Basic_movie_Recommender_system.ipynb

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    "colab": {
      "name": "Basic movie Recommender system.ipynb",
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      "authorship_tag": "ABX9TyPZ7hXp0lxCxrcDsKcXJcGM",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    }
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  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/Aravindh020/Movie-recommender-system/blob/master/Basic_movie_Recommender_system.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "C1L3LRjnnWGh",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import pandas as pd\n",
        "import numpy as np"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "WGugfWsFnchl",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "credits = pd.read_csv(\"tmdb_5000_credits.csv\")"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "hnZ9FMFzn68s",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "movies_df = pd.read_csv(\"tmdb_5000_movies.csv\")"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "9VCgd1NqoFWV",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 196
        },
        "outputId": "6fe7cc62-7c40-4bdd-f55a-56d2e2d7dfef"
      },
      "source": [
        "credits.head()\n"
      ],
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
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              "\n",
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              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>movie_id</th>\n",
              "      <th>title</th>\n",
              "      <th>cast</th>\n",
              "      <th>crew</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>19995</td>\n",
              "      <td>Avatar</td>\n",
              "      <td>[{\"cast_id\": 242, \"character\": \"Jake Sully\", \"...</td>\n",
              "      <td>[{\"credit_id\": \"52fe48009251416c750aca23\", \"de...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>285</td>\n",
              "      <td>Pirates of the Caribbean: At World's End</td>\n",
              "      <td>[{\"cast_id\": 4, \"character\": \"Captain Jack Spa...</td>\n",
              "      <td>[{\"credit_id\": \"52fe4232c3a36847f800b579\", \"de...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>206647</td>\n",
              "      <td>Spectre</td>\n",
              "      <td>[{\"cast_id\": 1, \"character\": \"James Bond\", \"cr...</td>\n",
              "      <td>[{\"credit_id\": \"54805967c3a36829b5002c41\", \"de...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>49026</td>\n",
              "      <td>The Dark Knight Rises</td>\n",
              "      <td>[{\"cast_id\": 2, \"character\": \"Bruce Wayne / Ba...</td>\n",
              "      <td>[{\"credit_id\": \"52fe4781c3a36847f81398c3\", \"de...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>49529</td>\n",
              "      <td>John Carter</td>\n",
              "      <td>[{\"cast_id\": 5, \"character\": \"John Carter\", \"c...</td>\n",
              "      <td>[{\"credit_id\": \"52fe479ac3a36847f813eaa3\", \"de...</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
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            ],
            "text/plain": [
              "   movie_id  ...                                               crew\n",
              "0     19995  ...  [{\"credit_id\": \"52fe48009251416c750aca23\", \"de...\n",
              "1       285  ...  [{\"credit_id\": \"52fe4232c3a36847f800b579\", \"de...\n",
              "2    206647  ...  [{\"credit_id\": \"54805967c3a36829b5002c41\", \"de...\n",
              "3     49026  ...  [{\"credit_id\": \"52fe4781c3a36847f81398c3\", \"de...\n",
              "4     49529  ...  [{\"credit_id\": \"52fe479ac3a36847f813eaa3\", \"de...\n",
              "\n",
              "[5 rows x 4 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 5
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Z1TCTCM5oXF9",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 701
        },
        "outputId": "f98e4843-4d2c-4041-874f-52b6d86b9813"
      },
      "source": [
        "movies_df.head()\n"
      ],
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
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              "\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>production_countries</th>\n",
              "      <th>release_date</th>\n",
              "      <th>revenue</th>\n",
              "      <th>runtime</th>\n",
              "      <th>spoken_languages</th>\n",
              "      <th>status</th>\n",
              "      <th>tagline</th>\n",
              "      <th>title</th>\n",
              "      <th>vote_average</th>\n",
              "      <th>vote_count</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>237000000</td>\n",
              "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
              "      <td>http://www.avatarmovie.com/</td>\n",
              "      <td>19995</td>\n",
              "      <td>[{\"id\": 1463, \"name\": \"culture clash\"}, {\"id\":...</td>\n",
              "      <td>en</td>\n",
              "      <td>Avatar</td>\n",
              "      <td>In the 22nd century, a paraplegic Marine is di...</td>\n",
              "      <td>150.437577</td>\n",
              "      <td>[{\"name\": \"Ingenious Film Partners\", \"id\": 289...</td>\n",
              "      <td>[{\"iso_3166_1\": \"US\", \"name\": \"United States o...</td>\n",
              "      <td>2009-12-10</td>\n",
              "      <td>2787965087</td>\n",
              "      <td>162.0</td>\n",
              "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}, {\"iso...</td>\n",
              "      <td>Released</td>\n",
              "      <td>Enter the World of Pandora.</td>\n",
              "      <td>Avatar</td>\n",
              "      <td>7.2</td>\n",
              "      <td>11800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>300000000</td>\n",
              "      <td>[{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"...</td>\n",
              "      <td>http://disney.go.com/disneypictures/pirates/</td>\n",
              "      <td>285</td>\n",
              "      <td>[{\"id\": 270, \"name\": \"ocean\"}, {\"id\": 726, \"na...</td>\n",
              "      <td>en</td>\n",
              "      <td>Pirates of the Caribbean: At World's End</td>\n",
              "      <td>Captain Barbossa, long believed to be dead, ha...</td>\n",
              "      <td>139.082615</td>\n",
              "      <td>[{\"name\": \"Walt Disney Pictures\", \"id\": 2}, {\"...</td>\n",
              "      <td>[{\"iso_3166_1\": \"US\", \"name\": \"United States o...</td>\n",
              "      <td>2007-05-19</td>\n",
              "      <td>961000000</td>\n",
              "      <td>169.0</td>\n",
              "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
              "      <td>Released</td>\n",
              "      <td>At the end of the world, the adventure begins.</td>\n",
              "      <td>Pirates of the Caribbean: At World's End</td>\n",
              "      <td>6.9</td>\n",
              "      <td>4500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>245000000</td>\n",
              "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
              "      <td>http://www.sonypictures.com/movies/spectre/</td>\n",
              "      <td>206647</td>\n",
              "      <td>[{\"id\": 470, \"name\": \"spy\"}, {\"id\": 818, \"name...</td>\n",
              "      <td>en</td>\n",
              "      <td>Spectre</td>\n",
              "      <td>A cryptic message from Bond’s past sends him o...</td>\n",
              "      <td>107.376788</td>\n",
              "      <td>[{\"name\": \"Columbia Pictures\", \"id\": 5}, {\"nam...</td>\n",
              "      <td>[{\"iso_3166_1\": \"GB\", \"name\": \"United Kingdom\"...</td>\n",
              "      <td>2015-10-26</td>\n",
              "      <td>880674609</td>\n",
              "      <td>148.0</td>\n",
              "      <td>[{\"iso_639_1\": \"fr\", \"name\": \"Fran\\u00e7ais\"},...</td>\n",
              "      <td>Released</td>\n",
              "      <td>A Plan No One Escapes</td>\n",
              "      <td>Spectre</td>\n",
              "      <td>6.3</td>\n",
              "      <td>4466</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>250000000</td>\n",
              "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 80, \"nam...</td>\n",
              "      <td>http://www.thedarkknightrises.com/</td>\n",
              "      <td>49026</td>\n",
              "      <td>[{\"id\": 849, \"name\": \"dc comics\"}, {\"id\": 853,...</td>\n",
              "      <td>en</td>\n",
              "      <td>The Dark Knight Rises</td>\n",
              "      <td>Following the death of District Attorney Harve...</td>\n",
              "      <td>112.312950</td>\n",
              "      <td>[{\"name\": \"Legendary Pictures\", \"id\": 923}, {\"...</td>\n",
              "      <td>[{\"iso_3166_1\": \"US\", \"name\": \"United States o...</td>\n",
              "      <td>2012-07-16</td>\n",
              "      <td>1084939099</td>\n",
              "      <td>165.0</td>\n",
              "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
              "      <td>Released</td>\n",
              "      <td>The Legend Ends</td>\n",
              "      <td>The Dark Knight Rises</td>\n",
              "      <td>7.6</td>\n",
              "      <td>9106</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>260000000</td>\n",
              "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
              "      <td>http://movies.disney.com/john-carter</td>\n",
              "      <td>49529</td>\n",
              "      <td>[{\"id\": 818, \"name\": \"based on novel\"}, {\"id\":...</td>\n",
              "      <td>en</td>\n",
              "      <td>John Carter</td>\n",
              "      <td>John Carter is a war-weary, former military ca...</td>\n",
              "      <td>43.926995</td>\n",
              "      <td>[{\"name\": \"Walt Disney Pictures\", \"id\": 2}]</td>\n",
              "      <td>[{\"iso_3166_1\": \"US\", \"name\": \"United States o...</td>\n",
              "      <td>2012-03-07</td>\n",
              "      <td>284139100</td>\n",
              "      <td>132.0</td>\n",
              "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
              "      <td>Released</td>\n",
              "      <td>Lost in our world, found in another.</td>\n",
              "      <td>John Carter</td>\n",
              "      <td>6.1</td>\n",
              "      <td>2124</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "      budget  ... vote_count\n",
              "0  237000000  ...      11800\n",
              "1  300000000  ...       4500\n",
              "2  245000000  ...       4466\n",
              "3  250000000  ...       9106\n",
              "4  260000000  ...       2124\n",
              "\n",
              "[5 rows x 20 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 6
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "aqXimxxVoZWq",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 50
        },
        "outputId": "3e79f04d-7982-4d53-a76c-496adcb96897"
      },
      "source": [
        "print(\"Credits:\",credits.shape)\n",
        "print(\"Movies Dataframe:\",movies_df.shape)\n"
      ],
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Credits: (47, 4)\n",
            "Movies Dataframe: (4803, 20)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "wPsnqFg8odrN",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 701
        },
        "outputId": "5552afd2-3fac-4f7b-c170-650c4e624eac"
      },
      "source": [
        "credits_column_renamed = credits.rename(index=str, columns={\"movie_id\": \"id\"})\n",
        "movies_df_merge = movies_df.merge(credits_column_renamed, on='id')\n",
        "movies_df_merge.head()"
      ],
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              "        vertical-align: middle;\n",
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              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
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              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>budget</th>\n",
              "      <th>genres</th>\n",
              "      <th>homepage</th>\n",
              "      <th>id</th>\n",
              "      <th>keywords</th>\n",
              "      <th>original_language</th>\n",
              "      <th>original_title</th>\n",
              "      <th>overview</th>\n",
              "      <th>popularity</th>\n",
              "      <th>production_companies</th>\n",
              "      <th>production_countries</th>\n",
              "      <th>release_date</th>\n",
              "      <th>revenue</th>\n",
              "      <th>runtime</th>\n",
              "      <th>spoken_languages</th>\n",
              "      <th>status</th>\n",
              "      <th>tagline</th>\n",
              "      <th>title_x</th>\n",
              "      <th>vote_average</th>\n",
              "      <th>vote_count</th>\n",
              "      <th>title_y</th>\n",
              "      <th>cast</th>\n",
              "      <th>crew</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>237000000</td>\n",
              "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
              "      <td>http://www.avatarmovie.com/</td>\n",
              "      <td>19995</td>\n",
              "      <td>[{\"id\": 1463, \"name\": \"culture clash\"}, {\"id\":...</td>\n",
              "      <td>en</td>\n",
              "      <td>Avatar</td>\n",
              "      <td>In the 22nd century, a paraplegic Marine is di...</td>\n",
              "      <td>150.437577</td>\n",
              "      <td>[{\"name\": \"Ingenious Film Partners\", \"id\": 289...</td>\n",
              "      <td>[{\"iso_3166_1\": \"US\", \"name\": \"United States o...</td>\n",
              "      <td>2009-12-10</td>\n",
              "      <td>2787965087</td>\n",
              "      <td>162.0</td>\n",
              "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}, {\"iso...</td>\n",
              "      <td>Released</td>\n",
              "      <td>Enter the World of Pandora.</td>\n",
              "      <td>Avatar</td>\n",
              "      <td>7.2</td>\n",
              "      <td>11800</td>\n",
              "      <td>Avatar</td>\n",
              "      <td>[{\"cast_id\": 242, \"character\": \"Jake Sully\", \"...</td>\n",
              "      <td>[{\"credit_id\": \"52fe48009251416c750aca23\", \"de...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>300000000</td>\n",
              "      <td>[{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"...</td>\n",
              "      <td>http://disney.go.com/disneypictures/pirates/</td>\n",
              "      <td>285</td>\n",
              "      <td>[{\"id\": 270, \"name\": \"ocean\"}, {\"id\": 726, \"na...</td>\n",
              "      <td>en</td>\n",
              "      <td>Pirates of the Caribbean: At World's End</td>\n",
              "      <td>Captain Barbossa, long believed to be dead, ha...</td>\n",
              "      <td>139.082615</td>\n",
              "      <td>[{\"name\": \"Walt Disney Pictures\", \"id\": 2}, {\"...</td>\n",
              "      <td>[{\"iso_3166_1\": \"US\", \"name\": \"United States o...</td>\n",
              "      <td>2007-05-19</td>\n",
              "      <td>961000000</td>\n",
              "      <td>169.0</td>\n",
              "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
              "      <td>Released</td>\n",
              "      <td>At the end of the world, the adventure begins.</td>\n",
              "      <td>Pirates of the Caribbean: At World's End</td>\n",
              "      <td>6.9</td>\n",
              "      <td>4500</td>\n",
              "      <td>Pirates of the Caribbean: At World's End</td>\n",
              "      <td>[{\"cast_id\": 4, \"character\": \"Captain Jack Spa...</td>\n",
              "      <td>[{\"credit_id\": \"52fe4232c3a36847f800b579\", \"de...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>245000000</td>\n",
              "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
              "      <td>http://www.sonypictures.com/movies/spectre/</td>\n",
              "      <td>206647</td>\n",
              "      <td>[{\"id\": 470, \"name\": \"spy\"}, {\"id\": 818, \"name...</td>\n",
              "      <td>en</td>\n",
              "      <td>Spectre</td>\n",
              "      <td>A cryptic message from Bond’s past sends him o...</td>\n",
              "      <td>107.376788</td>\n",
              "      <td>[{\"name\": \"Columbia Pictures\", \"id\": 5}, {\"nam...</td>\n",
              "      <td>[{\"iso_3166_1\": \"GB\", \"name\": \"United Kingdom\"...</td>\n",
              "      <td>2015-10-26</td>\n",
              "      <td>880674609</td>\n",
              "      <td>148.0</td>\n",
              "      <td>[{\"iso_639_1\": \"fr\", \"name\": \"Fran\\u00e7ais\"},...</td>\n",
              "      <td>Released</td>\n",
              "      <td>A Plan No One Escapes</td>\n",
              "      <td>Spectre</td>\n",
              "      <td>6.3</td>\n",
              "      <td>4466</td>\n",
              "      <td>Spectre</td>\n",
              "      <td>[{\"cast_id\": 1, \"character\": \"James Bond\", \"cr...</td>\n",
              "      <td>[{\"credit_id\": \"54805967c3a36829b5002c41\", \"de...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>250000000</td>\n",
              "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 80, \"nam...</td>\n",
              "      <td>http://www.thedarkknightrises.com/</td>\n",
              "      <td>49026</td>\n",
              "      <td>[{\"id\": 849, \"name\": \"dc comics\"}, {\"id\": 853,...</td>\n",
              "      <td>en</td>\n",
              "      <td>The Dark Knight Rises</td>\n",
              "      <td>Following the death of District Attorney Harve...</td>\n",
              "      <td>112.312950</td>\n",
              "      <td>[{\"name\": \"Legendary Pictures\", \"id\": 923}, {\"...</td>\n",
              "      <td>[{\"iso_3166_1\": \"US\", \"name\": \"United States o...</td>\n",
              "      <td>2012-07-16</td>\n",
              "      <td>1084939099</td>\n",
              "      <td>165.0</td>\n",
              "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
              "      <td>Released</td>\n",
              "      <td>The Legend Ends</td>\n",
              "      <td>The Dark Knight Rises</td>\n",
              "      <td>7.6</td>\n",
              "      <td>9106</td>\n",
              "      <td>The Dark Knight Rises</td>\n",
              "      <td>[{\"cast_id\": 2, \"character\": \"Bruce Wayne / Ba...</td>\n",
              "      <td>[{\"credit_id\": \"52fe4781c3a36847f81398c3\", \"de...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>260000000</td>\n",
              "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
              "      <td>http://movies.disney.com/john-carter</td>\n",
              "      <td>49529</td>\n",
              "      <td>[{\"id\": 818, \"name\": \"based on novel\"}, {\"id\":...</td>\n",
              "      <td>en</td>\n",
              "      <td>John Carter</td>\n",
              "      <td>John Carter is a war-weary, former military ca...</td>\n",
              "      <td>43.926995</td>\n",
              "      <td>[{\"name\": \"Walt Disney Pictures\", \"id\": 2}]</td>\n",
              "      <td>[{\"iso_3166_1\": \"US\", \"name\": \"United States o...</td>\n",
              "      <td>2012-03-07</td>\n",
              "      <td>284139100</td>\n",
              "      <td>132.0</td>\n",
              "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
              "      <td>Released</td>\n",
              "      <td>Lost in our world, found in another.</td>\n",
              "      <td>John Carter</td>\n",
              "      <td>6.1</td>\n",
              "      <td>2124</td>\n",
              "      <td>John Carter</td>\n",
              "      <td>[{\"cast_id\": 5, \"character\": \"John Carter\", \"c...</td>\n",
              "      <td>[{\"credit_id\": \"52fe479ac3a36847f813eaa3\", \"de...</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "      budget  ...                                               crew\n",
              "0  237000000  ...  [{\"credit_id\": \"52fe48009251416c750aca23\", \"de...\n",
              "1  300000000  ...  [{\"credit_id\": \"52fe4232c3a36847f800b579\", \"de...\n",
              "2  245000000  ...  [{\"credit_id\": \"54805967c3a36829b5002c41\", \"de...\n",
              "3  250000000  ...  [{\"credit_id\": \"52fe4781c3a36847f81398c3\", \"de...\n",
              "4  260000000  ...  [{\"credit_id\": \"52fe479ac3a36847f813eaa3\", \"de...\n",
              "\n",
              "[5 rows x 23 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 8
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "JXWqnKAXokse",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 701
        },
        "outputId": "62ae8795-fed4-4d0a-895a-ba3b6f3c4cc2"
      },
      "source": [
        "\n",
        "movies_cleaned_df = movies_df_merge.drop(columns=['homepage', 'title_x', 'title_y', 'status','production_countries'])\n",
        "movies_cleaned_df.head()"
      ],
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>budget</th>\n",
              "      <th>genres</th>\n",
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              "      <th>crew</th>\n",
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              "  </thead>\n",
              "  <tbody>\n",
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              "      <th>0</th>\n",
              "      <td>237000000</td>\n",
              "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
              "      <td>19995</td>\n",
              "      <td>[{\"id\": 1463, \"name\": \"culture clash\"}, {\"id\":...</td>\n",
              "      <td>en</td>\n",
              "      <td>Avatar</td>\n",
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              "      <td>150.437577</td>\n",
              "      <td>[{\"name\": \"Ingenious Film Partners\", \"id\": 289...</td>\n",
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              "      <td>162.0</td>\n",
              "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}, {\"iso...</td>\n",
              "      <td>Enter the World of Pandora.</td>\n",
              "      <td>7.2</td>\n",
              "      <td>11800</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>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>2007-05-19</td>\n",
              "      <td>961000000</td>\n",
              "      <td>169.0</td>\n",
              "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
              "      <td>At the end of the world, the adventure begins.</td>\n",
              "      <td>6.9</td>\n",
              "      <td>4500</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>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>2015-10-26</td>\n",
              "      <td>880674609</td>\n",
              "      <td>148.0</td>\n",
              "      <td>[{\"iso_639_1\": \"fr\", \"name\": \"Fran\\u00e7ais\"},...</td>\n",
              "      <td>A Plan No One Escapes</td>\n",
              "      <td>6.3</td>\n",
              "      <td>4466</td>\n",
              "      <td>[{\"cast_id\": 1, \"character\": \"James Bond\", \"cr...</td>\n",
              "      <td>[{\"credit_id\": \"54805967c3a36829b5002c41\", \"de...</td>\n",
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              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>250000000</td>\n",
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              "      <td>49026</td>\n",
              "      <td>[{\"id\": 849, \"name\": \"dc comics\"}, {\"id\": 853,...</td>\n",
              "      <td>en</td>\n",
              "      <td>The Dark Knight Rises</td>\n",
              "      <td>Following the death of District Attorney Harve...</td>\n",
              "      <td>112.312950</td>\n",
              "      <td>[{\"name\": \"Legendary Pictures\", \"id\": 923}, {\"...</td>\n",
              "      <td>2012-07-16</td>\n",
              "      <td>1084939099</td>\n",
              "      <td>165.0</td>\n",
              "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
              "      <td>The Legend Ends</td>\n",
              "      <td>7.6</td>\n",
              "      <td>9106</td>\n",
              "      <td>[{\"cast_id\": 2, \"character\": \"Bruce Wayne / Ba...</td>\n",
              "      <td>[{\"credit_id\": \"52fe4781c3a36847f81398c3\", \"de...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>260000000</td>\n",
              "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
              "      <td>49529</td>\n",
              "      <td>[{\"id\": 818, \"name\": \"based on novel\"}, {\"id\":...</td>\n",
              "      <td>en</td>\n",
              "      <td>John Carter</td>\n",
              "      <td>John Carter is a war-weary, former military ca...</td>\n",
              "      <td>43.926995</td>\n",
              "      <td>[{\"name\": \"Walt Disney Pictures\", \"id\": 2}]</td>\n",
              "      <td>2012-03-07</td>\n",
              "      <td>284139100</td>\n",
              "      <td>132.0</td>\n",
              "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
              "      <td>Lost in our world, found in another.</td>\n",
              "      <td>6.1</td>\n",
              "      <td>2124</td>\n",
              "      <td>[{\"cast_id\": 5, \"character\": \"John Carter\", \"c...</td>\n",
              "      <td>[{\"credit_id\": \"52fe479ac3a36847f813eaa3\", \"de...</td>\n",
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            ],
            "text/plain": [
              "      budget  ...                                               crew\n",
              "0  237000000  ...  [{\"credit_id\": \"52fe48009251416c750aca23\", \"de...\n",
              "1  300000000  ...  [{\"credit_id\": \"52fe4232c3a36847f800b579\", \"de...\n",
              "2  245000000  ...  [{\"credit_id\": \"54805967c3a36829b5002c41\", \"de...\n",
              "3  250000000  ...  [{\"credit_id\": \"52fe4781c3a36847f81398c3\", \"de...\n",
              "4  260000000  ...  [{\"credit_id\": \"52fe479ac3a36847f813eaa3\", \"de...\n",
              "\n",
              "[5 rows x 18 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 9
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "tx-8tuYsooiw",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 401
        },
        "outputId": "f125bd56-3b65-4244-b8f7-e03b3a62b4b4"
      },
      "source": [
        "movies_cleaned_df.info()"
      ],
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "<class 'pandas.core.frame.DataFrame'>\n",
            "Int64Index: 47 entries, 0 to 46\n",
            "Data columns (total 18 columns):\n",
            "budget                  47 non-null int64\n",
            "genres                  47 non-null object\n",
            "id                      47 non-null int64\n",
            "keywords                47 non-null object\n",
            "original_language       47 non-null object\n",
            "original_title          47 non-null object\n",
            "overview                47 non-null object\n",
            "popularity              47 non-null float64\n",
            "production_companies    47 non-null object\n",
            "release_date            47 non-null object\n",
            "revenue                 47 non-null int64\n",
            "runtime                 47 non-null float64\n",
            "spoken_languages        47 non-null object\n",
            "tagline                 46 non-null object\n",
            "vote_average            47 non-null float64\n",
            "vote_count              47 non-null int64\n",
            "cast                    47 non-null object\n",
            "crew                    46 non-null object\n",
            "dtypes: float64(3), int64(4), object(11)\n",
            "memory usage: 7.0+ KB\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "gcVMXYnZotzs",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "v=movies_cleaned_df['vote_count']\n",
        "R=movies_cleaned_df['vote_average']\n",
        "C=movies_cleaned_df['vote_average'].mean()\n",
        "m=movies_cleaned_df['vote_count'].quantile(0.70)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Vt6Skpvaoypj",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "movies_cleaned_df['weighted_average']=((R*v)+ (C*m))/(v+m)\n"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "1vqC2ispo1yO",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 701
        },
        "outputId": "4d545430-5c4a-4d95-a991-50a032e37ac3"
      },
      "source": [
        "movies_cleaned_df.head()\n"
      ],
      "execution_count": 13,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
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              "      <td>[{\"cast_id\": 242, \"character\": \"Jake Sully\", \"...</td>\n",
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              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>300000000</td>\n",
              "      <td>[{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"...</td>\n",
              "      <td>285</td>\n",
              "      <td>[{\"id\": 270, \"name\": \"ocean\"}, {\"id\": 726, \"na...</td>\n",
              "      <td>en</td>\n",
              "      <td>Pirates of the Caribbean: At World's End</td>\n",
              "      <td>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>2007-05-19</td>\n",
              "      <td>961000000</td>\n",
              "      <td>169.0</td>\n",
              "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
              "      <td>At the end of the world, the adventure begins.</td>\n",
              "      <td>6.9</td>\n",
              "      <td>4500</td>\n",
              "      <td>[{\"cast_id\": 4, \"character\": \"Captain Jack Spa...</td>\n",
              "      <td>[{\"credit_id\": \"52fe4232c3a36847f800b579\", \"de...</td>\n",
              "      <td>6.708224</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>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>2015-10-26</td>\n",
              "      <td>880674609</td>\n",
              "      <td>148.0</td>\n",
              "      <td>[{\"iso_639_1\": \"fr\", \"name\": \"Fran\\u00e7ais\"},...</td>\n",
              "      <td>A Plan No One Escapes</td>\n",
              "      <td>6.3</td>\n",
              "      <td>4466</td>\n",
              "      <td>[{\"cast_id\": 1, \"character\": \"James Bond\", \"cr...</td>\n",
              "      <td>[{\"credit_id\": \"54805967c3a36829b5002c41\", \"de...</td>\n",
              "      <td>6.434476</td>\n",
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              "      <th>3</th>\n",
              "      <td>250000000</td>\n",
              "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 80, \"nam...</td>\n",
              "      <td>49026</td>\n",
              "      <td>[{\"id\": 849, \"name\": \"dc comics\"}, {\"id\": 853,...</td>\n",
              "      <td>en</td>\n",
              "      <td>The Dark Knight Rises</td>\n",
              "      <td>Following the death of District Attorney Harve...</td>\n",
              "      <td>112.312950</td>\n",
              "      <td>[{\"name\": \"Legendary Pictures\", \"id\": 923}, {\"...</td>\n",
              "      <td>2012-07-16</td>\n",
              "      <td>1084939099</td>\n",
              "      <td>165.0</td>\n",
              "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
              "      <td>The Legend Ends</td>\n",
              "      <td>7.6</td>\n",
              "      <td>9106</td>\n",
              "      <td>[{\"cast_id\": 2, \"character\": \"Bruce Wayne / Ba...</td>\n",
              "      <td>[{\"credit_id\": \"52fe4781c3a36847f81398c3\", \"de...</td>\n",
              "      <td>7.210391</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>260000000</td>\n",
              "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
              "      <td>49529</td>\n",
              "      <td>[{\"id\": 818, \"name\": \"based on novel\"}, {\"id\":...</td>\n",
              "      <td>en</td>\n",
              "      <td>John Carter</td>\n",
              "      <td>John Carter is a war-weary, former military ca...</td>\n",
              "      <td>43.926995</td>\n",
              "      <td>[{\"name\": \"Walt Disney Pictures\", \"id\": 2}]</td>\n",
              "      <td>2012-03-07</td>\n",
              "      <td>284139100</td>\n",
              "      <td>132.0</td>\n",
              "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
              "      <td>Lost in our world, found in another.</td>\n",
              "      <td>6.1</td>\n",
              "      <td>2124</td>\n",
              "      <td>[{\"cast_id\": 5, \"character\": \"John Carter\", \"c...</td>\n",
              "      <td>[{\"credit_id\": \"52fe479ac3a36847f813eaa3\", \"de...</td>\n",
              "      <td>6.419771</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "      budget  ... weighted_average\n",
              "0  237000000  ...         6.996329\n",
              "1  300000000  ...         6.708224\n",
              "2  245000000  ...         6.434476\n",
              "3  250000000  ...         7.210391\n",
              "4  260000000  ...         6.419771\n",
              "\n",
              "[5 rows x 19 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 13
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "K20QtcD-o41C",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 644
        },
        "outputId": "1e42be45-7e92-43c7-b4d5-437dd7808490"
      },
      "source": [
        "movie_sorted_ranking=movies_cleaned_df.sort_values('weighted_average',ascending=False)\n",
        "movie_sorted_ranking[['original_title', 'vote_count', 'vote_average', 'weighted_average', 'popularity']].head(20)"
      ],
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "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>original_title</th>\n",
              "      <th>vote_count</th>\n",
              "      <th>vote_average</th>\n",
              "      <th>weighted_average</th>\n",
              "      <th>popularity</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>The Dark Knight Rises</td>\n",
              "      <td>9106</td>\n",
              "      <td>7.6</td>\n",
              "      <td>7.210391</td>\n",
              "      <td>112.312950</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16</th>\n",
              "      <td>The Avengers</td>\n",
              "      <td>11776</td>\n",
              "      <td>7.4</td>\n",
              "      <td>7.133594</td>\n",
              "      <td>144.448633</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25</th>\n",
              "      <td>Titanic</td>\n",
              "      <td>7562</td>\n",
              "      <td>7.5</td>\n",
              "      <td>7.105207</td>\n",
              "      <td>100.025899</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>46</th>\n",
              "      <td>X-Men: Days of Future Past</td>\n",
              "      <td>6032</td>\n",
              "      <td>7.5</td>\n",
              "      <td>7.052121</td>\n",
              "      <td>118.078691</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>42</th>\n",
              "      <td>Toy Story 3</td>\n",
              "      <td>4597</td>\n",
              "      <td>7.6</td>\n",
              "      <td>7.033717</td>\n",
              "      <td>59.995418</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22</th>\n",
              "      <td>The Hobbit: The Desolation of Smaug</td>\n",
              "      <td>4524</td>\n",
              "      <td>7.6</td>\n",
              "      <td>7.029528</td>\n",
              "      <td>94.370564</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>Avatar</td>\n",
              "      <td>11800</td>\n",
              "      <td>7.2</td>\n",
              "      <td>6.996329</td>\n",
              "      <td>150.437577</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>Harry Potter and the Half-Blood Prince</td>\n",
              "      <td>5293</td>\n",
              "      <td>7.4</td>\n",
              "      <td>6.971263</td>\n",
              "      <td>98.885637</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>Avengers: Age of Ultron</td>\n",
              "      <td>6767</td>\n",
              "      <td>7.3</td>\n",
              "      <td>6.967570</td>\n",
              "      <td>134.279229</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>44</th>\n",
              "      <td>Furious 7</td>\n",
              "      <td>4176</td>\n",
              "      <td>7.3</td>\n",
              "      <td>6.877117</td>\n",
              "      <td>102.322217</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>Tangled</td>\n",
              "      <td>3330</td>\n",
              "      <td>7.4</td>\n",
              "      <td>6.874263</td>\n",
              "      <td>48.681969</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>26</th>\n",
              "      <td>Captain America: Civil War</td>\n",
              "      <td>7241</td>\n",
              "      <td>7.1</td>\n",
              "      <td>6.865036</td>\n",
              "      <td>198.372395</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>19</th>\n",
              "      <td>The Hobbit: The Battle of the Five Armies</td>\n",
              "      <td>4760</td>\n",
              "      <td>7.1</td>\n",
              "      <td>6.807355</td>\n",
              "      <td>120.965743</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12</th>\n",
              "      <td>Pirates of the Caribbean: Dead Man's Chest</td>\n",
              "      <td>5246</td>\n",
              "      <td>7.0</td>\n",
              "      <td>6.771256</td>\n",
              "      <td>145.847379</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>29</th>\n",
              "      <td>Skyfall</td>\n",
              "      <td>7604</td>\n",
              "      <td>6.9</td>\n",
              "      <td>6.754190</td>\n",
              "      <td>93.004993</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>34</th>\n",
              "      <td>Monsters University</td>\n",
              "      <td>3528</td>\n",
              "      <td>7.0</td>\n",
              "      <td>6.726974</td>\n",
              "      <td>89.186492</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Pirates of the Caribbean: At World's End</td>\n",
              "      <td>4500</td>\n",
              "      <td>6.9</td>\n",
              "      <td>6.708224</td>\n",
              "      <td>139.082615</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>31</th>\n",
              "      <td>Iron Man 3</td>\n",
              "      <td>8806</td>\n",
              "      <td>6.8</td>\n",
              "      <td>6.704351</td>\n",
              "      <td>77.682080</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>45</th>\n",
              "      <td>World War Z</td>\n",
              "      <td>5560</td>\n",
              "      <td>6.7</td>\n",
              "      <td>6.624904</td>\n",
              "      <td>81.834855</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>30</th>\n",
              "      <td>Spider-Man 2</td>\n",
              "      <td>4321</td>\n",
              "      <td>6.7</td>\n",
              "      <td>6.615280</td>\n",
              "      <td>35.149586</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                                original_title  ...  popularity\n",
              "3                        The Dark Knight Rises  ...  112.312950\n",
              "16                                The Avengers  ...  144.448633\n",
              "25                                     Titanic  ...  100.025899\n",
              "46                  X-Men: Days of Future Past  ...  118.078691\n",
              "42                                 Toy Story 3  ...   59.995418\n",
              "22         The Hobbit: The Desolation of Smaug  ...   94.370564\n",
              "0                                       Avatar  ...  150.437577\n",
              "8       Harry Potter and the Half-Blood Prince  ...   98.885637\n",
              "7                      Avengers: Age of Ultron  ...  134.279229\n",
              "44                                   Furious 7  ...  102.322217\n",
              "6                                      Tangled  ...   48.681969\n",
              "26                  Captain America: Civil War  ...  198.372395\n",
              "19   The Hobbit: The Battle of the Five Armies  ...  120.965743\n",
              "12  Pirates of the Caribbean: Dead Man's Chest  ...  145.847379\n",
              "29                                     Skyfall  ...   93.004993\n",
              "34                         Monsters University  ...   89.186492\n",
              "1     Pirates of the Caribbean: At World's End  ...  139.082615\n",
              "31                                  Iron Man 3  ...   77.682080\n",
              "45                                 World War Z  ...   81.834855\n",
              "30                                Spider-Man 2  ...   35.149586\n",
              "\n",
              "[20 rows x 5 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 14
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "zIF31O0no9mF",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 404
        },
        "outputId": "e1819c0a-7218-4a75-f8db-c87ebd6b29ea"
      },
      "source": [
        "\n",
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sns\n",
        "\n",
        "weight_average=movie_sorted_ranking.sort_values('weighted_average',ascending=False)\n",
        "plt.figure(figsize=(12,6))\n",
        "axis1=sns.barplot(x=weight_average['weighted_average'].head(10), y=weight_average['original_title'].head(10), data=weight_average)\n",
        "plt.xlim(4, 10)\n",
        "plt.title('Best Movies by average votes', weight='bold')\n",
        "plt.xlabel('Weighted Average Score', weight='bold')\n",
        "plt.ylabel('Movie Title', weight='bold')\n",
        "plt.savefig('best_movies.png')"
      ],
      "execution_count": 15,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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TEI8kSZIkaYqNVjHcdMqikCRJkiRNm76JYVWN54mlkiRJkqRF3JjJX5Lbk/x1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\n",
            "text/plain": [
              "<Figure size 864x432 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "PRi24Ol3pDxP",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 634
        },
        "outputId": "42a7464a-0f14-4805-9dff-9ffb822a14fd"
      },
      "source": [
        "popularity.head()\n"
      ],
      "execution_count": 18,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>budget</th>\n",
              "      <th>genres</th>\n",
              "      <th>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>release_date</th>\n",
              "      <th>revenue</th>\n",
              "      <th>runtime</th>\n",
              "      <th>spoken_languages</th>\n",
              "      <th>tagline</th>\n",
              "      <th>vote_average</th>\n",
              "      <th>vote_count</th>\n",
              "      <th>cast</th>\n",
              "      <th>crew</th>\n",
              "      <th>weighted_average</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>28</th>\n",
              "      <td>150000000</td>\n",
              "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
              "      <td>135397</td>\n",
              "      <td>[{\"id\": 1299, \"name\": \"monster\"}, {\"id\": 1718,...</td>\n",
              "      <td>en</td>\n",
              "      <td>Jurassic World</td>\n",
              "      <td>Twenty-two years after the events of Jurassic ...</td>\n",
              "      <td>418.708552</td>\n",
              "      <td>[{\"name\": \"Universal Studios\", \"id\": 13}, {\"na...</td>\n",
              "      <td>2015-06-09</td>\n",
              "      <td>1513528810</td>\n",
              "      <td>124.0</td>\n",
              "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
              "      <td>The park is open.</td>\n",
              "      <td>6.5</td>\n",
              "      <td>8662</td>\n",
              "      <td>[{\"cast_id\": 10, \"character\": \"Owen Grady\", \"c...</td>\n",
              "      <td>[{\"credit_id\": \"52fe4bf7c3a368484e1a0683\", \"de...</td>\n",
              "      <td>6.517865</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>26</th>\n",
              "      <td>250000000</td>\n",
              "      <td>[{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 28, \"...</td>\n",
              "      <td>271110</td>\n",
              "      <td>[{\"id\": 393, \"name\": \"civil war\"}, {\"id\": 6091...</td>\n",
              "      <td>en</td>\n",
              "      <td>Captain America: Civil War</td>\n",
              "      <td>Following the events of Age of Ultron, the col...</td>\n",
              "      <td>198.372395</td>\n",
              "      <td>[{\"name\": \"Studio Babelsberg\", \"id\": 264}, {\"n...</td>\n",
              "      <td>2016-04-27</td>\n",
              "      <td>1153304495</td>\n",
              "      <td>147.0</td>\n",
              "      <td>[{\"iso_639_1\": \"ro\", \"name\": \"Rom\\u00e2n\\u0103...</td>\n",
              "      <td>Divided We Fall</td>\n",
              "      <td>7.1</td>\n",
              "      <td>7241</td>\n",
              "      <td>[{\"cast_id\": 9, \"character\": \"Steve Rogers / C...</td>\n",
              "      <td>[{\"credit_id\": \"569443d59251414b67000428\", \"de...</td>\n",
              "      <td>6.865036</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>250000000</td>\n",
              "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
              "      <td>209112</td>\n",
              "      <td>[{\"id\": 849, \"name\": \"dc comics\"}, {\"id\": 7002...</td>\n",
              "      <td>en</td>\n",
              "      <td>Batman v Superman: Dawn of Justice</td>\n",
              "      <td>Fearing the actions of a god-like Super Hero l...</td>\n",
              "      <td>155.790452</td>\n",
              "      <td>[{\"name\": \"DC Comics\", \"id\": 429}, {\"name\": \"A...</td>\n",
              "      <td>2016-03-23</td>\n",
              "      <td>873260194</td>\n",
              "      <td>151.0</td>\n",
              "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
              "      <td>Justice or revenge</td>\n",
              "      <td>5.7</td>\n",
              "      <td>7004</td>\n",
              "      <td>[{\"cast_id\": 18, \"character\": \"Bruce Wayne / B...</td>\n",
              "      <td>[{\"credit_id\": \"553bf23692514135c8002886\", \"de...</td>\n",
              "      <td>6.066577</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>237000000</td>\n",
              "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
              "      <td>19995</td>\n",
              "      <td>[{\"id\": 1463, \"name\": \"culture clash\"}, {\"id\":...</td>\n",
              "      <td>en</td>\n",
              "      <td>Avatar</td>\n",
              "      <td>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>2009-12-10</td>\n",
              "      <td>2787965087</td>\n",
              "      <td>162.0</td>\n",
              "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}, {\"iso...</td>\n",
              "      <td>Enter the World of Pandora.</td>\n",
              "      <td>7.2</td>\n",
              "      <td>11800</td>\n",
              "      <td>[{\"cast_id\": 242, \"character\": \"Jake Sully\", \"...</td>\n",
              "      <td>[{\"credit_id\": \"52fe48009251416c750aca23\", \"de...</td>\n",
              "      <td>6.996329</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12</th>\n",
              "      <td>200000000</td>\n",
              "      <td>[{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"...</td>\n",
              "      <td>58</td>\n",
              "      <td>[{\"id\": 616, \"name\": \"witch\"}, {\"id\": 663, \"na...</td>\n",
              "      <td>en</td>\n",
              "      <td>Pirates of the Caribbean: Dead Man's Chest</td>\n",
              "      <td>Captain Jack Sparrow works his way out of a bl...</td>\n",
              "      <td>145.847379</td>\n",
              "      <td>[{\"name\": \"Walt Disney Pictures\", \"id\": 2}, {\"...</td>\n",
              "      <td>2006-06-20</td>\n",
              "      <td>1065659812</td>\n",
              "      <td>151.0</td>\n",
              "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}, {\"iso...</td>\n",
              "      <td>Jack is back!</td>\n",
              "      <td>7.0</td>\n",
              "      <td>5246</td>\n",
              "      <td>[{\"cast_id\": 37, \"character\": \"Captain Jack Sp...</td>\n",
              "      <td>[{\"credit_id\": \"52fe4211c3a36847f8001873\", \"de...</td>\n",
              "      <td>6.771256</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "       budget  ... weighted_average\n",
              "28  150000000  ...         6.517865\n",
              "26  250000000  ...         6.865036\n",
              "9   250000000  ...         6.066577\n",
              "0   237000000  ...         6.996329\n",
              "12  200000000  ...         6.771256\n",
              "\n",
              "[5 rows x 19 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 18
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "UOFhhZlZpIr1",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 404
        },
        "outputId": "4a589acc-1b7c-47ed-af33-1cb8dc14a6cd"
      },
      "source": [
        "popularity=movie_sorted_ranking.sort_values('popularity',ascending=False)\n",
        "plt.figure(figsize=(12,6))\n",
        "ax=sns.barplot(x=popularity['popularity'].head(10), y=popularity['original_title'].head(10), data=popularity)\n",
        "\n",
        "plt.title('Most Popular by Votes', weight='bold')\n",
        "plt.xlabel('Score of Popularity', weight='bold')\n",
        "plt.ylabel('Movie Title', weight='bold')\n",
        "plt.savefig('best_popular_movies.png')"
      ],
      "execution_count": 17,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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XgGlte2tgTlU9nGTrdg0ubec1tc21d5ITk5wBnD7GXJIkSdKkMdFcMmwCzBlh3wPA61sF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\n",
            "text/plain": [
              "<Figure size 864x432 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "QE8PNtv_pRTe",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 196
        },
        "outputId": "a1e60a36-4c94-4613-d149-719e5db79787"
      },
      "source": [
        "from sklearn.preprocessing import MinMaxScaler\n",
        "scaling=MinMaxScaler()\n",
        "movie_scaled_df=scaling.fit_transform(movies_cleaned_df[['weighted_average','popularity']])\n",
        "movie_normalized_df=pd.DataFrame(movie_scaled_df,columns=['weighted_average','popularity'])\n",
        "movie_normalized_df.head()"
      ],
      "execution_count": 19,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "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>weighted_average</th>\n",
              "      <th>popularity</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>0.812852</td>\n",
              "      <td>0.353332</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>0.560971</td>\n",
              "      <td>0.325961</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>0.321642</td>\n",
              "      <td>0.249534</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.261432</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>0.308786</td>\n",
              "      <td>0.096588</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "   weighted_average  popularity\n",
              "0          0.812852    0.353332\n",
              "1          0.560971    0.325961\n",
              "2          0.321642    0.249534\n",
              "3          1.000000    0.261432\n",
              "4          0.308786    0.096588"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 19
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "VHZWwvVXph_R",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 701
        },
        "outputId": "e0a892ae-abfa-48b5-f499-b0f5f2f9cd78"
      },
      "source": [
        "movies_cleaned_df[['normalized_weight_average','normalized_popularity']]= movie_normalized_df\n",
        "movies_cleaned_df.head()\n"
      ],
      "execution_count": 20,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>budget</th>\n",
              "      <th>genres</th>\n",
              "      <th>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>release_date</th>\n",
              "      <th>revenue</th>\n",
              "      <th>runtime</th>\n",
              "      <th>spoken_languages</th>\n",
              "      <th>tagline</th>\n",
              "      <th>vote_average</th>\n",
              "      <th>vote_count</th>\n",
              "      <th>cast</th>\n",
              "      <th>crew</th>\n",
              "      <th>weighted_average</th>\n",
              "      <th>normalized_weight_average</th>\n",
              "      <th>normalized_popularity</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>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>2009-12-10</td>\n",
              "      <td>2787965087</td>\n",
              "      <td>162.0</td>\n",
              "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}, {\"iso...</td>\n",
              "      <td>Enter the World of Pandora.</td>\n",
              "      <td>7.2</td>\n",
              "      <td>11800</td>\n",
              "      <td>[{\"cast_id\": 242, \"character\": \"Jake Sully\", \"...</td>\n",
              "      <td>[{\"credit_id\": \"52fe48009251416c750aca23\", \"de...</td>\n",
              "      <td>6.996329</td>\n",
              "      <td>0.812852</td>\n",
              "      <td>0.353332</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>300000000</td>\n",
              "      <td>[{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"...</td>\n",
              "      <td>285</td>\n",
              "      <td>[{\"id\": 270, \"name\": \"ocean\"}, {\"id\": 726, \"na...</td>\n",
              "      <td>en</td>\n",
              "      <td>Pirates of the Caribbean: At World's End</td>\n",
              "      <td>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>2007-05-19</td>\n",
              "      <td>961000000</td>\n",
              "      <td>169.0</td>\n",
              "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
              "      <td>At the end of the world, the adventure begins.</td>\n",
              "      <td>6.9</td>\n",
              "      <td>4500</td>\n",
              "      <td>[{\"cast_id\": 4, \"character\": \"Captain Jack Spa...</td>\n",
              "      <td>[{\"credit_id\": \"52fe4232c3a36847f800b579\", \"de...</td>\n",
              "      <td>6.708224</td>\n",
              "      <td>0.560971</td>\n",
              "      <td>0.325961</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>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>2015-10-26</td>\n",
              "      <td>880674609</td>\n",
              "      <td>148.0</td>\n",
              "      <td>[{\"iso_639_1\": \"fr\", \"name\": \"Fran\\u00e7ais\"},...</td>\n",
              "      <td>A Plan No One Escapes</td>\n",
              "      <td>6.3</td>\n",
              "      <td>4466</td>\n",
              "      <td>[{\"cast_id\": 1, \"character\": \"James Bond\", \"cr...</td>\n",
              "      <td>[{\"credit_id\": \"54805967c3a36829b5002c41\", \"de...</td>\n",
              "      <td>6.434476</td>\n",
              "      <td>0.321642</td>\n",
              "      <td>0.249534</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>250000000</td>\n",
              "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 80, \"nam...</td>\n",
              "      <td>49026</td>\n",
              "      <td>[{\"id\": 849, \"name\": \"dc comics\"}, {\"id\": 853,...</td>\n",
              "      <td>en</td>\n",
              "      <td>The Dark Knight Rises</td>\n",
              "      <td>Following the death of District Attorney Harve...</td>\n",
              "      <td>112.312950</td>\n",
              "      <td>[{\"name\": \"Legendary Pictures\", \"id\": 923}, {\"...</td>\n",
              "      <td>2012-07-16</td>\n",
              "      <td>1084939099</td>\n",
              "      <td>165.0</td>\n",
              "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
              "      <td>The Legend Ends</td>\n",
              "      <td>7.6</td>\n",
              "      <td>9106</td>\n",
              "      <td>[{\"cast_id\": 2, \"character\": \"Bruce Wayne / Ba...</td>\n",
              "      <td>[{\"credit_id\": \"52fe4781c3a36847f81398c3\", \"de...</td>\n",
              "      <td>7.210391</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.261432</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>260000000</td>\n",
              "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
              "      <td>49529</td>\n",
              "      <td>[{\"id\": 818, \"name\": \"based on novel\"}, {\"id\":...</td>\n",
              "      <td>en</td>\n",
              "      <td>John Carter</td>\n",
              "      <td>John Carter is a war-weary, former military ca...</td>\n",
              "      <td>43.926995</td>\n",
              "      <td>[{\"name\": \"Walt Disney Pictures\", \"id\": 2}]</td>\n",
              "      <td>2012-03-07</td>\n",
              "      <td>284139100</td>\n",
              "      <td>132.0</td>\n",
              "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
              "      <td>Lost in our world, found in another.</td>\n",
              "      <td>6.1</td>\n",
              "      <td>2124</td>\n",
              "      <td>[{\"cast_id\": 5, \"character\": \"John Carter\", \"c...</td>\n",
              "      <td>[{\"credit_id\": \"52fe479ac3a36847f813eaa3\", \"de...</td>\n",
              "      <td>6.419771</td>\n",
              "      <td>0.308786</td>\n",
              "      <td>0.096588</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "      budget  ... normalized_popularity\n",
              "0  237000000  ...              0.353332\n",
              "1  300000000  ...              0.325961\n",
              "2  245000000  ...              0.249534\n",
              "3  250000000  ...              0.261432\n",
              "4  260000000  ...              0.096588\n",
              "\n",
              "[5 rows x 21 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 20
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "d7D1r8R_pqW6",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 644
        },
        "outputId": "55fa34f2-122e-420b-acb0-e761e026c32a"
      },
      "source": [
        "movies_cleaned_df['score'] = movies_cleaned_df['normalized_weight_average'] * 0.5 + movies_cleaned_df['normalized_popularity'] * 0.5\n",
        "movies_scored_df = movies_cleaned_df.sort_values(['score'], ascending=False)\n",
        "movies_scored_df[['original_title', 'normalized_weight_average', 'normalized_popularity', 'score']].head(20)"
      ],
      "execution_count": 21,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "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>original_title</th>\n",
              "      <th>normalized_weight_average</th>\n",
              "      <th>normalized_popularity</th>\n",
              "      <th>score</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>28</th>\n",
              "      <td>Jurassic World</td>\n",
              "      <td>0.394546</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.697273</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16</th>\n",
              "      <td>The Avengers</td>\n",
              "      <td>0.932859</td>\n",
              "      <td>0.338895</td>\n",
              "      <td>0.635877</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>The Dark Knight Rises</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.261432</td>\n",
              "      <td>0.630716</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>26</th>\n",
              "      <td>Captain America: Civil War</td>\n",
              "      <td>0.698067</td>\n",
              "      <td>0.468879</td>\n",
              "      <td>0.583473</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>Avatar</td>\n",
              "      <td>0.812852</td>\n",
              "      <td>0.353332</td>\n",
              "      <td>0.583092</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25</th>\n",
              "      <td>Titanic</td>\n",
              "      <td>0.908041</td>\n",
              "      <td>0.231814</td>\n",
              "      <td>0.569928</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>46</th>\n",
              "      <td>X-Men: Days of Future Past</td>\n",
              "      <td>0.861630</td>\n",
              "      <td>0.275331</td>\n",
              "      <td>0.568480</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>Avengers: Age of Ultron</td>\n",
              "      <td>0.787709</td>\n",
              "      <td>0.314382</td>\n",
              "      <td>0.551045</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22</th>\n",
              "      <td>The Hobbit: The Desolation of Smaug</td>\n",
              "      <td>0.841877</td>\n",
              "      <td>0.218182</td>\n",
              "      <td>0.530030</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>Harry Potter and the Half-Blood Prince</td>\n",
              "      <td>0.790938</td>\n",
              "      <td>0.229066</td>\n",
              "      <td>0.510002</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>42</th>\n",
              "      <td>Toy Story 3</td>\n",
              "      <td>0.845539</td>\n",
              "      <td>0.135321</td>\n",
              "      <td>0.490430</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12</th>\n",
              "      <td>Pirates of the Caribbean: Dead Man's Chest</td>\n",
              "      <td>0.616079</td>\n",
              "      <td>0.342267</td>\n",
              "      <td>0.479173</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>44</th>\n",
              "      <td>Furious 7</td>\n",
              "      <td>0.708629</td>\n",
              "      <td>0.237350</td>\n",
              "      <td>0.472989</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>19</th>\n",
              "      <td>The Hobbit: The Battle of the Five Armies</td>\n",
              "      <td>0.647639</td>\n",
              "      <td>0.282290</td>\n",
              "      <td>0.464964</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Pirates of the Caribbean: At World's End</td>\n",
              "      <td>0.560971</td>\n",
              "      <td>0.325961</td>\n",
              "      <td>0.443466</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>29</th>\n",
              "      <td>Skyfall</td>\n",
              "      <td>0.601158</td>\n",
              "      <td>0.214890</td>\n",
              "      <td>0.408024</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>Tangled</td>\n",
              "      <td>0.706134</td>\n",
              "      <td>0.108049</td>\n",
              "      <td>0.407092</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>34</th>\n",
              "      <td>Monsters University</td>\n",
              "      <td>0.577364</td>\n",
              "      <td>0.205686</td>\n",
              "      <td>0.391525</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>31</th>\n",
              "      <td>Iron Man 3</td>\n",
              "      <td>0.557585</td>\n",
              "      <td>0.177954</td>\n",
              "      <td>0.367770</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>45</th>\n",
              "      <td>World War Z</td>\n",
              "      <td>0.488128</td>\n",
              "      <td>0.187965</td>\n",
              "      <td>0.338046</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                                original_title  ...     score\n",
              "28                              Jurassic World  ...  0.697273\n",
              "16                                The Avengers  ...  0.635877\n",
              "3                        The Dark Knight Rises  ...  0.630716\n",
              "26                  Captain America: Civil War  ...  0.583473\n",
              "0                                       Avatar  ...  0.583092\n",
              "25                                     Titanic  ...  0.569928\n",
              "46                  X-Men: Days of Future Past  ...  0.568480\n",
              "7                      Avengers: Age of Ultron  ...  0.551045\n",
              "22         The Hobbit: The Desolation of Smaug  ...  0.530030\n",
              "8       Harry Potter and the Half-Blood Prince  ...  0.510002\n",
              "42                                 Toy Story 3  ...  0.490430\n",
              "12  Pirates of the Caribbean: Dead Man's Chest  ...  0.479173\n",
              "44                                   Furious 7  ...  0.472989\n",
              "19   The Hobbit: The Battle of the Five Armies  ...  0.464964\n",
              "1     Pirates of the Caribbean: At World's End  ...  0.443466\n",
              "29                                     Skyfall  ...  0.408024\n",
              "6                                      Tangled  ...  0.407092\n",
              "34                         Monsters University  ...  0.391525\n",
              "31                                  Iron Man 3  ...  0.367770\n",
              "45                                 World War Z  ...  0.338046\n",
              "\n",
              "[20 rows x 4 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 21
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "la4r5TBrpxfL",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 404
        },
        "outputId": "55366e6a-5ca5-4d86-b3b5-d73741a31be3"
      },
      "source": [
        "\n",
        "scored_df = movies_cleaned_df.sort_values('score', ascending=False)\n",
        "\n",
        "plt.figure(figsize=(16,6))\n",
        "\n",
        "ax = sns.barplot(x=scored_df['score'].head(10), y=scored_df['original_title'].head(10), data=scored_df, palette='deep')\n",
        "\n",
        "#plt.xlim(3.55, 5.25)\n",
        "plt.title('Best Rated & Most Popular Blend', weight='bold')\n",
        "plt.xlabel('Score', weight='bold')\n",
        "plt.ylabel('Movie Title', weight='bold')\n",
        "\n",
        "plt.savefig('scored_movies.png')"
      ],
      "execution_count": 22,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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7fJ8kDwP2Bx5TVX9tjwAtO7wf3WNPQ+fPY+Tf6S501S1XtuTJA+mqX97Zjt/V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\nXyRJkiRJkobo/wMG2vrF53A+uQAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 1152x432 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "M_M4QNL2p1fl",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": 0,
      "outputs": []
    }
  ]
}