Collaborative filtering methods.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Collaborative filtering methods"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<b>Collaborative filtering</b> is recommendation strategy which uses the information about users' ratings historical data.\n",
    "\n",
    "I will focus on two approaches:\n",
    "\n",
    "1. Memory-based\n",
    "    * <b>User-based</b> - item’s rating for a user is calculated depending on that items’ ratings by other similar users\n",
    "    * <b>Item-based</b> - item’s rating is predicted based on how similar items have been rated by the user [1]\n",
    " \n",
    " \n",
    "2. Model-based\n",
    "    * <b>Matrix factorization</b> - decomposing the ratings matrix into the product of two lower dimensionality rectangular matrices. One matrix can be seen as the user matrix where rows represent users and columns are latent factors. The other matrix is the item matrix where rows are latent factors and columns represent items.[3]\n",
    "\n",
    "In this project the recommendation engine will the Surprise library in Python.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Import libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import random\n",
    "#visualization\n",
    "import matplotlib.pyplot as plt\n",
    "import dexplot\n",
    "#recommendation models\n",
    "from surprise import Reader, Dataset\n",
    "from surprise.model_selection import GridSearchCV\n",
    "from surprise.prediction_algorithms import KNNBasic, KNNBaseline, KNNWithZScore, KNNWithMeans, NormalPredictor, SVD\n",
    "from surprise import accuracy\n",
    "#my modules\n",
    "from eda import show_df_info, show_duplicates, filter_random_values, grouping, generate_hist, unique_values, rows_number\n",
    "from recommend import get_top_n, get_names\n",
    "from grid_search import grid_knn, grid_matrix_fact\n",
    "from results_visualization import plot_diff, plot_scoring_results"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data\n",
    "\n",
    "1. Ratings - contain information how users rated specific books.\n",
    "\n",
    "    Columns:\n",
    "    * user_id\n",
    "    * book_id\n",
    "    * rating\n",
    "\n",
    "\n",
    "2. Books - contain some information about books. In this notebook only few columns will be used.\n",
    "\n",
    "    Columns:\n",
    "    * book_id\n",
    "    * title\n",
    "    * authors"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "ratings = pd.read_csv(filepath_or_buffer='./goodbooks-10k-1.0/ratings.csv')\n",
    "\n",
    "books = pd.read_csv(filepath_or_buffer='./goodbooks-10k-1.0/books.csv', \n",
    "                    usecols=['book_id','title','authors'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Exploatory Data Analysis"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's check how data looks like, if there are any NaN values or duplicated rows."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Header : \n"
     ]
    },
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>user_id</th>\n",
       "      <th>book_id</th>\n",
       "      <th>rating</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>258</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>4081</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>260</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2</td>\n",
       "      <td>9296</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2</td>\n",
       "      <td>2318</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   user_id  book_id  rating\n",
       "0        1      258       5\n",
       "1        2     4081       4\n",
       "2        2      260       5\n",
       "3        2     9296       5\n",
       "4        2     2318       3"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of rows is 5976479\n",
      "Number of NaN values in each column : \n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "user_id    0\n",
       "book_id    0\n",
       "rating     0\n",
       "dtype: int64"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of unique values in user_id column is 53424\n",
      "Number of unique values in book_id column is 10000\n",
      "Number of unique values in rating column is 5\n"
     ]
    }
   ],
   "source": [
    "show_df_info(ratings)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's check if any user rated the same book more than once."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of duplicated rows : \n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "show_duplicates(ratings[['user_id','book_id']])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Luckily it didn't happen. Now let's check information about books."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Header : \n"
     ]
    },
    {
     "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>book_id</th>\n",
       "      <th>authors</th>\n",
       "      <th>title</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Suzanne Collins</td>\n",
       "      <td>The Hunger Games (The Hunger Games, #1)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>J.K. Rowling, Mary GrandPré</td>\n",
       "      <td>Harry Potter and the Sorcerer's Stone (Harry P...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>Stephenie Meyer</td>\n",
       "      <td>Twilight (Twilight, #1)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>Harper Lee</td>\n",
       "      <td>To Kill a Mockingbird</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>F. Scott Fitzgerald</td>\n",
       "      <td>The Great Gatsby</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   book_id                      authors  \\\n",
       "0        1              Suzanne Collins   \n",
       "1        2  J.K. Rowling, Mary GrandPré   \n",
       "2        3              Stephenie Meyer   \n",
       "3        4                   Harper Lee   \n",
       "4        5          F. Scott Fitzgerald   \n",
       "\n",
       "                                               title  \n",
       "0            The Hunger Games (The Hunger Games, #1)  \n",
       "1  Harry Potter and the Sorcerer's Stone (Harry P...  \n",
       "2                            Twilight (Twilight, #1)  \n",
       "3                              To Kill a Mockingbird  \n",
       "4                                   The Great Gatsby  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of rows is 10000\n",
      "Number of NaN values in each column : \n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "book_id    0\n",
       "authors    0\n",
       "title      0\n",
       "dtype: int64"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of unique values in book_id column is 10000\n",
      "Number of unique values in authors column is 4664\n",
      "Number of unique values in title column is 9964\n"
     ]
    }
   ],
   "source": [
    "show_df_info(books)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Information about well-known book 'Harry Potter and the Sorcerer's Stone' is shown above. It is obvious that the author of this book is J.K. Rowling. Mary GrandPré is an illustrator. Only information about the author is needed in order to identify the book. In this case I will leave only one person name in the author column. Even if a book has more than one author it still will be easy to find if we knew one author + title."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "books.authors = books.authors.str.partition(',')[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of duplicated rows : \n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "show_duplicates(books)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of unique values in book_id column is 10000\n",
      "Number of unique values in authors column is 3888\n",
      "Number of unique values in title column is 9964\n"
     ]
    }
   ],
   "source": [
    "unique_values(books)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There is almost a 6 million ratings - it would be hard to process such amount of data. I have to reduce the number of observations. The data contain infomation about 10000 books and ratings given by 53424 different users.\n",
    "I will randomly choose around 5% of users and limite the number of books by choosing only half of them with the highest number of ratings."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "random.seed(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of rows is 299308\n"
     ]
    }
   ],
   "source": [
    "n = 0.05\n",
    "ratings = filter_random_values(n=n, \n",
    "                            df=ratings, \n",
    "                            col_name='user_id')\n",
    "rows_number(ratings)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of rows is 261232\n"
     ]
    }
   ],
   "source": [
    "grouped_by_book = grouping(df=ratings,col_name='book_id').sort_values()\n",
    "ratings = ratings[ratings.book_id.isin(grouped_by_book[5000:].index)]\n",
    "rows_number(ratings)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's see the distribution of number of ratings per book:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
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V9VPgC0leAby2qt4NXNV3fz/JCcCtSZZV1d3AemDZwBDLgPVVVUmG++b617EZMzMz476Vn6fm4bEWL14z9tijTGLe24NRtdX4rO10Wd/psbbTZX03bRqPzy9i/nuEqv/v3JNhq+hulJ5zUN8217dPkqUj+iVJksY2VhBK8tgkRydZkuQRSV4IvAz4bJJnJXlykh2S7Aq8G7iyquYueV0AnJhkzyR7ACcB5wNU1fXA14FTkyxOciRwIHDJOPOVJEkaNO4ZoQJeC9wC3AW8A/ijqvo7YB/gH+guZ62ku2/oZQP7ngN8gu5psJXAp/q2OUcDz+jHfTtwlI/OS5KkSRrrHqE+mLxgRN/FdL8LaNS+BZzcL/P1rwEOHmd+kiRJm+JXbEiSpGYZhCRJUrMMQpIkqVkGIUmS1CyDkCRJapZBSJIkNcsgJEmSmmUQkiRJzTIISZKkZhmEJElSswxCkiSpWQYhSZLULIOQJElqlkFIkiQ1yyAkSZKaZRCSJEnNMghJkqRmGYQkSVKzDEKSJKlZBiFJktQsg5AkSWqWQUiSJDXLICRJkpplEJIkSc0yCEmSpGYZhCRJUrMMQpIkqVkGIUmS1CyDkCRJapZBSJIkNcsgJEmSmmUQkiRJzTIISZKkZo0dhJJcmOTWJHcnuT7Jqwb6DkmyOsmGJFck2WugL0nOSHJnv5yZJAP9e/f7bOjHOHTcuUqSJA2axBmhtwF7V9Uy4CXA6UmenmQ34FLgFGAX4CrgIwP7HQccARwEHAgcDhw/0H8xcDWwK/BG4ONJdp/AfCVJkgBIVU1usOTJwJXA/wM8Gjimqn6979sZuAN4alWtTvIl4Pyqen/ffyzw6qp6dpJ9gWuB3apqXd//eeCiqjp7U3O4/PLLx35Ds7OzAOy00073az/5xOvGHXqkM9+5/9TG3paMqq3GZ22ny/pOj7Wdrlbqe9hhh2XzWz3QRO4RSvK+JBuA1cCtwKeBA4Br5rapqnuAb/ftDPf3rwf7bpwLQfP0S5IkjW3RJAapqtcleT3wHOBg4F5gCXD70KZrgaX96yX9+mDfkv4+oeG+uf49NzeXmZmZhzr9B1i5cuW8Yy1evGbssUeZxLy3B6Nqq/FZ2+myvtNjbafL+m7axJ4aq6qfVtUXgCcArwXWA8uGNlsGzJ3lGe5fBqyv7lrd5vaVJEka2zQen18EPBFYRXcjNPDze4Tm2hnu718P9u2TZOmIfkmSpLGNFYSSPDbJ0UmWJHlEkhcCLwM+C1wGzCRZkWQx8GbgG1W1ut/9AuDEJHsm2QM4CTgfoKquB74OnJpkcZIj6Z4su2Sc+UqSJA0a9x6horsMdjZdqLoJ+KOq+juAJCuA9wAXAl8Fjh7Y9xxgH7qnwwDO7dvmHE0XjO4CbgaOqqrhe44kSZK22FhBqA8mL9hE/2eA/Ub0FXByv8zXv4buxmtJkqSp8Cs2JElSswxCkiSpWQYhSZLULIOQJElqlkFIkiQ1yyAkSZKaZRCSJEnNMghJkqRmGYQkSVKzDEKSJKlZBiFJktQsg5AkSWqWQUiSJDXLICRJkpplEJIkSc0yCEmSpGYZhCRJUrMMQpIkqVkGIUmS1CyDkCRJapZBSJIkNcsgJEmSmmUQkiRJzTIISZKkZhmEJElSswxCkiSpWQYhSZLULIOQJElqlkFIkiQ1yyAkSZKaZRCSJEnNMghJkqRmjRWEkjwyyXlJbkqyLsnVSV7U9+2dpJKsH1hOGdg3Sc5Icme/nJkkA/17J7kiyYYkq5McOs5cJUmShi2awP7fAV4A3Ay8GPhokl8d2ObRVfWTefY9DjgCOAgo4HLgRuDsvv9i4Mv9mC8GPp7kSVV1+5hzliRJAsY8I1RV91TVaVW1pqp+VlWfBP4VePqD2P2VwFlVdUtVfRc4CzgGIMm+wNOAU6tqtqouAa4FVowzX0mSpEHjnhG6nySPA/YFVg0035Rk7ozPn1TVHX37AcA1A9td07fN9d1YVetG9I+0cuXKLZz9fWZnZ+cda+PG2bHHHmUS894ejKqtxmdtp8v6To+1na5W6rt8+fIt2m9iN0sn2RG4CPhAVa0G7gCeCexFd4Zoad8/ZwmwdmB9LbCkv09ouG+uf+mk5itJkjSRM0JJdgA+CPwIOAGgqtYDV/WbfD/JCcCtSZZV1d3AemDZwDDLgPVVVUmG++b617EZMzMzY70XuC81D4+1ePGascceZRLz3h6Mqq3GZ22ny/pOj7WdLuu7aWOfEerP4JwHPA5YUVU/HrFpze3S/3cV3Y3Scw7ivktqq4B9kiwd0S9JkjS2SVwa+ytgf+B3q+rnN9EkeVaSJyfZIcmuwLuBK6tq7pLXBcCJSfZMsgdwEnA+QFVdD3wdODXJ4iRHAgcCl0xgvpIkScCYl8aS7AUcD9wL3Dbwa4COB34G/AXwWOBuupulXzaw+znAPnRPgwGc27fNOZouGN1F92j+UT46L0mSJmmsIFRVN3Hfpa75XLyJfQs4uV/m618DHDzG9CRJkjbJr9iQJEnNMghJkqRmGYQkSVKzDEKSJKlZBiFJktQsg5AkSWqWQUiSJDXLICRJkpplEJIkSc0yCEmSpGYZhCRJUrMMQpIkqVkGIUmS1CyDkCRJapZBSJIkNcsgJEmSmmUQkiRJzTIISZKkZhmEJElSswxCkiSpWQYhSZLULIOQJElqlkFIkiQ1yyAkSZKaZRCSJEnNMghJkqRmGYQkSVKzDEKSJKlZBiFJktQsg5AkSWqWQUiSJDXLICRJkpplEJIkSc0aKwgleWSS85LclGRdkquTvGig/5Akq5NsSHJFkr0G+pLkjCR39suZSTLQv3e/z4Z+jEPHmaskSdKwcc8ILQK+A7wA+EXgFOCjfYjZDbi0b9sFuAr4yMC+xwFHAAcBBwKHA8cP9F8MXA3sCrwR+HiS3cecryRJ0s+lqiY7YPIN4M/oAswxVfXrffvOwB3AU6tqdZIvAedX1fv7/mOBV1fVs5PsC1wL7FZV6/r+zwMXVdXZmzr+5ZdfPvYbmp2dBWCnnXa6X/vJJ1437tAjnfnO/ac29rZkVG01Pms7XdZ3eqztdLVS38MOOyyb3+qBJnqPUJLHAfsCq4ADgGvm+qrqHuDbfTvD/f3rwb4b50LQPP2SJEljWzSpgZLsCFwEfKA/47MEuH1os7XA0v71kn59sG9Jf5/QcN9c/56bm8fMzMwWzP7+Vq5cOe9YixevGXvsUSYx7+3BqNpqfNZ2uqzv9Fjb6bK+mzaRM0JJdgA+CPwIOKFvXg8sG9p0GbBuRP8yYH111+o2t68kSdLYxg5C/Rmc84DHASuq6sd91yq6G6HnttsZeGLf/oD+/vVg3z5Jlo7olyRJGtskzgj9FbA/8LtVNTvQfhkwk2RFksXAm4FvVNXqvv8C4MQkeybZAzgJOB+gqq4Hvg6cmmRxkiPpniy7ZALzlSRJAsa8R6j/vUDHA/cCtw38GqDjq+qiJCuA9wAXAl8Fjh7Y/RxgH7qnwwDO7dvmHE0XjO4CbgaOqqrhe44kSZK22FhBqKpuAkY+rlZVnwH2G9FXwMn9Ml//GuDgceYnSZK0KX7FhiRJapZBSJIkNcsgJEmSmmUQkiRJzTIISZKkZhmEJElSswxCkiSpWQYhSZLULIOQJElqlkFIkiQ1yyAkSZKaZRCSJEnNMghJkqRmGYQkSVKzDEKSJKlZBiFJktQsg5AkSWqWQUiSJDXLICRJkpplEJIkSc0yCEmSpGYZhCRJUrMMQpIkqVkGIUmS1CyDkCRJapZBSJIkNcsgJEmSmmUQkiRJzTIISZKkZhmEJElSswxCkiSpWQYhSZLUrLGDUJITklyV5N4k5w+0752kkqwfWE4Z6E+SM5Lc2S9nJsnQ/lck2ZBkdZJDx52rJEnSoEUTGON7wOnAC4Gd5ul/dFX9ZJ7244AjgIOAAi4HbgTO7vsvBr4MvLhfPp7kSVV1+wTmLEmSRKpqMgMlpwNPqKpj+vW9gX8FdpwvCCX5EnB+Vb2/Xz8WeHVVPTvJvsC1wG5Vta7v/zxwUVWdPTzWoMsvv3zsNzQ7OwvATjvdP9edfOJ14w490pnv3H9qY29LRtVW47O202V9p8faTlcr9T3ssMOy+a0eaGvcI3RTkluS/E2S3QbaDwCuGVi/pm+b67txLgTN0y9JkjS2SVwaG+UO4JnA14FdgfcCF9FdQgNYAqwd2H4tsKS/T2i4b65/z80ddGZmZrxZAytXrpx3rMWL14w99iiTmPf2YFRtNT5rO13Wd3qs7XRZ302bWhCqqvXAVf3q95OcANyaZFlV3Q2sB5YN7LIMWF9VlWS4b65/HZIkSROyNR+fn7t3Z+4a3iq6G6XnHNS3zfXtk2TpiH5JkqSxTeLx+UVJFgOPAB6RZHHf9qwkT06yQ5JdgXcDV1bV3CWvC4ATk+yZZA/gJOB8gKq6nu6S2qn9eEcCBwKXjDtfSZKkOZO4NPYm4NSB9VcAfwZ8C/gL4LHA3XSPx79sYLtzgH3ong4DOLdvm3M0XTC6C7gZOMpH5yVJ0iSNHYSq6jTgtBHdF29ivwJO7pf5+tcAB481OUmSpE3wKzYkSVKzDEKSJKlZBiFJktQsg5AkSWqWQUiSJDXLICRJkpplEJIkSc0yCEmSpGYZhCRJUrMMQpIkqVkGIUmS1CyDkCRJapZBSJIkNcsgJEmSmmUQkiRJzTIISZKkZhmEJElSswxCkiSpWQYhSZLULIOQJElqlkFIkiQ1yyAkSZKaZRCSJEnNMghJkqRmGYQkSVKzDEKSJKlZBiFJktQsg5AkSWqWQUiSJDXLICRJkpplEJIkSc0yCEmSpGaNHYSSnJDkqiT3Jjl/qO+QJKuTbEhyRZK9BvqS5Iwkd/bLmUky0L93v8+GfoxDx52rJEnSoEmcEfoecDrw14ONSXYDLgVOAXYBrgI+MrDJccARwEHAgcDhwPED/RcDVwO7Am8EPp5k9wnMV5IkCZhAEKqqS6vqb4E7h7peCqyqqo9V1UbgNOCgJPv1/a8EzqqqW6rqu8BZwDEASfYFngacWlWzVXUJcC2wYtz5SpIkzVk0xbEPAK6ZW6mqe5J8u29fPdzfvz5gYN8bq2rdiP6RVq5cOea0YXZ2dt6xNm6cHXvsUSYx7+3BqNpqfNZ2uqzv9Fjb6WqlvsuXL9+i/aZ5s/QSYO1Q21pg6Yj+tcCS/j6hze0rSZI0tmmeEVoPLBtqWwasG9G/DFhfVZVkc/uONDMzs2WzHTCXmofHWrx4zdhjjzKJeW8PRtVW47O202V9p8faTpf13bRpnhFaRXcjNABJdgae2Lc/oL9/Pdi3T5KlI/olSZLGNonH5xclWQw8AnhEksVJFgGXATNJVvT9bwa+UVWr+10vAE5MsmeSPYCTgPMBqup64OvAqf14R9I9WXbJuPOVJEmaM4kzQm8CZoE3AK/oX7+pqm6ne8rrz4G7gGcBRw/sdw7wCbqnwVYCn+rb5hwNPKPf9+3AUf2YkiRJEzH2PUJVdRrdo/Hz9X0G2G9EXwEn98t8/WuAg8ednyRJ0ih+xYYkSWqWQUiSJDXLICRJkpplEJIkSc0yCEmSpGYZhCRJUrMMQpIkqVkGIUmS1CyDkCRJapZBSJIkNcsgJEmSmmUQkiRJzTIISZKkZhmEJElSswxCkiSpWQYhSZLULIOQJElqlkFIkiQ1yyAkSZKaZRCSJEnNMghJkqRmGYQkSVKzDEKSJKlZBiFJktQsg5AkSWqWQUiSJDXLICRJkpplEJIkSc0yCEmSpGYZhCRJUrMMQpIkqVkGIUmS1CyDkCRJatbUg1CSK5NsTLK+X7410HdIktVJNiS5IsleA31JckaSO/vlzCSZ9nwlSVI7ttYZoROqakm/PBkgyW7ApcApwC7AVcBHBvY5DjgCOAg4EDgcOH4rzVeSJDVg0QIe+6XAqqr6GECS04A7kuxXVauBVwJnVdUtff9ZwKuBszc16MqVK8ee2Ozs7Lxjbdw4O/bYo0xi3tuDUbXV+KztdFnf6bG209VKfZcvX75F+22tM0JvS3JHki8mObhvOwC4Zm6DqroH+Hbf/oD+/vUBSJIkTcjWOCP0p8A3gR8BRwOfSPIUYAlw+9C2a4Gl/esl/fpg35IkqVADROsAAAmySURBVKoadbCZmZmxJzyXmofHWrx4zdhjjzKJeW8PRtVW47O202V9p8faTpf13bSpnxGqqq9W1bqqureqPgB8EXgxsB5YNrT5MmBd/3q4fxmwflMhSJIk6aFYiMfnCwiwiu5GaACS7Aw8sW9nuL9/vQpJkqQJmWoQSvLoJC9MsjjJoiS/Bzwf+EfgMmAmyYoki4E3A9/ob5QGuAA4McmeSfYATgLOn+Z8JUlSW6Z9j9COwOnAfsBPgdXAEVX1LYAkK4D3ABcCX6W7h2jOOcA+wLX9+rl928PSS1/yyamOf+nfHz7V8SVJ2h5NNQhV1e3AMzfR/xm6kDRfXwEn94skSdLE+RUbkiSpWQYhSZLULIOQJElqlkFIkiQ1yyAkSZKaZRCSJEnNMghJkqRmGYQkSVKzDEKSJKlZBiFJktQsg5AkSWqWQUiSJDXLICRJkpplEJIkSc0yCEmSpGYZhCRJUrMMQpIkqVkGIUmS1CyDkCRJapZBSJIkNcsgJEmSmrVooSegreOlL/nk1Ma+9O8Pn9rYkiRNk2eEJElSswxCkiSpWQYhSZLULIOQJElqlkFIkiQ1yyAkSZKaZRCSJEnN8vcIaWwP5XcUbdw4C8DixWse1Pb+jiJJ0jR5RkiSJDXLM0Lapk3zN2KDZ5wkqXXbdBBKsgtwHvDbwB3Af66qDy3srPRw4lePSFLbtukgBLwX+BHwOOApwKeSXFNVqxZ2WpIk6eFgmw1CSXYGVgAzVbUe+EKSvwd+H3jDgk5OehA82yRJ275tNggB+wI/rarrB9quAV6wqZ1Wrlw59oFnZ2fnHWvuiSdtuZ/97GeAtRzXi3/7Yw9om6vtDjtct7Wn0wTrOz2bqu2Z79x/a0/nYWfU32mjnHzi9H7Gp/l5Ll++fIv2S1VNeCqTkeR5wMeq6vEDba8Gfq+qDl6wiUmSpIeNbfnx+fXAsqG2ZcC6BZiLJEl6GNqWg9D1wKIkTxpoOwjwRmlJkjQR2+ylMYAkHwYKeBXdU2OfBn7dp8YkSdIkbMtnhABeB+wE/AC4GHitIUiSJE3KNn1GSJIkaZq29TNCkiRJU2MQkiRJzTIIDUiyS5LLktyT5KYkL1/oOW0vkjwyyXl93dYluTrJiwb6D0myOsmGJFck2WugL0nOSHJnv5yZJAvzTrZtSZ6UZGOSCwfarO0EJDk6yXX9n/9v97/LzPpOQJK9k3w6yV1JbkvyniSL+j7r+xAkOSHJVUnuTXL+UN8W17L/jK7o912d5NCt+LYWlEHo/ga/2+z3gL9KcsDCTmm7sQj4Dt1v/v5F4BTgo/0frt2AS/u2XYCrgI8M7HsccATdr0c4EDgcOH7rTX278l7ga3Mr1nYykhwGnAH8IbAUeD5wo/WdmPfRPfSynO4J4BcAr7O+W+R7wOnAXw82TqCWFwNXA7sCbwQ+nmT36byFbUxVuXQ3jO9MF4L2HWj7IPD2hZ7b9roA36D7vrjjgC8N1XoW2K9f/xJw3ED/scBXFnr+29oCHA18FDgNuLBvs7aTqe2XgGPnabe+k6nvdcCLB9b/K3CO9R2rpqcD5w+sb3Et6b7S6l5g6UD/54HXLPT73BqLZ4TuM+q7zTwjtAWSPI6upqvoanjNXF9V3QN8m/tqe79+rPsDJFkGvAU4aajL2o4pySOAZwC7J7khyS39pZudsL6T8i7g6CSPSrIn8CLgH7C+kzROLQ8AbqyqdSP6H9YMQvdZAqwdaltLd5pcD0GSHYGLgA9U1Wo2X9vh/rXAktbvBRjyVuC8qvrOULu1Hd/jgB2Bo4Dn0V26eSrwJqzvpHyO7i/Vu4Fb6C7b/C3Wd5LGqWXTf/8ZhO7jd5tNQJId6C4p/gg4oW/eXG2H+5cB66s/P9u6JE8BDgX+cp5uazu+2f6//72qbq2qO4B3Ai/G+o6t/3/CP9Ldv7IzsBvwGLp7sqzv5IxTy6b//jMI3cfvNhtT/y+L8+j+hb2iqn7cd62iq+XcdjsDT+S+2t6vH+s+7GBgb+DmJLcBfwysSPIvWNuxVdVddGcp5vvL1fqObxfg3wDvqap7q+pO4G/ogqb1nZxxarkK2CfJ0hH9D28LfZPStrQAH6a7c35n4Ll0pwYPWOh5bS8LcDbwFWDJUPvufS1XAIvp/iX4lYH+19DdTLknsAfdH74mbtJ7kHV9FPD4geUdwMf7ulrbydT4LXRP4z2W7mzF5+kuR1rfydT3RuANdE+XPhq4jO7yufV96LVc1NfqbXRn3xf3bWPVsv9/9zv6fY8EfgjsvtDvd6vUdKEnsC0tdP9y+VvgHuBm4OULPaftZQH2ovsX9Ua606xzy+/1/YcCq+kuQ1wJ7D2wb4Azgf/TL2fSf/2Ly7y1Po3+qTFrO7Ga7kj3iPcPgduAdwOLre/E6vuUvnZ3AXcAHwMea323qJan9f+vHVxOG7eWdGedr+z3/RZw6EK/1621+F1jkiSpWd4jJEmSmmUQkiRJzTIISZKkZhmEJElSswxCkiSpWQYhSZLULIOQJElqlkFIkiQ1yyAkSZKaZRCSJEnNMghJelhIcnaSUxZ6HpK2L37XmKTtTpJjgFdV1W8s9Fwkbd88IyRpm5Nk0ULPQVIbDEKStglJ1iT50yTfAO5J8qYk306yLsk3kxzZb7c/cDbwnCTrk/ywbz8/yen964OT3JLkpCQ/SHJrkj8cONauST6R5O4kX0tyepIvLMDblrTADEKStiUvA34HeDTwLeB5wC8CfwZcmGR5VV0HvAb4clUtqapHjxjr8f2+ewLHAu9N8pi+773APf02r+wXSQ0yCEnalry7qr5TVbNV9bGq+l5V/ayqPgL8f8CvPYSxfgy8pap+XFWfBtYDT07yCGAFcGpVbaiqbwIfmPg7kbRdMAhJ2pZ8Z+5Fkj9I8vUkP+wvf80Auz2Ese6sqp8MrG8AlgC7A4sGjzX0WlJDDEKStiUFkGQv4H8AJwC79pe/VgIZ3G4L3Q78BHjCQNu/GWM8Sdsxg5CkbdHOdGHndoD+RueZgf7vA09I8gsPdeCq+ilwKXBakkcl2Q/4g/GnLGl7ZBCStM3p79s5C/gyXej5VeCLA5t8FlgF3Jbkji04xAl0N1LfBnwQuBi4d5w5S9o++QsVJTUvyRnA46vKp8ekxnhGSFJzkuyX5MB0fo3u8frLFnpekrY+f3urpBYtpbsctgfwA7rLcH+3oDOStCC8NCZJkprlpTFJktQsg5AkSWqWQUiSJDXLICRJkpplEJIkSc0yCEmSpGYZhCRJUrMMQpIkqVkGIUmS1CyDkCRJapZBSJIkNcsgJEmSmmUQkiRJzfr/AUMgs8YxXezLAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Statistics for dataframe grouped by book_id:\n",
      "count    4987.000000\n",
      "mean       52.382595\n",
      "std        83.432535\n",
      "min        13.000000\n",
      "25%        17.000000\n",
      "50%        26.000000\n",
      "75%        49.000000\n",
      "max      1079.000000\n",
      "Name: rating, dtype: float64\n"
     ]
    }
   ],
   "source": [
    "generate_hist(df=ratings, col_name='book_id', title='Number of ratings per book')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's see the distribution of number of books ratings per user:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Statistics for dataframe grouped by user_id:\n",
      "count    2671.000000\n",
      "mean       97.803070\n",
      "std        28.093466\n",
      "min         9.000000\n",
      "25%        80.000000\n",
      "50%        98.000000\n",
      "75%       115.000000\n",
      "max       193.000000\n",
      "Name: rating, dtype: float64\n"
     ]
    }
   ],
   "source": [
    "generate_hist(df=ratings, col_name='user_id', title='Number of ratings per user')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Statistics for ratings :"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    261232.000000\n",
       "mean          3.909866\n",
       "std           0.990667\n",
       "min           1.000000\n",
       "25%           3.000000\n",
       "50%           4.000000\n",
       "75%           5.000000\n",
       "max           5.000000\n",
       "Name: rating, dtype: float64"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ratings.rating.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 414.72x316.8 with 1 Axes>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dexplot.count(val='rating', data=ratings, normalize= True, title='Ratings distribution', cmap='plasma')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Prediction models\n",
    "In this section I will construct models and compare them:\n",
    "1. Memory Based Collaborative Filtering - neighborhood algorithms :\n",
    "   * User based\n",
    "   * Item based\n",
    "2. Matrix factorization\n",
    "3. Random"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Data preparation:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "reader = Reader(rating_scale=(1, 5))\n",
    "#Load ratings as dataset\n",
    "data = Dataset.load_from_df(ratings, reader)\n",
    "raw_ratings = data.raw_ratings\n",
    "random.shuffle(raw_ratings)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Divide data into train and test (20% of whole dataset) : "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_size = int(0.8 * len(raw_ratings)) \n",
    "train_raw_ratings = raw_ratings[:train_size]\n",
    "test_raw_ratings = raw_ratings[train_size:]\n",
    "# data is now trainset\n",
    "data.raw_ratings = train_raw_ratings"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's create an empty list which will store the information about models."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "models_info = []"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Memory Based Collaborative Filtering"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "I will use 4 different neighborhood algorithms defined in Surprise library : \n",
    "* <b>KNNBasic</b> \n",
    "* <b>KNNBaseline</b> \n",
    "* <b>KNNWithMean</b> \n",
    "* <b>KNNWithZScore</b> \n",
    "\n",
    "I will explore two different approaches : user-based and item-based. For each algorithm I will try to find hyperparameters which optimze two performance measures : <b>RMSE</b> (Root Mean Square Error) and <b>MAE</b> (Mean Absolute Error)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The parameters which will be optimized are:\n",
    "* <b>k</b> - max number of neighbors to take into account for aggregation\n",
    "* <b>min_k</b> - the minimum number of neighbors to take into account for aggregation. If there are not enough neighbors, the prediction is set to the global mean of all ratings\n",
    "* <b>sim_options name</b> - the name of the similarity to use\n",
    "\n",
    "Parametr <b>user_based</b> defines if the similarity is user-based (user_based=True) or item_based (user_based=False).\n",
    "\n",
    "For each approach dependence of RMSE and MAE scores on parameters min_k and k will be visualized. \n",
    "Showing only visualization for the similarity measure which achieve the best score."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "knn_model_dict = {'KNNBasic': KNNBasic,'KNNBaseline': KNNBaseline,\n",
    "              'KNNWithZScore': KNNWithZScore, 'KNNWithMeans' :KNNWithMeans}\n",
    "k_list = [50, 60, 70, 80]\n",
    "min_k_list = [2, 5, 10, 15]\n",
    "similarities_list = ['cosine', 'pearson']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<b>User-based</b>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Best parameters for model KNNBasic are {'rmse': {'k': 80, 'min_k': 10, 'sim_options': {'name': 'pearson', 'user_based': True}}, 'mae': {'k': 80, 'min_k': 15, 'sim_options': {'name': 'pearson', 'user_based': True}}}\n",
      "Best parameters for model KNNBaseline are {'rmse': {'k': 80, 'min_k': 15, 'sim_options': {'name': 'pearson', 'user_based': True}}, 'mae': {'k': 80, 'min_k': 15, 'sim_options': {'name': 'pearson', 'user_based': True}}}\n",
      "Best parameters for model KNNWithZScore are {'rmse': {'k': 80, 'min_k': 10, 'sim_options': {'name': 'pearson', 'user_based': True}}, 'mae': {'k': 80, 'min_k': 5, 'sim_options': {'name': 'pearson', 'user_based': True}}}\n",
      "Best parameters for model KNNWithMeans are {'rmse': {'k': 80, 'min_k': 10, 'sim_options': {'name': 'pearson', 'user_based': True}}, 'mae': {'k': 80, 'min_k': 10, 'sim_options': {'name': 'pearson', 'user_based': True}}}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "findfont: Font family ['Helvetica'] not found. Falling back to DejaVu Sans.\n",
      "findfont: Font family ['Helvetica'] not found. Falling back to DejaVu Sans.\n"
     ]
    },
    {
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\n",
      "text/plain": [
       "<Figure size 2160x2160 with 8 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "knn_result_user_based = grid_knn(data, knn_model_dict, k_list = k_list, \n",
    "                                 min_k_list = min_k_list, similarities_list=similarities_list, \n",
    "                                 user_based=True)\n",
    "plot_scoring_results(knn_result_user_based, k_list, min_k_list)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<b>Item-based</b>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Best parameters for model KNNBasic are {'rmse': {'k': 50, 'min_k': 2, 'sim_options': {'name': 'cosine', 'user_based': False}}, 'mae': {'k': 50, 'min_k': 2, 'sim_options': {'name': 'cosine', 'user_based': False}}}\n",
      "Best parameters for model KNNBaseline are {'rmse': {'k': 60, 'min_k': 5, 'sim_options': {'name': 'cosine', 'user_based': False}}, 'mae': {'k': 60, 'min_k': 5, 'sim_options': {'name': 'pearson', 'user_based': False}}}\n",
      "Best parameters for model KNNWithZScore are {'rmse': {'k': 60, 'min_k': 2, 'sim_options': {'name': 'cosine', 'user_based': False}}, 'mae': {'k': 60, 'min_k': 2, 'sim_options': {'name': 'cosine', 'user_based': False}}}\n",
      "Best parameters for model KNNWithMeans are {'rmse': {'k': 60, 'min_k': 2, 'sim_options': {'name': 'cosine', 'user_based': False}}, 'mae': {'k': 60, 'min_k': 2, 'sim_options': {'name': 'cosine', 'user_based': False}}}\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2160x2160 with 8 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "knn_result_item_based = grid_knn(data, knn_model_dict, k_list = k_list, \n",
    "                                 min_k_list = min_k_list, similarities_list=similarities_list, \n",
    "                                 user_based=False)\n",
    "plot_scoring_results(knn_result_item_based, min_k_list, k_list)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Matrix Factorization"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "I will use SVD algorithm.\n",
    "See the Surprise documentation to read more about it: \n",
    "[documentation](https://surprise.readthedocs.io/en/stable/matrix_factorization.html).\n",
    "The parameters which will be optimalyzed in gridsearch are:\n",
    "* <b>n_epochs</b> - number of iteration of the SGD procedure\n",
    "* <b>n_factors</b> - number of factors\n",
    "* <b>lr_all</b> - learning rate for all parameters.\n",
    "* <b>reg_all</b> - regularization term for all parameters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "matrix_fact_dict = {'SVD' : SVD}\n",
    "n_epochs = [20, 30, 40]\n",
    "n_factors = [50, 100, 150]\n",
    "lr_all = [0.01, 0.1]\n",
    "reg_all = [0.01, 0.1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Best parameters for model SVD are {'rmse': {'n_epochs': 40, 'lr_all': 0.01, 'n_factors': 150, 'reg_all': 0.1}, 'mae': {'n_epochs': 40, 'lr_all': 0.01, 'n_factors': 150, 'reg_all': 0.1}}\n"
     ]
    }
   ],
   "source": [
    "matrix_fact_list = grid_matrix_fact(data, matrix_fact_dict, n_epochs, n_factors, lr_all, reg_all)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Random"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This algorithm predicts a random rating based on the distribution of the training set, which is assumed to be normal.\n",
    "The predicted rating $r_{ui}$, for user u and book i, is generated from a normal distribution $\\mathcal{N}(\\hat{\\mu},\\hat{\\sigma}^{2})$ where $\\hat{\\mu}$ and $\\hat{\\sigma}$ are estimated from the training set $R_{train}$ using Maximum Likelihood Estimation [4]:\n",
    "$$\n",
    "\\hat{\\mu} = \\frac{1}{\\lvert R_{train} \\rvert} \\sum\\limits_{r_{ui}\\in R_{train}} r_{ui}\n",
    "$$\n",
    "\n",
    "$$\n",
    "\\hat{\\sigma} = \\sqrt{ \\sum\\limits_{r_{ui}\\in R_{train}} \\frac{{(r_{ui} - \\hat{\\mu})}^{2}}{\\lvert R_{train} \\rvert}}\n",
    "$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "model = NormalPredictor()\n",
    "models_info.append(('Random', model))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "List of models :"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "knn_result_user_based = [(name + '_user_based', model) for (name, model) in knn_result_user_based]\n",
    "knn_result_item_based = [(name + '_item_based', model) for (name, model) in knn_result_item_based]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "models_info = models_info + knn_result_user_based + knn_result_item_based + matrix_fact_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('Random',\n",
       "  <surprise.prediction_algorithms.random_pred.NormalPredictor at 0x7f57f22b03a0>),\n",
       " ('KNNBasic_user_based',\n",
       "  <surprise.model_selection.search.GridSearchCV at 0x7f58090f95e0>),\n",
       " ('KNNBaseline_user_based',\n",
       "  <surprise.model_selection.search.GridSearchCV at 0x7f5809186df0>),\n",
       " ('KNNWithZScore_user_based',\n",
       "  <surprise.model_selection.search.GridSearchCV at 0x7f5809140fd0>),\n",
       " ('KNNWithMeans_user_based',\n",
       "  <surprise.model_selection.search.GridSearchCV at 0x7f586850d4c0>),\n",
       " ('KNNBasic_item_based',\n",
       "  <surprise.model_selection.search.GridSearchCV at 0x7f57f18a5af0>),\n",
       " ('KNNBaseline_item_based',\n",
       "  <surprise.model_selection.search.GridSearchCV at 0x7f57f23044c0>),\n",
       " ('KNNWithZScore_item_based',\n",
       "  <surprise.model_selection.search.GridSearchCV at 0x7f58091d5130>),\n",
       " ('KNNWithMeans_item_based',\n",
       "  <surprise.model_selection.search.GridSearchCV at 0x7f57f22fc6d0>),\n",
       " ('SVD', <surprise.model_selection.search.GridSearchCV at 0x7f580915ef10>)]"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "models_info"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<b>Comparison of all algorithms</b>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "scorings = ['rmse', 'mae']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Random\n",
      "RMSE: 1.3217\n",
      "MAE:  1.0518\n",
      "KNNBasic_user_based\n",
      "Computing the pearson similarity matrix...\n",
      "Done computing similarity matrix.\n",
      "RMSE: 0.9512\n",
      "Computing the pearson similarity matrix...\n",
      "Done computing similarity matrix.\n",
      "MAE:  0.7602\n",
      "KNNBaseline_user_based\n",
      "Estimating biases using als...\n",
      "Computing the pearson similarity matrix...\n",
      "Done computing similarity matrix.\n",
      "RMSE: 0.8535\n",
      "Estimating biases using als...\n",
      "Computing the pearson similarity matrix...\n",
      "Done computing similarity matrix.\n",
      "MAE:  0.6717\n",
      "KNNWithZScore_user_based\n",
      "Computing the pearson similarity matrix...\n",
      "Done computing similarity matrix.\n",
      "RMSE: 0.8556\n",
      "Computing the pearson similarity matrix...\n",
      "Done computing similarity matrix.\n",
      "MAE:  0.6657\n",
      "KNNWithMeans_user_based\n",
      "Computing the pearson similarity matrix...\n",
      "Done computing similarity matrix.\n",
      "RMSE: 0.8578\n",
      "Computing the pearson similarity matrix...\n",
      "Done computing similarity matrix.\n",
      "MAE:  0.6682\n",
      "KNNBasic_item_based\n",
      "Computing the cosine similarity matrix...\n",
      "Done computing similarity matrix.\n",
      "RMSE: 0.8885\n",
      "Computing the cosine similarity matrix...\n",
      "Done computing similarity matrix.\n",
      "MAE:  0.6970\n",
      "KNNBaseline_item_based\n",
      "Estimating biases using als...\n",
      "Computing the cosine similarity matrix...\n",
      "Done computing similarity matrix.\n",
      "RMSE: 0.8561\n",
      "Estimating biases using als...\n",
      "Computing the pearson similarity matrix...\n",
      "Done computing similarity matrix.\n",
      "MAE:  0.6684\n",
      "KNNWithZScore_item_based\n",
      "Computing the cosine similarity matrix...\n",
      "Done computing similarity matrix.\n",
      "RMSE: 0.8661\n",
      "Computing the cosine similarity matrix...\n",
      "Done computing similarity matrix.\n",
      "MAE:  0.6777\n",
      "KNNWithMeans_item_based\n",
      "Computing the cosine similarity matrix...\n",
      "Done computing similarity matrix.\n",
      "RMSE: 0.8645\n",
      "Computing the cosine similarity matrix...\n",
      "Done computing similarity matrix.\n",
      "MAE:  0.6769\n",
      "SVD\n",
      "RMSE: 0.8452\n",
      "MAE:  0.6633\n"
     ]
    }
   ],
   "source": [
    "rmse = []\n",
    "mae = []\n",
    "for name, grid in models_info:\n",
    "    print(name)                                                                                                                                \n",
    "    # now test on the trainset                                                 \n",
    "    trainset = data.build_full_trainset()\n",
    "    testset = data.construct_testset(test_raw_ratings)\n",
    "    for scoring_name in scorings:\n",
    "        if name != 'Random':\n",
    "            model = grid.best_estimator[scoring_name]\n",
    "        else:\n",
    "            model = grid\n",
    "        model.fit(trainset)                                              \n",
    "        predictions = model.test(testset)\n",
    "        if scoring_name == 'rmse':\n",
    "            rmse.append(accuracy.rmse(predictions))\n",
    "        else:\n",
    "            mae.append(accuracy.mae(predictions))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
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       "            background-color:  yellow;\n",
       "        }</style><table id=\"T_c571e8fe_bb24_11eb_b6f5_bf214a01b041\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >Method</th>        <th class=\"col_heading level0 col1\" >RMSE</th>        <th class=\"col_heading level0 col2\" >MAE</th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                        <th id=\"T_c571e8fe_bb24_11eb_b6f5_bf214a01b041level0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
       "                        <td id=\"T_c571e8fe_bb24_11eb_b6f5_bf214a01b041row0_col0\" class=\"data row0 col0\" >Random</td>\n",
       "                        <td id=\"T_c571e8fe_bb24_11eb_b6f5_bf214a01b041row0_col1\" class=\"data row0 col1\" >1.321724</td>\n",
       "                        <td id=\"T_c571e8fe_bb24_11eb_b6f5_bf214a01b041row0_col2\" class=\"data row0 col2\" >1.051821</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_c571e8fe_bb24_11eb_b6f5_bf214a01b041level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
       "                        <td id=\"T_c571e8fe_bb24_11eb_b6f5_bf214a01b041row1_col0\" class=\"data row1 col0\" >KNNBasic_user_based</td>\n",
       "                        <td id=\"T_c571e8fe_bb24_11eb_b6f5_bf214a01b041row1_col1\" class=\"data row1 col1\" >0.951170</td>\n",
       "                        <td id=\"T_c571e8fe_bb24_11eb_b6f5_bf214a01b041row1_col2\" class=\"data row1 col2\" >0.760192</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_c571e8fe_bb24_11eb_b6f5_bf214a01b041level0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
       "                        <td id=\"T_c571e8fe_bb24_11eb_b6f5_bf214a01b041row2_col0\" class=\"data row2 col0\" >KNNBaseline_user_based</td>\n",
       "                        <td id=\"T_c571e8fe_bb24_11eb_b6f5_bf214a01b041row2_col1\" class=\"data row2 col1\" >0.853463</td>\n",
       "                        <td id=\"T_c571e8fe_bb24_11eb_b6f5_bf214a01b041row2_col2\" class=\"data row2 col2\" >0.671673</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_c571e8fe_bb24_11eb_b6f5_bf214a01b041level0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
       "                        <td id=\"T_c571e8fe_bb24_11eb_b6f5_bf214a01b041row3_col0\" class=\"data row3 col0\" >KNNWithZScore_user_based</td>\n",
       "                        <td id=\"T_c571e8fe_bb24_11eb_b6f5_bf214a01b041row3_col1\" class=\"data row3 col1\" >0.855638</td>\n",
       "                        <td id=\"T_c571e8fe_bb24_11eb_b6f5_bf214a01b041row3_col2\" class=\"data row3 col2\" >0.665709</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_c571e8fe_bb24_11eb_b6f5_bf214a01b041level0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
       "                        <td id=\"T_c571e8fe_bb24_11eb_b6f5_bf214a01b041row4_col0\" class=\"data row4 col0\" >KNNWithMeans_user_based</td>\n",
       "                        <td id=\"T_c571e8fe_bb24_11eb_b6f5_bf214a01b041row4_col1\" class=\"data row4 col1\" >0.857791</td>\n",
       "                        <td id=\"T_c571e8fe_bb24_11eb_b6f5_bf214a01b041row4_col2\" class=\"data row4 col2\" >0.668161</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_c571e8fe_bb24_11eb_b6f5_bf214a01b041level0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
       "                        <td id=\"T_c571e8fe_bb24_11eb_b6f5_bf214a01b041row5_col0\" class=\"data row5 col0\" >KNNBasic_item_based</td>\n",
       "                        <td id=\"T_c571e8fe_bb24_11eb_b6f5_bf214a01b041row5_col1\" class=\"data row5 col1\" >0.888497</td>\n",
       "                        <td id=\"T_c571e8fe_bb24_11eb_b6f5_bf214a01b041row5_col2\" class=\"data row5 col2\" >0.696982</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_c571e8fe_bb24_11eb_b6f5_bf214a01b041level0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
       "                        <td id=\"T_c571e8fe_bb24_11eb_b6f5_bf214a01b041row6_col0\" class=\"data row6 col0\" >KNNBaseline_item_based</td>\n",
       "                        <td id=\"T_c571e8fe_bb24_11eb_b6f5_bf214a01b041row6_col1\" class=\"data row6 col1\" >0.856132</td>\n",
       "                        <td id=\"T_c571e8fe_bb24_11eb_b6f5_bf214a01b041row6_col2\" class=\"data row6 col2\" >0.668380</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_c571e8fe_bb24_11eb_b6f5_bf214a01b041level0_row7\" class=\"row_heading level0 row7\" >7</th>\n",
       "                        <td id=\"T_c571e8fe_bb24_11eb_b6f5_bf214a01b041row7_col0\" class=\"data row7 col0\" >KNNWithZScore_item_based</td>\n",
       "                        <td id=\"T_c571e8fe_bb24_11eb_b6f5_bf214a01b041row7_col1\" class=\"data row7 col1\" >0.866092</td>\n",
       "                        <td id=\"T_c571e8fe_bb24_11eb_b6f5_bf214a01b041row7_col2\" class=\"data row7 col2\" >0.677739</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_c571e8fe_bb24_11eb_b6f5_bf214a01b041level0_row8\" class=\"row_heading level0 row8\" >8</th>\n",
       "                        <td id=\"T_c571e8fe_bb24_11eb_b6f5_bf214a01b041row8_col0\" class=\"data row8 col0\" >KNNWithMeans_item_based</td>\n",
       "                        <td id=\"T_c571e8fe_bb24_11eb_b6f5_bf214a01b041row8_col1\" class=\"data row8 col1\" >0.864491</td>\n",
       "                        <td id=\"T_c571e8fe_bb24_11eb_b6f5_bf214a01b041row8_col2\" class=\"data row8 col2\" >0.676945</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_c571e8fe_bb24_11eb_b6f5_bf214a01b041level0_row9\" class=\"row_heading level0 row9\" >9</th>\n",
       "                        <td id=\"T_c571e8fe_bb24_11eb_b6f5_bf214a01b041row9_col0\" class=\"data row9 col0\" >SVD</td>\n",
       "                        <td id=\"T_c571e8fe_bb24_11eb_b6f5_bf214a01b041row9_col1\" class=\"data row9 col1\" >0.845166</td>\n",
       "                        <td id=\"T_c571e8fe_bb24_11eb_b6f5_bf214a01b041row9_col2\" class=\"data row9 col2\" >0.663349</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7f5809234c10>"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "d = {'RMSE': rmse, \n",
    "     'MAE': mae\n",
    "    }\n",
    "df = pd.DataFrame(data=d)\n",
    "df.insert(loc=0, column='Method', value=[name for name, _ in models_info])\n",
    "color = (df.RMSE == df.RMSE.min()).map({True: 'background-color: yellow', False: 'background_color: white'})\n",
    "df.style.apply(lambda s: color)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,10))\n",
    "plt.subplot(1, 2, 1)\n",
    "plot_diff(df, 'Method', 'RMSE')\n",
    "plt.subplot(1, 2, 2)\n",
    "plot_diff(df, 'Method', 'MAE')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Recommendations"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we can finally recommend books for the users. \n",
    "Let's use the algorithm which has the lowest RMSE on test set - SVD"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<surprise.prediction_algorithms.matrix_factorization.SVD at 0x7f58684f6ac0>"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model_idx = df['RMSE'].idxmin()\n",
    "model = models_info[model_idx][1].best_estimator['rmse']\n",
    "model"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's recommend 10 books for user 51363."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "scrolled": true
   },
   "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>book_id</th>\n",
       "      <th>prediction</th>\n",
       "      <th>pred_rating</th>\n",
       "      <th>authors</th>\n",
       "      <th>title</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>4483</td>\n",
       "      <td>4.855577</td>\n",
       "      <td>5</td>\n",
       "      <td>Bill Watterson</td>\n",
       "      <td>It's a Magical World: A Calvin and Hobbes Coll...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>3628</td>\n",
       "      <td>4.830016</td>\n",
       "      <td>5</td>\n",
       "      <td>Bill Watterson</td>\n",
       "      <td>The Complete Calvin and Hobbes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4868</td>\n",
       "      <td>4.804819</td>\n",
       "      <td>5</td>\n",
       "      <td>James E. Talmage</td>\n",
       "      <td>Jesus the Christ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1788</td>\n",
       "      <td>4.797750</td>\n",
       "      <td>5</td>\n",
       "      <td>Bill Watterson</td>\n",
       "      <td>The Calvin and Hobbes Tenth Anniversary Book</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>862</td>\n",
       "      <td>4.784538</td>\n",
       "      <td>5</td>\n",
       "      <td>Brandon Sanderson</td>\n",
       "      <td>Words of Radiance (The Stormlight Archive, #2)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6590</td>\n",
       "      <td>4.759855</td>\n",
       "      <td>5</td>\n",
       "      <td>Bill Watterson</td>\n",
       "      <td>The Authoritative Calvin and Hobbes: A Calvin ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>3358</td>\n",
       "      <td>4.747554</td>\n",
       "      <td>5</td>\n",
       "      <td>Douglas Adams</td>\n",
       "      <td>The Hitchhiker's Guide to the Galaxy: A Trilog...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>4046</td>\n",
       "      <td>4.717055</td>\n",
       "      <td>5</td>\n",
       "      <td>Gary Larson</td>\n",
       "      <td>The Far Side Gallery 3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2353</td>\n",
       "      <td>4.697105</td>\n",
       "      <td>5</td>\n",
       "      <td>Neil Gaiman</td>\n",
       "      <td>Season of Mists (The Sandman #4)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>3753</td>\n",
       "      <td>4.696265</td>\n",
       "      <td>5</td>\n",
       "      <td>J.K. Rowling</td>\n",
       "      <td>Harry Potter Collection (Harry Potter, #1-6)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   book_id  prediction  pred_rating            authors  \\\n",
       "0     4483    4.855577            5     Bill Watterson   \n",
       "1     3628    4.830016            5     Bill Watterson   \n",
       "2     4868    4.804819            5   James E. Talmage   \n",
       "3     1788    4.797750            5     Bill Watterson   \n",
       "4      862    4.784538            5  Brandon Sanderson   \n",
       "5     6590    4.759855            5     Bill Watterson   \n",
       "6     3358    4.747554            5      Douglas Adams   \n",
       "7     4046    4.717055            5        Gary Larson   \n",
       "8     2353    4.697105            5        Neil Gaiman   \n",
       "9     3753    4.696265            5       J.K. Rowling   \n",
       "\n",
       "                                               title  \n",
       "0  It's a Magical World: A Calvin and Hobbes Coll...  \n",
       "1                     The Complete Calvin and Hobbes  \n",
       "2                                   Jesus the Christ  \n",
       "3       The Calvin and Hobbes Tenth Anniversary Book  \n",
       "4     Words of Radiance (The Stormlight Archive, #2)  \n",
       "5  The Authoritative Calvin and Hobbes: A Calvin ...  \n",
       "6  The Hitchhiker's Guide to the Galaxy: A Trilog...  \n",
       "7                             The Far Side Gallery 3  \n",
       "8                   Season of Mists (The Sandman #4)  \n",
       "9       Harry Potter Collection (Harry Potter, #1-6)  "
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top_n = get_top_n(51363, ratings, model,n=10)\n",
    "get_names(top_n, books)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can look at the list of books which user 51363 gave rate 5 and compare it to recommendation list.\n",
    "For example we can see that user gave high rates to 3 books about Harry Potter. Our recommendation system recommended him the collection of first 6 books from this serie."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>user_id</th>\n",
       "      <th>book_id</th>\n",
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       "      <td>51363</td>\n",
       "      <td>1269</td>\n",
       "      <td>5</td>\n",
       "      <td>Richard   Preston</td>\n",
       "      <td>The Hot Zone: The Terrifying True Story of the...</td>\n",
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       "      <td>51363</td>\n",
       "      <td>358</td>\n",
       "      <td>5</td>\n",
       "      <td>Dr. Seuss</td>\n",
       "      <td>Oh, The Places You'll Go!</td>\n",
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       "      <th>2</th>\n",
       "      <td>51363</td>\n",
       "      <td>626</td>\n",
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       "      <td>Chris Van Allsburg</td>\n",
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       "      <th>3</th>\n",
       "      <td>51363</td>\n",
       "      <td>50</td>\n",
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       "      <td>Shel Silverstein</td>\n",
       "      <td>Where the Sidewalk Ends</td>\n",
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       "      <th>4</th>\n",
       "      <td>51363</td>\n",
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       "      <td>A Light in the Attic</td>\n",
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       "      <th>5</th>\n",
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       "      <td>The Hobbit</td>\n",
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       "      <td>J.K. Rowling</td>\n",
       "      <td>Harry Potter and the Sorcerer's Stone (Harry P...</td>\n",
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       "      <td>Harry Potter and the Prisoner of Azkaban (Harr...</td>\n",
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       "      <td>Tess Gerritsen</td>\n",
       "      <td>The Apprentice (Rizzoli &amp; Isles, #2)</td>\n",
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       "      <th>10</th>\n",
       "      <td>51363</td>\n",
       "      <td>4802</td>\n",
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       "      <td>Tess Gerritsen</td>\n",
       "      <td>The Keepsake (Rizzoli &amp; Isles, #7)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>51363</td>\n",
       "      <td>118</td>\n",
       "      <td>5</td>\n",
       "      <td>Amy Tan</td>\n",
       "      <td>The Joy Luck Club</td>\n",
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       "      <th>12</th>\n",
       "      <td>51363</td>\n",
       "      <td>848</td>\n",
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       "      <td>Amy Tan</td>\n",
       "      <td>The Bonesetter's Daughter</td>\n",
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       "      <td>51363</td>\n",
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       "      <td>Amy Tan</td>\n",
       "      <td>The Hundred Secret Senses</td>\n",
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       "      <th>14</th>\n",
       "      <td>51363</td>\n",
       "      <td>117</td>\n",
       "      <td>5</td>\n",
       "      <td>Madeleine L'Engle</td>\n",
       "      <td>A Wrinkle in Time (A Wrinkle in Time Quintet, #1)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>51363</td>\n",
       "      <td>1196</td>\n",
       "      <td>5</td>\n",
       "      <td>Madeleine L'Engle</td>\n",
       "      <td>A Wind in the Door (A Wrinkle in Time Quintet,...</td>\n",
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       "      <th>16</th>\n",
       "      <td>51363</td>\n",
       "      <td>1530</td>\n",
       "      <td>5</td>\n",
       "      <td>Madeleine L'Engle</td>\n",
       "      <td>A Swiftly Tilting Planet (A Wrinkle in Time Qu...</td>\n",
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       "      <th>17</th>\n",
       "      <td>51363</td>\n",
       "      <td>3739</td>\n",
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       "      <td>Madeleine L'Engle</td>\n",
       "      <td>Many Waters (A Wrinkle in Time Quintet, #4)</td>\n",
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       "      <th>18</th>\n",
       "      <td>51363</td>\n",
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       "      <td>Daniel Keyes</td>\n",
       "      <td>Flowers for Algernon</td>\n",
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       "      <th>19</th>\n",
       "      <td>51363</td>\n",
       "      <td>54</td>\n",
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       "      <td>Douglas Adams</td>\n",
       "      <td>The Hitchhiker's Guide to the Galaxy (Hitchhik...</td>\n",
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       "      <th>20</th>\n",
       "      <td>51363</td>\n",
       "      <td>391</td>\n",
       "      <td>5</td>\n",
       "      <td>Dr. Seuss</td>\n",
       "      <td>The Lorax</td>\n",
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       "      <th>21</th>\n",
       "      <td>51363</td>\n",
       "      <td>1029</td>\n",
       "      <td>5</td>\n",
       "      <td>Brian K. Vaughan</td>\n",
       "      <td>Saga, Vol. 1 (Saga, #1)</td>\n",
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       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>51363</td>\n",
       "      <td>2244</td>\n",
       "      <td>5</td>\n",
       "      <td>Brian K. Vaughan</td>\n",
       "      <td>Saga, Vol. 2 (Saga, #2)</td>\n",
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       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>51363</td>\n",
       "      <td>2767</td>\n",
       "      <td>5</td>\n",
       "      <td>Brian K. Vaughan</td>\n",
       "      <td>Saga, Vol. 3 (Saga, #3)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>51363</td>\n",
       "      <td>3191</td>\n",
       "      <td>5</td>\n",
       "      <td>Brian K. Vaughan</td>\n",
       "      <td>Saga, Vol. 4 (Saga, #4)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>51363</td>\n",
       "      <td>4522</td>\n",
       "      <td>5</td>\n",
       "      <td>Brian K. Vaughan</td>\n",
       "      <td>Saga, Vol. 5 (Saga, #5)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>51363</td>\n",
       "      <td>47</td>\n",
       "      <td>5</td>\n",
       "      <td>Markus Zusak</td>\n",
       "      <td>The Book Thief</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>51363</td>\n",
       "      <td>1012</td>\n",
       "      <td>5</td>\n",
       "      <td>Kate Morton</td>\n",
       "      <td>The Secret Keeper</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    user_id  book_id  rating             authors  \\\n",
       "0     51363     1269       5   Richard   Preston   \n",
       "1     51363      358       5           Dr. Seuss   \n",
       "2     51363      626       5  Chris Van Allsburg   \n",
       "3     51363       50       5    Shel Silverstein   \n",
       "4     51363      278       5    Shel Silverstein   \n",
       "5     51363        7       5      J.R.R. Tolkien   \n",
       "6     51363        2       5        J.K. Rowling   \n",
       "7     51363       21       5        J.K. Rowling   \n",
       "8     51363       18       5        J.K. Rowling   \n",
       "9     51363     3158       5      Tess Gerritsen   \n",
       "10    51363     4802       5      Tess Gerritsen   \n",
       "11    51363      118       5             Amy Tan   \n",
       "12    51363      848       5             Amy Tan   \n",
       "13    51363     3311       5             Amy Tan   \n",
       "14    51363      117       5   Madeleine L'Engle   \n",
       "15    51363     1196       5   Madeleine L'Engle   \n",
       "16    51363     1530       5   Madeleine L'Engle   \n",
       "17    51363     3739       5   Madeleine L'Engle   \n",
       "18    51363      271       5        Daniel Keyes   \n",
       "19    51363       54       5       Douglas Adams   \n",
       "20    51363      391       5           Dr. Seuss   \n",
       "21    51363     1029       5    Brian K. Vaughan   \n",
       "22    51363     2244       5    Brian K. Vaughan   \n",
       "23    51363     2767       5    Brian K. Vaughan   \n",
       "24    51363     3191       5    Brian K. Vaughan   \n",
       "25    51363     4522       5    Brian K. Vaughan   \n",
       "26    51363       47       5        Markus Zusak   \n",
       "27    51363     1012       5         Kate Morton   \n",
       "\n",
       "                                                title  \n",
       "0   The Hot Zone: The Terrifying True Story of the...  \n",
       "1                           Oh, The Places You'll Go!  \n",
       "2                                   The Polar Express  \n",
       "3                             Where the Sidewalk Ends  \n",
       "4                                A Light in the Attic  \n",
       "5                                          The Hobbit  \n",
       "6   Harry Potter and the Sorcerer's Stone (Harry P...  \n",
       "7   Harry Potter and the Order of the Phoenix (Har...  \n",
       "8   Harry Potter and the Prisoner of Azkaban (Harr...  \n",
       "9                The Apprentice (Rizzoli & Isles, #2)  \n",
       "10                 The Keepsake (Rizzoli & Isles, #7)  \n",
       "11                                  The Joy Luck Club  \n",
       "12                          The Bonesetter's Daughter  \n",
       "13                          The Hundred Secret Senses  \n",
       "14  A Wrinkle in Time (A Wrinkle in Time Quintet, #1)  \n",
       "15  A Wind in the Door (A Wrinkle in Time Quintet,...  \n",
       "16  A Swiftly Tilting Planet (A Wrinkle in Time Qu...  \n",
       "17        Many Waters (A Wrinkle in Time Quintet, #4)  \n",
       "18                               Flowers for Algernon  \n",
       "19  The Hitchhiker's Guide to the Galaxy (Hitchhik...  \n",
       "20                                          The Lorax  \n",
       "21                            Saga, Vol. 1 (Saga, #1)  \n",
       "22                            Saga, Vol. 2 (Saga, #2)  \n",
       "23                            Saga, Vol. 3 (Saga, #3)  \n",
       "24                            Saga, Vol. 4 (Saga, #4)  \n",
       "25                            Saga, Vol. 5 (Saga, #5)  \n",
       "26                                     The Book Thief  \n",
       "27                                  The Secret Keeper  "
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "get_names(ratings[(ratings.rating == 5) & (ratings.user_id == 51363)], books)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#  References\n",
    "1. https://medium.com/recommendation-systems/user-based-vs-item-based-collaborative-filtering-d40bb49c7060\n",
    "2. http://surprise.readthedocs.io/en/stable/getting_started.html\n",
    "3. https://towardsdatascience.com/prototyping-a-recommender-system-step-by-step-part-2-alternating-least-square-als-matrix-4a76c58714a1\n",
    "4. https://surprise.readthedocs.io/en/stable/basic_algorithms.html#surprise.prediction_algorithms.random_pred.NormalPredictor"
   ]
  }
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