Movie_Recommendation_System.ipynb

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  "metadata": {
    "colab": {
      "name": "Movie_Recommendation_System",
      "provenance": [],
      "collapsed_sections": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    }
  },
  "cells": [
    {
      "cell_type": "code",
      "metadata": {
        "id": "AKlVGgTqOIy3",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "9b31d3aa-1355-406e-d2fb-142a5bb27032"
      },
      "source": [
        "from google.colab import drive\n",
        "drive.mount('/content/drive')"
      ],
      "execution_count": 1,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Mounted at /content/drive\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "8MeBS5ZGAZuH"
      },
      "source": [
        "## **Data Pre-Processing**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "b-_UVCD4Nnu6"
      },
      "source": [
        "import pandas as pd\n",
        "import numpy as np \n",
        "import warnings"
      ],
      "execution_count": 2,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "bTAorN6_fMDd"
      },
      "source": [
        "from pandas.core.common import SettingWithCopyWarning\n",
        "warnings.simplefilter(action=\"ignore\", category=SettingWithCopyWarning)"
      ],
      "execution_count": 3,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "rxK9cHgpy_vr"
      },
      "source": [
        "Titles = pd.read_csv('/content/drive/My Drive/Movie Recommender/Netflix Prize data/movie_titles.csv', \n",
        "                           encoding = 'ISO-8859-1', header = None, \n",
        "                           names = ['Id', 'Year', 'Name']).set_index('Id')\n",
        "\n",
        "Titles=Titles[0:4500]"
      ],
      "execution_count": 4,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "MaNS04bJzA0c",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 128
        },
        "outputId": "bfee1e09-e09b-49b9-e8e0-d2f154bd002e"
      },
      "source": [
        "print('Null Values in Year Column (if any):')\n",
        "Titles[Titles['Year'].isnull()]"
      ],
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Null Values in Year Column (if any):\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
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              "    }\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>Year</th>\n",
              "      <th>Name</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Id</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>4388</th>\n",
              "      <td>NaN</td>\n",
              "      <td>Ancient Civilizations: Rome and Pompeii</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "      Year                                     Name\n",
              "Id                                                 \n",
              "4388   NaN  Ancient Civilizations: Rome and Pompeii"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 5
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "OCq7u8I5zA3Q"
      },
      "source": [
        "Titles.loc[4388,'Year']=2001"
      ],
      "execution_count": 6,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "CgJQSoIazA8S",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 97
        },
        "outputId": "1edff9eb-8d74-488f-9e99-f3e2d7709448"
      },
      "source": [
        "print('Null Values in Name Column (if any):')\n",
        "Titles[Titles['Name'].isnull()]"
      ],
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Null Values in Name Column (if any):\n"
          ],
          "name": "stdout"
        },
        {
          "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>Year</th>\n",
              "      <th>Name</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Id</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "Empty DataFrame\n",
              "Columns: [Year, Name]\n",
              "Index: []"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 7
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "VRVnEAiYzA_h"
      },
      "source": [
        "Titles['Year'] = Titles['Year'].astype(int)"
      ],
      "execution_count": 8,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "mZOeiTauzA6T",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 252
        },
        "outputId": "bf61554b-f029-4db3-b452-8515d57039b6"
      },
      "source": [
        "print('Shape of Titles Dataset: ', Titles.shape)\n",
        "Titles.head()"
      ],
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Shape of Titles Dataset:  (4500, 2)\n"
          ],
          "name": "stdout"
        },
        {
          "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>Year</th>\n",
              "      <th>Name</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Id</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>2003</td>\n",
              "      <td>Dinosaur Planet</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>2004</td>\n",
              "      <td>Isle of Man TT 2004 Review</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>1997</td>\n",
              "      <td>Character</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>1994</td>\n",
              "      <td>Paula Abdul's Get Up &amp; Dance</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>2004</td>\n",
              "      <td>The Rise and Fall of ECW</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "    Year                          Name\n",
              "Id                                    \n",
              "1   2003               Dinosaur Planet\n",
              "2   2004    Isle of Man TT 2004 Review\n",
              "3   1997                     Character\n",
              "4   1994  Paula Abdul's Get Up & Dance\n",
              "5   2004      The Rise and Fall of ECW"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 9
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "9_C7qdQP7FGW"
      },
      "source": [
        "df_raw = pd.read_csv('/content/drive/My Drive/Movie Recommender/Netflix Prize data/combined_data_1.txt',\n",
        "                      header=None, names=['User', 'Rating'], usecols=[0, 1])"
      ],
      "execution_count": 10,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "aQM6nssvURvO"
      },
      "source": [
        "df_raw['Movie']=0"
      ],
      "execution_count": 11,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "EYh_NNcuCMg8",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 221
        },
        "outputId": "d9ffbb24-c001-4517-fe80-0b67c8e53b5c"
      },
      "source": [
        "print('Shape of Netflix Ratings Raw Data: ',df_raw.shape)\n",
        "df_raw.head()"
      ],
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Shape of Netflix Ratings Raw Data:  (24058263, 3)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
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              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>User</th>\n",
              "      <th>Rating</th>\n",
              "      <th>Movie</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>1:</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>1488844</td>\n",
              "      <td>3.0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>822109</td>\n",
              "      <td>5.0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>885013</td>\n",
              "      <td>4.0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>30878</td>\n",
              "      <td>4.0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "      User  Rating  Movie\n",
              "0       1:     NaN      0\n",
              "1  1488844     3.0      0\n",
              "2   822109     5.0      0\n",
              "3   885013     4.0      0\n",
              "4    30878     4.0      0"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 12
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "dYGx2X6sehnX"
      },
      "source": [
        "movie_info = df_raw[df_raw['Rating'].isna()]['User'].reset_index()"
      ],
      "execution_count": 13,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "QHpca7gQehqy",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 221
        },
        "outputId": "fdd613f8-7380-44a7-f519-2efa726680a0"
      },
      "source": [
        "print('Number of Movies in the Dataset: ', len(movie_info))\n",
        "movie_info.head()"
      ],
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Number of Movies in the Dataset:  4499\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
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              "\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>index</th>\n",
              "      <th>User</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>0</td>\n",
              "      <td>1:</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>548</td>\n",
              "      <td>2:</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>694</td>\n",
              "      <td>3:</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>2707</td>\n",
              "      <td>4:</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>2850</td>\n",
              "      <td>5:</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "   index User\n",
              "0      0   1:\n",
              "1    548   2:\n",
              "2    694   3:\n",
              "3   2707   4:\n",
              "4   2850   5:"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 14
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "FlKoo1zWQFMQ"
      },
      "source": [
        "for i in range(len(movie_info)):\n",
        "  if i<len(movie_info)-1:\n",
        "    df_raw['Movie'][(movie_info['index'][i]):movie_info['index'][i+1]]=i+1\n",
        "  else:\n",
        "    df_raw['Movie'][(movie_info['index'][i]):len(df_raw)]=i+1"
      ],
      "execution_count": 15,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "4p3W_80yMKx9"
      },
      "source": [
        "df_raw=df_raw.drop(list(movie_info['index']),axis=0)"
      ],
      "execution_count": 16,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "TyGooujHQFYA",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 419
        },
        "outputId": "d33c2cbf-3ed1-40b7-9d27-055fee20b684"
      },
      "source": [
        "df_raw.reset_index(drop=True,inplace=True)\n",
        "df_raw"
      ],
      "execution_count": 17,
      "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>User</th>\n",
              "      <th>Rating</th>\n",
              "      <th>Movie</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>1488844</td>\n",
              "      <td>3.0</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>822109</td>\n",
              "      <td>5.0</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>885013</td>\n",
              "      <td>4.0</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>30878</td>\n",
              "      <td>4.0</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>823519</td>\n",
              "      <td>3.0</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>24053759</th>\n",
              "      <td>2591364</td>\n",
              "      <td>2.0</td>\n",
              "      <td>4499</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>24053760</th>\n",
              "      <td>1791000</td>\n",
              "      <td>2.0</td>\n",
              "      <td>4499</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>24053761</th>\n",
              "      <td>512536</td>\n",
              "      <td>5.0</td>\n",
              "      <td>4499</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>24053762</th>\n",
              "      <td>988963</td>\n",
              "      <td>3.0</td>\n",
              "      <td>4499</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>24053763</th>\n",
              "      <td>1704416</td>\n",
              "      <td>3.0</td>\n",
              "      <td>4499</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>24053764 rows × 3 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "             User  Rating  Movie\n",
              "0         1488844     3.0      1\n",
              "1          822109     5.0      1\n",
              "2          885013     4.0      1\n",
              "3           30878     4.0      1\n",
              "4          823519     3.0      1\n",
              "...           ...     ...    ...\n",
              "24053759  2591364     2.0   4499\n",
              "24053760  1791000     2.0   4499\n",
              "24053761   512536     5.0   4499\n",
              "24053762   988963     3.0   4499\n",
              "24053763  1704416     3.0   4499\n",
              "\n",
              "[24053764 rows x 3 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 17
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "52aRlXlSMQdW",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "1be96330-6e75-450e-ffa4-c1782ddc8d34"
      },
      "source": [
        "print('Shape of User-Ratings Table: ',df_raw.shape)"
      ],
      "execution_count": 18,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Shape of User-Ratings Table:  (24053764, 3)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ZRd5A3Z2E9L-",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "4db444b5-8b7c-4da1-fe7a-37e18be29146"
      },
      "source": [
        "min_movie_ratings = 1500\n",
        "\n",
        "filter_movies = (df_raw['Movie'].value_counts()>min_movie_ratings)\n",
        "filter_movies = filter_movies[filter_movies].index.tolist()\n",
        "\n",
        "filter_movies[:10]"
      ],
      "execution_count": 19,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[1905, 2152, 3860, 4432, 571, 3938, 4306, 2452, 1962, 3962]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 19
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Or7FZ8ZURlfO",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "777c0885-18f9-4791-c763-0220da49576b"
      },
      "source": [
        "min_user_ratings = 325\n",
        "\n",
        "filter_users = (df_raw['User'].value_counts()>min_user_ratings)\n",
        "filter_users = filter_users[filter_users].index.tolist()\n",
        "\n",
        "filter_users[:5]"
      ],
      "execution_count": 20,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "['305344', '387418', '2439493', '1664010', '2118461']"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 20
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "RSsYPC4HRliG"
      },
      "source": [
        "df_filtered = df_raw[(df_raw['Movie'].isin(filter_movies)) & (df_raw['User'].isin(filter_users))]\n",
        "\n",
        "df_filtered.reset_index(drop=True,inplace=True)"
      ],
      "execution_count": 21,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "9R7DaQWskIL8",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "27f78340-53bc-4c6e-829a-2c1e8fb7fd6a"
      },
      "source": [
        "print('Shape of Unfiltered User-Ratings Table: ',df_raw.shape)\n",
        "print('Shape of Filtered User-Ratings Table: ',df_filtered.shape)"
      ],
      "execution_count": 22,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Shape of Unfiltered User-Ratings Table:  (24053764, 3)\n",
            "Shape of Filtered User-Ratings Table:  (2170509, 3)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "RlXNx23EqnPo",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "c77681be-f08c-42ca-95d5-7e71edb9054a"
      },
      "source": [
        "print(\"Number of Unique Movies: \",df_filtered['Movie'].nunique())\n",
        "print(\"Number of Unique Users: \",df_filtered['User'].nunique())"
      ],
      "execution_count": 23,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Number of Unique Movies:  1466\n",
            "Number of Unique Users:  5492\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "axz-B9OWv20r",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 419
        },
        "outputId": "028ee7cf-988a-4666-97c5-7938756f99ad"
      },
      "source": [
        "df_filtered"
      ],
      "execution_count": 24,
      "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>User</th>\n",
              "      <th>Rating</th>\n",
              "      <th>Movie</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>712664</td>\n",
              "      <td>5.0</td>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>603277</td>\n",
              "      <td>3.0</td>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>1650301</td>\n",
              "      <td>2.0</td>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>2312349</td>\n",
              "      <td>4.0</td>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>1977959</td>\n",
              "      <td>4.0</td>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2170504</th>\n",
              "      <td>1388741</td>\n",
              "      <td>4.0</td>\n",
              "      <td>4496</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2170505</th>\n",
              "      <td>1704416</td>\n",
              "      <td>4.0</td>\n",
              "      <td>4496</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2170506</th>\n",
              "      <td>15737</td>\n",
              "      <td>4.0</td>\n",
              "      <td>4496</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2170507</th>\n",
              "      <td>823628</td>\n",
              "      <td>5.0</td>\n",
              "      <td>4496</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2170508</th>\n",
              "      <td>1055714</td>\n",
              "      <td>5.0</td>\n",
              "      <td>4496</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>2170509 rows × 3 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "            User  Rating  Movie\n",
              "0         712664     5.0      3\n",
              "1         603277     3.0      3\n",
              "2        1650301     2.0      3\n",
              "3        2312349     4.0      3\n",
              "4        1977959     4.0      3\n",
              "...          ...     ...    ...\n",
              "2170504  1388741     4.0   4496\n",
              "2170505  1704416     4.0   4496\n",
              "2170506    15737     4.0   4496\n",
              "2170507   823628     5.0   4496\n",
              "2170508  1055714     5.0   4496\n",
              "\n",
              "[2170509 rows x 3 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 24
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ygNBbwT7g9zq"
      },
      "source": [
        "def show_all_movies():\n",
        "  \n",
        "  movielist=df_filtered.Movie.unique()\n",
        "  \n",
        "  for i in movielist:\n",
        "    print('MovieId:',i,'-- Name:',Titles.loc[i,'Name'])"
      ],
      "execution_count": 25,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "1P9U65Y0hO5P",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "e0749f6f-d0af-443c-f7e1-2207e1b41605"
      },
      "source": [
        "show_all_movies()"
      ],
      "execution_count": 26,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "MovieId: 3 -- Name: Character\n",
            "MovieId: 8 -- Name: What the #$*! Do We Know!?\n",
            "MovieId: 16 -- Name: Screamers\n",
            "MovieId: 17 -- Name: 7 Seconds\n",
            "MovieId: 18 -- Name: Immortal Beloved\n",
            "MovieId: 26 -- Name: Never Die Alone\n",
            "MovieId: 28 -- Name: Lilo and Stitch\n",
            "MovieId: 30 -- Name: Something's Gotta Give\n",
            "MovieId: 32 -- Name: ABC Primetime: Mel Gibson's The Passion of the Christ\n",
            "MovieId: 33 -- Name: Aqua Teen Hunger Force: Vol. 1\n",
            "MovieId: 44 -- Name: Spitfire Grill\n",
            "MovieId: 45 -- Name: The Love Letter\n",
            "MovieId: 46 -- Name: Rudolph the Red-Nosed Reindeer\n",
            "MovieId: 47 -- Name: The Bad and the Beautiful\n",
            "MovieId: 48 -- Name: Justice League\n",
            "MovieId: 52 -- Name: The Weather Underground\n",
            "MovieId: 55 -- Name: Jade\n",
            "MovieId: 56 -- Name: Carandiru\n",
            "MovieId: 57 -- Name: Richard III\n",
            "MovieId: 58 -- Name: Dragonheart\n",
            "MovieId: 68 -- Name: Invader Zim\n",
            "MovieId: 71 -- Name: Maya Lin: A Strong Clear Vision\n",
            "MovieId: 76 -- Name: I Love Lucy: Season 2\n",
            "MovieId: 77 -- Name: Congo\n",
            "MovieId: 78 -- Name: Jingle All the Way\n",
            "MovieId: 79 -- Name: The Killing\n",
            "MovieId: 83 -- Name: Silkwood\n",
            "MovieId: 84 -- Name: The Powerpuff Girls Movie\n",
            "MovieId: 97 -- Name: Mostly Martha\n",
            "MovieId: 104 -- Name: The Great Race\n",
            "MovieId: 108 -- Name: Spartan\n",
            "MovieId: 110 -- Name: Scandal\n",
            "MovieId: 111 -- Name: Duplex (Widescreen)\n",
            "MovieId: 118 -- Name: Rambo: First Blood Part II\n",
            "MovieId: 122 -- Name: Cube 2: Hypercube\n",
            "MovieId: 125 -- Name: Nighthawks\n",
            "MovieId: 127 -- Name: Fatal Beauty\n",
            "MovieId: 133 -- Name: Viva La Bam: Season 1\n",
            "MovieId: 138 -- Name: Star Trek: Voyager: Season 1\n",
            "MovieId: 143 -- Name: The Game\n",
            "MovieId: 148 -- Name: Sweet November\n",
            "MovieId: 152 -- Name: A Little Princess\n",
            "MovieId: 156 -- Name: Husbands and Wives\n",
            "MovieId: 165 -- Name: Richard Pryor: Live on the Sunset Strip\n",
            "MovieId: 166 -- Name: Fame\n",
            "MovieId: 167 -- Name: The Chorus\n",
            "MovieId: 171 -- Name: Funny Face\n",
            "MovieId: 173 -- Name: The Devil's Brigade\n",
            "MovieId: 175 -- Name: Reservoir Dogs\n",
            "MovieId: 178 -- Name: Regular Guys\n",
            "MovieId: 180 -- Name: Scratch\n",
            "MovieId: 181 -- Name: The Last Shot\n",
            "MovieId: 185 -- Name: Missing in Action 2: The Beginning / Missing in Action 3: Braddock\n",
            "MovieId: 187 -- Name: Death to Smoochy\n",
            "MovieId: 188 -- Name: Dead Birds\n",
            "MovieId: 189 -- Name: Airplane II: The Sequel\n",
            "MovieId: 191 -- Name: X2: X-Men United\n",
            "MovieId: 197 -- Name: Taking Lives\n",
            "MovieId: 199 -- Name: The Deer Hunter\n",
            "MovieId: 201 -- Name: Home Movie\n",
            "MovieId: 208 -- Name: The Three Stooges: Sing a Song of Six Pants\n",
            "MovieId: 209 -- Name: Star Trek: Deep Space Nine: Season 5\n",
            "MovieId: 213 -- Name: Dinner Rush\n",
            "MovieId: 215 -- Name: That '70s Show: Season 1\n",
            "MovieId: 216 -- Name: Impostor\n",
            "MovieId: 223 -- Name: Chappelle's Show: Season 1\n",
            "MovieId: 225 -- Name: The Cookout\n",
            "MovieId: 232 -- Name: Gross Anatomy\n",
            "MovieId: 238 -- Name: Led Zeppelin: The Song Remains the Same\n",
            "MovieId: 239 -- Name: Winnie the Pooh: Springtime with Roo\n",
            "MovieId: 240 -- Name: Woman of the Year\n",
            "MovieId: 241 -- Name: North by Northwest\n",
            "MovieId: 242 -- Name: Neon Genesis Evangelion: The End of Evangelion\n",
            "MovieId: 248 -- Name: Michael Moore's The Awful Truth: Season 2\n",
            "MovieId: 252 -- Name: Stuart Little 2\n",
            "MovieId: 253 -- Name: A Night at the Opera\n",
            "MovieId: 255 -- Name: The Hunchback of Notre Dame II\n",
            "MovieId: 256 -- Name: Ghost Dog: The Way of the Samurai\n",
            "MovieId: 257 -- Name: Charlotte's Web\n",
            "MovieId: 262 -- Name: Herbie Rides Again\n",
            "MovieId: 268 -- Name: The Final Countdown\n",
            "MovieId: 269 -- Name: Parenthood\n",
            "MovieId: 270 -- Name: Sex and the City: Season 4\n",
            "MovieId: 273 -- Name: Taxi\n",
            "MovieId: 275 -- Name: Evelyn\n",
            "MovieId: 281 -- Name: The Legend\n",
            "MovieId: 283 -- Name: If These Walls Could Talk\n",
            "MovieId: 285 -- Name: The Devil's Own\n",
            "MovieId: 289 -- Name: The Avengers\n",
            "MovieId: 290 -- Name: Harold and Kumar Go to White Castle\n",
            "MovieId: 295 -- Name: Ace Ventura: When Nature Calls\n",
            "MovieId: 297 -- Name: The Hebrew Hammer\n",
            "MovieId: 299 -- Name: Bridget Jones's Diary\n",
            "MovieId: 304 -- Name: King of the Hill: Season 1\n",
            "MovieId: 305 -- Name: Jack\n",
            "MovieId: 311 -- Name: Ed Wood\n",
            "MovieId: 312 -- Name: High Fidelity\n",
            "MovieId: 313 -- Name: Pay It Forward\n",
            "MovieId: 316 -- Name: Futurama: Monster Robot Maniac Fun Collection\n",
            "MovieId: 329 -- Name: Dogma\n",
            "MovieId: 330 -- Name: Wild Things\n",
            "MovieId: 331 -- Name: Chasing Amy\n",
            "MovieId: 334 -- Name: The Pacifier\n",
            "MovieId: 337 -- Name: Star 80\n",
            "MovieId: 341 -- Name: Tremors 4: The Legend Begins\n",
            "MovieId: 344 -- Name: The Taming of the Shrew\n",
            "MovieId: 345 -- Name: Star Trek: Voyager: Season 5\n",
            "MovieId: 348 -- Name: The Last Temptation of Christ\n",
            "MovieId: 353 -- Name: Life or Something Like It\n",
            "MovieId: 356 -- Name: Look at Me\n",
            "MovieId: 357 -- Name: House of Sand and Fog\n",
            "MovieId: 358 -- Name: The Onion Field\n",
            "MovieId: 359 -- Name: Absolutely Fabulous: Series 5\n",
            "MovieId: 360 -- Name: Lies\n",
            "MovieId: 361 -- Name: The Phantom of the Opera: Special Edition\n",
            "MovieId: 362 -- Name: The Flintstones in Viva Rock Vegas\n",
            "MovieId: 363 -- Name: Stark Raving Mad\n",
            "MovieId: 367 -- Name: Spun\n",
            "MovieId: 371 -- Name: The Trouble with Angels\n",
            "MovieId: 375 -- Name: Nine Dead Gay Guys\n",
            "MovieId: 378 -- Name: Party Monster\n",
            "MovieId: 381 -- Name: Out for Justice\n",
            "MovieId: 385 -- Name: The Santa Clause 2\n",
            "MovieId: 390 -- Name: The Fan\n",
            "MovieId: 393 -- Name: The Replacement Killers\n",
            "MovieId: 394 -- Name: 20\n",
            "MovieId: 395 -- Name: Captain Blood\n",
            "MovieId: 398 -- Name: In the Realm of the Senses\n",
            "MovieId: 400 -- Name: Rio Lobo\n",
            "MovieId: 401 -- Name: Halloween 5: The Revenge of Michael Myers\n",
            "MovieId: 405 -- Name: Wings of Desire\n",
            "MovieId: 406 -- Name: Hostage\n",
            "MovieId: 408 -- Name: Nightbreed\n",
            "MovieId: 413 -- Name: Igby Goes Down\n",
            "MovieId: 416 -- Name: Elephant\n",
            "MovieId: 418 -- Name: The Deal\n",
            "MovieId: 420 -- Name: Saturday Night Live: The Best of Dana Carvey\n",
            "MovieId: 422 -- Name: The Unsinkable Molly Brown\n",
            "MovieId: 424 -- Name: Happiness\n",
            "MovieId: 425 -- Name: The 10th Kingdom\n",
            "MovieId: 426 -- Name: Recess: School's Out\n",
            "MovieId: 427 -- Name: Graveyard Shift\n",
            "MovieId: 430 -- Name: Chobits\n",
            "MovieId: 431 -- Name: Millennium Actress\n",
            "MovieId: 432 -- Name: Les Miserables in Concert\n",
            "MovieId: 433 -- Name: Untamed Heart\n",
            "MovieId: 436 -- Name: Girls Just Want to Have Fun\n",
            "MovieId: 438 -- Name: Bean: The Movie\n",
            "MovieId: 442 -- Name: Mississippi Burning\n",
            "MovieId: 443 -- Name: Rabbit-Proof Fence\n",
            "MovieId: 445 -- Name: Michael Collins\n",
            "MovieId: 452 -- Name: Scorched\n",
            "MovieId: 454 -- Name: Xena: Warrior Princess: Season 3\n",
            "MovieId: 456 -- Name: Emma (Miniseries)\n",
            "MovieId: 457 -- Name: Kill Bill: Vol. 2\n",
            "MovieId: 459 -- Name: Basquiat\n",
            "MovieId: 463 -- Name: The Twilight Zone: Vol. 12\n",
            "MovieId: 468 -- Name: The Matrix: Revolutions\n",
            "MovieId: 471 -- Name: City Lights\n",
            "MovieId: 473 -- Name: Princess Mononoke\n",
            "MovieId: 474 -- Name: Legend of 1900\n",
            "MovieId: 476 -- Name: VeggieTales Classics: Where's God When I'm Scared?\n",
            "MovieId: 477 -- Name: George Carlin: Personal Favorites\n",
            "MovieId: 479 -- Name: George Carlin: What Am I Doing in New Jersey?\n",
            "MovieId: 482 -- Name: Frida\n",
            "MovieId: 483 -- Name: Rush Hour 2\n",
            "MovieId: 486 -- Name: Journey to the Center of the Earth\n",
            "MovieId: 488 -- Name: His Secret Life\n",
            "MovieId: 489 -- Name: Return to Paradise\n",
            "MovieId: 492 -- Name: Mrs. Soffel\n",
            "MovieId: 494 -- Name: Monty Python's The Meaning of Life: Special Edition\n",
            "MovieId: 499 -- Name: Under Suspicion\n",
            "MovieId: 501 -- Name: Three Days of the Condor\n",
            "MovieId: 502 -- Name: Mitch Hedberg: Mitch All Together\n",
            "MovieId: 504 -- Name: The Twilight Zone: Vol. 27\n",
            "MovieId: 505 -- Name: A Thousand Acres\n",
            "MovieId: 511 -- Name: Avenging Angelo\n",
            "MovieId: 516 -- Name: Monsoon Wedding\n",
            "MovieId: 517 -- Name: Two Can Play That Game\n",
            "MovieId: 518 -- Name: The Prime of Miss Jean Brodie\n",
            "MovieId: 524 -- Name: Mumford\n",
            "MovieId: 528 -- Name: The Hitchhiker's Guide to the Galaxy\n",
            "MovieId: 533 -- Name: Drop Dead Fred\n",
            "MovieId: 534 -- Name: With a Friend Like Harry\n",
            "MovieId: 535 -- Name: The Alamo\n",
            "MovieId: 548 -- Name: Hudson Hawk\n",
            "MovieId: 550 -- Name: First Knight\n",
            "MovieId: 551 -- Name: The Santa Clause\n",
            "MovieId: 554 -- Name: Solaris\n",
            "MovieId: 560 -- Name: Star Trek: Enterprise: Season 3\n",
            "MovieId: 561 -- Name: High and Low\n",
            "MovieId: 563 -- Name: Jimmy Neutron: Boy Genius\n",
            "MovieId: 564 -- Name: Predator 2\n",
            "MovieId: 569 -- Name: The In-Laws\n",
            "MovieId: 571 -- Name: American Beauty\n",
            "MovieId: 575 -- Name: Highlander: Season 4\n",
            "MovieId: 577 -- Name: The Twilight Zone: Vol. 36\n",
            "MovieId: 579 -- Name: The Autobiography of Miss Jane Pittman\n",
            "MovieId: 580 -- Name: THX 1138: Special Edition\n",
            "MovieId: 582 -- Name: Jo Jo Dancer\n",
            "MovieId: 585 -- Name: My Family\n",
            "MovieId: 586 -- Name: Shanghai Triad\n",
            "MovieId: 588 -- Name: Blue Planet: IMAX\n",
            "MovieId: 595 -- Name: Monarch of the Glen: Series 2\n",
            "MovieId: 599 -- Name: Sea of Love\n",
            "MovieId: 600 -- Name: What's Up\n",
            "MovieId: 607 -- Name: Speed\n",
            "MovieId: 615 -- Name: An Ideal Husband\n",
            "MovieId: 621 -- Name: Armageddon\n",
            "MovieId: 629 -- Name: Firestarter\n",
            "MovieId: 631 -- Name: Unleashed\n",
            "MovieId: 634 -- Name: Christmas with The Simpsons\n",
            "MovieId: 636 -- Name: Stir Crazy\n",
            "MovieId: 638 -- Name: The Last Dragon\n",
            "MovieId: 643 -- Name: Buying the Cow\n",
            "MovieId: 645 -- Name: Dear Frankie\n",
            "MovieId: 646 -- Name: Matewan\n",
            "MovieId: 652 -- Name: Marvin's Room\n",
            "MovieId: 657 -- Name: Highlander: Season 5\n",
            "MovieId: 658 -- Name: Robin Hood: Prince of Thieves\n",
            "MovieId: 659 -- Name: The Last House on the Left\n",
            "MovieId: 660 -- Name: Saving Grace\n",
            "MovieId: 661 -- Name: Who is Cletis Tout?\n",
            "MovieId: 662 -- Name: Rob Roy\n",
            "MovieId: 668 -- Name: Saturday Night Live: The Best of Will Ferrell 2\n",
            "MovieId: 670 -- Name: He Loves Me\n",
            "MovieId: 672 -- Name: He Said\n",
            "MovieId: 674 -- Name: Hellbound: Hellraiser II\n",
            "MovieId: 676 -- Name: Mafia!\n",
            "MovieId: 677 -- Name: In the Mood for Love\n",
            "MovieId: 680 -- Name: Better Than Sex\n",
            "MovieId: 681 -- Name: Police Academy 3: Back in Training\n",
            "MovieId: 682 -- Name: The Mighty\n",
            "MovieId: 686 -- Name: Bedazzled\n",
            "MovieId: 689 -- Name: One True Thing\n",
            "MovieId: 692 -- Name: The Hand that Rocks the Cradle\n",
            "MovieId: 693 -- Name: The Quest\n",
            "MovieId: 696 -- Name: Last Man Standing\n",
            "MovieId: 700 -- Name: Todd McFarlane's Spawn\n",
            "MovieId: 705 -- Name: Major League\n",
            "MovieId: 707 -- Name: The Return\n",
            "MovieId: 708 -- Name: The Perfect Storm\n",
            "MovieId: 711 -- Name: Dolores Claiborne\n",
            "MovieId: 717 -- Name: Testosterone\n",
            "MovieId: 718 -- Name: 44 Minutes\n",
            "MovieId: 720 -- Name: Roger & Me\n",
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            "MovieId: 761 -- Name: O Fantasma\n",
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            "MovieId: 807 -- Name: The Mouse That Roared\n",
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            "MovieId: 817 -- Name: My Bodyguard\n",
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            "MovieId: 886 -- Name: Ray\n",
            "MovieId: 889 -- Name: Reno 911: Season 2\n",
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            "MovieId: 895 -- Name: Dersu Uzala\n",
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            "MovieId: 1044 -- Name: The Party\n",
            "MovieId: 1045 -- Name: For Keeps\n",
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            "MovieId: 1047 -- Name: Aimee and Jaguar\n",
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            "MovieId: 1055 -- Name: The Duellists\n",
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            "MovieId: 1068 -- Name: Ringu\n",
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            "MovieId: 1094 -- Name: Nicholas Nickleby\n",
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            "MovieId: 1104 -- Name: Krull\n",
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            "MovieId: 1155 -- Name: Magnum P.I.: Season 1\n",
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            "MovieId: 1201 -- Name: True Colors\n",
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            "MovieId: 1289 -- Name: Look Who's Talking Too\n",
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            "MovieId: 1513 -- Name: The Twilight Zone: Vol. 42\n",
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            "MovieId: 1585 -- Name: Joy Ride\n",
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            "MovieId: 1595 -- Name: The Third Man\n",
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            "MovieId: 1746 -- Name: Bob Roberts\n",
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            "MovieId: 1765 -- Name: First Kid\n",
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            "MovieId: 1795 -- Name: MASH: Season 7\n",
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            "MovieId: 1799 -- Name: Die Hard 2: Die Harder\n",
            "MovieId: 1800 -- Name: An Evening With Kevin Smith\n",
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            "MovieId: 1814 -- Name: Dance with Me\n",
            "MovieId: 1816 -- Name: Northfork\n",
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            "MovieId: 1821 -- Name: Le Cercle Rouge\n",
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            "MovieId: 1833 -- Name: Alex and Emma\n",
            "MovieId: 1834 -- Name: Farinelli\n",
            "MovieId: 1837 -- Name: Tin Men\n",
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            "MovieId: 1840 -- Name: The Asphalt Jungle\n",
            "MovieId: 1843 -- Name: Beverly Hills Cop III\n",
            "MovieId: 1844 -- Name: Casualties of War\n",
            "MovieId: 1845 -- Name: Gordy\n",
            "MovieId: 1848 -- Name: Samurai Trilogy 3: Duel at Ganryu Island\n",
            "MovieId: 1851 -- Name: I Want to Live!\n",
            "MovieId: 1853 -- Name: Death Wish\n",
            "MovieId: 1854 -- Name: Crazy/Beautiful\n",
            "MovieId: 1856 -- Name: The Twilight Zone: Vol. 39\n",
            "MovieId: 1860 -- Name: Shall We Dance?\n",
            "MovieId: 1861 -- Name: Evolution\n",
            "MovieId: 1862 -- Name: Three to Tango\n",
            "MovieId: 1865 -- Name: Eternal Sunshine of the Spotless Mind\n",
            "MovieId: 1866 -- Name: Sirens\n",
            "MovieId: 1867 -- Name: Annie\n",
            "MovieId: 1877 -- Name: Friends: Season 2\n",
            "MovieId: 1878 -- Name: The Ghost and Mr. Chicken / The Reluctant Astronaut: Double Feature\n",
            "MovieId: 1882 -- Name: I Love Lucy: Season 4\n",
            "MovieId: 1884 -- Name: Captain Corelli's Mandolin\n",
            "MovieId: 1885 -- Name: The Osbournes: Season 1 (Uncensored)\n",
            "MovieId: 1890 -- Name: Regarding Henry\n",
            "MovieId: 1901 -- Name: Cheech & Chong's Up in Smoke\n",
            "MovieId: 1902 -- Name: Star Trek: The Motion Picture\n",
            "MovieId: 1905 -- Name: Pirates of the Caribbean: The Curse of the Black Pearl\n",
            "MovieId: 1911 -- Name: David Copperfield\n",
            "MovieId: 1912 -- Name: The Comancheros\n",
            "MovieId: 1913 -- Name: Calle 54\n",
            "MovieId: 1915 -- Name: Law & Order: Special Victims Unit: The Second Year\n",
            "MovieId: 1917 -- Name: 28 Up\n",
            "MovieId: 1918 -- Name: The Alamo\n",
            "MovieId: 1922 -- Name: Hot Pursuit\n",
            "MovieId: 1923 -- Name: Pee-Wee's Playhouse: Vol. 1\n",
            "MovieId: 1925 -- Name: Urban Cowboy\n",
            "MovieId: 1931 -- Name: Eye of the Needle\n",
            "MovieId: 1939 -- Name: The Amityville Horror\n",
            "MovieId: 1941 -- Name: The Life of Birds\n",
            "MovieId: 1947 -- Name: Gilmore Girls: Season 3\n",
            "MovieId: 1955 -- Name: The Story of Us\n",
            "MovieId: 1956 -- Name: Cirque du Soleil: Dralion\n",
            "MovieId: 1959 -- Name: Splendor in the Grass\n",
            "MovieId: 1962 -- Name: 50 First Dates\n",
            "MovieId: 1963 -- Name: Beautiful Creatures\n",
            "MovieId: 1969 -- Name: The Caine Mutiny\n",
            "MovieId: 1971 -- Name: Under Siege 2: Dark Territory\n",
            "MovieId: 1972 -- Name: Gentlemen Prefer Blondes\n",
            "MovieId: 1974 -- Name: Il Postino\n",
            "MovieId: 1975 -- Name: Hollow Man\n",
            "MovieId: 1976 -- Name: Here on Earth\n",
            "MovieId: 1983 -- Name: Final Fantasy: The Spirits Within\n",
            "MovieId: 1994 -- Name: The L Word: Season 2\n",
            "MovieId: 1998 -- Name: Saving Face\n",
            "MovieId: 1999 -- Name: Coming Out\n",
            "MovieId: 2000 -- Name: Four Weddings and a Funeral\n",
            "MovieId: 2001 -- Name: Under Siege\n",
            "MovieId: 2009 -- Name: The Talented Mr. Ripley\n",
            "MovieId: 2012 -- Name: The Importance of Being Earnest\n",
            "MovieId: 2015 -- Name: Talk to Her\n",
            "MovieId: 2016 -- Name: The Magdalene Sisters\n",
            "MovieId: 2017 -- Name: The People Under the Stairs\n",
            "MovieId: 2019 -- Name: Samurai Champloo\n",
            "MovieId: 2020 -- Name: The Winds of War\n",
            "MovieId: 2033 -- Name: Head in the Clouds\n",
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            "MovieId: 2040 -- Name: Star Trek: The Next Generation: Season 5\n",
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            "MovieId: 2051 -- Name: Tightrope\n",
            "MovieId: 2057 -- Name: Buffy the Vampire Slayer: Season 6\n",
            "MovieId: 2059 -- Name: The Ugly Dachshund\n",
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            "MovieId: 2077 -- Name: This Is My Father\n",
            "MovieId: 2078 -- Name: Half Past Dead\n",
            "MovieId: 2080 -- Name: Holiday in the Sun\n",
            "MovieId: 2093 -- Name: Rated X\n",
            "MovieId: 2095 -- Name: Liar Liar\n",
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            "MovieId: 2109 -- Name: Grease 2\n",
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            "MovieId: 2122 -- Name: Being John Malkovich\n",
            "MovieId: 2128 -- Name: Rudy\n",
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            "MovieId: 2304 -- Name: Great Balls of Fire!\n",
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            "MovieId: 2408 -- Name: My Man Godfrey\n",
            "MovieId: 2409 -- Name: Robin and Marian\n",
            "MovieId: 2411 -- Name: The Life & Death of Peter Sellers\n",
            "MovieId: 2418 -- Name: Sink the Bismarck\n",
            "MovieId: 2420 -- Name: The Vertical Ray of the Sun\n",
            "MovieId: 2422 -- Name: Primer\n",
            "MovieId: 2423 -- Name: Small Time Crooks\n",
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            "MovieId: 2528 -- Name: Arachnophobia\n",
            "MovieId: 2532 -- Name: Futurama: Vol. 1\n",
            "MovieId: 2533 -- Name: The Brothers McMullen\n",
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            "MovieId: 2734 -- Name: From Hell\n",
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            "MovieId: 3312 -- Name: Original Sin\n",
            "MovieId: 3313 -- Name: The Substitute/The Substitute 3\n",
            "MovieId: 3314 -- Name: Mighty Quinn\n",
            "MovieId: 3315 -- Name: The Maltese Falcon\n",
            "MovieId: 3320 -- Name: About a Boy\n",
            "MovieId: 3321 -- Name: In Dreams\n",
            "MovieId: 3323 -- Name: Family Business: Season 1\n",
            "MovieId: 3324 -- Name: Scooby-Doo's Original Mysteries\n",
            "MovieId: 3326 -- Name: Chain Reaction\n",
            "MovieId: 3331 -- Name: Bananas\n",
            "MovieId: 3333 -- Name: The Village\n",
            "MovieId: 3334 -- Name: My Son the Fanatic\n",
            "MovieId: 3342 -- Name: The Day of the Jackal\n",
            "MovieId: 3347 -- Name: Honey\n",
            "MovieId: 3348 -- Name: George Carlin: Complaints and Grievances\n",
            "MovieId: 3350 -- Name: Reindeer Games\n",
            "MovieId: 3354 -- Name: Mystery Science Theater 3000: Santa Claus Conquers the Martians\n",
            "MovieId: 3355 -- Name: The Ice Storm\n",
            "MovieId: 3364 -- Name: The Parent Trap\n",
            "MovieId: 3368 -- Name: The Family Man\n",
            "MovieId: 3369 -- Name: The Little Princess\n",
            "MovieId: 3371 -- Name: Whale Rider\n",
            "MovieId: 3376 -- Name: The Vikings\n",
            "MovieId: 3379 -- Name: Strange Days\n",
            "MovieId: 3385 -- Name: 28 Days Later\n",
            "MovieId: 3391 -- Name: Where the Red Fern Grows\n",
            "MovieId: 3394 -- Name: Saved by the Bell: Season 1\n",
            "MovieId: 3397 -- Name: Once Bitten\n",
            "MovieId: 3398 -- Name: The Apple Dumpling Gang Rides Again\n",
            "MovieId: 3403 -- Name: Exodus\n",
            "MovieId: 3404 -- Name: Not One Less\n",
            "MovieId: 3405 -- Name: The Dead Zone: Season 2\n",
            "MovieId: 3408 -- Name: High Art\n",
            "MovieId: 3410 -- Name: Shadow Magic\n",
            "MovieId: 3414 -- Name: Pocahontas\n",
            "MovieId: 3416 -- Name: Masters of the Universe\n",
            "MovieId: 3418 -- Name: Sister Act 2: Back in the Habit\n",
            "MovieId: 3420 -- Name: Thunderheart\n",
            "MovieId: 3421 -- Name: The Return of Martin Guerre\n",
            "MovieId: 3422 -- Name: Cinderella II\n",
            "MovieId: 3423 -- Name: Where Eagles Dare\n",
            "MovieId: 3427 -- Name: Men in Black II\n",
            "MovieId: 3433 -- Name: Forever Young\n",
            "MovieId: 3434 -- Name: The Mothman Prophecies\n",
            "MovieId: 3437 -- Name: The Stand\n",
            "MovieId: 3439 -- Name: Tampopo\n",
            "MovieId: 3441 -- Name: Kicking & Screaming\n",
            "MovieId: 3444 -- Name: Family Guy: Freakin' Sweet Collection\n",
            "MovieId: 3446 -- Name: Spirited Away\n",
            "MovieId: 3451 -- Name: State of Grace\n",
            "MovieId: 3453 -- Name: The Man Who Knew Too Much\n",
            "MovieId: 3456 -- Name: Lost: Season 1\n",
            "MovieId: 3463 -- Name: 10 Things I Hate About You\n",
            "MovieId: 3466 -- Name: Spy Kids\n",
            "MovieId: 3469 -- Name: The Night of the Hunter\n",
            "MovieId: 3475 -- Name: Batman Beyond: The Movie\n",
            "MovieId: 3478 -- Name: The Man Without a Face\n",
            "MovieId: 3480 -- Name: Narrow Margin\n",
            "MovieId: 3481 -- Name: Ravenous\n",
            "MovieId: 3487 -- Name: The Twilight Zone: Vol. 16\n",
            "MovieId: 3489 -- Name: Time Bandits\n",
            "MovieId: 3491 -- Name: National Geographic: Beyond the Movie: The Lord of the Rings\n",
            "MovieId: 3495 -- Name: Batman: Mask of the Phantasm\n",
            "MovieId: 3496 -- Name: Vampires\n",
            "MovieId: 3500 -- Name: Drunken Master\n",
            "MovieId: 3505 -- Name: Freddy Got Fingered\n",
            "MovieId: 3506 -- Name: 24 Hour Party People\n",
            "MovieId: 3509 -- Name: U2: Go Home: Live From Slane Castle\n",
            "MovieId: 3510 -- Name: Hard Eight\n",
            "MovieId: 3513 -- Name: Lilies of the Field\n",
            "MovieId: 3515 -- Name: Jungle Fever\n",
            "MovieId: 3521 -- Name: Coupling: Season 1\n",
            "MovieId: 3522 -- Name: City by the Sea\n",
            "MovieId: 3523 -- Name: Star Trek: The Next Generation: Season 6\n",
            "MovieId: 3525 -- Name: Replicant\n",
            "MovieId: 3526 -- Name: Halloween II\n",
            "MovieId: 3529 -- Name: Twin Dragons\n",
            "MovieId: 3532 -- Name: Undercover Blues\n",
            "MovieId: 3535 -- Name: 9 1/2 Weeks\n",
            "MovieId: 3538 -- Name: Beaches\n",
            "MovieId: 3541 -- Name: History of the World: Part 1\n",
            "MovieId: 3542 -- Name: Beautiful Thing\n",
            "MovieId: 3544 -- Name: The Odd Couple\n",
            "MovieId: 3551 -- Name: Pete's Dragon\n",
            "MovieId: 3557 -- Name: Gun Shy\n",
            "MovieId: 3559 -- Name: Cowboys & Angels\n",
            "MovieId: 3563 -- Name: Earth Girls Are Easy\n",
            "MovieId: 3565 -- Name: Meet the Browns\n",
            "MovieId: 3567 -- Name: Starship Troopers 2: Hero of the Federation\n",
            "MovieId: 3570 -- Name: Scooby-Doo and the Monster of Mexico\n",
            "MovieId: 3571 -- Name: 200 Cigarettes\n",
            "MovieId: 3573 -- Name: Cop and a Half\n",
            "MovieId: 3579 -- Name: 2 Fast 2 Furious\n",
            "MovieId: 3581 -- Name: Cradle Will Rock\n",
            "MovieId: 3582 -- Name: How Green Was My Valley\n",
            "MovieId: 3583 -- Name: Exit to Eden\n",
            "MovieId: 3587 -- Name: Abbott & Costello Meet the Mummy\n",
            "MovieId: 3590 -- Name: Jason and the Argonauts\n",
            "MovieId: 3593 -- Name: My Neighbor Totoro\n",
            "MovieId: 3595 -- Name: Elvira\n",
            "MovieId: 3599 -- Name: Walkabout\n",
            "MovieId: 3605 -- Name: The Wizard of Oz: Collector's Edition\n",
            "MovieId: 3608 -- Name: From the Earth to the Moon: The Signature Edition\n",
            "MovieId: 3610 -- Name: Lethal Weapon 3\n",
            "MovieId: 3611 -- Name: Man on the Moon\n",
            "MovieId: 3612 -- Name: Chocolat\n",
            "MovieId: 3615 -- Name: Beauty and the Beast\n",
            "MovieId: 3617 -- Name: Death Becomes Her\n",
            "MovieId: 3622 -- Name: Barbarians at the Gate\n",
            "MovieId: 3623 -- Name: Daughter from Danang: American Experience\n",
            "MovieId: 3624 -- Name: The Last Samurai\n",
            "MovieId: 3625 -- Name: Suburbia\n",
            "MovieId: 3626 -- Name: 25th Hour\n",
            "MovieId: 3638 -- Name: Bad Boys II\n",
            "MovieId: 3640 -- Name: Inspector Gadget 2\n",
            "MovieId: 3642 -- Name: Highway\n",
            "MovieId: 3648 -- Name: Who Framed Roger Rabbit?: Special Edition\n",
            "MovieId: 3649 -- Name: Von Ryan's Express\n",
            "MovieId: 3650 -- Name: War Games\n",
            "MovieId: 3657 -- Name: Black and White\n",
            "MovieId: 3662 -- Name: House of Cards Trilogy II: To Play the King\n",
            "MovieId: 3668 -- Name: Farscape: Season 2\n",
            "MovieId: 3670 -- Name: Encino Man\n",
            "MovieId: 3672 -- Name: My Science Project\n",
            "MovieId: 3680 -- Name: Hackers\n",
            "MovieId: 3684 -- Name: Goldfinger\n",
            "MovieId: 3685 -- Name: Scooby-Doo's Spookiest Tales\n",
            "MovieId: 3686 -- Name: Good Advice\n",
            "MovieId: 3689 -- Name: The Amityville Horror\n",
            "MovieId: 3696 -- Name: The Impostors\n",
            "MovieId: 3701 -- Name: The Fighting Seabees\n",
            "MovieId: 3703 -- Name: Ripley's Game\n",
            "MovieId: 3710 -- Name: Flowers in the Attic\n",
            "MovieId: 3713 -- Name: Saw\n",
            "MovieId: 3714 -- Name: The Ballad of Jack and Rose\n",
            "MovieId: 3715 -- Name: Commando\n",
            "MovieId: 3716 -- Name: The Big Blue\n",
            "MovieId: 3725 -- Name: The Seventh Sign\n",
            "MovieId: 3728 -- Name: So I Married an Axe Murderer\n",
            "MovieId: 3730 -- Name: Elizabeth\n",
            "MovieId: 3733 -- Name: Spencer's Mountain\n",
            "MovieId: 3734 -- Name: Gorgeous\n",
            "MovieId: 3736 -- Name: The Green Berets\n",
            "MovieId: 3740 -- Name: Dracula\n",
            "MovieId: 3742 -- Name: Notorious\n",
            "MovieId: 3743 -- Name: Boys and Girls\n",
            "MovieId: 3756 -- Name: About Schmidt\n",
            "MovieId: 3758 -- Name: Cecil B. Demented\n",
            "MovieId: 3763 -- Name: Shakes the Clown\n",
            "MovieId: 3765 -- Name: Used Cars\n",
            "MovieId: 3766 -- Name: 18 Again\n",
            "MovieId: 3768 -- Name: Playing God\n",
            "MovieId: 3769 -- Name: Wonderfalls: The Complete Series\n",
            "MovieId: 3773 -- Name: Saboteur\n",
            "MovieId: 3775 -- Name: Good Guys Wear Black\n",
            "MovieId: 3777 -- Name: In Living Color: Season 2\n",
            "MovieId: 3778 -- Name: I'll Be There\n",
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            "MovieId: 3784 -- Name: The Pretender: Season 1\n",
            "MovieId: 3787 -- Name: The Dangerous Lives of Altar Boys\n",
            "MovieId: 3796 -- Name: Juice\n",
            "MovieId: 3798 -- Name: The Sting\n",
            "MovieId: 3801 -- Name: Rooster Cogburn\n",
            "MovieId: 3807 -- Name: Southern Comfort\n",
            "MovieId: 3809 -- Name: The Clan of the Cave Bear\n",
            "MovieId: 3810 -- Name: Van Helsing: The London Assignment\n",
            "MovieId: 3812 -- Name: A Home of Our Own\n",
            "MovieId: 3814 -- Name: Love Potion #9\n",
            "MovieId: 3816 -- Name: Armed and Dangerous\n",
            "MovieId: 3817 -- Name: Stargate\n",
            "MovieId: 3824 -- Name: Fear and Loathing in Las Vegas\n",
            "MovieId: 3825 -- Name: The Sum of All Fears\n",
            "MovieId: 3826 -- Name: Music of the Heart\n",
            "MovieId: 3828 -- Name: Ginger Snaps Back: The Beginning\n",
            "MovieId: 3830 -- Name: Black Dog\n",
            "MovieId: 3833 -- Name: Dark Victory\n",
            "MovieId: 3835 -- Name: Universal Soldier\n",
            "MovieId: 3840 -- Name: The Toy\n",
            "MovieId: 3841 -- Name: Tenchi the Movie: Tenchi Muyo! In Love\n",
            "MovieId: 3854 -- Name: Night and Fog\n",
            "MovieId: 3858 -- Name: Sugar & Spice\n",
            "MovieId: 3860 -- Name: Bruce Almighty\n",
            "MovieId: 3862 -- Name: Superman IV: The Quest for Peace\n",
            "MovieId: 3863 -- Name: American Pimp\n",
            "MovieId: 3864 -- Name: Batman Begins\n",
            "MovieId: 3870 -- Name: Affliction\n",
            "MovieId: 3875 -- Name: The Motorcycle Diaries\n",
            "MovieId: 3879 -- Name: Ghost in the Shell\n",
            "MovieId: 3880 -- Name: The Russians Are Coming\n",
            "MovieId: 3886 -- Name: Live Flesh\n",
            "MovieId: 3887 -- Name: Aguirre: The Wrath of God\n",
            "MovieId: 3888 -- Name: NYPD Blue: Season 2\n",
            "MovieId: 3889 -- Name: Assisted Living\n",
            "MovieId: 3890 -- Name: Confessions of a Teenage Drama Queen\n",
            "MovieId: 3893 -- Name: The People vs. Larry Flynt\n",
            "MovieId: 3894 -- Name: Surviving Christmas\n",
            "MovieId: 3900 -- Name: Amores Perros\n",
            "MovieId: 3903 -- Name: PCU\n",
            "MovieId: 3905 -- Name: The Others\n",
            "MovieId: 3907 -- Name: Madeline\n",
            "MovieId: 3917 -- Name: Garden State\n",
            "MovieId: 3920 -- Name: I Still Know What You Did Last Summer\n",
            "MovieId: 3921 -- Name: 101 Dalmatians II: Patch's London Adventure\n",
            "MovieId: 3923 -- Name: Beverly Hills Ninja\n",
            "MovieId: 3925 -- Name: The Matrix: Reloaded\n",
            "MovieId: 3926 -- Name: Le Divorce\n",
            "MovieId: 3927 -- Name: Without a Trace: Season 1\n",
            "MovieId: 3928 -- Name: Nip/Tuck: Season 2\n",
            "MovieId: 3934 -- Name: The Original Latin Kings of Comedy\n",
            "MovieId: 3935 -- Name: Yellow Submarine\n",
            "MovieId: 3936 -- Name: End of Days\n",
            "MovieId: 3938 -- Name: Shrek 2\n",
            "MovieId: 3942 -- Name: Crocodile Dundee 2\n",
            "MovieId: 3946 -- Name: The Center of the World\n",
            "MovieId: 3949 -- Name: Terminator 2: Extreme Edition: Bonus Material\n",
            "MovieId: 3954 -- Name: The Quiet Man\n",
            "MovieId: 3955 -- Name: The Horse Soldiers\n",
            "MovieId: 3958 -- Name: Monk: Season 2\n",
            "MovieId: 3960 -- Name: Pollyanna\n",
            "MovieId: 3962 -- Name: Finding Nemo (Widescreen)\n",
            "MovieId: 3965 -- Name: Red Dwarf: Series 5\n",
            "MovieId: 3966 -- Name: Friday Night Lights\n",
            "MovieId: 3970 -- Name: Thief\n",
            "MovieId: 3972 -- Name: Police Academy: Special Edition\n",
            "MovieId: 3975 -- Name: One False Move\n",
            "MovieId: 3976 -- Name: The Miracle Maker: The Story of Jesus\n",
            "MovieId: 3984 -- Name: On the Beach\n",
            "MovieId: 3986 -- Name: Life and Debt\n",
            "MovieId: 3988 -- Name: Wrongfully Accused\n",
            "MovieId: 3990 -- Name: One Good Cop\n",
            "MovieId: 3993 -- Name: The Grass is Greener\n",
            "MovieId: 3998 -- Name: Joseph Campbell and The Power of Myth\n",
            "MovieId: 3999 -- Name: Queer as Folk: Season 1\n",
            "MovieId: 4007 -- Name: Cyborg\n",
            "MovieId: 4010 -- Name: The Leopard (Original Italian Version)\n",
            "MovieId: 4011 -- Name: George Carlin: Carlin at Carnegie\n",
            "MovieId: 4012 -- Name: Random Hearts\n",
            "MovieId: 4027 -- Name: Police Academy 5: Assignment - Miami Beach\n",
            "MovieId: 4031 -- Name: Mortal Kombat: The Movie\n",
            "MovieId: 4033 -- Name: Alias: Season 4\n",
            "MovieId: 4040 -- Name: Tales of the City\n",
            "MovieId: 4042 -- Name: Pretty Baby\n",
            "MovieId: 4043 -- Name: Signs\n",
            "MovieId: 4049 -- Name: Torch Song Trilogy\n",
            "MovieId: 4054 -- Name: House of Cards Trilogy I: House of Cards\n",
            "MovieId: 4055 -- Name: The Woman in Red\n",
            "MovieId: 4056 -- Name: Planet of the Apes\n",
            "MovieId: 4060 -- Name: The Long Walk Home\n",
            "MovieId: 4064 -- Name: The Big Hit\n",
            "MovieId: 4067 -- Name: Silver Streak\n",
            "MovieId: 4069 -- Name: Local Hero\n",
            "MovieId: 4072 -- Name: Hair\n",
            "MovieId: 4078 -- Name: Larry the Cable Guy: Git-R-Done\n",
            "MovieId: 4080 -- Name: A Mighty Wind\n",
            "MovieId: 4086 -- Name: House of the Spirits\n",
            "MovieId: 4089 -- Name: Innerspace\n",
            "MovieId: 4092 -- Name: How To Be A Player\n",
            "MovieId: 4097 -- Name: Sleepaway Camp\n",
            "MovieId: 4098 -- Name: Angel: Season 4\n",
            "MovieId: 4100 -- Name: Dinosaur\n",
            "MovieId: 4106 -- Name: The Invisible Circus\n",
            "MovieId: 4109 -- Name: American Psycho\n",
            "MovieId: 4115 -- Name: The Simpsons: Bart Wars\n",
            "MovieId: 4117 -- Name: Monkey Shines\n",
            "MovieId: 4123 -- Name: Patch Adams\n",
            "MovieId: 4127 -- Name: The Flintstones\n",
            "MovieId: 4131 -- Name: Hidden Agenda\n",
            "MovieId: 4135 -- Name: The King and I\n",
            "MovieId: 4136 -- Name: Teenage Mutant Ninja Turtles III\n",
            "MovieId: 4138 -- Name: Harrison's Flowers\n",
            "MovieId: 4141 -- Name: Shanghai Noon\n",
            "MovieId: 4144 -- Name: The Brothers\n",
            "MovieId: 4145 -- Name: Law & Order: Special Victims Unit: The First Year\n",
            "MovieId: 4147 -- Name: She's Having A Baby\n",
            "MovieId: 4149 -- Name: Scooby-Doo 2: Monsters Unleashed\n",
            "MovieId: 4150 -- Name: Trading Spaces\n",
            "MovieId: 4155 -- Name: East/West\n",
            "MovieId: 4157 -- Name: The Prince of Tides\n",
            "MovieId: 4159 -- Name: Barbershop\n",
            "MovieId: 4161 -- Name: I Think I Do\n",
            "MovieId: 4166 -- Name: Hollywood Shuffle\n",
            "MovieId: 4167 -- Name: Mickey's House of Villains\n",
            "MovieId: 4168 -- Name: VeggieTales Classics: Rack\n",
            "MovieId: 4171 -- Name: Mars Attacks!\n",
            "MovieId: 4173 -- Name: From Dusk Till Dawn 2: Texas Blood Money\n",
            "MovieId: 4177 -- Name: Salaam Bombay!\n",
            "MovieId: 4179 -- Name: A Christmas Carol\n",
            "MovieId: 4185 -- Name: The Kids in the Hall: Season 1\n",
            "MovieId: 4197 -- Name: City of Ghosts\n",
            "MovieId: 4198 -- Name: Happy Together\n",
            "MovieId: 4201 -- Name: Walking and Talking\n",
            "MovieId: 4207 -- Name: The Blues Brothers: Extended Cut\n",
            "MovieId: 4210 -- Name: Below\n",
            "MovieId: 4214 -- Name: The Mirror Has Two Faces\n",
            "MovieId: 4216 -- Name: Jurassic Park III\n",
            "MovieId: 4219 -- Name: The Tuskegee Airmen\n",
            "MovieId: 4225 -- Name: Life\n",
            "MovieId: 4227 -- Name: The Full Monty\n",
            "MovieId: 4237 -- Name: Morvern Callar\n",
            "MovieId: 4238 -- Name: Inu-Yasha\n",
            "MovieId: 4247 -- Name: Velvet Goldmine\n",
            "MovieId: 4248 -- Name: Conan the Barbarian\n",
            "MovieId: 4249 -- Name: Battleship Potemkin\n",
            "MovieId: 4253 -- Name: Kind Hearts and Coronets\n",
            "MovieId: 4255 -- Name: Gerry\n",
            "MovieId: 4256 -- Name: Footloose: Special Collector's Edition\n",
            "MovieId: 4260 -- Name: Rat Race\n",
            "MovieId: 4262 -- Name: Sleepy Hollow\n",
            "MovieId: 4266 -- Name: The Passion of the Christ\n",
            "MovieId: 4267 -- Name: The Sleeping Dictionary\n",
            "MovieId: 4269 -- Name: Swimfan\n",
            "MovieId: 4271 -- Name: Bound\n",
            "MovieId: 4278 -- Name: Miami Rhapsody\n",
            "MovieId: 4281 -- Name: April Fool's Day\n",
            "MovieId: 4282 -- Name: On the Line\n",
            "MovieId: 4283 -- Name: The Main Event\n",
            "MovieId: 4284 -- Name: Dial M for Murder\n",
            "MovieId: 4287 -- Name: The Truth About Charlie / Charade\n",
            "MovieId: 4289 -- Name: Police Academy 2: Their First Assignment\n",
            "MovieId: 4290 -- Name: Air Bud Spikes Back\n",
            "MovieId: 4291 -- Name: Gregory's Girl\n",
            "MovieId: 4298 -- Name: Code of Silence\n",
            "MovieId: 4299 -- Name: Knight Rider: Season 1\n",
            "MovieId: 4302 -- Name: An Officer and a Gentleman\n",
            "MovieId: 4306 -- Name: The Sixth Sense\n",
            "MovieId: 4310 -- Name: Bride of Chucky\n",
            "MovieId: 4315 -- Name: In Good Company\n",
            "MovieId: 4320 -- Name: A Man and a Woman\n",
            "MovieId: 4327 -- Name: Emily Bronte's Wuthering Heights\n",
            "MovieId: 4328 -- Name: The Ruling Class\n",
            "MovieId: 4330 -- Name: While You Were Sleeping\n",
            "MovieId: 4331 -- Name: Owning Mahowny\n",
            "MovieId: 4336 -- Name: Manic\n",
            "MovieId: 4339 -- Name: Shadow of the Vampire\n",
            "MovieId: 4341 -- Name: The Scorpion King\n",
            "MovieId: 4342 -- Name: Batman: The Animated Series: Out of the Shadows\n",
            "MovieId: 4345 -- Name: Bowling for Columbine\n",
            "MovieId: 4346 -- Name: The Last American Virgin\n",
            "MovieId: 4352 -- Name: Woman on Top\n",
            "MovieId: 4353 -- Name: Curb Your Enthusiasm: Season 3\n",
            "MovieId: 4354 -- Name: Fever Pitch\n",
            "MovieId: 4355 -- Name: Coffee and Cigarettes\n",
            "MovieId: 4356 -- Name: Road to Perdition\n",
            "MovieId: 4360 -- Name: Mr. Show: Season 2\n",
            "MovieId: 4364 -- Name: Network\n",
            "MovieId: 4366 -- Name: Soul Food: Season 1\n",
            "MovieId: 4369 -- Name: Porky's\n",
            "MovieId: 4370 -- Name: Miracles\n",
            "MovieId: 4372 -- Name: To End All Wars\n",
            "MovieId: 4374 -- Name: Disturbing Behavior\n",
            "MovieId: 4377 -- Name: Tart\n",
            "MovieId: 4380 -- Name: Rookie of the Year\n",
            "MovieId: 4383 -- Name: Farscape: The Peacekeeper Wars\n",
            "MovieId: 4384 -- Name: Dawn of the Dead\n",
            "MovieId: 4385 -- Name: Sharpe 5: Sharpe's Honour\n",
            "MovieId: 4386 -- Name: The Return of the Living Dead\n",
            "MovieId: 4387 -- Name: Nobody Knows\n",
            "MovieId: 4389 -- Name: A Man Apart\n",
            "MovieId: 4390 -- Name: Get Your Stuff\n",
            "MovieId: 4392 -- Name: Army of Darkness\n",
            "MovieId: 4393 -- Name: The Mask: Special Edition\n",
            "MovieId: 4396 -- Name: Party Monster: The Shockumentary\n",
            "MovieId: 4402 -- Name: A Nightmare on Elm Street\n",
            "MovieId: 4405 -- Name: In Living Color: Season 3\n",
            "MovieId: 4407 -- Name: Boy Meets World: Season 1\n",
            "MovieId: 4411 -- Name: MTV: Punk'd: Season 2\n",
            "MovieId: 4413 -- Name: Blame It on Rio\n",
            "MovieId: 4414 -- Name: Just a Kiss\n",
            "MovieId: 4415 -- Name: Escaflowne\n",
            "MovieId: 4418 -- Name: Titan A.E.\n",
            "MovieId: 4419 -- Name: In a Lonely Place\n",
            "MovieId: 4420 -- Name: Against the Ropes\n",
            "MovieId: 4427 -- Name: The West Wing: Season 3\n",
            "MovieId: 4429 -- Name: Undisputed\n",
            "MovieId: 4432 -- Name: The Italian Job\n",
            "MovieId: 4438 -- Name: The Two Jakes\n",
            "MovieId: 4441 -- Name: The Last Supper\n",
            "MovieId: 4442 -- Name: Up at the Villa\n",
            "MovieId: 4450 -- Name: Pelle the Conqueror\n",
            "MovieId: 4454 -- Name: To Have and Have Not\n",
            "MovieId: 4460 -- Name: Me Myself I\n",
            "MovieId: 4463 -- Name: Escaflowne: The Movie\n",
            "MovieId: 4465 -- Name: The Big One\n",
            "MovieId: 4472 -- Name: Love Actually\n",
            "MovieId: 4474 -- Name: Black Mask\n",
            "MovieId: 4478 -- Name: The War Room\n",
            "MovieId: 4479 -- Name: Ordinary People\n",
            "MovieId: 4482 -- Name: Whipped\n",
            "MovieId: 4485 -- Name: House of Wax / The Mystery of the Wax Museum\n",
            "MovieId: 4488 -- Name: Wonder Boys\n",
            "MovieId: 4490 -- Name: Ned Kelly\n",
            "MovieId: 4492 -- Name: Club Dread\n",
            "MovieId: 4493 -- Name: Ju-on: The Grudge\n",
            "MovieId: 4496 -- Name: Farewell My Concubine\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ku7CVKjspotD"
      },
      "source": [
        "mfk=[(3,273),(5,477),(4,479),(5,1180),(5,1865),(4,1877),(2,2452),(5,2743),\n",
        "     (5,2782),(5,2862),(5,2942),(5,3290),(2,3925),(5,571),(5,3864),(4,722),(5,3124)]"
      ],
      "execution_count": 39,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "tvV5190go7Eg"
      },
      "source": [
        "mgc = [(5,2942),(5,1877),(5,3124),(5,3456),(5,3579),(4,4393),(4,1962),(4,3082),(4,1046),\n",
        "       (3,1955),(3,1757),(3,825),(3,4149),(3,3938),(2,2452),(2,4216),(2,3949),(2,631),\n",
        "       (2,118),(2,191),(2,48),(1,4402),(1,4384),(1,4284),(1,2376),(1,3740),(1,3713),\n",
        "       (1,3225),(1,2699),(1,2395),(1,1832),(1,361),(1,401)]"
      ],
      "execution_count": 40,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Wf7NGflCt2jy"
      },
      "source": [
        "mcy = [(1,3925 ),(5,273),(5,118),(5,607),(4,658),(5,1073),(1,2102),(5,2104),(5,1877),(2,3949), \n",
        "     (5,2942),(5,3290),(5,3376),(3,3864),(4,2782),(5,3124),(5,1877),(5,1865),(5,1180),(5,2743)]"
      ],
      "execution_count": 48,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "aIL4C1v0ppH_"
      },
      "source": [
        "def add_user(name,data):\n",
        "  \n",
        "  df = pd.DataFrame(columns=['User', 'Rating', 'Movie'])\n",
        "\n",
        "  for i in data:\n",
        "    df = df.append({'User': name, 'Rating': float(i[0]), 'Movie': i[1]},ignore_index=True)\n",
        "\n",
        "  new_df=pd.concat([df_filtered, df], ignore_index=True)\n",
        "\n",
        "  return new_df"
      ],
      "execution_count": 49,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "58liJ5BkuUgL",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 669
        },
        "outputId": "b2538c31-a6e1-493a-9a69-6329ea5f19e7"
      },
      "source": [
        "df_filtered=add_user('Furkan',mfk)\n",
        "df_filtered[-20:]"
      ],
      "execution_count": 50,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
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              "      <td>Cihan</td>\n",
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              "      <td>Cihan</td>\n",
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              "    <tr>\n",
              "      <th>2170709</th>\n",
              "      <td>Furkan</td>\n",
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              "    <tr>\n",
              "      <th>2170710</th>\n",
              "      <td>Furkan</td>\n",
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              "    <tr>\n",
              "      <th>2170711</th>\n",
              "      <td>Furkan</td>\n",
              "      <td>4.0</td>\n",
              "      <td>1877</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2170712</th>\n",
              "      <td>Furkan</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2452</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2170713</th>\n",
              "      <td>Furkan</td>\n",
              "      <td>5.0</td>\n",
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              "    <tr>\n",
              "      <th>2170714</th>\n",
              "      <td>Furkan</td>\n",
              "      <td>5.0</td>\n",
              "      <td>2782</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2170715</th>\n",
              "      <td>Furkan</td>\n",
              "      <td>5.0</td>\n",
              "      <td>2862</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2170716</th>\n",
              "      <td>Furkan</td>\n",
              "      <td>5.0</td>\n",
              "      <td>2942</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2170717</th>\n",
              "      <td>Furkan</td>\n",
              "      <td>5.0</td>\n",
              "      <td>3290</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2170718</th>\n",
              "      <td>Furkan</td>\n",
              "      <td>2.0</td>\n",
              "      <td>3925</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2170719</th>\n",
              "      <td>Furkan</td>\n",
              "      <td>5.0</td>\n",
              "      <td>571</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2170720</th>\n",
              "      <td>Furkan</td>\n",
              "      <td>5.0</td>\n",
              "      <td>3864</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2170721</th>\n",
              "      <td>Furkan</td>\n",
              "      <td>4.0</td>\n",
              "      <td>722</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2170722</th>\n",
              "      <td>Furkan</td>\n",
              "      <td>5.0</td>\n",
              "      <td>3124</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "           User  Rating Movie\n",
              "2170703   Cihan     5.0  1865\n",
              "2170704   Cihan     5.0  1180\n",
              "2170705   Cihan     5.0  2743\n",
              "2170706  Furkan     3.0   273\n",
              "2170707  Furkan     5.0   477\n",
              "2170708  Furkan     4.0   479\n",
              "2170709  Furkan     5.0  1180\n",
              "2170710  Furkan     5.0  1865\n",
              "2170711  Furkan     4.0  1877\n",
              "2170712  Furkan     2.0  2452\n",
              "2170713  Furkan     5.0  2743\n",
              "2170714  Furkan     5.0  2782\n",
              "2170715  Furkan     5.0  2862\n",
              "2170716  Furkan     5.0  2942\n",
              "2170717  Furkan     5.0  3290\n",
              "2170718  Furkan     2.0  3925\n",
              "2170719  Furkan     5.0   571\n",
              "2170720  Furkan     5.0  3864\n",
              "2170721  Furkan     4.0   722\n",
              "2170722  Furkan     5.0  3124"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 50
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "uKnYiYuWrdwQ",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 669
        },
        "outputId": "dadfcc39-b58b-444f-e607-5b0ec915a077"
      },
      "source": [
        "df_filtered=add_user('Gizem',mgc)\n",
        "df_filtered[-20:]"
      ],
      "execution_count": 51,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
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              "\n",
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              "      <th></th>\n",
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              "      <th>Rating</th>\n",
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              "  <tbody>\n",
              "    <tr>\n",
              "      <th>2170736</th>\n",
              "      <td>Gizem</td>\n",
              "      <td>3.0</td>\n",
              "      <td>3938</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2170737</th>\n",
              "      <td>Gizem</td>\n",
              "      <td>2.0</td>\n",
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              "    </tr>\n",
              "    <tr>\n",
              "      <th>2170738</th>\n",
              "      <td>Gizem</td>\n",
              "      <td>2.0</td>\n",
              "      <td>4216</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2170739</th>\n",
              "      <td>Gizem</td>\n",
              "      <td>2.0</td>\n",
              "      <td>3949</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2170740</th>\n",
              "      <td>Gizem</td>\n",
              "      <td>2.0</td>\n",
              "      <td>631</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2170741</th>\n",
              "      <td>Gizem</td>\n",
              "      <td>2.0</td>\n",
              "      <td>118</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2170742</th>\n",
              "      <td>Gizem</td>\n",
              "      <td>2.0</td>\n",
              "      <td>191</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2170743</th>\n",
              "      <td>Gizem</td>\n",
              "      <td>2.0</td>\n",
              "      <td>48</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2170744</th>\n",
              "      <td>Gizem</td>\n",
              "      <td>1.0</td>\n",
              "      <td>4402</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2170745</th>\n",
              "      <td>Gizem</td>\n",
              "      <td>1.0</td>\n",
              "      <td>4384</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2170746</th>\n",
              "      <td>Gizem</td>\n",
              "      <td>1.0</td>\n",
              "      <td>4284</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2170747</th>\n",
              "      <td>Gizem</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2376</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2170748</th>\n",
              "      <td>Gizem</td>\n",
              "      <td>1.0</td>\n",
              "      <td>3740</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2170749</th>\n",
              "      <td>Gizem</td>\n",
              "      <td>1.0</td>\n",
              "      <td>3713</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2170750</th>\n",
              "      <td>Gizem</td>\n",
              "      <td>1.0</td>\n",
              "      <td>3225</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2170751</th>\n",
              "      <td>Gizem</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2699</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2170752</th>\n",
              "      <td>Gizem</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2395</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2170753</th>\n",
              "      <td>Gizem</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1832</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2170754</th>\n",
              "      <td>Gizem</td>\n",
              "      <td>1.0</td>\n",
              "      <td>361</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2170755</th>\n",
              "      <td>Gizem</td>\n",
              "      <td>1.0</td>\n",
              "      <td>401</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "          User  Rating Movie\n",
              "2170736  Gizem     3.0  3938\n",
              "2170737  Gizem     2.0  2452\n",
              "2170738  Gizem     2.0  4216\n",
              "2170739  Gizem     2.0  3949\n",
              "2170740  Gizem     2.0   631\n",
              "2170741  Gizem     2.0   118\n",
              "2170742  Gizem     2.0   191\n",
              "2170743  Gizem     2.0    48\n",
              "2170744  Gizem     1.0  4402\n",
              "2170745  Gizem     1.0  4384\n",
              "2170746  Gizem     1.0  4284\n",
              "2170747  Gizem     1.0  2376\n",
              "2170748  Gizem     1.0  3740\n",
              "2170749  Gizem     1.0  3713\n",
              "2170750  Gizem     1.0  3225\n",
              "2170751  Gizem     1.0  2699\n",
              "2170752  Gizem     1.0  2395\n",
              "2170753  Gizem     1.0  1832\n",
              "2170754  Gizem     1.0   361\n",
              "2170755  Gizem     1.0   401"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 51
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 669
        },
        "id": "Wa7Warf40dWD",
        "outputId": "c5b5eae0-75f3-4d2a-f28f-af7c8b10eeba"
      },
      "source": [
        "df_filtered=add_user('Cihan',mcy)\n",
        "df_filtered[-20:]"
      ],
      "execution_count": 52,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
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              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
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              "      <td>Cihan</td>\n",
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              "    <tr>\n",
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              "      <td>Cihan</td>\n",
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              "    <tr>\n",
              "      <th>2170759</th>\n",
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              "      <td>607</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2170760</th>\n",
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              "    <tr>\n",
              "      <th>2170761</th>\n",
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              "    </tr>\n",
              "    <tr>\n",
              "      <th>2170762</th>\n",
              "      <td>Cihan</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2102</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2170763</th>\n",
              "      <td>Cihan</td>\n",
              "      <td>5.0</td>\n",
              "      <td>2104</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2170764</th>\n",
              "      <td>Cihan</td>\n",
              "      <td>5.0</td>\n",
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              "    </tr>\n",
              "    <tr>\n",
              "      <th>2170765</th>\n",
              "      <td>Cihan</td>\n",
              "      <td>2.0</td>\n",
              "      <td>3949</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2170766</th>\n",
              "      <td>Cihan</td>\n",
              "      <td>5.0</td>\n",
              "      <td>2942</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2170767</th>\n",
              "      <td>Cihan</td>\n",
              "      <td>5.0</td>\n",
              "      <td>3290</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2170768</th>\n",
              "      <td>Cihan</td>\n",
              "      <td>5.0</td>\n",
              "      <td>3376</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2170769</th>\n",
              "      <td>Cihan</td>\n",
              "      <td>3.0</td>\n",
              "      <td>3864</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2170770</th>\n",
              "      <td>Cihan</td>\n",
              "      <td>4.0</td>\n",
              "      <td>2782</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2170771</th>\n",
              "      <td>Cihan</td>\n",
              "      <td>5.0</td>\n",
              "      <td>3124</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2170772</th>\n",
              "      <td>Cihan</td>\n",
              "      <td>5.0</td>\n",
              "      <td>1877</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2170773</th>\n",
              "      <td>Cihan</td>\n",
              "      <td>5.0</td>\n",
              "      <td>1865</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2170774</th>\n",
              "      <td>Cihan</td>\n",
              "      <td>5.0</td>\n",
              "      <td>1180</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2170775</th>\n",
              "      <td>Cihan</td>\n",
              "      <td>5.0</td>\n",
              "      <td>2743</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "          User  Rating Movie\n",
              "2170756  Cihan     1.0  3925\n",
              "2170757  Cihan     5.0   273\n",
              "2170758  Cihan     5.0   118\n",
              "2170759  Cihan     5.0   607\n",
              "2170760  Cihan     4.0   658\n",
              "2170761  Cihan     5.0  1073\n",
              "2170762  Cihan     1.0  2102\n",
              "2170763  Cihan     5.0  2104\n",
              "2170764  Cihan     5.0  1877\n",
              "2170765  Cihan     2.0  3949\n",
              "2170766  Cihan     5.0  2942\n",
              "2170767  Cihan     5.0  3290\n",
              "2170768  Cihan     5.0  3376\n",
              "2170769  Cihan     3.0  3864\n",
              "2170770  Cihan     4.0  2782\n",
              "2170771  Cihan     5.0  3124\n",
              "2170772  Cihan     5.0  1877\n",
              "2170773  Cihan     5.0  1865\n",
              "2170774  Cihan     5.0  1180\n",
              "2170775  Cihan     5.0  2743"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 52
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "AWCNbZtfwf5S"
      },
      "source": [
        "def show_rated_movies(name):\n",
        "  \n",
        "  df = pd.DataFrame(columns=['Movie Name', 'Rating'])\n",
        "  info=df_filtered[df_filtered['User']==name].reset_index(drop=True)\n",
        "  print('User Name:',name)\n",
        "\n",
        "  for i in range(len(info)):\n",
        "    df=df.append({'Movie Name':Titles.loc[info.loc[i,'Movie'],'Name'],'Rating':int(info.loc[i,'Rating'])},ignore_index=True)\n",
        "\n",
        "  return df"
      ],
      "execution_count": 53,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "daxxVbQmxlb8",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "7478b8f6-4845-4ffc-b85e-57109d141673"
      },
      "source": [
        "show_rated_movies('Furkan')"
      ],
      "execution_count": 54,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "User Name: Furkan\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "data": {
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              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Movie Name</th>\n",
              "      <th>Rating</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
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              "      <td>3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>George Carlin: Personal Favorites</td>\n",
              "      <td>5</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>George Carlin: What Am I Doing in New Jersey?</td>\n",
              "      <td>4</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>A Beautiful Mind</td>\n",
              "      <td>5</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>Eternal Sunshine of the Spotless Mind</td>\n",
              "      <td>5</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>Friends: Season 2</td>\n",
              "      <td>4</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>Lord of the Rings: The Fellowship of the Ring</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>The Pianist</td>\n",
              "      <td>5</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>Braveheart</td>\n",
              "      <td>5</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>The Silence of the Lambs</td>\n",
              "      <td>5</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>Friends: Season 6</td>\n",
              "      <td>5</td>\n",
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              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>The Godfather</td>\n",
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              "    <tr>\n",
              "      <th>12</th>\n",
              "      <td>The Matrix: Reloaded</td>\n",
              "      <td>2</td>\n",
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              "    <tr>\n",
              "      <th>13</th>\n",
              "      <td>American Beauty</td>\n",
              "      <td>5</td>\n",
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              "    <tr>\n",
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              "      <td>Batman Begins</td>\n",
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              "    <tr>\n",
              "      <th>15</th>\n",
              "      <td>The Wire: Season 1</td>\n",
              "      <td>4</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16</th>\n",
              "      <td>Titanic</td>\n",
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              "    <tr>\n",
              "      <th>17</th>\n",
              "      <td>Taxi</td>\n",
              "      <td>3</td>\n",
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              "    <tr>\n",
              "      <th>18</th>\n",
              "      <td>George Carlin: Personal Favorites</td>\n",
              "      <td>5</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>19</th>\n",
              "      <td>George Carlin: What Am I Doing in New Jersey?</td>\n",
              "      <td>4</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>20</th>\n",
              "      <td>A Beautiful Mind</td>\n",
              "      <td>5</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>21</th>\n",
              "      <td>Eternal Sunshine of the Spotless Mind</td>\n",
              "      <td>5</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22</th>\n",
              "      <td>Friends: Season 2</td>\n",
              "      <td>4</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23</th>\n",
              "      <td>Lord of the Rings: The Fellowship of the Ring</td>\n",
              "      <td>2</td>\n",
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              "    <tr>\n",
              "      <th>24</th>\n",
              "      <td>The Pianist</td>\n",
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              "      <th>25</th>\n",
              "      <td>Braveheart</td>\n",
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              "    <tr>\n",
              "      <th>26</th>\n",
              "      <td>The Silence of the Lambs</td>\n",
              "      <td>5</td>\n",
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              "    <tr>\n",
              "      <th>27</th>\n",
              "      <td>Friends: Season 6</td>\n",
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              "      <th>28</th>\n",
              "      <td>The Godfather</td>\n",
              "      <td>5</td>\n",
              "    </tr>\n",
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              "      <td>The Matrix: Reloaded</td>\n",
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              "      <th>30</th>\n",
              "      <td>American Beauty</td>\n",
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              "      <td>Batman Begins</td>\n",
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              "      <th>32</th>\n",
              "      <td>The Wire: Season 1</td>\n",
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              "      <th>33</th>\n",
              "      <td>Titanic</td>\n",
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              "    <tr>\n",
              "      <th>34</th>\n",
              "      <td>Taxi</td>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>35</th>\n",
              "      <td>George Carlin: Personal Favorites</td>\n",
              "      <td>5</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>36</th>\n",
              "      <td>George Carlin: What Am I Doing in New Jersey?</td>\n",
              "      <td>4</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>37</th>\n",
              "      <td>A Beautiful Mind</td>\n",
              "      <td>5</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>38</th>\n",
              "      <td>Eternal Sunshine of the Spotless Mind</td>\n",
              "      <td>5</td>\n",
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              "      <td>Friends: Season 2</td>\n",
              "      <td>4</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>40</th>\n",
              "      <td>Lord of the Rings: The Fellowship of the Ring</td>\n",
              "      <td>2</td>\n",
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              "    <tr>\n",
              "      <th>41</th>\n",
              "      <td>The Pianist</td>\n",
              "      <td>5</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>42</th>\n",
              "      <td>Braveheart</td>\n",
              "      <td>5</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>43</th>\n",
              "      <td>The Silence of the Lambs</td>\n",
              "      <td>5</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>44</th>\n",
              "      <td>Friends: Season 6</td>\n",
              "      <td>5</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>45</th>\n",
              "      <td>The Godfather</td>\n",
              "      <td>5</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>46</th>\n",
              "      <td>The Matrix: Reloaded</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>47</th>\n",
              "      <td>American Beauty</td>\n",
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              "      <td>The Wire: Season 1</td>\n",
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              "    <tr>\n",
              "      <th>50</th>\n",
              "      <td>Titanic</td>\n",
              "      <td>5</td>\n",
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              "  </tbody>\n",
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              "</div>"
            ],
            "text/plain": [
              "                                       Movie Name Rating\n",
              "0                                            Taxi      3\n",
              "1               George Carlin: Personal Favorites      5\n",
              "2   George Carlin: What Am I Doing in New Jersey?      4\n",
              "3                                A Beautiful Mind      5\n",
              "4           Eternal Sunshine of the Spotless Mind      5\n",
              "5                               Friends: Season 2      4\n",
              "6   Lord of the Rings: The Fellowship of the Ring      2\n",
              "7                                     The Pianist      5\n",
              "8                                      Braveheart      5\n",
              "9                        The Silence of the Lambs      5\n",
              "10                              Friends: Season 6      5\n",
              "11                                  The Godfather      5\n",
              "12                           The Matrix: Reloaded      2\n",
              "13                                American Beauty      5\n",
              "14                                  Batman Begins      5\n",
              "15                             The Wire: Season 1      4\n",
              "16                                        Titanic      5\n",
              "17                                           Taxi      3\n",
              "18              George Carlin: Personal Favorites      5\n",
              "19  George Carlin: What Am I Doing in New Jersey?      4\n",
              "20                               A Beautiful Mind      5\n",
              "21          Eternal Sunshine of the Spotless Mind      5\n",
              "22                              Friends: Season 2      4\n",
              "23  Lord of the Rings: The Fellowship of the Ring      2\n",
              "24                                    The Pianist      5\n",
              "25                                     Braveheart      5\n",
              "26                       The Silence of the Lambs      5\n",
              "27                              Friends: Season 6      5\n",
              "28                                  The Godfather      5\n",
              "29                           The Matrix: Reloaded      2\n",
              "30                                American Beauty      5\n",
              "31                                  Batman Begins      5\n",
              "32                             The Wire: Season 1      4\n",
              "33                                        Titanic      5\n",
              "34                                           Taxi      3\n",
              "35              George Carlin: Personal Favorites      5\n",
              "36  George Carlin: What Am I Doing in New Jersey?      4\n",
              "37                               A Beautiful Mind      5\n",
              "38          Eternal Sunshine of the Spotless Mind      5\n",
              "39                              Friends: Season 2      4\n",
              "40  Lord of the Rings: The Fellowship of the Ring      2\n",
              "41                                    The Pianist      5\n",
              "42                                     Braveheart      5\n",
              "43                       The Silence of the Lambs      5\n",
              "44                              Friends: Season 6      5\n",
              "45                                  The Godfather      5\n",
              "46                           The Matrix: Reloaded      2\n",
              "47                                American Beauty      5\n",
              "48                                  Batman Begins      5\n",
              "49                             The Wire: Season 1      4\n",
              "50                                        Titanic      5"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 54
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "F-NiKnh8rm44",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 436
        },
        "outputId": "382748e4-357f-4de8-89c0-55129b09711a"
      },
      "source": [
        "show_rated_movies('Gizem')"
      ],
      "execution_count": 55,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "User Name: Gizem\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "data": {
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              "<div>\n",
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              "      <th>128</th>\n",
              "      <td>Scream</td>\n",
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              "      <td>1</td>\n",
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              "      <td>The Phantom of the Opera: Special Edition</td>\n",
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              "    <tr>\n",
              "      <th>131</th>\n",
              "      <td>Halloween 5: The Revenge of Michael Myers</td>\n",
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              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>132 rows × 2 columns</p>\n",
              "</div>"
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            "text/plain": [
              "                                    Movie Name Rating\n",
              "0                            Friends: Season 6      5\n",
              "1                            Friends: Season 2      5\n",
              "2                                      Titanic      5\n",
              "3                               Lost: Season 1      5\n",
              "4                             2 Fast 2 Furious      5\n",
              "..                                         ...    ...\n",
              "127                                The Missing      1\n",
              "128                                     Scream      1\n",
              "129                            Rosemary's Baby      1\n",
              "130  The Phantom of the Opera: Special Edition      1\n",
              "131  Halloween 5: The Revenge of Michael Myers      1\n",
              "\n",
              "[132 rows x 2 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 55
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 436
        },
        "id": "aNAQ2-lT0tSf",
        "outputId": "3771dc87-7c22-4c96-90d6-9bd0472b4ee7"
      },
      "source": [
        "show_rated_movies('Cihan')"
      ],
      "execution_count": 56,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "User Name: Cihan\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
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              "    <tr>\n",
              "      <th>81</th>\n",
              "      <td>Eternal Sunshine of the Spotless Mind</td>\n",
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              "  </tbody>\n",
              "</table>\n",
              "<p>84 rows × 2 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "                               Movie Name Rating\n",
              "0                    The Matrix: Reloaded      1\n",
              "1                                    Taxi      5\n",
              "2              Rambo: First Blood Part II      5\n",
              "3                                   Speed      5\n",
              "4           Robin Hood: Prince of Thieves      4\n",
              "..                                    ...    ...\n",
              "79                                Titanic      5\n",
              "80                      Friends: Season 2      5\n",
              "81  Eternal Sunshine of the Spotless Mind      5\n",
              "82                       A Beautiful Mind      5\n",
              "83                            The Pianist      5\n",
              "\n",
              "[84 rows x 2 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 56
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "fcqh6vVI1ku8",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 531
        },
        "outputId": "90ab7294-ae0d-4deb-f186-2c86d009ce17"
      },
      "source": [
        "show_rated_movies('93124')[0:15]"
      ],
      "execution_count": 57,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "User Name: 93124\n"
          ],
          "name": "stdout"
        },
        {
          "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>Movie Name</th>\n",
              "      <th>Rating</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>Fame</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Reservoir Dogs</td>\n",
              "      <td>4</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>Missing in Action 2: The Beginning / Missing i...</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>X2: X-Men United</td>\n",
              "      <td>4</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>The Deer Hunter</td>\n",
              "      <td>4</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>North by Northwest</td>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>The Devil's Own</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>Bridget Jones's Diary</td>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>Ed Wood</td>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>High Fidelity</td>\n",
              "      <td>4</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>Pay It Forward</td>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>Dogma</td>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12</th>\n",
              "      <td>Wild Things</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>13</th>\n",
              "      <td>The Last Temptation of Christ</td>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>14</th>\n",
              "      <td>The Replacement Killers</td>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                                           Movie Name Rating\n",
              "0                                                Fame      2\n",
              "1                                      Reservoir Dogs      4\n",
              "2   Missing in Action 2: The Beginning / Missing i...      2\n",
              "3                                    X2: X-Men United      4\n",
              "4                                     The Deer Hunter      4\n",
              "5                                  North by Northwest      3\n",
              "6                                     The Devil's Own      2\n",
              "7                               Bridget Jones's Diary      3\n",
              "8                                             Ed Wood      3\n",
              "9                                       High Fidelity      4\n",
              "10                                     Pay It Forward      3\n",
              "11                                              Dogma      3\n",
              "12                                        Wild Things      1\n",
              "13                      The Last Temptation of Christ      3\n",
              "14                            The Replacement Killers      3"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 57
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "M95P9R4UANpe"
      },
      "source": [
        "## **SVD Model (Singular Value Decomposition)**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "JP4iO4jFT_ff",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "3105a43c-72c3-4d8e-b2fa-92036278b072"
      },
      "source": [
        "!pip install surprise"
      ],
      "execution_count": 58,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Collecting surprise\n",
            "  Downloading https://files.pythonhosted.org/packages/61/de/e5cba8682201fcf9c3719a6fdda95693468ed061945493dea2dd37c5618b/surprise-0.1-py2.py3-none-any.whl\n",
            "Collecting scikit-surprise\n",
            "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/97/37/5d334adaf5ddd65da99fc65f6507e0e4599d092ba048f4302fe8775619e8/scikit-surprise-1.1.1.tar.gz (11.8MB)\n",
            "\u001b[K     |████████████████████████████████| 11.8MB 5.8MB/s \n",
            "\u001b[?25hRequirement already satisfied: joblib>=0.11 in /usr/local/lib/python3.6/dist-packages (from scikit-surprise->surprise) (0.17.0)\n",
            "Requirement already satisfied: numpy>=1.11.2 in /usr/local/lib/python3.6/dist-packages (from scikit-surprise->surprise) (1.18.5)\n",
            "Requirement already satisfied: scipy>=1.0.0 in /usr/local/lib/python3.6/dist-packages (from scikit-surprise->surprise) (1.4.1)\n",
            "Requirement already satisfied: six>=1.10.0 in /usr/local/lib/python3.6/dist-packages (from scikit-surprise->surprise) (1.15.0)\n",
            "Building wheels for collected packages: scikit-surprise\n",
            "  Building wheel for scikit-surprise (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Created wheel for scikit-surprise: filename=scikit_surprise-1.1.1-cp36-cp36m-linux_x86_64.whl size=1670907 sha256=4b562f35939ee9e300a2efe742f15eafaff7d9fc35c3387eb728e5199fc357ac\n",
            "  Stored in directory: /root/.cache/pip/wheels/78/9c/3d/41b419c9d2aff5b6e2b4c0fc8d25c538202834058f9ed110d0\n",
            "Successfully built scikit-surprise\n",
            "Installing collected packages: scikit-surprise, surprise\n",
            "Successfully installed scikit-surprise-1.1.1 surprise-0.1\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "iX8OZJVRpqPg"
      },
      "source": [
        "from surprise import SVD\n",
        "from surprise import accuracy\n",
        "from surprise import Reader\n",
        "from surprise import Dataset\n",
        "from surprise.model_selection import train_test_split\n",
        "from surprise.model_selection import GridSearchCV"
      ],
      "execution_count": 59,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "A7pcz_RYpqSU"
      },
      "source": [
        "reader = Reader(rating_scale=(1, 5))"
      ],
      "execution_count": 60,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "sXwV8Fs3pqVc"
      },
      "source": [
        "#subdata = Dataset.load_from_df(df_filtered[['User', 'Movie', 'Rating']].sample(500000), reader)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "2jAwpkQWpqX-"
      },
      "source": [
        "#param_grid = {'n_epochs': [20, 40], 'lr_all': [0.001, 0.005, 0.01],\n",
        "              #'reg_all': [0.01, 0.02, 0.05],'n_factors':[50,100]}"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "3eVm4CTKpqat"
      },
      "source": [
        "#gs = GridSearchCV(SVD, param_grid, measures=['rmse'], cv=3, n_jobs=-1)\n",
        "\n",
        "#gs.fit(subdata)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "1cDnoD17pqfv"
      },
      "source": [
        "#print(\"Best RMSE Socre:\",gs.best_score['rmse'])\n",
        "#print(\"Best Parameters:\",gs.best_params['rmse'])"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "q2i68H5bSx_I"
      },
      "source": [
        "data = Dataset.load_from_df(df_filtered[['User', 'Movie', 'Rating']], reader)\n",
        "\n",
        "trainset, testset = train_test_split(data, test_size=.20)"
      ],
      "execution_count": 61,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "O2PKNJIwSyCQ"
      },
      "source": [
        "algo=SVD(n_factors=100, n_epochs=30, biased=True,\n",
        "         lr_all=0.005, reg_all=0.035)"
      ],
      "execution_count": 62,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "9bezNcatSyHn",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "bedc9981-b822-420b-de59-122f9e5c95a1"
      },
      "source": [
        "algo.fit(trainset)"
      ],
      "execution_count": 63,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<surprise.prediction_algorithms.matrix_factorization.SVD at 0x7fb025e2b780>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 63
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "twmZ17ThUJe1",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "019bf191-7f66-435f-e07d-ca7bc515e0cd"
      },
      "source": [
        "pred_testset = algo.test(testset)\n",
        "print(accuracy.rmse(pred_testset))"
      ],
      "execution_count": 64,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "RMSE: 0.8096\n",
            "0.8095954792845049\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "53h5BpBA1rRe",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "defe250e-f2c0-424f-ff44-d560d423ee84"
      },
      "source": [
        "pred_testset[:5]"
      ],
      "execution_count": 65,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[Prediction(uid='1927703', iid=438, r_ui=1.0, est=2.234047311961157, details={'was_impossible': False}),\n",
              " Prediction(uid='2234535', iid=4136, r_ui=2.0, est=2.2057686786681634, details={'was_impossible': False}),\n",
              " Prediction(uid='750677', iid=1087, r_ui=1.0, est=2.009542896959462, details={'was_impossible': False}),\n",
              " Prediction(uid='1314869', iid=3102, r_ui=4.0, est=3.6628483045347524, details={'was_impossible': False}),\n",
              " Prediction(uid='943256', iid=2851, r_ui=4.0, est=2.848740654550715, details={'was_impossible': False})]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 65
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "3xtW0JfDUFIO"
      },
      "source": [
        "## **Movie Recommendations**\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "5BB2X_jNPbOu"
      },
      "source": [
        "from collections import defaultdict"
      ],
      "execution_count": 66,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "bmlP8su_1t_c"
      },
      "source": [
        "data = Dataset.load_from_df(df_filtered[['User', 'Movie', 'Rating']], reader)"
      ],
      "execution_count": 67,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "yhKN3HmV1uDc"
      },
      "source": [
        "all_data = data.build_full_trainset()\n",
        "\n",
        "data_toPredict = all_data.build_anti_testset()"
      ],
      "execution_count": 68,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "1Vgd2wnz1uH0"
      },
      "source": [
        "predictions = algo.test(data_toPredict)"
      ],
      "execution_count": 69,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "zTvqhPgl3cYu",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "102ce60a-1042-4c67-c440-6f9a9c446bac"
      },
      "source": [
        "predictions[:5]"
      ],
      "execution_count": 70,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[Prediction(uid='712664', iid=8, r_ui=3.391228758748024, est=3.224241309594196, details={'was_impossible': False}),\n",
              " Prediction(uid='712664', iid=16, r_ui=3.391228758748024, est=3.106865512742301, details={'was_impossible': False}),\n",
              " Prediction(uid='712664', iid=17, r_ui=3.391228758748024, est=2.477379846524379, details={'was_impossible': False}),\n",
              " Prediction(uid='712664', iid=28, r_ui=3.391228758748024, est=3.4454537478409564, details={'was_impossible': False}),\n",
              " Prediction(uid='712664', iid=30, r_ui=3.391228758748024, est=2.97709381826657, details={'was_impossible': False})]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 70
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "9qHsyBdGig44"
      },
      "source": [
        "def top_movies(predictions, n=10):\n",
        "\n",
        "    recommended = defaultdict(list)\n",
        "\n",
        "    for userid, movieid, _ , estimation, _ in predictions:\n",
        "        recommended[userid].append((movieid, estimation))\n",
        "\n",
        "    for userid, user_ratings in recommended.items():\n",
        "        user_ratings.sort(key=lambda x: x[1], reverse=True)\n",
        "        recommended[userid] = user_ratings[:n]\n",
        "\n",
        "    return recommended"
      ],
      "execution_count": 71,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "hr8KXpKFBA_J"
      },
      "source": [
        "recommended = top_movies(predictions, n=10)"
      ],
      "execution_count": 72,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "LjdnG7THoI_x",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "d03cf1e8-6de5-4cdf-850d-1c3da619f860"
      },
      "source": [
        "recommended['Furkan']"
      ],
      "execution_count": 73,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[(1476, 5),\n",
              " (3456, 5),\n",
              " (3928, 5),\n",
              " (4353, 4.979168956109944),\n",
              " (1409, 4.8629671025717),\n",
              " (1395, 4.807621964518478),\n",
              " (199, 4.788616936493417),\n",
              " (1915, 4.778592463694775),\n",
              " (3888, 4.758923235360246),\n",
              " (4306, 4.734359938908458)]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 73
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "g1MdVN-kSutn",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "4f9640ef-bc56-4c70-975a-c782e57fc991"
      },
      "source": [
        "[movieid for (movieid, estimation) in recommended['93124']]"
      ],
      "execution_count": 74,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[3456, 2568, 3446, 3290, 1994, 907, 3965, 4383, 1357, 2102]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 74
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "QgbTkgrSBCh9"
      },
      "source": [
        "def show_all_recommendations():\n",
        "  for userid, user_ratings in recommended.items():\n",
        "      print('User:', userid, '-- Recommended Movies:', [movieid for (movieid, estimation) in user_ratings])\n"
      ],
      "execution_count": 75,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ePLl05XEJ5Vl",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "5e21196f-9c6c-4b40-e1ef-1aab6bb60d36"
      },
      "source": [
        "show_all_recommendations()"
      ],
      "execution_count": 76,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "\u001b[1;30;43mStreaming output truncated to the last 5000 lines.\u001b[0m\n",
            "User: 1704248 -- Recommended Movies: [2057, 3456, 4098, 359, 3078, 3769, 2942, 270, 2585, 2114]\n",
            "User: 2523912 -- Recommended Movies: [1915, 32, 3456, 4427, 3928, 2927, 2162, 2603, 2300, 2942]\n",
            "User: 1279012 -- Recommended Movies: [2102, 3456, 2172, 4427, 2195, 634, 4115, 3444, 1495, 1020]\n",
            "User: 383451 -- Recommended Movies: [3456, 1476, 4427, 2405, 2102, 3928, 4238, 3769, 2019, 1947]\n",
            "User: 1479892 -- Recommended Movies: [3456, 2162, 3523, 2040, 463, 4207, 2568, 1395, 752, 2172]\n",
            "User: 199435 -- Recommended Movies: [477, 4115, 889, 3354, 2456, 1300, 3348, 4011, 1476, 1770]\n",
            "User: 2316337 -- Recommended Movies: [1915, 1409, 1222, 3456, 1800, 2754, 2405, 2548, 3521, 1790]\n",
            "User: 1123175 -- Recommended Movies: [3456, 985, 2162, 2463, 3949, 4207, 385, 551, 32, 2927]\n",
            "User: 2274452 -- Recommended Movies: [1642, 1291, 3456, 4207, 1856, 3949, 463, 2102, 504, 2129]\n",
            "User: 2147714 -- Recommended Movies: [4427, 2102, 722, 3662, 907, 634, 2754, 4054, 2743, 886]\n",
            "User: 1341214 -- Recommended Movies: [3456, 476, 1495, 2452, 2144, 2861, 1860, 560, 825, 4033]\n",
            "User: 708226 -- Recommended Movies: [2114, 1357, 3456, 2568, 1495, 2162, 1441, 3444, 316, 825]\n",
            "User: 2252432 -- Recommended Movies: [4249, 561, 889, 3615, 3887, 471, 1735, 762, 3354, 1770]\n",
            "User: 1258738 -- Recommended Movies: [3456, 2430, 1020, 1625, 4207, 316, 2463, 943, 634, 722]\n",
            "User: 1229545 -- Recommended Movies: [3456, 2102, 2862, 3928, 3348, 316, 479, 1476, 4115, 634]\n",
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            "User: 550777 -- Recommended Movies: [4405, 463, 4115, 2102, 3928, 1689, 3046, 889, 2981, 3456]\n",
            "User: 1486829 -- Recommended Movies: [2782, 3864, 3608, 2102, 4383, 2559, 1625, 2172, 2057, 4392]\n",
            "User: 1347991 -- Recommended Movies: [3456, 1865, 1476, 2102, 3998, 2172, 3237, 872, 3864, 4054]\n",
            "User: 1965252 -- Recommended Movies: [3456, 2102, 2057, 2195, 634, 2114, 3864, 4238, 471, 1495]\n",
            "User: 533713 -- Recommended Movies: [2568, 1441, 3456, 825, 1277, 634, 316, 2102, 4238, 3958]\n",
            "User: 924765 -- Recommended Movies: [223, 395, 907, 2019, 2102, 2405, 3269, 3290, 3456, 359]\n",
            "User: 2480001 -- Recommended Movies: [3456, 2405, 2102, 1915, 4427, 4238, 886, 2162, 4383, 3608]\n",
            "User: 2442131 -- Recommended Movies: [3456, 3237, 3446, 1941, 3900, 1865, 1770, 2015, 471, 2102]\n",
            "User: 1243789 -- Recommended Movies: [886, 3456, 3864, 4207, 2102, 1373, 1798, 2162, 943, 1202]\n",
            "User: 848193 -- Recommended Movies: [345, 406, 560, 575, 886, 1073, 1110, 1220, 1222, 1476]\n",
            "User: 1919770 -- Recommended Movies: [3928, 3456, 722, 2102, 2162, 3348, 4115, 316, 668, 3521]\n",
            "User: 2401585 -- Recommended Movies: [3456, 1256, 1728, 3078, 4407, 3928, 1757, 2942, 4266, 1885]\n",
            "User: 1360042 -- Recommended Movies: [4427, 825, 886, 4383, 722, 4207, 1994, 3212, 3348, 3608]\n",
            "User: 2627394 -- Recommended Movies: [3456, 1476, 4427, 2102, 3444, 1915, 2172, 2405, 3046, 4207]\n",
            "User: 1174162 -- Recommended Movies: [3456, 2162, 1476, 3290, 2463, 2172, 4145, 1915, 1357, 2057]\n",
            "User: 1007545 -- Recommended Movies: [3456, 3864, 4098, 3958, 2441, 2057, 4383, 634, 1962, 2102]\n",
            "User: 2636378 -- Recommended Movies: [3456, 3864, 2463, 3713, 4266, 3138, 886, 2372, 2795, 2162]\n",
            "User: 1501018 -- Recommended Movies: [3456, 2782, 2102, 2430, 4427, 3949, 2172, 1915, 1476, 3046]\n",
            "User: 910339 -- Recommended Movies: [2102, 3444, 33, 1476, 634, 2019, 3928, 3354, 316, 3150]\n",
            "User: 1394012 -- Recommended Movies: [634, 4383, 2162, 2568, 4238, 2057, 1552, 4098, 1495, 1277]\n",
            "User: 2376892 -- Recommended Movies: [3078, 2938, 2942, 1256, 3456, 1915, 4145, 621, 4098, 2568]\n",
            "User: 1703544 -- Recommended Movies: [3456, 2405, 3444, 774, 316, 3593, 209, 3662, 1495, 3998]\n",
            "User: 2647888 -- Recommended Movies: [2102, 4207, 634, 3456, 504, 477, 463, 1552, 1513, 2111]\n",
            "User: 509213 -- Recommended Movies: [3456, 2162, 32, 1795, 2782, 4207, 2568, 1915, 4168, 3784]\n",
            "User: 393966 -- Recommended Movies: [3456, 3608, 825, 3958, 32, 1795, 3938, 4383, 476, 560]\n",
            "User: 1170335 -- Recommended Movies: [3456, 2162, 2568, 4238, 2114, 4207, 634, 4033, 4098, 3958]\n",
            "User: 666500 -- Recommended Movies: [3456, 3928, 1915, 2927, 2162, 2603, 1664, 2441, 4033, 634]\n",
            "User: 2222177 -- Recommended Movies: [2114, 2568, 68, 4383, 3668, 4238, 2019, 504, 1441, 2566]\n",
            "User: 853893 -- Recommended Movies: [2568, 3456, 3769, 2114, 2861, 2471, 4238, 454, 4033, 575]\n",
            "User: 2204563 -- Recommended Movies: [722, 223, 2102, 3444, 2172, 2754, 1689, 996, 634, 3456]\n",
            "User: 1071582 -- Recommended Movies: [316, 2102, 3456, 3444, 3864, 943, 3046, 2172, 4207, 68]\n",
            "User: 13432 -- Recommended Movies: [3456, 3928, 2162, 2727, 2568, 215, 3784, 575, 3212, 2057]\n",
            "User: 2610420 -- Recommended Movies: [3456, 2102, 2195, 1915, 4353, 3864, 4427, 4207, 3444, 872]\n",
            "User: 915926 -- Recommended Movies: [3456, 2057, 2162, 3769, 1915, 2114, 1495, 1441, 2568, 3962]\n",
            "User: 785931 -- Recommended Movies: [3456, 2102, 3444, 3864, 4383, 2162, 4207, 2172, 1357, 634]\n",
            "User: 1288244 -- Recommended Movies: [2040, 752, 2162, 3523, 4383, 3456, 4238, 3864, 209, 560]\n",
            "User: 78846 -- Recommended Movies: [3965, 1547, 1098, 3662, 2405, 1476, 3593, 68, 3005, 518]\n",
            "User: 722298 -- Recommended Movies: [2114, 68, 2019, 3593, 1277, 3769, 595, 2057, 1947, 3662]\n",
            "User: 340492 -- Recommended Movies: [68, 3965, 3005, 4454, 8, 964, 2599, 2195, 1277, 880]\n",
            "User: 588285 -- Recommended Movies: [3138, 3456, 1728, 3638, 223, 4266, 3394, 2942, 2938, 3928]\n",
            "User: 520507 -- Recommended Movies: [3290, 199, 886, 1367, 3798, 2209, 30, 3864, 3403, 2743]\n",
            "User: 1917946 -- Recommended Movies: [788, 3938, 3456, 2862, 2913, 2782, 3864, 2102, 1754, 1476]\n",
            "User: 1822560 -- Recommended Movies: [3456, 3290, 2102, 1915, 2172, 4284, 3958, 4306, 3864, 3444]\n",
            "User: 700490 -- Recommended Movies: [3456, 4248, 2162, 2114, 886, 2568, 2927, 2603, 560, 1664]\n",
            "User: 277223 -- Recommended Movies: [4266, 3456, 886, 3938, 1915, 1476, 2938, 2300, 1222, 1905]\n",
            "User: 1389360 -- Recommended Movies: [985, 385, 4402, 551, 334, 3239, 3210, 2400, 3938, 3920]\n",
            "User: 2290508 -- Recommended Movies: [634, 889, 2102, 3444, 3928, 3456, 215, 668, 3777, 33]\n",
            "User: 1576028 -- Recommended Movies: [1994, 4427, 886, 3456, 32, 2162, 3864, 1476, 1915, 3928]\n",
            "User: 1088988 -- Recommended Movies: [2102, 872, 2172, 3456, 241, 1098, 3315, 68, 996, 722]\n",
            "User: 2297199 -- Recommended Movies: [3456, 2057, 1476, 2162, 1495, 3769, 825, 3958, 2114, 4098]\n",
            "User: 1429794 -- Recommended Movies: [722, 4353, 2754, 3456, 1098, 1595, 1692, 471, 889, 3315]\n",
            "User: 861911 -- Recommended Movies: [3456, 3864, 645, 2913, 3662, 2102, 2195, 1395, 2803, 872]\n",
            "User: 935459 -- Recommended Movies: [722, 3290, 3456, 4353, 872, 223, 3900, 762, 1098, 996]\n",
            "User: 2373453 -- Recommended Movies: [788, 3446, 3456, 1324, 3237, 872, 3439, 68, 4207, 3998]\n",
            "User: 983097 -- Recommended Movies: [3456, 4207, 2102, 3046, 2452, 2172, 1020, 3444, 316, 3864]\n",
            "User: 962164 -- Recommended Movies: [2172, 2102, 3456, 504, 3290, 463, 2539, 3147, 577, 2111]\n",
            "User: 464571 -- Recommended Movies: [2172, 3456, 2102, 3046, 1020, 4207, 3958, 4115, 463, 223]\n",
            "User: 1306528 -- Recommended Movies: [33, 1098, 4353, 889, 3593, 1277, 68, 677, 3662, 3615]\n",
            "User: 296232 -- Recommended Movies: [2599, 4353, 889, 1595, 3742, 241, 1513, 1735, 798, 1098]\n",
            "User: 733887 -- Recommended Movies: [3456, 2172, 2102, 634, 2441, 4238, 2195, 4427, 2057, 2162]\n",
            "User: 2568908 -- Recommended Movies: [68, 645, 4185, 3456, 3662, 2405, 2452, 4383, 3521, 3668]\n",
            "User: 1199611 -- Recommended Movies: [2754, 3456, 3662, 2057, 1804, 4054, 3769, 2195, 4238, 3965]\n",
            "User: 2311863 -- Recommended Movies: [3456, 2162, 886, 4207, 2102, 3212, 2927, 3046, 4011, 3348]\n",
            "User: 2398368 -- Recommended Movies: [3446, 3269, 2452, 1766, 3649, 1435, 3153, 4179, 1956, 3423]\n",
            "User: 931005 -- Recommended Movies: [2195, 2319, 3456, 2019, 1435, 634, 3354, 1020, 395, 996]\n",
            "User: 2386920 -- Recommended Movies: [4383, 4207, 68, 4011, 2114, 1625, 4248, 1552, 3348, 477]\n",
            "User: 2631950 -- Recommended Movies: [3615, 4054, 3593, 2754, 2195, 76, 3662, 359, 1547, 4427]\n",
            "User: 1882180 -- Recommended Movies: [3456, 1291, 504, 2111, 463, 1513, 3147, 2102, 3487, 2129]\n",
            "User: 2424587 -- Recommended Movies: [3456, 3290, 223, 872, 3444, 2452, 3439, 2172, 3150, 996]\n",
            "User: 215948 -- Recommended Movies: [2102, 3456, 634, 3854, 2405, 3998, 1435, 4353, 722, 68]\n",
            "User: 206564 -- Recommended Movies: [3456, 722, 1476, 1915, 2195, 2162, 1098, 4427, 1917, 3315]\n",
            "User: 93124 -- Recommended Movies: [3456, 2568, 3446, 3290, 1994, 907, 3965, 4383, 1357, 2102]\n",
            "User: Furkan -- Recommended Movies: [1476, 3456, 3928, 4353, 1409, 1395, 199, 1915, 3888, 4306]\n",
            "User: Gizem -- Recommended Movies: [1256, 2938, 3078, 270, 1409, 2603, 4033, 1615, 2548, 1542]\n",
            "User: Cihan -- Recommended Movies: [1224, 1395, 1409, 1851, 1947, 2167, 2209, 2300, 2440, 2727]\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "jtps8aaeErAD"
      },
      "source": [
        "def Recommend_Movies(User):\n",
        "  \n",
        "  print('**Recommended Movies for User ' + User + ':**')\n",
        "  print()\n",
        "  order=1\n",
        "\n",
        "  for movie_est in recommended[User]:\n",
        "    print(str(order)+')',Titles.loc[movie_est[0],'Name'], '(' + str(Titles.loc[movie_est[0],'Year']) + ')')\n",
        "    order+=1\n"
      ],
      "execution_count": 77,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "VBgWgkt5Et5m",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "eace22d6-ce09-496d-a1ee-ce969a80e125"
      },
      "source": [
        "Recommend_Movies('93124')"
      ],
      "execution_count": 78,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "**Recommended Movies for User 93124:**\n",
            "\n",
            "1) Lost: Season 1 (2004)\n",
            "2) Stargate SG-1: Season 8 (2004)\n",
            "3) Spirited Away (2002)\n",
            "4) The Godfather (1974)\n",
            "5) The L Word: Season 2 (2005)\n",
            "6) Animal Crackers (1930)\n",
            "7) Red Dwarf: Series 5 (1992)\n",
            "8) Farscape: The Peacekeeper Wars (2004)\n",
            "9) Stargate SG-1: Season 7 (2003)\n",
            "10) The Simpsons: Season 6 (1994)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Z2A-cCPzEzy9",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "2b0f127c-0005-42c9-d622-d759bcd907f7"
      },
      "source": [
        "Recommend_Movies('Furkan')"
      ],
      "execution_count": 79,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "**Recommended Movies for User Furkan:**\n",
            "\n",
            "1) Six Feet Under: Season 4 (2004)\n",
            "2) Lost: Season 1 (2004)\n",
            "3) Nip/Tuck: Season 2 (2004)\n",
            "4) Curb Your Enthusiasm: Season 3 (2002)\n",
            "5) The O.C.: Season 1 (2003)\n",
            "6) Charade (1963)\n",
            "7) The Deer Hunter (1978)\n",
            "8) Law & Order: Special Victims Unit: The Second Year (2000)\n",
            "9) NYPD Blue: Season 2 (1994)\n",
            "10) The Sixth Sense (1999)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "sSjAEAgogr7h",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "4631cd08-560b-4a89-91c8-00c83aeb5a9e"
      },
      "source": [
        "Recommend_Movies('Gizem')"
      ],
      "execution_count": 80,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "**Recommended Movies for User Gizem:**\n",
            "\n",
            "1) The Best of Friends: Vol. 4 (1994)\n",
            "2) The Best of Friends: Season 1 (1994)\n",
            "3) The Best of Friends: Season 2 (1994)\n",
            "4) Sex and the City: Season 4 (2001)\n",
            "5) The O.C.: Season 1 (2003)\n",
            "6) Everybody Loves Raymond: Season 1 (1996)\n",
            "7) Alias: Season 4 (2005)\n",
            "8) The American President (1995)\n",
            "9) Gilmore Girls: Season 1 (2000)\n",
            "10) Sleepless in Seattle (1993)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "qDyDiwFOg5l7",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "f0d131dc-d1ce-4377-fca2-e8fb45f07240"
      },
      "source": [
        "Recommend_Movies('Cihan')"
      ],
      "execution_count": 81,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "**Recommended Movies for User Cihan:**\n",
            "\n",
            "1) The Ghost and Mrs. Muir (1947)\n",
            "2) Charade (1963)\n",
            "3) The O.C.: Season 1 (2003)\n",
            "4) I Want to Live! (1958)\n",
            "5) Gilmore Girls: Season 3 (2002)\n",
            "6) Fly Away Home (1996)\n",
            "7) On Golden Pond (1981)\n",
            "8) Little House on the Prairie: Season 2 (1975)\n",
            "9) Little House on the Prairie: Season 3 (1976)\n",
            "10) The Golden Girls: Season 1 (1985)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "z43bi45U4ARc"
      },
      "source": [
        ""
      ],
      "execution_count": null,
      "outputs": []
    }
  ]
}