non_personalised.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "from __future__ import division\n",
    "\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import os\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "sns.set(style='white')\n",
    "%config InlineBackend.figure_format = 'retina'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "DATA_DIR = os.path.join(os.getcwd(), \"data\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv(os.path.join(DATA_DIR, \"HW1-data.csv\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
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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>Gender (1 =F, 0=M)</th>\n",
       "      <th>260: Star Wars: Episode IV - A New Hope (1977)</th>\n",
       "      <th>1210: Star Wars: Episode VI - Return of the Jedi (1983)</th>\n",
       "      <th>356: Forrest Gump (1994)</th>\n",
       "      <th>318: Shawshank Redemption, The (1994)</th>\n",
       "      <th>593: Silence of the Lambs, The (1991)</th>\n",
       "      <th>3578: Gladiator (2000)</th>\n",
       "      <th>1: Toy Story (1995)</th>\n",
       "      <th>2028: Saving Private Ryan (1998)</th>\n",
       "      <th>...</th>\n",
       "      <th>2396: Shakespeare in Love (1998)</th>\n",
       "      <th>2916: Total Recall (1990)</th>\n",
       "      <th>780: Independence Day (ID4) (1996)</th>\n",
       "      <th>541: Blade Runner (1982)</th>\n",
       "      <th>1265: Groundhog Day (1993)</th>\n",
       "      <th>2571: Matrix, The (1999)</th>\n",
       "      <th>527: Schindler's List (1993)</th>\n",
       "      <th>2762: Sixth Sense, The (1999)</th>\n",
       "      <th>1198: Raiders of the Lost Ark (1981)</th>\n",
       "      <th>34: Babe (1995)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>755</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>5277</td>\n",
       "      <td>0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1577</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4388</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1202</td>\n",
       "      <td>1</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 22 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   User  Gender (1 =F, 0=M)  260: Star Wars: Episode IV - A New Hope (1977)  \\\n",
       "0   755                   0                                             1.0   \n",
       "1  5277                   0                                             5.0   \n",
       "2  1577                   1                                             NaN   \n",
       "3  4388                   0                                             NaN   \n",
       "4  1202                   1                                             4.0   \n",
       "\n",
       "   1210: Star Wars: Episode VI - Return of the Jedi (1983)  \\\n",
       "0                                                5.0         \n",
       "1                                                3.0         \n",
       "2                                                NaN         \n",
       "3                                                3.0         \n",
       "4                                                3.0         \n",
       "\n",
       "   356: Forrest Gump (1994)  318: Shawshank Redemption, The (1994)  \\\n",
       "0                       2.0                                    NaN   \n",
       "1                       NaN                                    2.0   \n",
       "2                       NaN                                    5.0   \n",
       "3                       NaN                                    NaN   \n",
       "4                       4.0                                    1.0   \n",
       "\n",
       "   593: Silence of the Lambs, The (1991)  3578: Gladiator (2000)  \\\n",
       "0                                    4.0                     4.0   \n",
       "1                                    4.0                     2.0   \n",
       "2                                    2.0                     NaN   \n",
       "3                                    NaN                     1.0   \n",
       "4                                    4.0                     1.0   \n",
       "\n",
       "   1: Toy Story (1995)  2028: Saving Private Ryan (1998)  ...  \\\n",
       "0                  2.0                               2.0  ...   \n",
       "1                  1.0                               NaN  ...   \n",
       "2                  4.0                               NaN  ...   \n",
       "3                  2.0                               3.0  ...   \n",
       "4                  NaN                               4.0  ...   \n",
       "\n",
       "   2396: Shakespeare in Love (1998)  2916: Total Recall (1990)  \\\n",
       "0                               2.0                        NaN   \n",
       "1                               3.0                        2.0   \n",
       "2                               NaN                        1.0   \n",
       "3                               NaN                        4.0   \n",
       "4                               5.0                        1.0   \n",
       "\n",
       "   780: Independence Day (ID4) (1996)  541: Blade Runner (1982)  \\\n",
       "0                                 5.0                       2.0   \n",
       "1                                 2.0                       NaN   \n",
       "2                                 4.0                       4.0   \n",
       "3                                 1.0                       3.0   \n",
       "4                                 NaN                       4.0   \n",
       "\n",
       "   1265: Groundhog Day (1993)  2571: Matrix, The (1999)  \\\n",
       "0                         NaN                       4.0   \n",
       "1                         2.0                       NaN   \n",
       "2                         1.0                       1.0   \n",
       "3                         5.0                       NaN   \n",
       "4                         NaN                       3.0   \n",
       "\n",
       "   527: Schindler's List (1993)  2762: Sixth Sense, The (1999)  \\\n",
       "0                           2.0                            5.0   \n",
       "1                           5.0                            1.0   \n",
       "2                           2.0                            3.0   \n",
       "3                           5.0                            1.0   \n",
       "4                           5.0                            5.0   \n",
       "\n",
       "   1198: Raiders of the Lost Ark (1981)  34: Babe (1995)  \n",
       "0                                   NaN              NaN  \n",
       "1                                   3.0              NaN  \n",
       "2                                   1.0              3.0  \n",
       "3                                   1.0              2.0  \n",
       "4                                   NaN              NaN  \n",
       "\n",
       "[5 rows x 22 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(20, 22)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Mean"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>movie</th>\n",
       "      <th>avg_rating</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>318: Shawshank Redemption, The (1994)</td>\n",
       "      <td>3.600000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>260: Star Wars: Episode IV - A New Hope (1977)</td>\n",
       "      <td>3.266667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>541: Blade Runner (1982)</td>\n",
       "      <td>3.222222</td>\n",
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      "text/plain": [
       "                                             movie  avg_rating\n",
       "3            318: Shawshank Redemption, The (1994)    3.600000\n",
       "0   260: Star Wars: Episode IV - A New Hope (1977)    3.266667\n",
       "13                        541: Blade Runner (1982)    3.222222"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.mean(axis=0).reset_index()[2:]\\\n",
    ".rename(columns={'index': 'movie', 0: 'avg_rating'})\\\n",
    ".reset_index(drop=True)\\\n",
    ".sort_values(by=['avg_rating'], ascending=False).head(3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Number of ratings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1: Toy Story (1995)</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>593: Silence of the Lambs, The (1991)</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>260: Star Wars: Episode IV - A New Hope (1977)</td>\n",
       "      <td>5</td>\n",
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      "text/plain": [
       "                                            index  0\n",
       "8                             1: Toy Story (1995)  3\n",
       "6           593: Silence of the Lambs, The (1991)  4\n",
       "2  260: Star Wars: Episode IV - A New Hope (1977)  5"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.isnull().sum().reset_index()[2:].sort_values(by=[0], ascending=True).head(3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### % of ratings 4+ (liking)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>5</th>\n",
       "      <td>318: Shawshank Redemption, The (1994)</td>\n",
       "      <td>0.700000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>260: Star Wars: Episode IV - A New Hope (1977)</td>\n",
       "      <td>0.533333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>3578: Gladiator (2000)</td>\n",
       "      <td>0.500000</td>\n",
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       "                                            index         0\n",
       "5           318: Shawshank Redemption, The (1994)  0.700000\n",
       "2  260: Star Wars: Episode IV - A New Hope (1977)  0.533333\n",
       "7                          3578: Gladiator (2000)  0.500000"
      ]
     },
     "execution_count": 82,
     "metadata": {},
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   ],
   "source": [
    "# Overall\n",
    "(df.apply(lambda x:x>=4, axis=0).sum() / df.notnull().sum())\\\n",
    ".reset_index()[2:]\\\n",
    ".sort_values(by=[0], ascending=False).head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>2571: Matrix, The (1999)</td>\n",
       "      <td>0.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>593: Silence of the Lambs, The (1991)</td>\n",
       "      <td>0.312500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>318: Shawshank Redemption, The (1994)</td>\n",
       "      <td>0.300000</td>\n",
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      "text/plain": [
       "                                    index         0\n",
       "17               2571: Matrix, The (1999)  0.333333\n",
       "6   593: Silence of the Lambs, The (1991)  0.312500\n",
       "5   318: Shawshank Redemption, The (1994)  0.300000"
      ]
     },
     "execution_count": 84,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Calculate Gender wise \n",
    "\n",
    "get_most_liked = lambda x: (df[df[\"Gender (1 =F, 0=M)\"] == x].apply(lambda x:x>=4, axis=0).sum() / df.notnull().sum())\\\n",
    ".reset_index()[2:]\\\n",
    ".sort_values(by=[0], ascending=False)\\\n",
    ".head(3)\n",
    "\n",
    "\n",
    "# Male\n",
    "\n",
    "get_most_liked(0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [
    {
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       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>34: Babe (1995)</td>\n",
       "      <td>0.400000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>318: Shawshank Redemption, The (1994)</td>\n",
       "      <td>0.400000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>541: Blade Runner (1982)</td>\n",
       "      <td>0.333333</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                    index         0\n",
       "21                        34: Babe (1995)  0.400000\n",
       "5   318: Shawshank Redemption, The (1994)  0.400000\n",
       "15               541: Blade Runner (1982)  0.333333"
      ]
     },
     "execution_count": 85,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Female\n",
    "get_most_liked(1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Association"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "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>pct</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>movie</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>260: Star Wars: Episode IV - A New Hope (1977)</th>\n",
       "      <td>0.824</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1210: Star Wars: Episode VI - Return of the Jedi (1983)</th>\n",
       "      <td>0.765</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>593: Silence of the Lambs, The (1991)</th>\n",
       "      <td>0.765</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                      pct\n",
       "movie                                                    \n",
       "260: Star Wars: Episode IV - A New Hope (1977)      0.824\n",
       "1210: Star Wars: Episode VI - Return of the Jed...  0.765\n",
       "593: Silence of the Lambs, The (1991)               0.765"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Top movies for someone who saw Toy Story\n",
    "parent_movie = '1: Toy Story (1995)'\n",
    "\n",
    "# Find users who rated parent movie\n",
    "x = df[df[parent_movie].notnull() == True].nunique(axis=0).head(1)[0]\n",
    "\n",
    "# Association with parent movie\n",
    "(df[df[parent_movie].notnull() == True]\\ # Users who rated parent movie\n",
    ".apply(lambda x:x.count(), axis=0)[2:]\\ # Count users who rated parent movie and other movie\n",
    ".reset_index()\\\n",
    ".rename(columns={'index': 'movie', 0: 'pct'})\\\n",
    ".reset_index(drop=True)\\\n",
    ".set_index(['movie'])\\\n",
    ".drop(parent_movie, axis=0) / x)\\ # Remove parent movie column\n",
    ".apply(lambda x:np.round(x, decimals=3), axis=1)\\ # Round off to 3 decimals\n",
    ".sort_values(['pct', 'movie'], ascending=[False, True])\\ # Sort by percentage and movie name\n",
    ".head(3) # Top 3"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Correlation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x116e6f0b8>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 792x648 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 786,
       "width": 857
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "drop_columns = ['User', 'Gender (1 =F, 0=M)']\n",
    "corr = df.drop(drop_columns, inplace=False, axis=1).corr().apply(lambda x:np.round(x, decimals=3), axis=1)\n",
    "\n",
    "mask = np.zeros_like(corr, dtype=np.bool)\n",
    "mask[np.triu_indices_from(mask)] = True\n",
    "\n",
    "f, ax = plt.subplots(figsize=(11,9))\n",
    "cmap = sns.diverging_palette(220, 10, as_cmap=True)\n",
    "sns.heatmap(corr, mask=mask, cmap=cmap, vmax=.3, center=0,\n",
    "            square=True, linewidths=.5, cbar_kws={\"shrink\": .5})"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Mean rating difference by gender    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [],
   "source": [
    "gender_col = \"Gender (1 =F, 0=M)\"\n",
    "\n",
    "get_average = lambda x : df[df[gender_col] == x]\\\n",
    ".mean()[2:]\\\n",
    ".reset_index()\\\n",
    ".rename(columns={'index': 'movie', 0: 'avg'})\\\n",
    ".reset_index(drop=True)\n",
    "\n",
    "# Female\n",
    "female_avg = get_average(1)\n",
    "\n",
    "# Male\n",
    "male_avg = get_average(0)\n",
    "\n",
    "# Overall\n",
    "overall_avg = df.mean()[2:].reset_index().rename(columns={'index': 'movie', 0:'avg'}).reset_index(drop=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 281,
       "width": 647
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = sns.barplot(x='avg', y='movie', data=female_avg)\n",
    "plt.title('Female mean ratings')\n",
    "plt.show(fig)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 281,
       "width": 647
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = sns.barplot(x='avg', y='movie', data=male_avg)\n",
    "plt.title('Male mean ratings')\n",
    "plt.show(fig)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##  Non Personalized Recommender Assignment\n",
    "\n",
    "- Raw and damped item mean recommender\n",
    "- Association rule recommender"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [],
   "source": [
    "ASSIGNMENT_DIR = os.path.join(DATA_DIR, \"nonrecsys\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Movie title and generes\n",
    "movie_df = pd.read_csv(os.path.join(ASSIGNMENT_DIR, \"movies.csv\"), encoding='latin-1')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Movie ratings\n",
    "ratings_df = pd.read_csv(os.path.join(ASSIGNMENT_DIR, \"ratings.csv\"), encoding=\"latin-1\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [
    {
     "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>movieId</th>\n",
       "      <th>title</th>\n",
       "      <th>genres</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Toy Story (1995)</td>\n",
       "      <td>Adventure|Animation|Children|Comedy|Fantasy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>Jumanji (1995)</td>\n",
       "      <td>Adventure|Children|Fantasy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>Grumpier Old Men (1995)</td>\n",
       "      <td>Comedy|Romance</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>Waiting to Exhale (1995)</td>\n",
       "      <td>Comedy|Drama|Romance</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>Father of the Bride Part II (1995)</td>\n",
       "      <td>Comedy</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   movieId                               title  \\\n",
       "0        1                    Toy Story (1995)   \n",
       "1        2                      Jumanji (1995)   \n",
       "2        3             Grumpier Old Men (1995)   \n",
       "3        4            Waiting to Exhale (1995)   \n",
       "4        5  Father of the Bride Part II (1995)   \n",
       "\n",
       "                                        genres  \n",
       "0  Adventure|Animation|Children|Comedy|Fantasy  \n",
       "1                   Adventure|Children|Fantasy  \n",
       "2                               Comedy|Romance  \n",
       "3                         Comedy|Drama|Romance  \n",
       "4                                       Comedy  "
      ]
     },
     "execution_count": 92,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movie_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2500, 3)"
      ]
     },
     "execution_count": 94,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movie_df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {},
   "outputs": [
    {
     "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>userId</th>\n",
       "      <th>movieId</th>\n",
       "      <th>rating</th>\n",
       "      <th>timestamp</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>12882</td>\n",
       "      <td>1</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1147195252</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>12882</td>\n",
       "      <td>32</td>\n",
       "      <td>3.5</td>\n",
       "      <td>1147195307</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>12882</td>\n",
       "      <td>47</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1147195343</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>12882</td>\n",
       "      <td>50</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1147185499</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>12882</td>\n",
       "      <td>110</td>\n",
       "      <td>4.5</td>\n",
       "      <td>1147195239</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   userId  movieId  rating   timestamp\n",
       "0   12882        1     4.0  1147195252\n",
       "1   12882       32     3.5  1147195307\n",
       "2   12882       47     5.0  1147195343\n",
       "3   12882       50     5.0  1147185499\n",
       "4   12882      110     4.5  1147195239"
      ]
     },
     "execution_count": 103,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ratings_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(264505, 4)"
      ]
     },
     "execution_count": 105,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ratings_df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "metadata": {},
   "outputs": [
    {
     "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>movieId</th>\n",
       "      <th>rating</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>2500.000000</td>\n",
       "      <td>2500.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>10049.314400</td>\n",
       "      <td>105.802000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>20461.593085</td>\n",
       "      <td>97.794701</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>3.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>1240.750000</td>\n",
       "      <td>41.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>2693.500000</td>\n",
       "      <td>75.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>5104.250000</td>\n",
       "      <td>132.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>112852.000000</td>\n",
       "      <td>668.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             movieId       rating\n",
       "count    2500.000000  2500.000000\n",
       "mean    10049.314400   105.802000\n",
       "std     20461.593085    97.794701\n",
       "min         1.000000     3.000000\n",
       "25%      1240.750000    41.000000\n",
       "50%      2693.500000    75.000000\n",
       "75%      5104.250000   132.000000\n",
       "max    112852.000000   668.000000"
      ]
     },
     "execution_count": 132,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Movies with most ratings\n",
    "_df = ratings_df.groupby(by=['movieId'])\\\n",
    ".agg({'rating': len})\\\n",
    ".sort_values('rating', ascending=False)\\\n",
    ".reset_index()\n",
    "\n",
    "_df.describe()\n",
    "# Every movie is rated atleast by 3 people\n",
    "# At max, 668 ratings for a movie"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x128431588>"
      ]
     },
     "execution_count": 133,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 270,
       "width": 395
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.lineplot(x=\"movieId\", y=\"rating\", data=_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "metadata": {},
   "outputs": [
    {
     "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>movieId</th>\n",
       "      <th>title</th>\n",
       "      <th>genres</th>\n",
       "      <th>userId</th>\n",
       "      <th>rating</th>\n",
       "      <th>timestamp</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Toy Story (1995)</td>\n",
       "      <td>Adventure|Animation|Children|Comedy|Fantasy</td>\n",
       "      <td>12882</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1147195252</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>Toy Story (1995)</td>\n",
       "      <td>Adventure|Animation|Children|Comedy|Fantasy</td>\n",
       "      <td>121987</td>\n",
       "      <td>4.5</td>\n",
       "      <td>1308152264</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>Toy Story (1995)</td>\n",
       "      <td>Adventure|Animation|Children|Comedy|Fantasy</td>\n",
       "      <td>18127</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1130946329</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>Toy Story (1995)</td>\n",
       "      <td>Adventure|Animation|Children|Comedy|Fantasy</td>\n",
       "      <td>17318</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1168807334</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>Toy Story (1995)</td>\n",
       "      <td>Adventure|Animation|Children|Comedy|Fantasy</td>\n",
       "      <td>69519</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1303980621</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   movieId             title                                       genres  \\\n",
       "0        1  Toy Story (1995)  Adventure|Animation|Children|Comedy|Fantasy   \n",
       "1        1  Toy Story (1995)  Adventure|Animation|Children|Comedy|Fantasy   \n",
       "2        1  Toy Story (1995)  Adventure|Animation|Children|Comedy|Fantasy   \n",
       "3        1  Toy Story (1995)  Adventure|Animation|Children|Comedy|Fantasy   \n",
       "4        1  Toy Story (1995)  Adventure|Animation|Children|Comedy|Fantasy   \n",
       "\n",
       "   userId  rating   timestamp  \n",
       "0   12882     4.0  1147195252  \n",
       "1  121987     4.5  1308152264  \n",
       "2   18127     4.0  1130946329  \n",
       "3   17318     4.0  1168807334  \n",
       "4   69519     4.0  1303980621  "
      ]
     },
     "execution_count": 136,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.merge(movie_df, ratings_df, left_on='movieId', right_on='movieId')\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 174,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Add Genres count i.e number of genres movie belongs to\n",
    "df['genres_count'] = df.apply(lambda x:len(x.genres.split('|')), axis=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Raw  mean recommender"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 175,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
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       "        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>title</th>\n",
       "      <th>rating</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Shawshank Redemption, The (1994)</td>\n",
       "      <td>4.364</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Godfather, The (1972)</td>\n",
       "      <td>4.316</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Touch of Evil (1958)</td>\n",
       "      <td>4.259</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Fight Club (1999)</td>\n",
       "      <td>4.259</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Band of Brothers (2001)</td>\n",
       "      <td>4.247</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>12 Angry Men (1957)</td>\n",
       "      <td>4.246</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Stop Making Sense (1984)</td>\n",
       "      <td>4.220</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Godfather: Part II, The (1974)</td>\n",
       "      <td>4.218</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Pulp Fiction (1994)</td>\n",
       "      <td>4.218</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Matrix, The (1999)</td>\n",
       "      <td>4.195</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                              title  rating\n",
       "0  Shawshank Redemption, The (1994)   4.364\n",
       "1             Godfather, The (1972)   4.316\n",
       "2              Touch of Evil (1958)   4.259\n",
       "3                 Fight Club (1999)   4.259\n",
       "4           Band of Brothers (2001)   4.247\n",
       "5               12 Angry Men (1957)   4.246\n",
       "6          Stop Making Sense (1984)   4.220\n",
       "7    Godfather: Part II, The (1974)   4.218\n",
       "8               Pulp Fiction (1994)   4.218\n",
       "9                Matrix, The (1999)   4.195"
      ]
     },
     "execution_count": 175,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Simple Mean\n",
    "df.groupby(by=['title'])\\\n",
    ".mean()\\\n",
    ".sort_values('rating', ascending=False)\\\n",
    ".apply(lambda x:np.round(x, decimals=3), axis=1)\\\n",
    ".loc[:, 'rating']\\\n",
    ".reset_index()\\\n",
    ".head(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Damped mean recommender"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 173,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>title</th>\n",
       "      <th>rating</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Shawshank Redemption, The (1994)</td>\n",
       "      <td>4.357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Godfather, The (1972)</td>\n",
       "      <td>4.307</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Fight Club (1999)</td>\n",
       "      <td>4.252</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>12 Angry Men (1957)</td>\n",
       "      <td>4.227</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Pulp Fiction (1994)</td>\n",
       "      <td>4.212</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Band of Brothers (2001)</td>\n",
       "      <td>4.211</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Godfather: Part II, The (1974)</td>\n",
       "      <td>4.208</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Touch of Evil (1958)</td>\n",
       "      <td>4.195</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Matrix, The (1999)</td>\n",
       "      <td>4.190</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Memento (2000)</td>\n",
       "      <td>4.188</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                              title  rating\n",
       "0  Shawshank Redemption, The (1994)   4.357\n",
       "1             Godfather, The (1972)   4.307\n",
       "2                 Fight Club (1999)   4.252\n",
       "3               12 Angry Men (1957)   4.227\n",
       "4               Pulp Fiction (1994)   4.212\n",
       "5           Band of Brothers (2001)   4.211\n",
       "6    Godfather: Part II, The (1974)   4.208\n",
       "7              Touch of Evil (1958)   4.195\n",
       "8                Matrix, The (1999)   4.190\n",
       "9                    Memento (2000)   4.188"
      ]
     },
     "execution_count": 173,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Damped Mean\n",
    "damping_factor = 5\n",
    "global_mean = df.rating.mean()\n",
    "\n",
    "\n",
    "# numerator -> summation of all ratings for movie + damping_factor * global_mean\n",
    "# denominator -> number of ratings per movie + damping_factor\n",
    "\n",
    "(((df.groupby(by=['title'])\\\n",
    ".agg({'rating': np.sum})) + 5 * global_mean) / \\\n",
    "(df.groupby(by=['title']).agg({'rating': len}) + 5)) \\\n",
    ".sort_values('rating', ascending=False)\\\n",
    ".apply(lambda x: np.round(x, decimals=3), axis=1)\\\n",
    ".reset_index()\\\n",
    ".head(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Basic association rule recommender"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 303,
   "metadata": {},
   "outputs": [],
   "source": [
    "parent_movie_id = 260"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 304,
   "metadata": {},
   "outputs": [],
   "source": [
    "# numerator -> people who watched parent movie and other movie\n",
    "get_users = lambda x : df.query('movieId == @x')['userId'].unique()\n",
    "users_who_watched_parent_movie = get_users(parent_movie_id)\n",
    "numerator = df.query(\"userId in @users_who_watched_parent_movie\")\\\n",
    ".query('movieId != @parent_movie_id')\\\n",
    ".groupby(by=['title'])\\\n",
    ".nunique()['userId']\\\n",
    ".reset_index()\\\n",
    ".rename(columns={'title': 'movie', 'userId': 'userId'})\n",
    "\n",
    "# denominator -> people who watch parent movie\n",
    "denominator = df.query('movieId == @parent_movie_id')\\\n",
    ".nunique()\\\n",
    ".reset_index()\\\n",
    ".rename(columns={'index': 'field', 0: 'count'})\\\n",
    ".query('field == \"userId\"')['count'].values[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 241,
   "metadata": {},
   "outputs": [
    {
     "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</th>\n",
       "      <th>userId</th>\n",
       "      <th>association_score</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1433</th>\n",
       "      <td>Matrix, The (1999)</td>\n",
       "      <td>490</td>\n",
       "      <td>0.915888</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2138</th>\n",
       "      <td>Star Wars: Episode V - The Empire Strikes Back...</td>\n",
       "      <td>481</td>\n",
       "      <td>0.899065</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1360</th>\n",
       "      <td>Lord of the Rings: The Fellowship of the Ring,...</td>\n",
       "      <td>477</td>\n",
       "      <td>0.891589</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2139</th>\n",
       "      <td>Star Wars: Episode VI - Return of the Jedi (1983)</td>\n",
       "      <td>453</td>\n",
       "      <td>0.846729</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>832</th>\n",
       "      <td>Forrest Gump (1994)</td>\n",
       "      <td>451</td>\n",
       "      <td>0.842991</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1362</th>\n",
       "      <td>Lord of the Rings: The Two Towers, The (2002)</td>\n",
       "      <td>450</td>\n",
       "      <td>0.841121</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1361</th>\n",
       "      <td>Lord of the Rings: The Return of the King, The...</td>\n",
       "      <td>444</td>\n",
       "      <td>0.829907</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1794</th>\n",
       "      <td>Pulp Fiction (1994)</td>\n",
       "      <td>443</td>\n",
       "      <td>0.828037</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1814</th>\n",
       "      <td>Raiders of the Lost Ark (Indiana Jones and the...</td>\n",
       "      <td>423</td>\n",
       "      <td>0.790654</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1210</th>\n",
       "      <td>Jurassic Park (1993)</td>\n",
       "      <td>422</td>\n",
       "      <td>0.788785</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                  movie  userId  \\\n",
       "1433                                 Matrix, The (1999)     490   \n",
       "2138  Star Wars: Episode V - The Empire Strikes Back...     481   \n",
       "1360  Lord of the Rings: The Fellowship of the Ring,...     477   \n",
       "2139  Star Wars: Episode VI - Return of the Jedi (1983)     453   \n",
       "832                                 Forrest Gump (1994)     451   \n",
       "1362      Lord of the Rings: The Two Towers, The (2002)     450   \n",
       "1361  Lord of the Rings: The Return of the King, The...     444   \n",
       "1794                                Pulp Fiction (1994)     443   \n",
       "1814  Raiders of the Lost Ark (Indiana Jones and the...     423   \n",
       "1210                               Jurassic Park (1993)     422   \n",
       "\n",
       "      association_score  \n",
       "1433           0.915888  \n",
       "2138           0.899065  \n",
       "1360           0.891589  \n",
       "2139           0.846729  \n",
       "832            0.842991  \n",
       "1362           0.841121  \n",
       "1361           0.829907  \n",
       "1794           0.828037  \n",
       "1814           0.790654  \n",
       "1210           0.788785  "
      ]
     },
     "execution_count": 241,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "numerator['association_score'] = numerator.apply(lambda x:x.userId/denominator, axis=1)\n",
    "numerator\\\n",
    ".sort_values('association_score', ascending=False)\\\n",
    ".head(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Lift association rule recommender"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 329,
   "metadata": {},
   "outputs": [],
   "source": [
    "parent_movie_id = 2761\n",
    "\n",
    "total_number_of_users = df.nunique()['userId']\n",
    "\n",
    "other_movies = df.query('movieId != @parent_movie_id')['movieId'].unique()\n",
    "\n",
    "users_who_watched_parent_movie = get_users(parent_movie_id)\n",
    "num_of_people_who_watched_parent_movie_and_other_movie_x = lambda x : df.query(\"userId in @users_who_watched_parent_movie\", inplace=False)\\\n",
    ".query('movieId == @x', inplace=False)\\\n",
    ".nunique()['userId']\n",
    "\n",
    "num_of_people_who_watched_movie_x = lambda x: df.query('movieId == @x', inplace=False).nunique()['userId']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 291,
   "metadata": {},
   "outputs": [],
   "source": [
    "# numerator -> people who watched parent movie and other movie\n",
    "# denominator -> people who watched parent movie * people who watched other movie"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 332,
   "metadata": {},
   "outputs": [],
   "source": [
    "lift_df = pd.DataFrame(columns=['movieId', 'lift'])\n",
    "for movieId in other_movies:\n",
    "    lift = (num_of_people_who_watched_parent_movie_and_other_movie_x(movieId) * total_number_of_users) / \\\n",
    "    (num_of_people_who_watched_movie_x(parent_movie_id) * num_of_people_who_watched_movie_x(movieId))\n",
    "    lift_df = lift_df.append({'movieId': movieId, 'lift': lift}, ignore_index=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 334,
   "metadata": {},
   "outputs": [
    {
     "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>movieId</th>\n",
       "      <th>lift</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>352</th>\n",
       "      <td>631.0</td>\n",
       "      <td>4.898</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1197</th>\n",
       "      <td>2532.0</td>\n",
       "      <td>4.810</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1572</th>\n",
       "      <td>3615.0</td>\n",
       "      <td>4.546</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>496</th>\n",
       "      <td>1016.0</td>\n",
       "      <td>4.490</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1163</th>\n",
       "      <td>2439.0</td>\n",
       "      <td>4.490</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>202</th>\n",
       "      <td>340.0</td>\n",
       "      <td>4.490</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>817</th>\n",
       "      <td>1649.0</td>\n",
       "      <td>4.490</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196</th>\n",
       "      <td>332.0</td>\n",
       "      <td>4.377</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1277</th>\n",
       "      <td>2736.0</td>\n",
       "      <td>4.329</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1450</th>\n",
       "      <td>3213.0</td>\n",
       "      <td>4.317</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      movieId   lift\n",
       "352     631.0  4.898\n",
       "1197   2532.0  4.810\n",
       "1572   3615.0  4.546\n",
       "496    1016.0  4.490\n",
       "1163   2439.0  4.490\n",
       "202     340.0  4.490\n",
       "817    1649.0  4.490\n",
       "196     332.0  4.377\n",
       "1277   2736.0  4.329\n",
       "1450   3213.0  4.317"
      ]
     },
     "execution_count": 334,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lift_df.sort_values('lift', ascending=False)\\\n",
    ".apply(lambda x: np.round(x, decimals=3), axis=1)\\\n",
    ".head(10)"
   ]
  }
 ],
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