589251416c9102f1b5\\\", \\\"department\\\": \\\"Writing\\\", \\\"gender\\\": 2, \\\"id\\\": 13603, \\\"job\\\": \\\"Writer\\\", \\\"name\\\": \\\"Cinqu\\\\u00e9 Lee\\\"}]\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 10
        }
      ],
      "source": [
        "movie_df = df[['movie_id', 'title', 'genres', 'keywords', 'overview', 'cast', 'crew']]\n",
        "movie_df.head(3)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 11,
      "id": "09dcd19a-be21-49c5-a84b-6380ec487ac5",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "09dcd19a-be21-49c5-a84b-6380ec487ac5",
        "outputId": "687d3fab-5fd4-4a20-e693-426ce38b0de5"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(4809, 7)"
            ]
          },
          "metadata": {},
          "execution_count": 11
        }
      ],
      "source": [
        "movie_df.shape"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 12,
      "id": "b3ea70b9-6ab4-4de0-a3ed-7da506478b1b",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "b3ea70b9-6ab4-4de0-a3ed-7da506478b1b",
        "outputId": "761572d5-979e-447d-ce67-8f174b0623c7"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Duplicate rows: 0\n",
            "columns with null values:\n",
            " movie_id    0\n",
            "title       0\n",
            "genres      0\n",
            "keywords    0\n",
            "overview    3\n",
            "cast        0\n",
            "crew        0\n",
            "dtype: int64\n"
          ]
        }
      ],
      "source": [
        "print(\"Duplicate rows:\", movie_df.duplicated().sum())\n",
        "print(\"columns with null values:\\n\", movie_df.isna().sum())"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 13,
      "id": "58b8c8e8-30ec-4f45-b2ab-52077a1df182",
      "metadata": {
        "id": "58b8c8e8-30ec-4f45-b2ab-52077a1df182"
      },
      "outputs": [],
      "source": [
        "movie_df.dropna(inplace=True)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 14,
      "id": "d3df0815-67e1-4029-b432-1a268ced9146",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "d3df0815-67e1-4029-b432-1a268ced9146",
        "outputId": "745d00e1-18c0-46d3-8356-a27ce02c6269"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "columns with null values:\n",
            " movie_id    0\n",
            "title       0\n",
            "genres      0\n",
            "keywords    0\n",
            "overview    0\n",
            "cast        0\n",
            "crew        0\n",
            "dtype: int64\n"
          ]
        }
      ],
      "source": [
        "print(\"columns with null values:\\n\", movie_df.isna().sum())"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "43df244f-0219-416b-abd8-7e42b7ed07da",
      "metadata": {
        "id": "43df244f-0219-416b-abd8-7e42b7ed07da"
      },
      "source": [
        "# Data Modifying"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 15,
      "id": "88e6268a-05c2-4762-a538-6f39649bb2e6",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 36
        },
        "id": "88e6268a-05c2-4762-a538-6f39649bb2e6",
        "outputId": "bf75f766-e8e0-42ff-bf67-ad5f01932b57"
      },
      "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": 15
        }
      ],
      "source": [
        "movie_df['genres'][0]"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 16,
      "id": "5f185567-fe5f-4fc9-b42b-1c044f9321bc",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "5f185567-fe5f-4fc9-b42b-1c044f9321bc",
        "outputId": "b5e79061-e87e-423a-c94a-74623d22dcee"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[{'id': 28, 'name': 'Action'},\n",
              " {'id': 12, 'name': 'Adventure'},\n",
              " {'id': 14, 'name': 'Fantasy'},\n",
              " {'id': 878, 'name': 'Science Fiction'}]"
            ]
          },
          "metadata": {},
          "execution_count": 16
        }
      ],
      "source": [
        "# converted string to object\n",
        "ast.literal_eval(movie_df['genres'][0])"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 17,
      "id": "97118338-a18f-497a-a1b4-41dc8cc6e9d0",
      "metadata": {
        "id": "97118338-a18f-497a-a1b4-41dc8cc6e9d0"
      },
      "outputs": [],
      "source": [
        "def string_to_object(data):\n",
        "    values_list = []\n",
        "    for i in ast.literal_eval(data):\n",
        "        values_list.append(i['name'])\n",
        "    return values_list"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 18,
      "id": "85a89c33-3807-4e18-b84b-8a17b47be273",
      "metadata": {
        "id": "85a89c33-3807-4e18-b84b-8a17b47be273"
      },
      "outputs": [],
      "source": [
        "movie_df['genres'] = movie_df['genres'].apply(string_to_object)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 19,
      "id": "9d64e75c-cebd-4c06-873b-c0b9c2ac51ec",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 247
        },
        "id": "9d64e75c-cebd-4c06-873b-c0b9c2ac51ec",
        "outputId": "dadf71a3-4174-411c-d8b8-3d226bbea3bb"
      },
      "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",
              "\n",
              "                                          genres  \\\n",
              "0  [Action, Adventure, Fantasy, Science Fiction]   \n",
              "1                   [Adventure, Fantasy, Action]   \n",
              "2                     [Action, Adventure, Crime]   \n",
              "\n",
              "                                            keywords  \\\n",
              "0  [{\"id\": 1463, \"name\": \"culture clash\"}, {\"id\":...   \n",
              "1  [{\"id\": 270, \"name\": \"ocean\"}, {\"id\": 726, \"na...   \n",
              "2  [{\"id\": 470, \"name\": \"spy\"}, {\"id\": 818, \"name...   \n",
              "\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",
              "\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",
              "\n",
              "                                                crew  \n",
              "0  [{\"credit_id\": \"52fe48009251416c750aca23\", \"de...  \n",
              "1  [{\"credit_id\": \"52fe4232c3a36847f800b579\", \"de...  \n",
              "2  [{\"credit_id\": \"54805967c3a36829b5002c41\", \"de...  "
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-0d391b6d-873e-4e5e-84fe-7dcd9a463017\" 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>genres</th>\n",
              "      <th>keywords</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>19995</td>\n",
              "      <td>Avatar</td>\n",
              "      <td>[Action, Adventure, Fantasy, Science Fiction]</td>\n",
              "      <td>[{\"id\": 1463, \"name\": \"culture clash\"}, {\"id\":...</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>285</td>\n",
              "      <td>Pirates of the Caribbean: At World's End</td>\n",
              "      <td>[Adventure, Fantasy, Action]</td>\n",
              "      <td>[{\"id\": 270, \"name\": \"ocean\"}, {\"id\": 726, \"na...</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>206647</td>\n",
              "      <td>Spectre</td>\n",
              "      <td>[Action, Adventure, Crime]</td>\n",
              "      <td>[{\"id\": 470, \"name\": \"spy\"}, {\"id\": 818, \"name...</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",
              "  </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-0d391b6d-873e-4e5e-84fe-7dcd9a463017')\"\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-0d391b6d-873e-4e5e-84fe-7dcd9a463017 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-0d391b6d-873e-4e5e-84fe-7dcd9a463017');\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-c97c72a7-ccbf-46dc-b4e8-660262ed4a9c\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-c97c72a7-ccbf-46dc-b4e8-660262ed4a9c')\"\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",
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              "\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-c97c72a7-ccbf-46dc-b4e8-660262ed4a9c 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": "movie_df",
              "summary": "{\n  \"name\": \"movie_df\",\n  \"rows\": 4806,\n  \"fields\": [\n    {\n      \"column\": \"movie_id\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 88309,\n        \"min\": 5,\n        \"max\": 447027,\n        \"num_unique_values\": 4800,\n        \"samples\": [\n          8427,\n          9555,\n          10029\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"title\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 4797,\n        \"samples\": [\n          \"Two Brothers\",\n          \"From Paris with Love\",\n          \"Walk the Line\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"genres\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"keywords\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 4220,\n        \"samples\": [\n          \"[{\\\"id\\\": 293, \\\"name\\\": \\\"female nudity\\\"}, {\\\"id\\\": 2483, \\\"name\\\": \\\"nudity\\\"}, {\\\"id\\\": 2546, \\\"name\\\": \\\"mask\\\"}, {\\\"id\\\": 2604, \\\"name\\\": \\\"babysitter\\\"}, {\\\"id\\\": 3335, \\\"name\\\": \\\"halloween\\\"}, {\\\"id\\\": 6149, \\\"name\\\": \\\"police\\\"}, {\\\"id\\\": 10024, \\\"name\\\": \\\"psychopathic killer\\\"}, {\\\"id\\\": 10183, \\\"name\\\": \\\"independent film\\\"}, {\\\"id\\\": 10333, \\\"name\\\": \\\"stalking\\\"}, {\\\"id\\\": 10714, \\\"name\\\": \\\"serial killer\\\"}, {\\\"id\\\": 10776, \\\"name\\\": \\\"marijuana\\\"}, {\\\"id\\\": 11040, \\\"name\\\": \\\"masked killer\\\"}, {\\\"id\\\": 11221, \\\"name\\\": \\\"blood\\\"}, {\\\"id\\\": 11488, \\\"name\\\": \\\"pot smoking\\\"}, {\\\"id\\\": 12339, \\\"name\\\": \\\"slasher\\\"}, {\\\"id\\\": 13112, \\\"name\\\": \\\"murderer\\\"}, {\\\"id\\\": 14698, \\\"name\\\": \\\"throat slitting\\\"}, {\\\"id\\\": 14805, \\\"name\\\": \\\"maniac\\\"}, {\\\"id\\\": 14819, \\\"name\\\": \\\"violence\\\"}, {\\\"id\\\": 17987, \\\"name\\\": \\\"killing spree\\\"}, {\\\"id\\\": 18035, \\\"name\\\": \\\"family\\\"}, {\\\"id\\\": 34117, \\\"name\\\": \\\"cult film\\\"}, {\\\"id\\\": 156075, \\\"name\\\": \\\"evil\\\"}, {\\\"id\\\": 157701, \\\"name\\\": \\\"psychotic\\\"}, {\\\"id\\\": 174424, \\\"name\\\": \\\"smoking pot\\\"}, {\\\"id\\\": 198914, \\\"name\\\": \\\"institution\\\"}, {\\\"id\\\": 207159, \\\"name\\\": \\\"escaped killer\\\"}]\",\n          \"[{\\\"id\\\": 3036, \\\"name\\\": \\\"bible\\\"}, {\\\"id\\\": 9649, \\\"name\\\": \\\"god\\\"}, {\\\"id\\\": 195790, \\\"name\\\": \\\"noah\\\"}, {\\\"id\\\": 209714, \\\"name\\\": \\\"3d\\\"}]\",\n          \"[{\\\"id\\\": 2246, \\\"name\\\": \\\"confidence\\\"}, {\\\"id\\\": 2754, \\\"name\\\": \\\"trauma\\\"}, {\\\"id\\\": 2982, \\\"name\\\": \\\"leaving one's family\\\"}, {\\\"id\\\": 3321, \\\"name\\\": \\\"childhood memory\\\"}, {\\\"id\\\": 3800, \\\"name\\\": \\\"airplane\\\"}, {\\\"id\\\": 5597, \\\"name\\\": \\\"war on terror\\\"}, {\\\"id\\\": 6027, \\\"name\\\": \\\"music\\\"}, {\\\"id\\\": 6381, \\\"name\\\": \\\"loss of daughter\\\"}, {\\\"id\\\": 6511, \\\"name\\\": \\\"alone\\\"}, {\\\"id\\\": 13001, \\\"name\\\": \\\"cowardliness\\\"}, {\\\"id\\\": 18035, \\\"name\\\": \\\"family\\\"}]\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"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\": \"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, 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\\\"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\\\": 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Marsh\\\"}, {\\\"credit_id\\\": \\\"58dd10b2c3a368228300b588\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 1763970, \\\"job\\\": \\\"Casting Assistant\\\", \\\"name\\\": \\\"Nadia Lubbe Simon\\\"}, {\\\"credit_id\\\": \\\"58dd1052925141413c00beac\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 1786614, \\\"job\\\": \\\"Casting Associate\\\", \\\"name\\\": \\\"Diana Jaher\\\"}, {\\\"credit_id\\\": \\\"58dd11d5c3a368229d00b6a0\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 0, \\\"id\\\": 1786616, \\\"job\\\": \\\"Location Manager\\\", \\\"name\\\": \\\"Craig W. van Gundy\\\"}, {\\\"credit_id\\\": \\\"58dd1254c3a368227300c1e6\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 1786618, \\\"job\\\": \\\"Production Coordinator\\\", \\\"name\\\": \\\"Kris Fullan Martinez\\\"}, {\\\"credit_id\\\": \\\"599042f4c3a368744202aefa\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 1868861, \\\"job\\\": \\\"Painter\\\", \\\"name\\\": \\\"Joe A. Hawthorne\\\"}, {\\\"credit_id\\\": \\\"5990448e925141675f02afa7\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 0, \\\"id\\\": 1868865, \\\"job\\\": \\\"Propmaker\\\", \\\"name\\\": \\\"Robert McDonald\\\"}, {\\\"credit_id\\\": \\\"59904571925141670b02c572\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 0, \\\"id\\\": 1868867, \\\"job\\\": \\\"Propmaker\\\", \\\"name\\\": \\\"Robert Prchal\\\"}, {\\\"credit_id\\\": \\\"599045da925141673902a9d7\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 0, \\\"id\\\": 1868868, \\\"job\\\": \\\"Propmaker\\\", \\\"name\\\": \\\"Hal Schlax\\\"}, {\\\"credit_id\\\": \\\"59904c34925141675f02b8bc\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 2, \\\"id\\\": 1868877, \\\"job\\\": \\\"Stunt Coordinator\\\", \\\"name\\\": \\\"John Molo\\\"}, {\\\"credit_id\\\": \\\"59904cac925141673e02d7a8\\\", \\\"department\\\": \\\"Camera\\\", \\\"gender\\\": 0, \\\"id\\\": 1868878, \\\"job\\\": \\\"Camera Operator\\\", \\\"name\\\": \\\"Todd Dos Reis\\\"}, {\\\"credit_id\\\": \\\"59904d04925141676602ba9a\\\", \\\"department\\\": \\\"Camera\\\", \\\"gender\\\": 0, \\\"id\\\": 1868879, \\\"job\\\": \\\"Dolly Grip\\\", \\\"name\\\": \\\"Jason D. Hodges\\\"}, {\\\"credit_id\\\": \\\"59904d3bc3a36874b402a4b0\\\", \\\"department\\\": \\\"Camera\\\", \\\"gender\\\": 0, \\\"id\\\": 1868880, \\\"job\\\": \\\"Key Grip\\\", \\\"name\\\": \\\"Mike Hodges\\\"}, {\\\"credit_id\\\": \\\"59904df0925141672302c7da\\\", \\\"department\\\": \\\"Lighting\\\", \\\"gender\\\": 0, \\\"id\\\": 1868881, \\\"job\\\": \\\"Gaffer\\\", \\\"name\\\": \\\"Kal Manning\\\"}, {\\\"credit_id\\\": \\\"59904ede925141675f02bbe6\\\", \\\"department\\\": \\\"Camera\\\", \\\"gender\\\": 0, \\\"id\\\": 1868889, \\\"job\\\": \\\"Dolly Grip\\\", \\\"name\\\": \\\"Larry McCarron\\\"}, {\\\"credit_id\\\": \\\"59905109925141673e02dcde\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 0, \\\"id\\\": 1868892, \\\"job\\\": \\\"Music Editor\\\", \\\"name\\\": \\\"Kim Strand\\\"}]\",\n          \"[{\\\"credit_id\\\": \\\"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": 19
        }
      ],
      "source": [
        "movie_df.head(3)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 20,
      "id": "2edd0191-d792-4de6-9864-2668dcc5e12a",
      "metadata": {
        "id": "2edd0191-d792-4de6-9864-2668dcc5e12a"
      },
      "outputs": [],
      "source": [
        "movie_df['keywords'] = movie_df['keywords'].apply(string_to_object)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 21,
      "id": "6b24d479-ffb8-4413-8a25-ace5302aba41",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 247
        },
        "id": "6b24d479-ffb8-4413-8a25-ace5302aba41",
        "outputId": "305788f5-89bb-47fe-c06f-c78dcb1c567a"
      },
      "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",
              "\n",
              "                                          genres  \\\n",
              "0  [Action, Adventure, Fantasy, Science Fiction]   \n",
              "1                   [Adventure, Fantasy, Action]   \n",
              "2                     [Action, Adventure, Crime]   \n",
              "\n",
              "                                            keywords  \\\n",
              "0  [culture clash, future, space war, space colon...   \n",
              "1  [ocean, drug abuse, exotic island, east india ...   \n",
              "2  [spy, based on novel, secret agent, sequel, mi...   \n",
              "\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",
              "\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",
              "\n",
              "                                                crew  \n",
              "0  [{\"credit_id\": \"52fe48009251416c750aca23\", \"de...  \n",
              "1  [{\"credit_id\": \"52fe4232c3a36847f800b579\", \"de...  \n",
              "2  [{\"credit_id\": \"54805967c3a36829b5002c41\", \"de...  "
            ],
            "text/html": [
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              "      <th></th>\n",
              "      <th>movie_id</th>\n",
              "      <th>title</th>\n",
              "      <th>genres</th>\n",
              "      <th>keywords</th>\n",
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              "      <th>0</th>\n",
              "      <td>19995</td>\n",
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              "      <td>[culture clash, future, space war, space colon...</td>\n",
              "      <td>In the 22nd century, a paraplegic Marine is di...</td>\n",
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              "      <td>285</td>\n",
              "      <td>Pirates of the Caribbean: At World's End</td>\n",
              "      <td>[Adventure, Fantasy, Action]</td>\n",
              "      <td>[ocean, drug abuse, exotic island, east india ...</td>\n",
              "      <td>Captain Barbossa, long believed to be dead, ha...</td>\n",
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              "      <td>[{\"credit_id\": \"52fe4232c3a36847f800b579\", \"de...</td>\n",
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              "      <th>2</th>\n",
              "      <td>206647</td>\n",
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              "      border-radius: 50%;\n",
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              "\n",
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              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
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              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
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              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
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              "        document.querySelector('#df-9fba2549-8b78-4733-af98-3d234afe6f00 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-9fba2549-8b78-4733-af98-3d234afe6f00');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
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              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "      --bg-color: #E8F0FE;\n",
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              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "      --bg-color: #3B4455;\n",
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              "\n",
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              "    background-color: var(--bg-color);\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
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              "    display: none;\n",
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              "    height: 32px;\n",
              "    padding: 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
              "    box-shadow: none;\n",
              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
              "    }\n",
              "    20% {\n",
              "      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-7c814bbb-46f7-4198-acea-cf4e279cc8ff 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": "movie_df",
              "summary": "{\n  \"name\": \"movie_df\",\n  \"rows\": 4806,\n  \"fields\": [\n    {\n      \"column\": \"movie_id\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 88309,\n        \"min\": 5,\n        \"max\": 447027,\n        \"num_unique_values\": 4800,\n        \"samples\": [\n          8427,\n          9555,\n          10029\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"title\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 4797,\n        \"samples\": [\n          \"Two Brothers\",\n          \"From Paris with Love\",\n          \"Walk the Line\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"genres\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"keywords\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"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\": \"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 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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 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\\\"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\\\", 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\\\"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. 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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": 21
        }
      ],
      "source": [
        "movie_df.head(3)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 22,
      "id": "94276b55-c63e-4993-b0c2-e8fde6ad4a30",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 379
        },
        "id": "94276b55-c63e-4993-b0c2-e8fde6ad4a30",
        "outputId": "fc09539a-414e-4635-c4aa-8237956c3d05"
      },
      "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",
              "                                          genres  \\\n",
              "0  [Action, Adventure, Fantasy, Science Fiction]   \n",
              "1                   [Adventure, Fantasy, Action]   \n",
              "2                     [Action, Adventure, Crime]   \n",
              "3               [Action, Crime, Drama, Thriller]   \n",
              "4           [Action, Adventure, Science Fiction]   \n",
              "\n",
              "                                            keywords  \\\n",
              "0  [culture clash, future, space war, space colon...   \n",
              "1  [ocean, drug abuse, exotic island, east india ...   \n",
              "2  [spy, based on novel, secret agent, sequel, mi...   \n",
              "3  [dc comics, crime fighter, terrorist, secret i...   \n",
              "4  [based on novel, mars, medallion, space travel...   \n",
              "\n",
              "                                            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...  "
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              "      <th></th>\n",
              "      <th>movie_id</th>\n",
              "      <th>title</th>\n",
              "      <th>genres</th>\n",
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              "      <th>0</th>\n",
              "      <td>19995</td>\n",
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              "      <td>[culture clash, future, space war, space colon...</td>\n",
              "      <td>In the 22nd century, a paraplegic Marine is di...</td>\n",
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              "      <td>Pirates of the Caribbean: At World's End</td>\n",
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              "      <td>Captain Barbossa, long believed to be dead, ha...</td>\n",
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              "      <td>A cryptic message from Bond’s past sends him o...</td>\n",
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              "      <td>49026</td>\n",
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              "      <td>[Action, Crime, Drama, Thriller]</td>\n",
              "      <td>[dc comics, crime fighter, terrorist, secret i...</td>\n",
              "      <td>Following the death of District Attorney Harve...</td>\n",
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              "      <td>[{\"credit_id\": \"52fe4781c3a36847f81398c3\", \"de...</td>\n",
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              "      <td>49529</td>\n",
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              "      --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-23e54350-e849-49a3-ac24-f6eaeeca6f26 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": "movie_df",
              "summary": "{\n  \"name\": \"movie_df\",\n  \"rows\": 4806,\n  \"fields\": [\n    {\n      \"column\": \"movie_id\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 88309,\n        \"min\": 5,\n        \"max\": 447027,\n        \"num_unique_values\": 4800,\n        \"samples\": [\n          8427,\n          9555,\n          10029\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"title\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 4797,\n        \"samples\": [\n          \"Two Brothers\",\n          \"From Paris with Love\",\n          \"Walk the Line\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"genres\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"keywords\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"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\": \"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 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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 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\\\"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\\\", 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{\\\"credit_id\\\": \\\"599048b2925141670b02c97f\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 0, \\\"id\\\": 1416153, \\\"job\\\": \\\"Supervising Sound Editor\\\", \\\"name\\\": \\\"Donald Sylvester\\\"}, {\\\"credit_id\\\": \\\"59904ad6c3a36874b402a1cc\\\", \\\"department\\\": \\\"Visual Effects\\\", \\\"gender\\\": 0, \\\"id\\\": 1416167, \\\"job\\\": \\\"Visual Effects Producer\\\", \\\"name\\\": \\\"John Kilkenny\\\"}, {\\\"credit_id\\\": \\\"56ae7d849251416357002915\\\", \\\"department\\\": \\\"Costume & Make-Up\\\", \\\"gender\\\": 1, \\\"id\\\": 1424894, \\\"job\\\": \\\"Hairstylist\\\", \\\"name\\\": \\\"Camille Friend\\\"}, {\\\"credit_id\\\": \\\"599047ab925141674c02b48e\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 0, \\\"id\\\": 1425343, \\\"job\\\": \\\"ADR Editor\\\", \\\"name\\\": \\\"Vanessa Lapato\\\"}, {\\\"credit_id\\\": \\\"59904951925141673902ae4e\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 0, \\\"id\\\": 1442509, \\\"job\\\": 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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": 22
        }
      ],
      "source": [
        "movie_df.head()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 23,
      "id": "99266cbb-ec93-4096-b6d4-af9f17062982",
      "metadata": {
        "id": "99266cbb-ec93-4096-b6d4-af9f17062982"
      },
      "outputs": [],
      "source": [
        "def get_cast(data):\n",
        "    values_list = []\n",
        "    for i in ast.literal_eval(data):\n",
        "        if(len(values_list) > 3):\n",
        "            break\n",
        "        values_list.append(i['name'])\n",
        "    return values_list"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 24,
      "id": "96ec03d8-b0b1-424e-8ed2-30f535716d4d",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 247
        },
        "id": "96ec03d8-b0b1-424e-8ed2-30f535716d4d",
        "outputId": "6674c45d-d05a-4c1b-a1eb-8739d35bea2c"
      },
      "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",
              "\n",
              "                                          genres  \\\n",
              "0  [Action, Adventure, Fantasy, Science Fiction]   \n",
              "1                   [Adventure, Fantasy, Action]   \n",
              "2                     [Action, Adventure, Crime]   \n",
              "\n",
              "                                            keywords  \\\n",
              "0  [culture clash, future, space war, space colon...   \n",
              "1  [ocean, drug abuse, exotic island, east india ...   \n",
              "2  [spy, based on novel, secret agent, sequel, mi...   \n",
              "\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",
              "\n",
              "                                                cast  \\\n",
              "0  [Sam Worthington, Zoe Saldana, Sigourney Weave...   \n",
              "1  [Johnny Depp, Orlando Bloom, Keira Knightley, ...   \n",
              "2  [Daniel Craig, Christoph Waltz, Léa Seydoux, R...   \n",
              "\n",
              "                                                crew  \n",
              "0  [{\"credit_id\": \"52fe48009251416c750aca23\", \"de...  \n",
              "1  [{\"credit_id\": \"52fe4232c3a36847f800b579\", \"de...  \n",
              "2  [{\"credit_id\": \"54805967c3a36829b5002c41\", \"de...  "
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-b7289048-9028-4967-bf5e-f9947930be3d\" class=\"colab-df-container\">\n",
              "    <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
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              "  <thead>\n",
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              "      <th></th>\n",
              "      <th>movie_id</th>\n",
              "      <th>title</th>\n",
              "      <th>genres</th>\n",
              "      <th>keywords</th>\n",
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              "      <th>0</th>\n",
              "      <td>19995</td>\n",
              "      <td>Avatar</td>\n",
              "      <td>[Action, Adventure, Fantasy, Science Fiction]</td>\n",
              "      <td>[culture clash, future, space war, space colon...</td>\n",
              "      <td>In the 22nd century, a paraplegic Marine is di...</td>\n",
              "      <td>[Sam Worthington, Zoe Saldana, Sigourney Weave...</td>\n",
              "      <td>[{\"credit_id\": \"52fe48009251416c750aca23\", \"de...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>285</td>\n",
              "      <td>Pirates of the Caribbean: At World's End</td>\n",
              "      <td>[Adventure, Fantasy, Action]</td>\n",
              "      <td>[ocean, drug abuse, exotic island, east india ...</td>\n",
              "      <td>Captain Barbossa, long believed to be dead, ha...</td>\n",
              "      <td>[Johnny Depp, Orlando Bloom, Keira Knightley, ...</td>\n",
              "      <td>[{\"credit_id\": \"52fe4232c3a36847f800b579\", \"de...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>206647</td>\n",
              "      <td>Spectre</td>\n",
              "      <td>[Action, Adventure, Crime]</td>\n",
              "      <td>[spy, based on novel, secret agent, sequel, mi...</td>\n",
              "      <td>A cryptic message from Bond’s past sends him o...</td>\n",
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              "    <div class=\"colab-df-buttons\">\n",
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              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-b7289048-9028-4967-bf5e-f9947930be3d')\"\n",
              "            title=\"Convert this dataframe to an interactive table.\"\n",
              "            style=\"display:none;\">\n",
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              "    </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-b7289048-9028-4967-bf5e-f9947930be3d 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-b7289048-9028-4967-bf5e-f9947930be3d');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
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              "\n",
              "\n",
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              "            title=\"Suggest charts\"\n",
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              "    </g>\n",
              "</svg>\n",
              "  </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "      --bg-color: #E8F0FE;\n",
              "      --fill-color: #1967D2;\n",
              "      --hover-bg-color: #E2EBFA;\n",
              "      --hover-fill-color: #174EA6;\n",
              "      --disabled-fill-color: #AAA;\n",
              "      --disabled-bg-color: #DDD;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "      --bg-color: #3B4455;\n",
              "      --fill-color: #D2E3FC;\n",
              "      --hover-bg-color: #434B5C;\n",
              "      --hover-fill-color: #FFFFFF;\n",
              "      --disabled-bg-color: #3B4455;\n",
              "      --disabled-fill-color: #666;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart {\n",
              "    background-color: var(--bg-color);\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: var(--fill-color);\n",
              "    height: 32px;\n",
              "    padding: 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
              "    box-shadow: none;\n",
              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
              "    }\n",
              "    20% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    30% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    40% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-9afb21a7-24b6-429d-8a97-286d75addb07 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",
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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\": \"cast\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"crew\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 4773,\n        \"samples\": [\n          \"[{\\\"credit_id\\\": \\\"538d82720e0a26670e005e83\\\", \\\"department\\\": \\\"Editing\\\", \\\"gender\\\": 2, \\\"id\\\": 898, \\\"job\\\": \\\"Editor\\\", \\\"name\\\": \\\"Mark Goldblatt\\\"}, {\\\"credit_id\\\": \\\"538d82860e0a266702005de5\\\", \\\"department\\\": \\\"Editing\\\", \\\"gender\\\": 2, \\\"id\\\": 1098, \\\"job\\\": \\\"Editor\\\", \\\"name\\\": \\\"Mark Helfrich\\\"}, {\\\"credit_id\\\": \\\"538d820c0e0a266708006129\\\", 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\\\"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": 24
        }
      ],
      "source": [
        "movie_df['cast'] = movie_df['cast'].apply(get_cast)\n",
        "movie_df.head(3)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 25,
      "id": "8835c593-93b0-4d33-b401-d7092d497f4d",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "8835c593-93b0-4d33-b401-d7092d497f4d",
        "outputId": "c2ecec65-ca1d-420d-e03a-c081b36fa706"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "['Sam Worthington', 'Zoe Saldana', 'Sigourney Weaver', 'Stephen Lang']"
            ]
          },
          "metadata": {},
          "execution_count": 25
        }
      ],
      "source": [
        "movie_df['cast'][0]"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 26,
      "id": "7b17586b-9fa2-4ca6-bdbe-72b5af30cfa8",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 140
        },
        "id": "7b17586b-9fa2-4ca6-bdbe-72b5af30cfa8",
        "outputId": "03c44ef6-ca0e-40e5-8931-6be795ed9caa"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "'[{\"credit_id\": \"52fe48009251416c750aca23\", \"department\": \"Editing\", \"gender\": 0, \"id\": 1721, \"job\": \"Editor\", \"name\": \"Stephen E. 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\"job\": \"Set Costumer\", \"name\": \"Lilia Mishel Acevedo\"}, {\"credit_id\": \"54959ff9c3a3686ae300440c\", \"department\": \"Costume & Make-Up\", \"gender\": 0, \"id\": 1401814, \"job\": \"Set Costumer\", \"name\": \"Alejandro M. 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            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            }
          },
          "metadata": {},
          "execution_count": 26
        }
      ],
      "source": [
        "movie_df['crew'][0]"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 27,
      "id": "a1be2bc8-ad9f-4725-bca6-2c58402a795c",
      "metadata": {
        "id": "a1be2bc8-ad9f-4725-bca6-2c58402a795c"
      },
      "outputs": [],
      "source": [
        "def get_crew(data):\n",
        "    values_list = []\n",
        "    for i in ast.literal_eval(data):\n",
        "        if(i['job'] == \"Director\"):\n",
        "            values_list.append(i['name'])\n",
        "            break\n",
        "    return values_list"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 28,
      "id": "8ab0d877-8ed4-4411-acce-662ce483b275",
      "metadata": {
        "id": "8ab0d877-8ed4-4411-acce-662ce483b275"
      },
      "outputs": [],
      "source": [
        "movie_df['crew'] = movie_df['crew'].apply(get_crew)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 29,
      "id": "a68b254f-d8cb-4124-8e52-9cf641e400f1",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 178
        },
        "id": "a68b254f-d8cb-4124-8e52-9cf641e400f1",
        "outputId": "6ee082ec-7f09-411c-daf9-c8daf4e10632"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0     [James Cameron]\n",
              "1    [Gore Verbinski]\n",
              "2        [Sam Mendes]\n",
              "Name: crew, dtype: object"
            ],
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>crew</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>[James Cameron]</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>[Gore Verbinski]</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>[Sam Mendes]</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div><br><label><b>dtype:</b> object</label>"
            ]
          },
          "metadata": {},
          "execution_count": 29
        }
      ],
      "source": [
        "movie_df['crew'][:3]"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 30,
      "id": "8ebced33-5447-48e6-bc60-12ad24b31a94",
      "metadata": {
        "id": "8ebced33-5447-48e6-bc60-12ad24b31a94"
      },
      "outputs": [],
      "source": [
        "def overview_list(data):\n",
        "    return data.split(\" \")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 31,
      "id": "69c91ea5-f337-4ee0-a6ee-e1e753caf618",
      "metadata": {
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        "outputId": "a78a190f-5d1b-441f-91e5-5a8645957ea1"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "['In',\n",
              " 'the',\n",
              " '22nd',\n",
              " 'century,',\n",
              " 'a',\n",
              " 'paraplegic',\n",
              " 'Marine',\n",
              " 'is',\n",
              " 'dispatched',\n",
              " 'to',\n",
              " 'the',\n",
              " 'moon',\n",
              " 'Pandora',\n",
              " 'on',\n",
              " 'a',\n",
              " 'unique',\n",
              " 'mission,',\n",
              " 'but',\n",
              " 'becomes',\n",
              " 'torn',\n",
              " 'between',\n",
              " 'following',\n",
              " 'orders',\n",
              " 'and',\n",
              " 'protecting',\n",
              " 'an',\n",
              " 'alien',\n",
              " 'civilization.']"
            ]
          },
          "metadata": {},
          "execution_count": 31
        }
      ],
      "source": [
        "movie_df['overview'] = movie_df['overview'].apply(overview_list)\n",
        "movie_df['overview'][0]"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 32,
      "id": "68ddd4aa-8de1-40ac-a961-ecae26190132",
      "metadata": {
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        "outputId": "c4ec6b8c-79b0-46f0-f860-438cee8ebb5b"
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      "outputs": [
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          "data": {
            "text/plain": [
              "['In',\n",
              " 'the',\n",
              " '22nd',\n",
              " 'century,',\n",
              " 'a',\n",
              " 'paraplegic',\n",
              " 'Marine',\n",
              " 'is',\n",
              " 'dispatched',\n",
              " 'to',\n",
              " 'the',\n",
              " 'moon',\n",
              " 'Pandora',\n",
              " 'on',\n",
              " 'a',\n",
              " 'unique',\n",
              " 'mission,',\n",
              " 'but',\n",
              " 'becomes',\n",
              " 'torn',\n",
              " 'between',\n",
              " 'following',\n",
              " 'orders',\n",
              " 'and',\n",
              " 'protecting',\n",
              " 'an',\n",
              " 'alien',\n",
              " 'civilization.',\n",
              " 'Action',\n",
              " 'Adventure',\n",
              " 'Fantasy',\n",
              " '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",
              " 'James Cameron']"
            ]
          },
          "metadata": {},
          "execution_count": 32
        }
      ],
      "source": [
        "movie_df['tags'] = movie_df['overview'] + movie_df['genres'] + movie_df['keywords'] + movie_df['cast'] + movie_df['crew']\n",
        "movie_df['tags'][0]"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 33,
      "id": "e8aea868-f70e-4db5-8816-c2dc9d9b2110",
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        "colab": {
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        "outputId": "43de8e52-9f45-4e3d-f9e3-5b836bf416f5"
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        {
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              "   movie_id                                     title  \\\n",
              "0     19995                                    Avatar   \n",
              "1       285  Pirates of the Caribbean: At World's End   \n",
              "2    206647                                   Spectre   \n",
              "\n",
              "                                                tags  \n",
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            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "final_movie_df",
              "summary": "{\n  \"name\": \"final_movie_df\",\n  \"rows\": 4806,\n  \"fields\": [\n    {\n      \"column\": \"movie_id\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 88309,\n        \"min\": 5,\n        \"max\": 447027,\n        \"num_unique_values\": 4800,\n        \"samples\": [\n          8427,\n          9555,\n          10029\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"title\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 4797,\n        \"samples\": [\n          \"Two Brothers\",\n          \"From Paris with Love\",\n          \"Walk the Line\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"tags\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 33
        }
      ],
      "source": [
        "final_movie_df = movie_df.drop([\"genres\", \"keywords\", \"overview\", \"cast\", \"crew\"], axis=1)\n",
        "final_movie_df.head(3)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 34,
      "id": "bf525885-f6a7-4dbd-8fbf-3fe22f37339c",
      "metadata": {
        "id": "bf525885-f6a7-4dbd-8fbf-3fe22f37339c"
      },
      "outputs": [],
      "source": [
        "final_movie_df['tags'] = final_movie_df['tags'].apply(lambda x: (' ').join(x))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 35,
      "id": "9fea6945-fa45-4168-a933-ca6881da54df",
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          "data": {
            "text/plain": [
              "   movie_id                                     title  \\\n",
              "0     19995                                    Avatar   \n",
              "1       285  Pirates of the Caribbean: At World's End   \n",
              "2    206647                                   Spectre   \n",
              "3     49026                     The Dark Knight Rises   \n",
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              "  </svg>\n",
              "    </button>\n",
              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
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              "      display: none;\n",
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              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\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-9b363ad1-7e7f-4497-bc24-eee77623649a 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-9b363ad1-7e7f-4497-bc24-eee77623649a');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
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              "\n",
              "\n",
              "<div id=\"df-9287b224-6bc4-40b8-b4af-a785273522ff\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-9287b224-6bc4-40b8-b4af-a785273522ff')\"\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",
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              "      border-top-color: var(--fill-color);\n",
              "      border-right-color: var(--fill-color);\n",
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              "    40% {\n",
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              "      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-9287b224-6bc4-40b8-b4af-a785273522ff 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": "final_movie_df",
              "summary": "{\n  \"name\": \"final_movie_df\",\n  \"rows\": 4806,\n  \"fields\": [\n    {\n      \"column\": \"movie_id\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 88309,\n        \"min\": 5,\n        \"max\": 447027,\n        \"num_unique_values\": 4800,\n        \"samples\": [\n          8427,\n          9555,\n          10029\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"title\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 4797,\n        \"samples\": [\n          \"Two Brothers\",\n          \"From Paris with Love\",\n          \"Walk the Line\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"tags\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 4806,\n        \"samples\": [\n          \"the impressionistic story of a texas family in the 1950s. the film follows the life journey of the eldest son, jack, through the innocence of childhood to his disillusioned adult years as he tries to reconcile a complicated relationship with his father. jack finds himself a lost soul in the modern world, seeking answers to the origins and meaning of life while questioning the existence of faith. drama fantasy philosophy father son relationship red hair brother sister relationship sun telegram tree meteor afterlife death of a child independent film spirituality outer space dinosaur voice over very little dialogue tarkovskyesque brad pitt sean penn jessica chastain hunter mccracken terrence malick\",\n          \"set in south carolina in 1964, this is the tale of lily owens a 14 year-old girl who is haunted by the memory of her late mother. to escape her lonely life and troubled relationship with her father, lily flees with rosaleen, her caregiver and only friend, to a south carolina town that holds the secret to her mother's past. adventure woman director dakota fanning queen latifah jennifer hudson sophie okonedo gina prince-bythewood\",\n          \"combat has taken its toll on rambo, but he's finally begun to find inner peace in a monastery. when rambo's friend and mentor col. trautman asks for his help on a top secret mission to afghanistan, rambo declines but must reconsider when trautman is captured. action adventure thriller war competition submachine gun soviet union liberation russian soviet troops thailand freedom fighter afghanistan war on freedom machinegun mujahid reality show western japanese food soap opera sylvester stallone richard crenna kurtwood smith spiros foc\\u00e1s peter macdonald\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 35
        }
      ],
      "source": [
        "final_movie_df['tags'] = final_movie_df['tags'].apply(lambda x: x.lower())\n",
        "final_movie_df.head(4)"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "3018fa19-0f79-4021-9cb8-d0b739ead6ec",
      "metadata": {
        "id": "3018fa19-0f79-4021-9cb8-d0b739ead6ec"
      },
      "source": [
        "# Applying NLP Methods"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "caf04cf6-6032-48f1-8c3b-93725fdc2819",
      "metadata": {
        "id": "caf04cf6-6032-48f1-8c3b-93725fdc2819"
      },
      "source": [
        "NLP methods:\n",
        "tokenization,\n",
        "lower case,\n",
        "stemming/lemmetization,\n",
        "stopwords removal,\n",
        "vectors encoding"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 36,
      "id": "9fee9980-7bb4-4e91-8041-351e973236c4",
      "metadata": {
        "id": "9fee9980-7bb4-4e91-8041-351e973236c4"
      },
      "outputs": [],
      "source": [
        "ps = PorterStemmer()\n",
        "def stemmer(text):\n",
        "    lst = []\n",
        "    for i in text.split():\n",
        "        lst.append(ps.stem(i))\n",
        "\n",
        "    return (\" \").join(lst)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 37,
      "id": "e6c17f76-3571-4b5e-aed4-7a593994ef3b",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 88
        },
        "id": "e6c17f76-3571-4b5e-aed4-7a593994ef3b",
        "outputId": "b772c5dc-c8f5-44fb-925e-a21f72b28174"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "'in the 22nd century, a parapleg marin is dispatch to the moon pandora on a uniqu mission, but becom torn between follow order and protect an alien civilization. action adventur fantasi scienc fiction cultur 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 relat mind and soul 3d sam worthington zoe saldana sigourney weaver stephen lang jame cameron'"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            }
          },
          "metadata": {},
          "execution_count": 37
        }
      ],
      "source": [
        "final_movie_df['tags'] = final_movie_df['tags'].apply(stemmer)\n",
        "final_movie_df['tags'][0]"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 38,
      "id": "5268d763-2884-42b9-b209-6fffb1ab7f9e",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "5268d763-2884-42b9-b209-6fffb1ab7f9e",
        "outputId": "c3509bf4-7d72-4c9d-faf5-2529bc40b22f"
      },
      "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": 38
        }
      ],
      "source": [
        "cv = CountVectorizer(max_features=5000, stop_words='english')\n",
        "vectors = cv.fit_transform(final_movie_df['tags']).toarray()\n",
        "vectors"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 39,
      "id": "d682d7b4-8efa-4812-bab7-8ed1eadca5e3",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "d682d7b4-8efa-4812-bab7-8ed1eadca5e3",
        "outputId": "584daf81-fa75-4ea6-fffa-6c5850db6758"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(4806, 5000)"
            ]
          },
          "metadata": {},
          "execution_count": 39
        }
      ],
      "source": [
        "len(vectors), len(vectors[0])"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 40,
      "id": "2f81d1df-5366-4cbf-99c2-d854fde04fd3",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "2f81d1df-5366-4cbf-99c2-d854fde04fd3",
        "outputId": "157a4c2c-ce2f-40ab-bd0a-03c2b665106c"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
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              "           'about',\n",
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              "           'him',\n",
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              "           'his',\n",
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              "           'own',\n",
              "           'part',\n",
              "           'per',\n",
              "           'perhaps',\n",
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              "           'put',\n",
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              "           're',\n",
              "           'same',\n",
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              "           'seemed',\n",
              "           'seeming',\n",
              "           'seems',\n",
              "           'serious',\n",
              "           'several',\n",
              "           'she',\n",
              "           'should',\n",
              "           'show',\n",
              "           'side',\n",
              "           'since',\n",
              "           'sincere',\n",
              "           'six',\n",
              "           'sixty',\n",
              "           'so',\n",
              "           'some',\n",
              "           'somehow',\n",
              "           'someone',\n",
              "           'something',\n",
              "           'sometime',\n",
              "           'sometimes',\n",
              "           'somewhere',\n",
              "           'still',\n",
              "           'such',\n",
              "           'system',\n",
              "           'take',\n",
              "           'ten',\n",
              "           'than',\n",
              "           'that',\n",
              "           'the',\n",
              "           'their',\n",
              "           'them',\n",
              "           'themselves',\n",
              "           'then',\n",
              "           'thence',\n",
              "           'there',\n",
              "           'thereafter',\n",
              "           'thereby',\n",
              "           'therefore',\n",
              "           'therein',\n",
              "           'thereupon',\n",
              "           'these',\n",
              "           'they',\n",
              "           'thick',\n",
              "           'thin',\n",
              "           'third',\n",
              "           'this',\n",
              "           'those',\n",
              "           'though',\n",
              "           'three',\n",
              "           'through',\n",
              "           'throughout',\n",
              "           'thru',\n",
              "           'thus',\n",
              "           'to',\n",
              "           'together',\n",
              "           'too',\n",
              "           'top',\n",
              "           'toward',\n",
              "           'towards',\n",
              "           'twelve',\n",
              "           'twenty',\n",
              "           'two',\n",
              "           'un',\n",
              "           'under',\n",
              "           'until',\n",
              "           'up',\n",
              "           'upon',\n",
              "           'us',\n",
              "           'very',\n",
              "           'via',\n",
              "           'was',\n",
              "           'we',\n",
              "           'well',\n",
              "           'were',\n",
              "           'what',\n",
              "           'whatever',\n",
              "           'when',\n",
              "           'whence',\n",
              "           'whenever',\n",
              "           'where',\n",
              "           'whereafter',\n",
              "           'whereas',\n",
              "           'whereby',\n",
              "           'wherein',\n",
              "           'whereupon',\n",
              "           'wherever',\n",
              "           'whether',\n",
              "           'which',\n",
              "           'while',\n",
              "           'whither',\n",
              "           'who',\n",
              "           'whoever',\n",
              "           'whole',\n",
              "           'whom',\n",
              "           'whose',\n",
              "           'why',\n",
              "           'will',\n",
              "           'with',\n",
              "           'within',\n",
              "           'without',\n",
              "           'would',\n",
              "           'yet',\n",
              "           'you',\n",
              "           'your',\n",
              "           'yours',\n",
              "           'yourself',\n",
              "           'yourselves'})"
            ]
          },
          "metadata": {},
          "execution_count": 40
        }
      ],
      "source": [
        "cv.get_stop_words()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 41,
      "id": "29f970e7-3f97-4f1f-a47a-f10b24bad1a1",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "29f970e7-3f97-4f1f-a47a-f10b24bad1a1",
        "outputId": "8be2e129-2494-4e72-fd65-e70046e7d565"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array(['000', '007', '10', ..., 'zooey', 'zucker', 'zwick'], dtype=object)"
            ]
          },
          "metadata": {},
          "execution_count": 41
        }
      ],
      "source": [
        "cv.get_feature_names_out()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 48,
      "id": "bba42b9f-5164-496c-8bc0-b145d1fd2e87",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "bba42b9f-5164-496c-8bc0-b145d1fd2e87",
        "outputId": "7c6a61ef-2885-495a-8a7d-16e6a88260f2"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[[1.         0.06470154 0.0634202  ... 0.0438529  0.03140371 0.        ]\n",
            " [0.06470154 1.         0.040008   ... 0.03688556 0.         0.01695402]\n",
            " [0.0634202  0.040008   1.         ... 0.01807754 0.07767356 0.        ]\n",
            " ...\n",
            " [0.0438529  0.03688556 0.01807754 ... 1.         0.03580574 0.04596386]\n",
            " [0.03140371 0.         0.07767356 ... 0.03580574 1.         0.0658308 ]\n",
            " [0.         0.01695402 0.         ... 0.04596386 0.0658308  1.        ]]\n"
          ]
        }
      ],
      "source": [
        "similarity = cosine_similarity(vectors)\n",
        "print(similarity)"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "np.save(\"similarity.npy\", similarity)"
      ],
      "metadata": {
        "id": "GyuZ04CRzO9m"
      },
      "id": "GyuZ04CRzO9m",
      "execution_count": 50,
      "outputs": []
    },
    {
      "cell_type": "code",
      "execution_count": 43,
      "id": "e12cfcd1-919d-4516-b7e8-672e4928d96a",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "e12cfcd1-919d-4516-b7e8-672e4928d96a",
        "outputId": "9326eb0e-21e1-47de-ed52-dc8af92b743b"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[(2405, 0.48038446141526137),\n",
              " (4336, 0.40312968483508244),\n",
              " (3160, 0.385279007344229),\n",
              " (1533, 0.3830636379221431),\n",
              " (838, 0.3695488225099711)]"
            ]
          },
          "metadata": {},
          "execution_count": 43
        }
      ],
      "source": [
        "# top 5 similar values\n",
        "sorted(list(enumerate(similarity[0])), reverse=True, key = lambda x: x[1])[1:6]"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "b6efa772-2a37-4c89-9d5e-7625ada12233",
      "metadata": {
        "id": "b6efa772-2a37-4c89-9d5e-7625ada12233"
      },
      "source": [
        "# Function to recommend Movie"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 44,
      "id": "b9c6e580-8f38-4540-ab43-ea117c2e9e10",
      "metadata": {
        "id": "b9c6e580-8f38-4540-ab43-ea117c2e9e10"
      },
      "outputs": [],
      "source": [
        "def recomendMovie(movie_title) :\n",
        "    movie_index = final_movie_df[final_movie_df['title'] == movie_title].index[0]\n",
        "    distance = similarity[movie_index]\n",
        "    movie_list = sorted(list(enumerate(distance)), reverse=True, key = lambda x: x[1])[1:6]\n",
        "    for movie in movie_list:\n",
        "        print(final_movie_df.iloc[movie[0]].title)"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "d0c77f23-57ee-45f9-9c0d-c91337488f5e",
      "metadata": {
        "id": "d0c77f23-57ee-45f9-9c0d-c91337488f5e"
      },
      "source": [
        "# Testing the Model"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 45,
      "id": "31e793bc-c9a9-4724-9aee-e14b8633b7f8",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "31e793bc-c9a9-4724-9aee-e14b8633b7f8",
        "outputId": "ad3eafb6-db06-46ae-adc2-268c676b448a"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Aliens\n",
            "Silent Running\n",
            "Alien\n",
            "Moonraker\n",
            "Alien³\n"
          ]
        }
      ],
      "source": [
        "recomendMovie(\"Avatar\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 46,
      "id": "2e195761-b7a3-4b8d-bbb5-26ab1461a953",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "2e195761-b7a3-4b8d-bbb5-26ab1461a953",
        "outputId": "96c5600f-e606-4b0a-84d0-20b49ddd08b9"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Batman\n",
            "Batman & Robin\n",
            "Batman Returns\n",
            "Batman Begins\n",
            "The Dark Knight Rises\n"
          ]
        }
      ],
      "source": [
        "recomendMovie(\"Batman\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 47,
      "id": "b7427de6-eda7-40dd-af54-0fe0b1d63292",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "b7427de6-eda7-40dd-af54-0fe0b1d63292",
        "outputId": "143339c8-fd25-4a07-994a-3031c5982c86"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Sherlock Holmes: A Game of Shadows\n",
            "Young Sherlock Holmes\n",
            "Kiss Kiss Bang Bang\n",
            "Shaft\n",
            "Righteous Kill\n"
          ]
        }
      ],
      "source": [
        "recomendMovie(\"Sherlock Holmes\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 47,
      "id": "91f0a652-1148-4a50-826a-c6cf80c87a9a",
      "metadata": {
        "id": "91f0a652-1148-4a50-826a-c6cf80c87a9a"
      },
      "outputs": [],
      "source": []
    }
  ],
  "metadata": {
    "kernelspec": {
      "display_name": "Python 3 (ipykernel)",
      "language": "python",
      "name": "python3"
    },
    "language_info": {
      "codemirror_mode": {
        "name": "ipython",
        "version": 3
      },
      "file_extension": ".py",
      "mimetype": "text/x-python",
      "name": "python",
      "nbconvert_exporter": "python",
      "pygments_lexer": "ipython3",
      "version": "3.11.8"
    },
    "colab": {
      "provenance": []
    }
  },
  "nbformat": 4,
  "nbformat_minor": 5
}