IMDB_Recommendation_System.ipynb

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      "name": "Recommendation_System.ipynb",
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    {
      "cell_type": "markdown",
      "metadata": {
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      "source": [
        "<a href=\"https://colab.research.google.com/github/ria3999/mahine_learning-codes/blob/master/IMDB_Recommendation_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": "wjI_QONddFIU"
      },
      "source": [
        "import pandas as pd\n",
        "import numpy as np"
      ],
      "execution_count": 1,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "xJbs1YmKdRTV"
      },
      "source": [
        "credits = pd.read_csv(\"tmdb_5000_credits.csv\")"
      ],
      "execution_count": 2,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "_WYdaz3re_jo"
      },
      "source": [
        "movies_df = pd.read_csv(\"tmdb_5000_movies.csv\")"
      ],
      "execution_count": 3,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "NUL6FudHfBtf",
        "outputId": "cfff2e26-f01a-46c4-cc04-42de51ec508d",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 289
        }
      },
      "source": [
        "credits.head()"
      ],
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              "<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",
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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": []
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      "cell_type": "code",
      "metadata": {
        "id": "aVGtLx-efLDK",
        "outputId": "e72abeb1-31d0-4c8e-8ccf-3773d60ae215",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 690
        }
      },
      "source": [
        "movies_df.head()"
      ],
      "execution_count": 5,
      "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",
              "      <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",
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              "      <th>status</th>\n",
              "      <th>tagline</th>\n",
              "      <th>title</th>\n",
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              "      <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": 5
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "1dnsc4B8qr4e",
        "outputId": "3b4f0ff9-645a-4cad-8f6a-434f1a730d22",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 121
        }
      },
      "source": [
        "movies_df.columns"
      ],
      "execution_count": 8,
      "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'],\n",
              "      dtype='object')"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 8
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "5nSqxwIGqyea",
        "outputId": "08b19ce9-36d1-4d33-a8f1-83fdafbfc081",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        }
      },
      "source": [
        "credits.columns"
      ],
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Index(['movie_id', 'title', 'cast', 'crew'], dtype='object')"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 9
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "1DOlTH27fNQK",
        "outputId": "653e4264-bda0-4f90-b874-ac0e81e709b6",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 52
        }
      },
      "source": [
        "print(\"Credits:\",credits.shape)\n",
        "print(\"Movies Dataframe:\",movies_df.shape)"
      ],
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Credits: (938, 4)\n",
            "Movies Dataframe: (4803, 20)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "2UtIrubcfTDE",
        "outputId": "cb2992a1-315d-43b1-dee1-a490f5877312",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 690
        }
      },
      "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": 11,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              "      <th>budget</th>\n",
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              "      <th>homepage</th>\n",
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              "      <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",
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              "      <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": 11
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "FLabgS9DfWUS",
        "outputId": "efb3955c-59ef-479e-c9e4-7d9f908a5e50",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 690
        }
      },
      "source": [
        "movies_cleaned_df = movies_df_merge.drop(columns=['homepage', 'title_x', 'title_y', 'status','production_countries'])\n",
        "movies_cleaned_df.head()"
      ],
      "execution_count": 15,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
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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>id</th>\n",
              "      <th>keywords</th>\n",
              "      <th>original_language</th>\n",
              "      <th>original_title</th>\n",
              "      <th>overview</th>\n",
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              "      <th>release_date</th>\n",
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              "      <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",
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              "  </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",
              "    </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",
              "    </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",
              "    </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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              "  </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 18 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 15
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "jvM4OYRZfd3K",
        "outputId": "c39c882d-7eb0-4ac5-e9df-001c351aafc1",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 451
        }
      },
      "source": [
        "movies_cleaned_df.info()"
      ],
      "execution_count": 16,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "<class 'pandas.core.frame.DataFrame'>\n",
            "Int64Index: 938 entries, 0 to 937\n",
            "Data columns (total 18 columns):\n",
            " #   Column                Non-Null Count  Dtype  \n",
            "---  ------                --------------  -----  \n",
            " 0   budget                938 non-null    int64  \n",
            " 1   genres                938 non-null    object \n",
            " 2   id                    938 non-null    int64  \n",
            " 3   keywords              938 non-null    object \n",
            " 4   original_language     938 non-null    object \n",
            " 5   original_title        938 non-null    object \n",
            " 6   overview              938 non-null    object \n",
            " 7   popularity            938 non-null    float64\n",
            " 8   production_companies  938 non-null    object \n",
            " 9   release_date          938 non-null    object \n",
            " 10  revenue               938 non-null    int64  \n",
            " 11  runtime               938 non-null    float64\n",
            " 12  spoken_languages      938 non-null    object \n",
            " 13  tagline               908 non-null    object \n",
            " 14  vote_average          938 non-null    float64\n",
            " 15  vote_count            938 non-null    int64  \n",
            " 16  cast                  938 non-null    object \n",
            " 17  crew                  937 non-null    object \n",
            "dtypes: float64(3), int64(4), object(11)\n",
            "memory usage: 139.2+ KB\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "hyuA5xEGfghx",
        "outputId": "647b19bf-3c7f-46b3-8947-8b61985476e7",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 451
        }
      },
      "source": [
        "movies_cleaned_df.info()"
      ],
      "execution_count": 17,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "<class 'pandas.core.frame.DataFrame'>\n",
            "Int64Index: 938 entries, 0 to 937\n",
            "Data columns (total 18 columns):\n",
            " #   Column                Non-Null Count  Dtype  \n",
            "---  ------                --------------  -----  \n",
            " 0   budget                938 non-null    int64  \n",
            " 1   genres                938 non-null    object \n",
            " 2   id                    938 non-null    int64  \n",
            " 3   keywords              938 non-null    object \n",
            " 4   original_language     938 non-null    object \n",
            " 5   original_title        938 non-null    object \n",
            " 6   overview              938 non-null    object \n",
            " 7   popularity            938 non-null    float64\n",
            " 8   production_companies  938 non-null    object \n",
            " 9   release_date          938 non-null    object \n",
            " 10  revenue               938 non-null    int64  \n",
            " 11  runtime               938 non-null    float64\n",
            " 12  spoken_languages      938 non-null    object \n",
            " 13  tagline               908 non-null    object \n",
            " 14  vote_average          938 non-null    float64\n",
            " 15  vote_count            938 non-null    int64  \n",
            " 16  cast                  938 non-null    object \n",
            " 17  crew                  937 non-null    object \n",
            "dtypes: float64(3), int64(4), object(11)\n",
            "memory usage: 139.2+ KB\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "v-bdP_mGmgm4"
      },
      "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": 18,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "wVGcaw83mj-7"
      },
      "source": [
        "movies_cleaned_df['weighted_average']=((R*v)+ (C*m))/(v+m)\n"
      ],
      "execution_count": 19,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "-sTiCARVmmp4",
        "outputId": "ec0276c9-f36c-4367-d107-f50451c80a30",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 690
        }
      },
      "source": [
        "movies_cleaned_df.head()"
      ],
      "execution_count": 20,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              "      <td>162.0</td>\n",
              "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}, {\"iso...</td>\n",
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              "      <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>6.692884</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>6.278771</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>7.351437</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>6.164311</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "      budget  ... weighted_average\n",
              "0  237000000  ...         7.058393\n",
              "1  300000000  ...         6.692884\n",
              "2  245000000  ...         6.278771\n",
              "3  250000000  ...         7.351437\n",
              "4  260000000  ...         6.164311\n",
              "\n",
              "[5 rows x 19 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 20
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Q3CZeravmpHo",
        "outputId": "750b71af-8821-484b-8885-938f4542df4d",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 662
        }
      },
      "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": 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>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>662</th>\n",
              "      <td>Fight Club</td>\n",
              "      <td>9413</td>\n",
              "      <td>8.3</td>\n",
              "      <td>7.934348</td>\n",
              "      <td>146.757391</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>65</th>\n",
              "      <td>The Dark Knight</td>\n",
              "      <td>12002</td>\n",
              "      <td>8.2</td>\n",
              "      <td>7.916269</td>\n",
              "      <td>187.322927</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>96</th>\n",
              "      <td>Inception</td>\n",
              "      <td>13752</td>\n",
              "      <td>8.1</td>\n",
              "      <td>7.860564</td>\n",
              "      <td>167.583710</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>95</th>\n",
              "      <td>Interstellar</td>\n",
              "      <td>10867</td>\n",
              "      <td>8.1</td>\n",
              "      <td>7.806969</td>\n",
              "      <td>724.247784</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>809</th>\n",
              "      <td>Forrest Gump</td>\n",
              "      <td>7927</td>\n",
              "      <td>8.2</td>\n",
              "      <td>7.800053</td>\n",
              "      <td>138.133331</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>329</th>\n",
              "      <td>The Lord of the Rings: The Return of the King</td>\n",
              "      <td>8064</td>\n",
              "      <td>8.1</td>\n",
              "      <td>7.725531</td>\n",
              "      <td>123.630332</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>262</th>\n",
              "      <td>The Lord of the Rings: The Fellowship of the Ring</td>\n",
              "      <td>8705</td>\n",
              "      <td>8.0</td>\n",
              "      <td>7.666755</td>\n",
              "      <td>138.049577</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>330</th>\n",
              "      <td>The Lord of the Rings: The Two Towers</td>\n",
              "      <td>7487</td>\n",
              "      <td>8.0</td>\n",
              "      <td>7.624069</td>\n",
              "      <td>106.914973</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>94</th>\n",
              "      <td>Guardians of the Galaxy</td>\n",
              "      <td>9742</td>\n",
              "      <td>7.9</td>\n",
              "      <td>7.613318</td>\n",
              "      <td>481.098624</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>634</th>\n",
              "      <td>The Matrix</td>\n",
              "      <td>8907</td>\n",
              "      <td>7.9</td>\n",
              "      <td>7.591414</td>\n",
              "      <td>104.309993</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>77</th>\n",
              "      <td>Inside Out</td>\n",
              "      <td>6560</td>\n",
              "      <td>8.0</td>\n",
              "      <td>7.583461</td>\n",
              "      <td>128.655964</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>690</th>\n",
              "      <td>The Green Mile</td>\n",
              "      <td>4048</td>\n",
              "      <td>8.2</td>\n",
              "      <td>7.544456</td>\n",
              "      <td>103.698022</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>287</th>\n",
              "      <td>Django Unchained</td>\n",
              "      <td>10099</td>\n",
              "      <td>7.8</td>\n",
              "      <td>7.538441</td>\n",
              "      <td>82.121691</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>494</th>\n",
              "      <td>The Lion King</td>\n",
              "      <td>5376</td>\n",
              "      <td>8.0</td>\n",
              "      <td>7.516794</td>\n",
              "      <td>90.457886</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>298</th>\n",
              "      <td>The Wolf of Wall Street</td>\n",
              "      <td>6571</td>\n",
              "      <td>7.9</td>\n",
              "      <td>7.507522</td>\n",
              "      <td>95.007934</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>571</th>\n",
              "      <td>Inglourious Basterds</td>\n",
              "      <td>6430</td>\n",
              "      <td>7.9</td>\n",
              "      <td>7.500974</td>\n",
              "      <td>72.595961</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>693</th>\n",
              "      <td>Gone Girl</td>\n",
              "      <td>5862</td>\n",
              "      <td>7.9</td>\n",
              "      <td>7.472226</td>\n",
              "      <td>143.041543</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>274</th>\n",
              "      <td>Gladiator</td>\n",
              "      <td>5439</td>\n",
              "      <td>7.9</td>\n",
              "      <td>7.447972</td>\n",
              "      <td>95.301296</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>628</th>\n",
              "      <td>Saving Private Ryan</td>\n",
              "      <td>5048</td>\n",
              "      <td>7.9</td>\n",
              "      <td>7.422972</td>\n",
              "      <td>76.041867</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>439</th>\n",
              "      <td>Shutter Island</td>\n",
              "      <td>6336</td>\n",
              "      <td>7.8</td>\n",
              "      <td>7.420676</td>\n",
              "      <td>81.914696</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                                        original_title  ...  popularity\n",
              "662                                         Fight Club  ...  146.757391\n",
              "65                                     The Dark Knight  ...  187.322927\n",
              "96                                           Inception  ...  167.583710\n",
              "95                                        Interstellar  ...  724.247784\n",
              "809                                       Forrest Gump  ...  138.133331\n",
              "329      The Lord of the Rings: The Return of the King  ...  123.630332\n",
              "262  The Lord of the Rings: The Fellowship of the Ring  ...  138.049577\n",
              "330              The Lord of the Rings: The Two Towers  ...  106.914973\n",
              "94                             Guardians of the Galaxy  ...  481.098624\n",
              "634                                         The Matrix  ...  104.309993\n",
              "77                                          Inside Out  ...  128.655964\n",
              "690                                     The Green Mile  ...  103.698022\n",
              "287                                   Django Unchained  ...   82.121691\n",
              "494                                      The Lion King  ...   90.457886\n",
              "298                            The Wolf of Wall Street  ...   95.007934\n",
              "571                               Inglourious Basterds  ...   72.595961\n",
              "693                                          Gone Girl  ...  143.041543\n",
              "274                                          Gladiator  ...   95.301296\n",
              "628                                Saving Private Ryan  ...   76.041867\n",
              "439                                     Shutter Island  ...   81.914696\n",
              "\n",
              "[20 rows x 5 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 21
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "u3AAVUUnmsgg",
        "outputId": "0585d127-b077-47d4-d756-370e860763b1",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 364
        }
      },
      "source": [
        "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": 22,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 864x432 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "wwqqo4Cxmy3j",
        "outputId": "b15bdaff-5401-478b-e859-c9ba561c4709",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 121
        }
      },
      "source": [
        "\n",
        "movie_sorted_ranking['popularity'].head()"
      ],
      "execution_count": 23,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "662    146.757391\n",
              "65     187.322927\n",
              "96     167.583710\n",
              "95     724.247784\n",
              "809    138.133331\n",
              "Name: popularity, dtype: float64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 23
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "r8gFuqT4nGDf",
        "outputId": "d656b377-2820-4d5b-8817-5841a4d8c666",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 358
        }
      },
      "source": [
        "\n",
        "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": 24,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 864x432 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "TLlHfJ8q6dWI",
        "outputId": "5598a6bf-788d-42bd-877e-36325f12a6cb",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 603
        }
      },
      "source": [
        "popularity.head()"
      ],
      "execution_count": 25,
      "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>546</th>\n",
              "      <td>74000000</td>\n",
              "      <td>[{\"id\": 10751, \"name\": \"Family\"}, {\"id\": 16, \"...</td>\n",
              "      <td>211672</td>\n",
              "      <td>[{\"id\": 3487, \"name\": \"assistant\"}, {\"id\": 179...</td>\n",
              "      <td>en</td>\n",
              "      <td>Minions</td>\n",
              "      <td>Minions Stuart, Kevin and Bob are recruited by...</td>\n",
              "      <td>875.581305</td>\n",
              "      <td>[{\"name\": \"Universal Pictures\", \"id\": 33}, {\"n...</td>\n",
              "      <td>2015-06-17</td>\n",
              "      <td>1156730962</td>\n",
              "      <td>91.0</td>\n",
              "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
              "      <td>Before Gru, they had a history of bad bosses</td>\n",
              "      <td>6.4</td>\n",
              "      <td>4571</td>\n",
              "      <td>[{\"cast_id\": 22, \"character\": \"Scarlet Overkil...</td>\n",
              "      <td>[{\"credit_id\": \"5431b2b10e0a2656e20026c7\", \"de...</td>\n",
              "      <td>6.348444</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>95</th>\n",
              "      <td>165000000</td>\n",
              "      <td>[{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 18, \"...</td>\n",
              "      <td>157336</td>\n",
              "      <td>[{\"id\": 83, \"name\": \"saving the world\"}, {\"id\"...</td>\n",
              "      <td>en</td>\n",
              "      <td>Interstellar</td>\n",
              "      <td>Interstellar chronicles the adventures of a gr...</td>\n",
              "      <td>724.247784</td>\n",
              "      <td>[{\"name\": \"Paramount Pictures\", \"id\": 4}, {\"na...</td>\n",
              "      <td>2014-11-05</td>\n",
              "      <td>675120017</td>\n",
              "      <td>169.0</td>\n",
              "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
              "      <td>Mankind was born on Earth. It was never meant ...</td>\n",
              "      <td>8.1</td>\n",
              "      <td>10867</td>\n",
              "      <td>[{\"cast_id\": 9, \"character\": \"Joseph Cooper\", ...</td>\n",
              "      <td>[{\"credit_id\": \"52fe4bbf9251416c910e4801\", \"de...</td>\n",
              "      <td>7.806969</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>788</th>\n",
              "      <td>58000000</td>\n",
              "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
              "      <td>293660</td>\n",
              "      <td>[{\"id\": 2095, \"name\": \"anti hero\"}, {\"id\": 307...</td>\n",
              "      <td>en</td>\n",
              "      <td>Deadpool</td>\n",
              "      <td>Deadpool tells the origin story of former Spec...</td>\n",
              "      <td>514.569956</td>\n",
              "      <td>[{\"name\": \"Twentieth Century Fox Film Corporat...</td>\n",
              "      <td>2016-02-09</td>\n",
              "      <td>783112979</td>\n",
              "      <td>108.0</td>\n",
              "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
              "      <td>Witness the beginning of a happy ending</td>\n",
              "      <td>7.4</td>\n",
              "      <td>10995</td>\n",
              "      <td>[{\"cast_id\": 99, \"character\": \"Wade Wilson / D...</td>\n",
              "      <td>[{\"credit_id\": \"56c986b2925141172f0068b6\", \"de...</td>\n",
              "      <td>7.218572</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>94</th>\n",
              "      <td>170000000</td>\n",
              "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 878, \"na...</td>\n",
              "      <td>118340</td>\n",
              "      <td>[{\"id\": 8828, \"name\": \"marvel comic\"}, {\"id\": ...</td>\n",
              "      <td>en</td>\n",
              "      <td>Guardians of the Galaxy</td>\n",
              "      <td>Light years from Earth, 26 years after being a...</td>\n",
              "      <td>481.098624</td>\n",
              "      <td>[{\"name\": \"Marvel Studios\", \"id\": 420}, {\"name...</td>\n",
              "      <td>2014-07-30</td>\n",
              "      <td>773328629</td>\n",
              "      <td>121.0</td>\n",
              "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
              "      <td>All heroes start somewhere.</td>\n",
              "      <td>7.9</td>\n",
              "      <td>9742</td>\n",
              "      <td>[{\"cast_id\": 1, \"character\": \"Peter Quill / St...</td>\n",
              "      <td>[{\"credit_id\": \"538ce329c3a3687155003358\", \"de...</td>\n",
              "      <td>7.613318</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>127</th>\n",
              "      <td>150000000</td>\n",
              "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
              "      <td>76341</td>\n",
              "      <td>[{\"id\": 2964, \"name\": \"future\"}, {\"id\": 3713, ...</td>\n",
              "      <td>en</td>\n",
              "      <td>Mad Max: Fury Road</td>\n",
              "      <td>An apocalyptic story set in the furthest reach...</td>\n",
              "      <td>434.278564</td>\n",
              "      <td>[{\"name\": \"Village Roadshow Pictures\", \"id\": 7...</td>\n",
              "      <td>2015-05-13</td>\n",
              "      <td>378858340</td>\n",
              "      <td>120.0</td>\n",
              "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
              "      <td>What a Lovely Day.</td>\n",
              "      <td>7.2</td>\n",
              "      <td>9427</td>\n",
              "      <td>[{\"cast_id\": 2, \"character\": \"Max Rockatansky\"...</td>\n",
              "      <td>[{\"credit_id\": \"577da370c3a36817f8003838\", \"de...</td>\n",
              "      <td>7.029041</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "        budget  ... weighted_average\n",
              "546   74000000  ...         6.348444\n",
              "95   165000000  ...         7.806969\n",
              "788   58000000  ...         7.218572\n",
              "94   170000000  ...         7.613318\n",
              "127  150000000  ...         7.029041\n",
              "\n",
              "[5 rows x 19 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 25
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "s2yfqkBO6q0X",
        "outputId": "9612d51b-3cac-4e48-d9ff-45cb1900cef3",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 202
        }
      },
      "source": [
        "from sklearn.preprocessing import MinMaxScaler\n",
        "\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": 26,
      "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>0.672296</td>\n",
              "      <td>0.171241</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>0.535556</td>\n",
              "      <td>0.158264</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>0.380632</td>\n",
              "      <td>0.122028</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>0.781927</td>\n",
              "      <td>0.127669</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>0.337811</td>\n",
              "      <td>0.049511</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "   weighted_average  popularity\n",
              "0          0.672296    0.171241\n",
              "1          0.535556    0.158264\n",
              "2          0.380632    0.122028\n",
              "3          0.781927    0.127669\n",
              "4          0.337811    0.049511"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 26
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "xP3eF0W_64LJ"
      },
      "source": [
        "movies_cleaned_df[['normalized_weight_average','normalized_popularity']]= movie_normalized_df"
      ],
      "execution_count": 27,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "XRdrp0Lp69eU",
        "outputId": "a49e4acc-55e8-4bc6-ffb5-3e45274652d5",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 690
        }
      },
      "source": [
        "movies_cleaned_df.head()"
      ],
      "execution_count": 28,
      "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>7.058393</td>\n",
              "      <td>0.672296</td>\n",
              "      <td>0.171241</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>6.692884</td>\n",
              "      <td>0.535556</td>\n",
              "      <td>0.158264</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>6.278771</td>\n",
              "      <td>0.380632</td>\n",
              "      <td>0.122028</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>7.351437</td>\n",
              "      <td>0.781927</td>\n",
              "      <td>0.127669</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>6.164311</td>\n",
              "      <td>0.337811</td>\n",
              "      <td>0.049511</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "      budget  ... normalized_popularity\n",
              "0  237000000  ...              0.171241\n",
              "1  300000000  ...              0.158264\n",
              "2  245000000  ...              0.122028\n",
              "3  250000000  ...              0.127669\n",
              "4  260000000  ...              0.049511\n",
              "\n",
              "[5 rows x 21 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 28
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "lTYkZk2h6_bz",
        "outputId": "01b2f483-954f-4ff9-fb30-0a93baca6aeb",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 662
        }
      },
      "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": 29,
      "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>95</th>\n",
              "      <td>Interstellar</td>\n",
              "      <td>0.952346</td>\n",
              "      <td>0.827043</td>\n",
              "      <td>0.889695</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>94</th>\n",
              "      <td>Guardians of the Galaxy</td>\n",
              "      <td>0.879899</td>\n",
              "      <td>0.549150</td>\n",
              "      <td>0.714525</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>546</th>\n",
              "      <td>Minions</td>\n",
              "      <td>0.406697</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.703348</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>788</th>\n",
              "      <td>Deadpool</td>\n",
              "      <td>0.732221</td>\n",
              "      <td>0.587404</td>\n",
              "      <td>0.659812</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>65</th>\n",
              "      <td>The Dark Knight</td>\n",
              "      <td>0.993237</td>\n",
              "      <td>0.213397</td>\n",
              "      <td>0.603317</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>662</th>\n",
              "      <td>Fight Club</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.167035</td>\n",
              "      <td>0.583518</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>96</th>\n",
              "      <td>Inception</td>\n",
              "      <td>0.972397</td>\n",
              "      <td>0.190837</td>\n",
              "      <td>0.581617</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>127</th>\n",
              "      <td>Mad Max: Fury Road</td>\n",
              "      <td>0.661315</td>\n",
              "      <td>0.495640</td>\n",
              "      <td>0.578478</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>809</th>\n",
              "      <td>Forrest Gump</td>\n",
              "      <td>0.949759</td>\n",
              "      <td>0.157179</td>\n",
              "      <td>0.553469</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>329</th>\n",
              "      <td>The Lord of the Rings: The Return of the King</td>\n",
              "      <td>0.921879</td>\n",
              "      <td>0.140604</td>\n",
              "      <td>0.531241</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>262</th>\n",
              "      <td>The Lord of the Rings: The Fellowship of the Ring</td>\n",
              "      <td>0.899891</td>\n",
              "      <td>0.157083</td>\n",
              "      <td>0.528487</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>199</th>\n",
              "      <td>Pirates of the Caribbean: The Curse of the Bla...</td>\n",
              "      <td>0.731015</td>\n",
              "      <td>0.310143</td>\n",
              "      <td>0.520579</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>88</th>\n",
              "      <td>Big Hero 6</td>\n",
              "      <td>0.804333</td>\n",
              "      <td>0.232154</td>\n",
              "      <td>0.518243</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>77</th>\n",
              "      <td>Inside Out</td>\n",
              "      <td>0.868730</td>\n",
              "      <td>0.146347</td>\n",
              "      <td>0.507538</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>330</th>\n",
              "      <td>The Lord of the Rings: The Two Towers</td>\n",
              "      <td>0.883922</td>\n",
              "      <td>0.121500</td>\n",
              "      <td>0.502711</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>634</th>\n",
              "      <td>The Matrix</td>\n",
              "      <td>0.871705</td>\n",
              "      <td>0.118523</td>\n",
              "      <td>0.495114</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>693</th>\n",
              "      <td>Gone Girl</td>\n",
              "      <td>0.827115</td>\n",
              "      <td>0.162788</td>\n",
              "      <td>0.494952</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>690</th>\n",
              "      <td>The Green Mile</td>\n",
              "      <td>0.854137</td>\n",
              "      <td>0.117823</td>\n",
              "      <td>0.485980</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>270</th>\n",
              "      <td>The Martian</td>\n",
              "      <td>0.763529</td>\n",
              "      <td>0.191236</td>\n",
              "      <td>0.477383</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>298</th>\n",
              "      <td>The Wolf of Wall Street</td>\n",
              "      <td>0.840320</td>\n",
              "      <td>0.107891</td>\n",
              "      <td>0.474106</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                                        original_title  ...     score\n",
              "95                                        Interstellar  ...  0.889695\n",
              "94                             Guardians of the Galaxy  ...  0.714525\n",
              "546                                            Minions  ...  0.703348\n",
              "788                                           Deadpool  ...  0.659812\n",
              "65                                     The Dark Knight  ...  0.603317\n",
              "662                                         Fight Club  ...  0.583518\n",
              "96                                           Inception  ...  0.581617\n",
              "127                                 Mad Max: Fury Road  ...  0.578478\n",
              "809                                       Forrest Gump  ...  0.553469\n",
              "329      The Lord of the Rings: The Return of the King  ...  0.531241\n",
              "262  The Lord of the Rings: The Fellowship of the Ring  ...  0.528487\n",
              "199  Pirates of the Caribbean: The Curse of the Bla...  ...  0.520579\n",
              "88                                          Big Hero 6  ...  0.518243\n",
              "77                                          Inside Out  ...  0.507538\n",
              "330              The Lord of the Rings: The Two Towers  ...  0.502711\n",
              "634                                         The Matrix  ...  0.495114\n",
              "693                                          Gone Girl  ...  0.494952\n",
              "690                                     The Green Mile  ...  0.485980\n",
              "270                                        The Martian  ...  0.477383\n",
              "298                            The Wolf of Wall Street  ...  0.474106\n",
              "\n",
              "[20 rows x 4 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 29
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ro2xQeVL7DE9",
        "outputId": "42ed3d65-9899-4d99-8c9a-04c95269b846",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 305
        }
      },
      "source": [
        "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": 30,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1152x432 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "dViw43GQ7GsN"
      },
      "source": [
        ""
      ],
      "execution_count": null,
      "outputs": []
    }
  ]
}