Book_Recomendation_System.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "52bfabe3",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "4f3e258c",
   "metadata": {},
   "outputs": [],
   "source": [
    "books= pd.read_csv(\"Books.csv\")\n",
    "users=pd.read_csv(\"Users.csv\")\n",
    "ratings=pd.read_csv(\"Ratings.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "542d8d76",
   "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>ISBN</th>\n",
       "      <th>Book-Title</th>\n",
       "      <th>Book-Author</th>\n",
       "      <th>Year-Of-Publication</th>\n",
       "      <th>Publisher</th>\n",
       "      <th>Image-URL-S</th>\n",
       "      <th>Image-URL-M</th>\n",
       "      <th>Image-URL-L</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0195153448</td>\n",
       "      <td>Classical Mythology</td>\n",
       "      <td>Mark P. O. Morford</td>\n",
       "      <td>2002</td>\n",
       "      <td>Oxford University Press</td>\n",
       "      <td>http://images.amazon.com/images/P/0195153448.0...</td>\n",
       "      <td>http://images.amazon.com/images/P/0195153448.0...</td>\n",
       "      <td>http://images.amazon.com/images/P/0195153448.0...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0002005018</td>\n",
       "      <td>Clara Callan</td>\n",
       "      <td>Richard Bruce Wright</td>\n",
       "      <td>2001</td>\n",
       "      <td>HarperFlamingo Canada</td>\n",
       "      <td>http://images.amazon.com/images/P/0002005018.0...</td>\n",
       "      <td>http://images.amazon.com/images/P/0002005018.0...</td>\n",
       "      <td>http://images.amazon.com/images/P/0002005018.0...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0060973129</td>\n",
       "      <td>Decision in Normandy</td>\n",
       "      <td>Carlo D'Este</td>\n",
       "      <td>1991</td>\n",
       "      <td>HarperPerennial</td>\n",
       "      <td>http://images.amazon.com/images/P/0060973129.0...</td>\n",
       "      <td>http://images.amazon.com/images/P/0060973129.0...</td>\n",
       "      <td>http://images.amazon.com/images/P/0060973129.0...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0374157065</td>\n",
       "      <td>Flu: The Story of the Great Influenza Pandemic...</td>\n",
       "      <td>Gina Bari Kolata</td>\n",
       "      <td>1999</td>\n",
       "      <td>Farrar Straus Giroux</td>\n",
       "      <td>http://images.amazon.com/images/P/0374157065.0...</td>\n",
       "      <td>http://images.amazon.com/images/P/0374157065.0...</td>\n",
       "      <td>http://images.amazon.com/images/P/0374157065.0...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0393045218</td>\n",
       "      <td>The Mummies of Urumchi</td>\n",
       "      <td>E. J. W. Barber</td>\n",
       "      <td>1999</td>\n",
       "      <td>W. W. Norton &amp;amp; Company</td>\n",
       "      <td>http://images.amazon.com/images/P/0393045218.0...</td>\n",
       "      <td>http://images.amazon.com/images/P/0393045218.0...</td>\n",
       "      <td>http://images.amazon.com/images/P/0393045218.0...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         ISBN                                         Book-Title  \\\n",
       "0  0195153448                                Classical Mythology   \n",
       "1  0002005018                                       Clara Callan   \n",
       "2  0060973129                               Decision in Normandy   \n",
       "3  0374157065  Flu: The Story of the Great Influenza Pandemic...   \n",
       "4  0393045218                             The Mummies of Urumchi   \n",
       "\n",
       "            Book-Author Year-Of-Publication                   Publisher  \\\n",
       "0    Mark P. O. Morford                2002     Oxford University Press   \n",
       "1  Richard Bruce Wright                2001       HarperFlamingo Canada   \n",
       "2          Carlo D'Este                1991             HarperPerennial   \n",
       "3      Gina Bari Kolata                1999        Farrar Straus Giroux   \n",
       "4       E. J. W. Barber                1999  W. W. Norton &amp; Company   \n",
       "\n",
       "                                         Image-URL-S  \\\n",
       "0  http://images.amazon.com/images/P/0195153448.0...   \n",
       "1  http://images.amazon.com/images/P/0002005018.0...   \n",
       "2  http://images.amazon.com/images/P/0060973129.0...   \n",
       "3  http://images.amazon.com/images/P/0374157065.0...   \n",
       "4  http://images.amazon.com/images/P/0393045218.0...   \n",
       "\n",
       "                                         Image-URL-M  \\\n",
       "0  http://images.amazon.com/images/P/0195153448.0...   \n",
       "1  http://images.amazon.com/images/P/0002005018.0...   \n",
       "2  http://images.amazon.com/images/P/0060973129.0...   \n",
       "3  http://images.amazon.com/images/P/0374157065.0...   \n",
       "4  http://images.amazon.com/images/P/0393045218.0...   \n",
       "\n",
       "                                         Image-URL-L  \n",
       "0  http://images.amazon.com/images/P/0195153448.0...  \n",
       "1  http://images.amazon.com/images/P/0002005018.0...  \n",
       "2  http://images.amazon.com/images/P/0060973129.0...  \n",
       "3  http://images.amazon.com/images/P/0374157065.0...  \n",
       "4  http://images.amazon.com/images/P/0393045218.0...  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "books.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "f5a36f43",
   "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>User-ID</th>\n",
       "      <th>Location</th>\n",
       "      <th>Age</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>nyc, new york, usa</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>stockton, california, usa</td>\n",
       "      <td>18.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>moscow, yukon territory, russia</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>porto, v.n.gaia, portugal</td>\n",
       "      <td>17.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>farnborough, hants, united kingdom</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   User-ID                            Location   Age\n",
       "0        1                  nyc, new york, usa   NaN\n",
       "1        2           stockton, california, usa  18.0\n",
       "2        3     moscow, yukon territory, russia   NaN\n",
       "3        4           porto, v.n.gaia, portugal  17.0\n",
       "4        5  farnborough, hants, united kingdom   NaN"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "users.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "cfab7bfe",
   "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>User-ID</th>\n",
       "      <th>ISBN</th>\n",
       "      <th>Book-Rating</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>276725</td>\n",
       "      <td>034545104X</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>276726</td>\n",
       "      <td>0155061224</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>276727</td>\n",
       "      <td>0446520802</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>276729</td>\n",
       "      <td>052165615X</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>276729</td>\n",
       "      <td>0521795028</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   User-ID        ISBN  Book-Rating\n",
       "0   276725  034545104X            0\n",
       "1   276726  0155061224            5\n",
       "2   276727  0446520802            0\n",
       "3   276729  052165615X            3\n",
       "4   276729  0521795028            6"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ratings.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "669e0b45",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "ISBN                   0\n",
       "Book-Title             0\n",
       "Book-Author            2\n",
       "Year-Of-Publication    0\n",
       "Publisher              2\n",
       "Image-URL-S            0\n",
       "Image-URL-M            0\n",
       "Image-URL-L            3\n",
       "dtype: int64"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "books.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "98f4fb11",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "User-ID          0\n",
       "Location         0\n",
       "Age         110762\n",
       "dtype: int64"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "users.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "1ad67822",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "User-ID        0\n",
       "ISBN           0\n",
       "Book-Rating    0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ratings.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "5804b5b3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "ratings.duplicated().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "ea878332",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "books.duplicated().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "f4a935a7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "users.duplicated().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "ab789b3d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Unique Books: 271360\n",
      "Year-Of-Publication Distribution:\n",
      "count     271360\n",
      "unique       202\n",
      "top         2002\n",
      "freq       13903\n",
      "Name: Year-Of-Publication, dtype: int64\n",
      "Top Publishers:\n",
      "Publisher\n",
      "Harlequin                   7535\n",
      "Silhouette                  4220\n",
      "Pocket                      3905\n",
      "Ballantine Books            3783\n",
      "Bantam Books                3646\n",
      "Scholastic                  3160\n",
      "Simon &amp; Schuster        2971\n",
      "Penguin Books               2844\n",
      "Berkley Publishing Group    2771\n",
      "Warner Books                2727\n",
      "Name: count, dtype: int64\n",
      "Top Authors:\n",
      "Book-Author\n",
      "Agatha Christie        632\n",
      "William Shakespeare    567\n",
      "Stephen King           524\n",
      "Ann M. Martin          423\n",
      "Carolyn Keene          373\n",
      "Francine Pascal        372\n",
      "Isaac Asimov           330\n",
      "Nora Roberts           315\n",
      "Barbara Cartland       307\n",
      "Charles Dickens        302\n",
      "Name: count, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "print(f\"Unique Books: {books['ISBN'].nunique()}\")\n",
    "print(f\"Year-Of-Publication Distribution:\\n{books['Year-Of-Publication'].describe()}\")\n",
    "print(f\"Top Publishers:\\n{books['Publisher'].value_counts().head(10)}\")\n",
    "print(f\"Top Authors:\\n{books['Book-Author'].value_counts().head(10)}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "b18a5702",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Convert Year-Of-Publication to numeric, forcing errors to NaN\n",
    "books['Year-Of-Publication'] = pd.to_numeric(books['Year-Of-Publication'], errors='coerce')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1b062ec9",
   "metadata": {},
   "source": [
    "### Outliers Detection"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "a44ce862",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "sns.boxplot(x=books['Year-Of-Publication'])\n",
    "plt.title(\"Outliers in Year-Of-Publication\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "a00bab7e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Most Popular Books by ISBN:\n",
      "ISBN\n",
      "0195153448    1\n",
      "0746008481    1\n",
      "0395219906    1\n",
      "043916169X    1\n",
      "0879235322    1\n",
      "077108482X    1\n",
      "0207124310    1\n",
      "0439172543    1\n",
      "0590408518    1\n",
      "0902375512    1\n",
      "Name: count, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "print(f\"Most Popular Books by ISBN:\\n{books['ISBN'].value_counts().head(10)}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7e174486",
   "metadata": {},
   "source": [
    "### Books by Year"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "addd4541",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "books['Year-Of-Publication'].value_counts().sort_index().plot(kind='bar', figsize=(10, 6))\n",
    "plt.title(\"Number of Books Published Each Year\")\n",
    "plt.xlabel(\"Year\")\n",
    "plt.ylabel(\"Number of Books\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "6c4287ad",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "books['Decade'] = (books['Year-Of-Publication'] // 10) * 10\n",
    "books['Decade'].value_counts().sort_index().plot(kind='bar', figsize=(10, 6))\n",
    "plt.title(\"Number of Books Published Each Decade\")\n",
    "plt.xlabel(\"Decade\")\n",
    "plt.ylabel(\"Number of Books\")\n",
    "plt.xticks(rotation=45)  # Rotate x-axis labels for better readability\n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6f58893f",
   "metadata": {},
   "source": [
    "### Books by Publisher"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "c53e3cdd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "books['Publisher'].value_counts().head(10).plot(kind='bar', figsize=(10, 6))\n",
    "plt.title(\"Top 10 Publishers\")\n",
    "plt.xlabel(\"Publisher\")\n",
    "plt.ylabel(\"Number of Books\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "546a56d6",
   "metadata": {},
   "source": [
    "### Books by Author"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "08303f2d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "books['Book-Author'].value_counts().head(10).plot(kind='bar', figsize=(10, 6))\n",
    "plt.title(\"Top 10 Authors\")\n",
    "plt.xlabel(\"Author\")\n",
    "plt.ylabel(\"Number of Books\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3fa3eb83",
   "metadata": {},
   "source": [
    "## EDA on Users DataFrame:"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9a801282",
   "metadata": {},
   "source": [
    "### Demographic Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "42482866",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Unique Locations: 57339\n",
      "Age Distribution:\n",
      "count    168096.000000\n",
      "mean         34.751434\n",
      "std          14.428097\n",
      "min           0.000000\n",
      "25%          24.000000\n",
      "50%          32.000000\n",
      "75%          44.000000\n",
      "max         244.000000\n",
      "Name: Age, dtype: float64\n"
     ]
    }
   ],
   "source": [
    "print(f\"Unique Locations: {users['Location'].nunique()}\")\n",
    "print(f\"Age Distribution:\\n{users['Age'].describe()}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1056dce9",
   "metadata": {},
   "source": [
    "### Age Outliers Detection"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "4b582737",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.boxplot(x=users['Age'])\n",
    "plt.title(\"Outliers in Age\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "de8c538d",
   "metadata": {},
   "source": [
    "###  Top Locations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "2cb29ca1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "users['Location'].value_counts().head(10).plot(kind='bar', figsize=(10, 6))\n",
    "plt.title(\"Top 10 Locations\")\n",
    "plt.xlabel(\"Location\")\n",
    "plt.ylabel(\"Number of Users\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "56fbaa57",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "age_bins = [0, 18, 30, 45, 60, 100]\n",
    "age_labels = ['0-18', '19-30', '31-45', '46-60', '60+']\n",
    "users['Age_Group'] = pd.cut(users['Age'], bins=age_bins, labels=age_labels)\n",
    "users['Age_Group'].value_counts().plot(kind='bar', figsize=(10, 6))\n",
    "plt.title(\"User Distribution by Age Group\")\n",
    "plt.xlabel(\"Age Group\")\n",
    "plt.ylabel(\"Number of Users\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6832bad1",
   "metadata": {},
   "source": [
    "## EDA on Rating Dataframe"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c2f7cc93",
   "metadata": {},
   "source": [
    "### Ratings Distribution"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "f0e37186",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ratings['Book-Rating'].value_counts().sort_index().plot(kind='bar', figsize=(10, 6))\n",
    "plt.title(\"Distribution of Book Ratings\")\n",
    "plt.xlabel(\"Rating\")\n",
    "plt.ylabel(\"Count\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "62c3523c",
   "metadata": {},
   "source": [
    "### Zero vs Non-Zero Ratings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "c32b586b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Zero Ratings: 716109, Non-Zero Ratings: 433671\n"
     ]
    }
   ],
   "source": [
    "zero_ratings = ratings[ratings['Book-Rating'] == 0].shape[0]\n",
    "non_zero_ratings = ratings[ratings['Book-Rating'] != 0].shape[0]\n",
    "print(f\"Zero Ratings: {zero_ratings}, Non-Zero Ratings: {non_zero_ratings}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "df565a97",
   "metadata": {},
   "source": [
    "### Most Rated Books"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "a77d5ce1",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Most Rated Books:\n",
      "ISBN\n",
      "0971880107    2502\n",
      "0316666343    1295\n",
      "0385504209     883\n",
      "0060928336     732\n",
      "0312195516     723\n",
      "044023722X     647\n",
      "0679781587     639\n",
      "0142001740     615\n",
      "067976402X     614\n",
      "0671027360     586\n",
      "Name: count, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "most_rated_books = ratings['ISBN'].value_counts().head(10)\n",
    "print(f\"Most Rated Books:\\n{most_rated_books}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d6f00e34",
   "metadata": {},
   "source": [
    "### User Rating Behavior"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "42d6c7a7",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import pandas as pd\n",
    "\n",
    "# Assuming ratings is your DataFrame and 'User-ID' is the column of interest\n",
    "ratings_per_user = ratings['User-ID'].value_counts()\n",
    "\n",
    "# Plot the histogram using Matplotlib directly\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.hist(ratings_per_user, bins=50, edgecolor='k')\n",
    "plt.title(\"Number of Ratings per User\")\n",
    "plt.xlabel(\"Number of Ratings\")\n",
    "plt.ylabel(\"Number of Users\")\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "975854c7",
   "metadata": {},
   "source": [
    "### Top Users"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "5e468332",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Top Users by Number of Ratings:\n",
      "User-ID\n",
      "11676     13602\n",
      "198711     7550\n",
      "153662     6109\n",
      "98391      5891\n",
      "35859      5850\n",
      "212898     4785\n",
      "278418     4533\n",
      "76352      3367\n",
      "110973     3100\n",
      "235105     3067\n",
      "Name: count, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "top_users = ratings['User-ID'].value_counts().head(10)\n",
    "print(f\"Top Users by Number of Ratings:\\n{top_users}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "540f0332",
   "metadata": {},
   "source": [
    "### Sparsity Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "563a3892",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ratings Matrix Sparsity: 100.00%\n"
     ]
    }
   ],
   "source": [
    "num_ratings = ratings.shape[0]\n",
    "num_possible_ratings = ratings['User-ID'].nunique() * ratings['ISBN'].nunique()\n",
    "sparsity = (1 - num_ratings / num_possible_ratings) * 100\n",
    "print(f\"Ratings Matrix Sparsity: {sparsity:.2f}%\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d60e1269",
   "metadata": {},
   "source": [
    "## Cross DataFrame EDA:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "edf28b06",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Top Books by Age Group:\n",
      "ISBN        0330299891   0375404120   0586045007   9022906116   9032803328  \\\n",
      "Age_Group                                                                    \n",
      "0-18                 0            0            0            0            0   \n",
      "19-30                0            0            0            0            0   \n",
      "31-45                2            2            1            1            1   \n",
      "46-60                0            0            0            0            0   \n",
      "60+                  0            0            0            0            0   \n",
      "\n",
      "ISBN        9044922564   9044922572   9044922718   9044923161   904492401X  \\\n",
      "Age_Group                                                                    \n",
      "0-18                 0            0            0            0            0   \n",
      "19-30                0            0            0            0            0   \n",
      "31-45                1            1            1            1            1   \n",
      "46-60                0            0            0            0            0   \n",
      "60+                  0            0            0            0            0   \n",
      "\n",
      "ISBN       ...  \\8888809228\\\"\"  \\9170010242\\\"\"  `3502103682  b00005wz75  \\\n",
      "Age_Group  ...                                                            \n",
      "0-18       ...               0               0            0           0   \n",
      "19-30      ...               0               0            2           0   \n",
      "31-45      ...               1               0            0           0   \n",
      "46-60      ...               0               0            0           1   \n",
      "60+        ...               0               0            0           0   \n",
      "\n",
      "ISBN       cn108465  cn113107  ooo7156103  §423350229  ´3499128624  Ô½crosoft  \n",
      "Age_Group                                                                      \n",
      "0-18              0         0           0           0            0          0  \n",
      "19-30             0         0           0           0            0          1  \n",
      "31-45             1         1           1           1            0          0  \n",
      "46-60             0         0           0           0            0          0  \n",
      "60+               0         0           0           0            0          0  \n",
      "\n",
      "[5 rows x 340556 columns]\n"
     ]
    }
   ],
   "source": [
    "top_books_by_age = ratings.merge(users[['User-ID', 'Age_Group']], on='User-ID')\n",
    "top_books_by_age_group = top_books_by_age.groupby(['Age_Group', 'ISBN']).size().unstack().fillna(0)\n",
    "print(f\"Top Books by Age Group:\\n{top_books_by_age_group}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dc8e0bfb",
   "metadata": {},
   "source": [
    "### Rating Patterns by Location"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "46ed0f1c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Top Rating Locations:\n",
      "Location\n",
      "toronto, ontario, canada           16431\n",
      "n/a, n/a, n/a                      13623\n",
      "ottawa, ontario, canada             9075\n",
      "chicago, illinois, usa              8722\n",
      "seattle, washington, usa            8541\n",
      "olympia, washington, usa            8033\n",
      "london, england, united kingdom     7979\n",
      "omaha, nebraska, usa                7856\n",
      "little canada, minnesota, usa       7552\n",
      "st. louis, missouri, usa            7366\n",
      "Name: count, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "ratings_with_location = ratings.merge(users[['User-ID', 'Location']], on='User-ID')\n",
    "top_locations = ratings_with_location['Location'].value_counts().head(10)\n",
    "print(f\"Top Rating Locations:\\n{top_locations}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3cda93df",
   "metadata": {},
   "source": [
    "### Rating Trends Over Time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "162315e5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "books_with_ratings = ratings.merge(books[['ISBN', 'Year-Of-Publication']], on='ISBN')\n",
    "ratings_over_time = books_with_ratings.groupby('Year-Of-Publication')['Book-Rating'].mean()\n",
    "ratings_over_time.plot(kind='line', figsize=(10, 6))\n",
    "plt.title(\"Average Book Rating Over Time\")\n",
    "plt.xlabel(\"Year\")\n",
    "plt.ylabel(\"Average Rating\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f16f4246",
   "metadata": {},
   "source": [
    "###  Books by Age Group"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "4ca94a65",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Books Popular in Each Age Group:\n",
      "ISBN        0330299891   0375404120   0586045007   9022906116   9032803328  \\\n",
      "Age_Group                                                                    \n",
      "0-18                 0            0            0            0            0   \n",
      "19-30                0            0            0            0            0   \n",
      "31-45                2            2            1            1            1   \n",
      "46-60                0            0            0            0            0   \n",
      "60+                  0            0            0            0            0   \n",
      "\n",
      "ISBN        9044922564   9044922572   9044922718   9044923161   904492401X  \\\n",
      "Age_Group                                                                    \n",
      "0-18                 0            0            0            0            0   \n",
      "19-30                0            0            0            0            0   \n",
      "31-45                1            1            1            1            1   \n",
      "46-60                0            0            0            0            0   \n",
      "60+                  0            0            0            0            0   \n",
      "\n",
      "ISBN       ...  \\8888809228\\\"\"  \\9170010242\\\"\"  `3502103682  b00005wz75  \\\n",
      "Age_Group  ...                                                            \n",
      "0-18       ...               0               0            0           0   \n",
      "19-30      ...               0               0            2           0   \n",
      "31-45      ...               1               0            0           0   \n",
      "46-60      ...               0               0            0           1   \n",
      "60+        ...               0               0            0           0   \n",
      "\n",
      "ISBN       cn108465  cn113107  ooo7156103  §423350229  ´3499128624  Ô½crosoft  \n",
      "Age_Group                                                                      \n",
      "0-18              0         0           0           0            0          0  \n",
      "19-30             0         0           0           0            0          1  \n",
      "31-45             1         1           1           1            0          0  \n",
      "46-60             0         0           0           0            0          0  \n",
      "60+               0         0           0           0            0          0  \n",
      "\n",
      "[5 rows x 340556 columns]\n"
     ]
    }
   ],
   "source": [
    "books_by_age_group = top_books_by_age.groupby('Age_Group')['ISBN'].value_counts().unstack().fillna(0)\n",
    "print(f\"Books Popular in Each Age Group:\\n{books_by_age_group}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "89a14232",
   "metadata": {},
   "source": [
    "### Data Visualization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "7de841f7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# Assuming 'users' is your DataFrame and 'Age' is the column of interest\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.hist(users['Age'].dropna(), bins=30, edgecolor='k')\n",
    "plt.title(\"Age Distribution\")\n",
    "plt.xlabel(\"Age\")\n",
    "plt.ylabel(\"Number of Users\")\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "fa1fbeeb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.hist(ratings['Book-Rating'].dropna(), bins=10, edgecolor='k')\n",
    "plt.title(\"Rating Distribution\")\n",
    "plt.xlabel(\"Rating\")\n",
    "plt.ylabel(\"Count\")\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "678d61bc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1000x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "\n",
    "# Select only numeric columns for correlation computation\n",
    "numeric_ratings = ratings.select_dtypes(include=['number'])\n",
    "\n",
    "# Compute the correlation matrix\n",
    "correlation_matrix = numeric_ratings.corr()\n",
    "\n",
    "# Plot the heatmap\n",
    "plt.figure(figsize=(10, 8))\n",
    "sns.heatmap(correlation_matrix, annot=True, cmap='coolwarm', fmt='.2f')\n",
    "plt.title(\"Correlation Heatmap\")\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "597b6c52",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAgoAAAHHCAYAAADeX3CiAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuNSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/xnp5ZAAAACXBIWXMAAA9hAAAPYQGoP6dpAAAqPElEQVR4nO3de3gUVZ7/8U93EpLmkmQgBAgkCMoCYwA1XEQGhZEFIjIi8oghEXAEAWFAwBvrcBF1dWTUdZURdxYNOhGUWVBHxRFFdBFEQAEVZAmLIsMlEAQCJEDS5/eHv67tTvokndDkAu/X8+QJqTrn1LdOVbo/qa5uXMYYIwAAgCDcNV0AAACovQgKAADAiqAAAACsCAoAAMCKoAAAAKwICgAAwIqgAAAArAgKAADAiqAAAACsCArABer777+Xy+VSdnZ2TZcS4P3339cVV1yhmJgYuVwuHT16tKZLAlAOggJQgezsbLlcroCvxMRE9e3bVytWrKj2elavXh1QS1RUlNq2bauRI0fqf//3f8OyjbVr12rOnDlhfxLPz8/XrbfeKo/Ho/nz5+vVV19VgwYNKuz3pz/9SS6XSz169AhrPQAqFlnTBQB1xdy5c9WmTRsZY3Tw4EFlZ2frhhtu0N/+9jfdeOON1V7P5MmT1a1bN509e1Zffvml/uM//kPvvvuuvv76ayUlJZ3T2GvXrtXDDz+s0aNHKz4+PjwFS9qwYYMKCgr0yCOPqF+/fiH3y8nJ0SWXXKIvvvhCubm5uuyyy8JWE4DycUUBCFF6erqysrJ0++23695779V///d/KyoqSosXL66Renr37q2srCzdcccdeu655/THP/5RR44c0aJFi2qknlDk5eVJUqXCx+7du7V27Vo9/fTTatq0qXJycs5TdQCCISgAVRQfHy+Px6PIyMALcydPntT06dOVnJys6OhotW/fXn/84x/l+49aCwsL1aFDB3Xo0EGFhYVOvyNHjqhFixa65pprVFJSUul6fv3rX0v6+Ym1PKtWrVLv3r3VoEEDxcfH66abbtL27dud9XPmzNF9990nSWrTpo3zEsf3339f7rhLly5VWlqaPB6PEhISlJWVpX/84x/O+j59+mjUqFGSpG7dusnlcmn06NEV7ldOTo5+8YtfaNCgQRo2bJg1KOTn5+v2229XbGys4uPjNWrUKG3ZsiXofRrfffedhg0bpsaNGysmJkZdu3bV22+/XWEtwMWIoACE6NixYzp8+LAOHTqkb7/9VhMmTNCJEyeUlZXltDHG6De/+Y2eeeYZDRw4UE8//bTat2+v++67T9OmTZMkeTweLVq0SLm5uXrooYecvhMnTtSxY8eUnZ2tiIiISte3a9cuSVKTJk2sbT788EMNGDBAeXl5mjNnjqZNm6a1a9eqV69eThAYOnSoMjIyJEnPPPOMXn31Vb366qtq2rSpddzs7GzdeuutioiI0OOPP66xY8dq2bJl+tWvfuXc5/DQQw/prrvukvTzyzivvvqqxo0bV+F+5eTkaOjQoapXr54yMjK0c+dObdiwIaCN1+vV4MGDtXjxYo0aNUqPPfaY9u/f7wQTf99++62uvvpqbd++XQ8++KCeeuopNWjQQEOGDNHy5csrrAe46BgA5Xr55ZeNpDJf0dHRJjs7O6Dtm2++aSSZRx99NGD5sGHDjMvlMrm5uc6yGTNmGLfbbT799FOzdOlSI8n827/9W4X1fPzxx0aSeemll8yhQ4fMvn37zLvvvmsuueQS43K5zIYNG4wxxuzevdtIMi+//LLT94orrjCJiYkmPz/fWbZlyxbjdrvNyJEjnWXz5s0zkszu3bsrrOfMmTMmMTHRpKammsLCQmf5O++8YySZWbNmOct8c+mrsSIbN240kszKlSuNMcZ4vV7TqlUrM2XKlIB2//Vf/1Vm/kpKSsyvf/3rMnNw/fXXm06dOpmioiJnmdfrNddcc41p165dSHUBFxOuKAAhmj9/vlauXKmVK1fqL3/5i/r27asxY8Zo2bJlTpv33ntPERERmjx5ckDf6dOnyxgT8C6JOXPm6PLLL9eoUaN0991367rrrivTrzy//e1v1bRpUyUlJWnQoEE6efKkFi1apK5duwZtv3//fm3evFmjR49W48aNneWdO3fWP//zP+u9994Ledv+Nm7cqLy8PN19992KiYlxlg8aNEgdOnTQu+++W6VxpZ+vJjRr1kx9+/aVJLlcLg0fPlxLliwJeHnm/fffV1RUlMaOHessc7vdmjhxYsB4R44c0apVq3TrrbeqoKBAhw8f1uHDh5Wfn68BAwZo586dAS+XAOBdD0DIunfvHvAknJGRoSuvvFKTJk3SjTfeqHr16umHH35QUlKSGjVqFNC3Y8eOkqQffvjBWVavXj299NJL6tatm2JiYvTyyy/L5XKFXM+sWbPUu3dvRUREKCEhQR07dixzv4Q/37bbt29fZl3Hjh3197//XSdPngzp7YqhjtuhQwetWbOmUuP5lJSUaMmSJerbt2/AfRc9evTQU089pY8++kj9+/d3amjRooXq168fMEbpd0fk5ubKGKOZM2dq5syZQbebl5enli1bVqlm4EJEUACqyO12q2/fvnr22We1c+dOXX755ZUe4+9//7skqaioSDt37lSbNm1C7tupU6dKvcWwrlm1apX279+vJUuWaMmSJWXW5+TkOEEhVF6vV5J07733asCAAUHb8NZLIBBBATgHxcXFkqQTJ05Iklq3bq0PP/xQBQUFAVcVvvvuO2e9z9atWzV37lzdcccd2rx5s8aMGaOvv/5acXFx56VW37Z37NhRZt13332nhIQE52pCZa5s+I/re+eFz44dOwL2uTJycnKUmJio+fPnl1m3bNkyLV++XAsWLJDH41Hr1q318ccf69SpUwFXFXJzcwP6tW3bVpIUFRV1QYcsIJy4RwGoorNnz+qDDz5QvXr1nJcWbrjhBpWUlOj5558PaPvMM8/I5XIpPT3d6Tt69GglJSXp2WefVXZ2tg4ePKipU6eet3pbtGihK664QosWLQr4xMVvvvlGH3zwgW644QZnmS8whPLJjF27dlViYqIWLFig06dPO8tXrFih7du3a9CgQZWutbCwUMuWLdONN96oYcOGlfmaNGmSCgoKnLc0DhgwQGfPntWf//xnZwyv11smZCQmJqpPnz568cUXtX///jLbPXToUKVrBS50XFEAQrRixQrnykBeXp5ee+017dy5Uw8++KBiY2MlSYMHD1bfvn310EMP6fvvv1eXLl30wQcf6K233tI999yjSy+9VJL06KOPavPmzfroo4/UqFEjde7cWbNmzdLvf/97DRs2LOBJO5zmzZun9PR09ezZU3feeacKCwv13HPPKS4uTnPmzHHapaWlSfr5LY233XaboqKiNHjw4KD3L0RFRekPf/iD7rjjDl133XXKyMjQwYMH9eyzz+qSSy6pUvh5++23VVBQoN/85jdB11999dXOhy8NHz5cQ4YMUffu3TV9+nTl5uaqQ4cOevvtt3XkyBFJgVdI5s+fr1/96lfq1KmTxo4dq7Zt2+rgwYNat26d9u7dqy1btlS6XuCCVtNvuwBqu2Bvj4yJiTFXXHGFeeGFF4zX6w1oX1BQYKZOnWqSkpJMVFSUadeunZk3b57TbtOmTSYyMtL87ne/C+hXXFxsunXrZpKSksxPP/1krcf39silS5eWW3ewt0caY8yHH35oevXqZTwej4mNjTWDBw8227ZtK9P/kUceMS1btjRutzukt0q+/vrr5sorrzTR0dGmcePGJjMz0+zduzegTahvjxw8eLCJiYkxJ0+etLYZPXq0iYqKMocPHzbGGHPo0CEzYsQI06hRIxMXF2dGjx5tPvvsMyPJLFmyJKDvrl27zMiRI03z5s1NVFSUadmypbnxxhvNX//613LrAi5GLmP+/8fFAcAF5s0339TNN9+sNWvWqFevXjVdDlAnERQAXBAKCwvl8Xicn0tKStS/f39t3LhRBw4cCFgHIHTcowDggvC73/1OhYWF6tmzp06fPq1ly5Zp7dq1+td//VdCAnAOuKIA4ILw2muv6amnnlJubq6Kiop02WWXacKECZo0aVJNlwbUaQQFAABgxecoAAAAK4ICAACwqvLNjF6vV/v27VOjRo0q9XGvAACg5hhjVFBQoKSkJLndFV8vqHJQ2Ldvn5KTk6vaHQAA1KAff/xRrVq1qrBdlYOC7z+8+fHHH52PrwUAALXb8ePHlZycHPAf15WnykHB93JDbGwsQQEAgDom1NsGuJkRAABYERQAAIAVQQEAAFgRFAAAgBVBAQAAWBEUAACAFUEBAABYERQAAIAVQQEAAFgRFAAAgBVBAQAAWBEUAACAFUEBAABYERQAAIAVQQEAAFgRFAAAgBVBAQAAWBEUAACAFUEBAABYERQAAIAVQQEAAFgRFAAAgBVBAQAAWBEUAACAFUEBAABYERQAAIAVQQEAAFgRFAAAgBVBAQAAWBEUAACAFUEBAABYERQAAIBVZE0XUNcZY1RUVFTlvqdPn5YkRUdHy+VyhbM0SVJMTMx5GRcAcHEgKJyjoqIipaen13QZVitWrJDH46npMgAAdRQvPQAAACuuKITRiSsyZNyVmNKSs2q0ZYkkqaDLbVJEVFjqcHmL1XDz4rCMBQC4uBEUwsi4I6v+ZB8RFbagYMIyCgAAvPQAAADKQVAAAABWBAUAAGBFUAAAAFYEBQAAYEVQAAAAVgQFAABgRVAAAABWBAUAAGBFUAAAAFYEBQAAYEVQAAAAVgQFAABgRVAAAABWBAUAAGBFUAAAAFYEBQAAYEVQAAAAVgQFAABgRVAAAABWBAUAAGBFUAAAAFYEBQAAYEVQAAAAVgQFAABgRVAAAABWBAUAAGBFUAAAAFYEBQAAYEVQAAAAVgQFAABgRVAAAABWBAUAAGBFUAAAAFYEBQAAYEVQAAAAVgQFAABgRVAAAABWBAUAAGBFUAAAAFYEBQAAYEVQAAAAVgQFAABgRVAAAABWBAUAAGBFUAAAAFYEBQAAYEVQAAAAVgQFAABgRVAAAABWBAUAAGBFUAAAAFYEBQAAYEVQAAAAVgQFAABgRVAAAABWBAUAAGBFUAAAAFYEBQAAYEVQAAAAVgQFAABgRVAAAABWBAUAAGBFUAAAAFYEBQAAYEVQAAAAVgQFAABgRVAAAABWBAUAAGAVWdMF+DPGqKioSJIUExMjl8tVwxWhtuEcAYDqVauuKBQVFSk9PV3p6enOkwHgj3MEAKpXrQoKAACgdiEoAAAAK4ICAACwIigAAAArggIAALAiKAAAACuCAgAAsCIoAAAAK4ICAACwIigAAAArggIAALAiKAAAACuCAgAAsCIoAAAAK4ICAACwIigAAAArggIAALAiKAAAACuCAgAAsCIoAAAAK4ICAACwIigAAAArggIAALAiKAAAACuCAgAAsCIoAAAAK4ICAACwIigAAAArggIAALAiKAAAACuCAgAAsCIoAAAAK4ICAACwIigAAAArggIAALAiKAAAACuCAgAAsCIoAAAAK4ICAACwIigAAAArggIAALAiKAAAACuCAgAAsCIoAAAAK4ICAACwIigAAAArggIAALAiKAAAACuCAgAAsCIoAAAAK4ICAACwIigAAAArggIAALAiKAAAACuCAgAAsCIoAAAAK4ICAACwIigAAAArggIAALAiKAAAACuCAgAAsCIoAAAAK4ICAACwIigAAAArggIAALAiKAAAACuCAgAAsCIoAAAAK4ICAACwiqzpAoCqSk9PP6/jezwenT59Wr/85S+1bds2NWjQQAUFBeX2SUhIUEREhJo2bapvvvlGCQkJOnz4sFJSUrRnzx5JktvtltfrdfpERkaquLjYOp6v/+nTp51xU1NTdejQIfXv318ffPCB833KlCnavn27cnJynHo9Ho8KCwud7ykpKRo/fryeffbZgH7XXHNNme2np6ersLDQ+TklJUWvvPKKJGnt2rUVjuFr07FjR3366afKzMzUnXfe6axfuHChcnJydO2112rz5s2SpPvvv1/XXHON09e3z3369NGcOXOc5f7bK70d37771+u/re3bt1v3Odh+SSqzTf+2trGCjVvePJ3L+KFs73xsx59vjn2/M8HmetKkSc45/Pzzz5epwTfvHTt21OrVqyWp3GMf6jzYztNQ5mnOnDlavXq1UlNTtXfvXknS4MGDy/3dCVaDr20o+xGuYxIOLmOMqUrH48ePKy4uTseOHVNsbGxYiiksLHQe/FesWCGPxxOWcc8n/5oLrrpdiogKvXPJWTX68tWq9Q1x3Loyj6Hyn2/8X+jwfW/cuLF++uknVfRrHR8fr6NHjzr9EhIS9Je//EUxMTFOm88//1wPPvhgmb5//vOflZycrKysLB0+fNg6RlFRkdPGv95ly5Y52x86dGhAaJKkJk2aaOHChRozZkxAX0l65ZVXNG3aNB0+fNjZnqQy2yldb9OmTctsK9g++9fs268mTZpIkvLz8wP6+LcNNpa/8tra1lVm/FC25z9P4dqOP9vxlP5vrvPy8jRy5Ehn+SuvvKKUlJSg815asGNfUZ3Bxq1o30vP09NPPx1Qs4/L5ZIxptLH/j//8z+dc9vWN1zHxKayz9+89ADUYb4HVN/3I0eOVBgSpJ8f1P375efn67XXXgtoEywkSNKECROUk5Oj/Pz8csfwb+Nf76xZsyRJM2fODPqEkJ+fr5kzZ5bpK0njx493lvu2F2w7pesNtq1g+2zbr9LbLN022Fi2ccubp6qOH8r2zsd2/NmOp/+448ePD1ju+znYvJcW7NhXpKLzNJR5Kl2zj+/3rLLH3v/ctvUN1zEJl1p1ReHUqVO64YYbJEnLly8Pa4I6X4qKinTzzTdLkgquzJIi64Xe+XxdUSg+o0Zf/ZyM68o8hsp/vhFekZGRys7OVqtWrXT//ffriy++sLb1/TVlG0OSRo0apZKSkqD9x40bpxdffPGca46IiJAxxvrkUhH/fd67d2+5Nfv3eeKJJ/TAAw8EtPUfy1+wccubp8qOX1qw7QWbp3Pdjr+NGzfq3nvvDbm9v9tuu01Lly6tcN5Lq6jO8o6nbd+rej5V5thX1Le886Uyx6Q8lX3+DjkonD59WqdPnw7YUHJycliDwk8//VSnnwQKutwm1asfeofzFRTOnFKjLUvCMxYuGm63W2lpaZo7d26VX95xu9266qqr5HK59OWXX1b6wb+6RURE6KqrrtIf/vAHPfDAA9q0aVOFTxIRERFq0KCBTpw4EdDWN9aTTz4pl8sl6ee/Ou+///4yc+Fra4zRV199VWZdqOOXZtteMG63Ww0bNtTJkyeD1lbedvx5vV4NGTJEx48fr7BtOJVXp28ebMfTNsdV5fvdCeXYl7cfkso9X0I9JhU5by89PP7444qLi3O+kpOTz6lQALWL1+vVhg0bNHny5HMaY+PGjdqwYUOtDwmSVFJSog0bNmj9+vXasGFDSE8aJSUlOn78eJm2vrF8N61K0p49e4LOha/txo0bg64LdfzSbNsLxuv16vjx49baytuOv/Xr11d7SJDKr9M3D7bjaZvjqvL97oRy7IPV4utb0fkS6jEJt5Df9TBjxgxNmzbN+dl3RSGcoqOjnX/XlUvmAZfC3bXkTSR+ddSVeQzVww8/rM8//7ymy7ggud1ude3aVQ8//PA5XVFIS0uTpDpzRSEtLU09evRQt27dzvmKQlpamlJSUpxlKSkp6tatW9C/ENPS0uT1eit1RaH0+KXZthdMeVcUKtqOvx49eig2NrZGrijY6vTNQ3VeUejatWtIx76i/SjvfAn1mIRbyFcUoqOjFRsbG/AVbv6XVGJiYuTxeGr9V8CTcBguCYVFHZzHUL9mz55dgxN7YXO73ZoyZYo8Ho+6d+9eblvb5U+326177rnHeUuhzbhx46pcp7+IiAi53VW/J9vlcmnKlCnOvodyWdflcmn27Nll2vrG8l/uW2bb7j333HNO49vGLS3YPLnd7qC/T6Fsp/Q4vhtUqyIjI0MRERGV7ldenRXtg22Oq3o+BTt/bMeivForOl/C8bJDVfCuBwByuVwaMWKEWrZsKUnO66XBREZGKisrK+gTmW+MVq1aacSIEUEf2Dp37qyMjAx16tTJuo1OnToF7Vu/fn1nucvlUmZmpjIzM8t9AI2MjAy6rdL7XF7NpfukpaUFtC09lr/S45Y3T1UZP5TtlZ6ncGzHX9euXcs9ni6XSyNHjlT9+oH3cNWvX1/jxo2rcN59bStTp+14lrfvweapdM3B9q0yx97/3A7Wt7zzpaYQFIA6zPfXj+97kyZNQvqrIz4+PqBfQkKCRowYEdDmiSeeCNr3hRdeUGZmpvP5ArYx/Nv41zt37lxJ0iOPPBL0r7eEhAQ98sgjZfpK0oIFC5zlvu0F207peoNtK9g+2/ar9DZLtw02lm3c8uapquOHsr3zsR1/tuPpP+6CBQsClvt+DjbvpQU79hWp6DwNZZ5K1+zj+z2r7LH3P7dtfcN1TMKFoABYeDweud1upaamyu12q1GjRhX2SUhIULNmzZSamur8LCngtcXSD4SRkfZ7W/z7+4+bmpqqZs2aKTMzM+D79OnTlZWVFVCv7wO3fN9TUlJ0//33B/SbOnVqmXtZrr766jIf1pWSkqJ27dopJiZG06ZNK3cM/zZ9+vSR2+1WZmamE1Li4+OVmZkpt9utPn36KD4+XvHx8Zo2bZrz3X+f+/Tpo5SUFGe5b3vBtuPbd1+9pbdl2+dg+zVt2jRNnz69TB//tsHGso1b3jxVdfxQtnc+tuPPf459vzOl5zolJSXgHPb9XgSb9z59+jhj2459ZeYh2HkayjylpKQ4taSmpjrnaVZWVpWOvf+5besbrmMSLrXqcxT4ZEY+mbEidfEcAYDahE9mBAAAYUNQAAAAVgQFAABgRVAAAABWBAUAAGBFUAAAAFYEBQAAYEVQAAAAVgQFAABgRVAAAABWBAUAAGBFUAAAAFYEBQAAYEVQAAAAVgQFAABgRVAAAABWBAUAAGBFUAAAAFYEBQAAYEVQAAAAVgQFAABgRVAAAABWBAUAAGBFUAAAAFYEBQAAYEVQAAAAVgQFAABgRVAAAABWBAUAAGBFUAAAAFYEBQAAYEVQAAAAVgQFAABgRVAAAABWBAUAAGBFUAAAAFYEBQAAYEVQAAAAVgQFAABgRVAAAABWBAUAAGBFUAAAAFYEBQAAYEVQAAAAVgQFAABgRVAAAABWBAUAAGBFUAAAAFYEBQAAYEVQAAAAVgQFAABgRVAAAABWBAUAAGBFUAAAAFYEBQAAYEVQAAAAVgQFAABgRVAAAABWBAUAAGBFUAAAAFYEBQAAYEVQAAAAVgQFAABgRVAAAABWBAUAAGBFUAAAAFYEBQAAYEVQAAAAVpE1XYC/mJgYrVixwvk3UBrnCABUr1oVFFwulzweT02XgVqMcwQAqhcvPQAAACuCAgAAsCIoAAAAK4ICAACwIigAAAArggIAALAiKAAAACuCAgAAsCIoAAAAK4ICAACwIigAAAArggIAALAiKAAAACuCAgAAsCIoAAAAK4ICAACwIigAAAArggIAALAiKAAAACuCAgAAsCIoAAAAK4ICAACwIigAAAArggIAALAiKAAAACuCAgAAsCIoAAAAK4ICAACwIigAAAArggIAALAiKAAAACuCAgAAsCIoAAAAK4ICAACwIigAAAArggIAALAiKAAAACuCAgAAsCIoAAAAK4ICAACwIigAAAArggIAALAiKAAAACuCAgAAsCIoAAAAK4ICAACwIigAAAArggIAALAiKAAAACuCAgAAsCIoAAAAK4ICAACwIigAAAArggIAALAiKAAAACuCAgAAsCIoAAAAK4ICAACwIigAAAArggIAALAiKAAAACuCAgAAsCIoAAAAK4ICAACwIigAAAArggIAALAiKAAAACuCAgAAsCIoAAAAq8iaLuBC4vIWy1SmQ8nZ4P8OQx0AAIQDQSGMGm5eXOW+jbYsCWMlAACEBy89AAAAK64onKOYmBitWLGiSn2NMTp9+rQkKTo6Wi6XK5ylSfq5PgAAqoqgcI5cLpc8Hk+V+9evXz+M1QAAEF689AAAAKwICgAAwIqgAAAArAgKAADAiqAAAACsCAoAAMCKoAAAAKwICgAAwIqgAAAArAgKAADAiqAAAACsCAoAAMCKoAAAAKwICgAAwIqgAAAArAgKAADAiqAAAACsCAoAAMCKoAAAAKwICgAAwIqgAAAArAgKAADAiqAAAACsCAoAAMCKoAAAAKwICgAAwIqgAAAArAgKAADAiqAAAACsCAoAAMCKoAAAAKwICgAAwIqgAAAArCKr2tEYI0k6fvx42IoBAADnl+952/c8XpEqB4WCggJJUnJyclWHAAAANaSgoEBxcXEVtnOZUCNFKV6vV/v27VOjRo3kcrmqMkRQx48fV3Jysn788UfFxsaGbVzYMefVi/mufsx59WK+q1dl59sYo4KCAiUlJcntrvgOhCpfUXC73WrVqlVVu1coNjaWE6yaMefVi/mufsx59WK+q1dl5juUKwk+3MwIAACsCAoAAMCq1gWF6OhozZ49W9HR0TVdykWDOa9ezHf1Y86rF/Ndvc73fFf5ZkYAAHDhq3VXFAAAQO1BUAAAAFYEBQAAYEVQAAAAVrUuKMyfP1+XXHKJYmJi1KNHD33xxRc1XdIFYc6cOXK5XAFfHTp0cNYXFRVp4sSJatKkiRo2bKhbbrlFBw8erMGK655PP/1UgwcPVlJSklwul958882A9cYYzZo1Sy1atJDH41G/fv20c+fOgDZHjhxRZmamYmNjFR8frzvvvFMnTpyoxr2oOyqa79GjR5c55wcOHBjQhvkO3eOPP65u3bqpUaNGSkxM1JAhQ7Rjx46ANqE8juzZs0eDBg1S/fr1lZiYqPvuu0/FxcXVuSt1Qijz3adPnzLn+Pjx4wPahGO+a1VQeP311zVt2jTNnj1bX375pbp06aIBAwYoLy+vpku7IFx++eXav3+/87VmzRpn3dSpU/W3v/1NS5cu1SeffKJ9+/Zp6NChNVht3XPy5El16dJF8+fPD7r+ySef1L//+79rwYIFWr9+vRo0aKABAwaoqKjIaZOZmalvv/1WK1eu1DvvvKNPP/1Ud911V3XtQp1S0XxL0sCBAwPO+cWLFwesZ75D98knn2jixIn6/PPPtXLlSp09e1b9+/fXyZMnnTYVPY6UlJRo0KBBOnPmjNauXatFixYpOztbs2bNqoldqtVCmW9JGjt2bMA5/uSTTzrrwjbfphbp3r27mThxovNzSUmJSUpKMo8//ngNVnVhmD17tunSpUvQdUePHjVRUVFm6dKlzrLt27cbSWbdunXVVOGFRZJZvny587PX6zXNmzc38+bNc5YdPXrUREdHm8WLFxtjjNm2bZuRZDZs2OC0WbFihXG5XOYf//hHtdVeF5Web2OMGTVqlLnpppusfZjvc5OXl2ckmU8++cQYE9rjyHvvvWfcbrc5cOCA0+aFF14wsbGx5vTp09W7A3VM6fk2xpjrrrvOTJkyxdonXPNda64onDlzRps2bVK/fv2cZW63W/369dO6detqsLILx86dO5WUlKS2bdsqMzNTe/bskSRt2rRJZ8+eDZj7Dh06KCUlhbkPk927d+vAgQMBcxwXF6cePXo4c7xu3TrFx8era9euTpt+/frJ7XZr/fr11V7zhWD16tVKTExU+/btNWHCBOXn5zvrmO9zc+zYMUlS48aNJYX2OLJu3Tp16tRJzZo1c9oMGDBAx48f17fffluN1dc9pefbJycnRwkJCUpNTdWMGTN06tQpZ1245rvK/ylUuB0+fFglJSUBOyRJzZo103fffVdDVV04evTooezsbLVv31779+/Xww8/rN69e+ubb77RgQMHVK9ePcXHxwf0adasmQ4cOFAzBV9gfPMY7Pz2rTtw4IASExMD1kdGRqpx48YchyoYOHCghg4dqjZt2mjXrl36l3/5F6Wnp2vdunWKiIhgvs+B1+vVPffco169eik1NVWSQnocOXDgQNDfAd86BBdsviVpxIgRat26tZKSkrR161Y98MAD2rFjh5YtWyYpfPNda4ICzq/09HTn3507d1aPHj3UunVrvfHGG/J4PDVYGXB+3Hbbbc6/O3XqpM6dO+vSSy/V6tWrdf3119dgZXXfxIkT9c033wTc54Tzxzbf/vfTdOrUSS1atND111+vXbt26dJLLw3b9mvNSw8JCQmKiIgoc4fswYMH1bx58xqq6sIVHx+vf/qnf1Jubq6aN2+uM2fO6OjRowFtmPvw8c1jeed38+bNy9y4W1xcrCNHjnAcwqBt27ZKSEhQbm6uJOa7qiZNmqR33nlHH3/8sVq1auUsD+VxpHnz5kF/B3zrUJZtvoPp0aOHJAWc4+GY71oTFOrVq6e0tDR99NFHzjKv16uPPvpIPXv2rMHKLkwnTpzQrl271KJFC6WlpSkqKipg7nfs2KE9e/Yw92HSpk0bNW/ePGCOjx8/rvXr1ztz3LNnTx09elSbNm1y2qxatUper9d5AEDV7d27V/n5+WrRooUk5ruyjDGaNGmSli9frlWrVqlNmzYB60N5HOnZs6e+/vrrgIC2cuVKxcbG6pe//GX17EgdUdF8B7N582ZJCjjHwzLfVbj58rxZsmSJiY6ONtnZ2Wbbtm3mrrvuMvHx8QF3bKJqpk+fblavXm12795tPvvsM9OvXz+TkJBg8vLyjDHGjB8/3qSkpJhVq1aZjRs3mp49e5qePXvWcNV1S0FBgfnqq6/MV199ZSSZp59+2nz11Vfmhx9+MMYY88QTT5j4+Hjz1ltvma1bt5qbbrrJtGnTxhQWFjpjDBw40Fx55ZVm/fr1Zs2aNaZdu3YmIyOjpnapVitvvgsKCsy9995r1q1bZ3bv3m0+/PBDc9VVV5l27dqZoqIiZwzmO3QTJkwwcXFxZvXq1Wb//v3O16lTp5w2FT2OFBcXm9TUVNO/f3+zefNm8/7775umTZuaGTNm1MQu1WoVzXdubq6ZO3eu2bhxo9m9e7d56623TNu2bc21117rjBGu+a5VQcEYY5577jmTkpJi6tWrZ7p3724+//zzmi7pgjB8+HDTokULU69ePdOyZUszfPhwk5ub66wvLCw0d999t/nFL35h6tevb26++Wazf//+Gqy47vn444+NpDJfo0aNMsb8/BbJmTNnmmbNmpno6Ghz/fXXmx07dgSMkZ+fbzIyMkzDhg1NbGysueOOO0xBQUEN7E3tV958nzp1yvTv3980bdrUREVFmdatW5uxY8eW+aOD+Q5dsLmWZF5++WWnTSiPI99//71JT083Ho/HJCQkmOnTp5uzZ89W897UfhXN9549e8y1115rGjdubKKjo81ll11m7rvvPnPs2LGAccIx3/w30wAAwKrW3KMAAABqH4ICAACwIigAAAArggIAALAiKAAAACuCAgAAsCIoAAAAK4ICAACwIigAFxnff7M8aNCgmi4FQB3AJzMCF5kxY8aoYcOGWrhwoXbs2KGkpKSaLglALcYVBeAicuLECb3++uuaMGGCBg0apOzs7ID1b7/9ttq1a6eYmBj17dtXixYtksvlCvivg9esWaPevXvL4/EoOTlZkydP1smTJ6t3RwBUG4ICcBF544031KFDB7Vv315ZWVl66aWX5LuouHv3bg0bNkxDhgzRli1bNG7cOD300EMB/Xft2qWBAwfqlltu0datW/X6669rzZo1mjRpUk3sDoBqwEsPwEWkV69euvXWWzVlyhQVFxerRYsWWrp0qfr06aMHH3xQ7777rr7++mun/e9//3s99thj+umnnxQfH68xY8YoIiJCL774otNmzZo1uu6663Ty5EnFxMTUxG4BOI+4ogBcJHbs2KEvvvhCGRkZkqTIyEgNHz5cCxcudNZ369YtoE/37t0Dft6yZYuys7PVsGFD52vAgAHyer3avXt39ewIgGoVWdMFAKgeCxcuVHFxccDNi8YYRUdH6/nnnw9pjBMnTmjcuHGaPHlymXUpKSlhqxVA7UFQAC4CxcXFeuWVV/TUU0+pf//+AeuGDBmixYsXq3379nrvvfcC1m3YsCHg56uuukrbtm3TZZdddt5rBlA7cI8CcBF48803NXz4cOXl5SkuLi5g3QMPPKBVq1bpjTfeUPv27TV16lTdeeed2rx5s6ZPn669e/fq6NGjiouL09atW3X11Vfrt7/9rcaMGaMGDRpo27ZtWrlyZchXJQDULdyjAFwEFi5cqH79+pUJCZJ0yy23aOPGjSooKNBf//pXLVu2TJ07d9YLL7zgvOshOjpaktS5c2d98skn+p//+R/17t1bV155pWbNmsVnMQAXMK4oALB67LHHtGDBAv344481XQqAGsI9CgAcf/rTn9StWzc1adJEn332mebNm8dnJAAXOYICAMfOnTv16KOP6siRI0pJSdH06dM1Y8aMmi4LQA3ipQcAAGDFzYwAAMCKoAAAAKwICgAAwIqgAAAArAgKAADAiqAAAACsCAoAAMCKoAAAAKwICgAAwOr/AW5Odp4HEIBbAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Box Plots for Age and Year-Of-Publication\n",
    "sns.boxplot(x=users['Age'])\n",
    "plt.title(\"Box Plot of Age\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "50b3472b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.boxplot(x=books['Year-Of-Publication'])\n",
    "plt.title(\"Box Plot of Year-Of-Publication\")\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "a4d228f4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Word Clouds for Popular Book Titles or Authors\n",
    "from wordcloud import WordCloud\n",
    "\n",
    "wordcloud = WordCloud(width=800, height=400).generate(' '.join(books['Book-Title']))\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.imshow(wordcloud, interpolation='bilinear')\n",
    "plt.axis('off')\n",
    "plt.title(\"Word Cloud of Book Titles\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0888ab47",
   "metadata": {},
   "source": [
    "### Pouplarity based Book Recomendation system"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "45b4aa6f",
   "metadata": {},
   "outputs": [],
   "source": [
    "ratings_with_name=ratings.merge(books,on='ISBN')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "9fa4aa02",
   "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>Book-Title</th>\n",
       "      <th>num_ratings</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>A Light in the Storm: The Civil War Diary of ...</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Always Have Popsicles</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Apple Magic (The Collector's series)</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Ask Lily (Young Women of Faith: Lily Series, ...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Beyond IBM: Leadership Marketing and Finance ...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>241066</th>\n",
       "      <td>Ã?Â?lpiraten.</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>241067</th>\n",
       "      <td>Ã?Â?rger mit Produkt X. Roman.</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>241068</th>\n",
       "      <td>Ã?Â?sterlich leben.</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>241069</th>\n",
       "      <td>Ã?Â?stlich der Berge.</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>241070</th>\n",
       "      <td>Ã?Â?thique en toc</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>241071 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                               Book-Title  num_ratings\n",
       "0        A Light in the Storm: The Civil War Diary of ...            4\n",
       "1                                   Always Have Popsicles            1\n",
       "2                    Apple Magic (The Collector's series)            1\n",
       "3        Ask Lily (Young Women of Faith: Lily Series, ...            1\n",
       "4        Beyond IBM: Leadership Marketing and Finance ...            1\n",
       "...                                                   ...          ...\n",
       "241066                                      Ã?Â?lpiraten.            2\n",
       "241067                     Ã?Â?rger mit Produkt X. Roman.            4\n",
       "241068                                Ã?Â?sterlich leben.            1\n",
       "241069                              Ã?Â?stlich der Berge.            3\n",
       "241070                                  Ã?Â?thique en toc            2\n",
       "\n",
       "[241071 rows x 2 columns]"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "num_rating_df=ratings_with_name.groupby('Book-Title').count()['Book-Rating'].reset_index()\n",
    "num_rating_df.rename(columns={'Book-Rating':'num_ratings'},inplace=True)\n",
    "num_rating_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "498e57e5",
   "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>Book-Title</th>\n",
       "      <th>avg_rating</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>A Light in the Storm: The Civil War Diary of ...</td>\n",
       "      <td>2.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Always Have Popsicles</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Apple Magic (The Collector's series)</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Ask Lily (Young Women of Faith: Lily Series, ...</td>\n",
       "      <td>8.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Beyond IBM: Leadership Marketing and Finance ...</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>241066</th>\n",
       "      <td>Ã?Â?lpiraten.</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>241067</th>\n",
       "      <td>Ã?Â?rger mit Produkt X. Roman.</td>\n",
       "      <td>5.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>241068</th>\n",
       "      <td>Ã?Â?sterlich leben.</td>\n",
       "      <td>7.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>241069</th>\n",
       "      <td>Ã?Â?stlich der Berge.</td>\n",
       "      <td>2.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>241070</th>\n",
       "      <td>Ã?Â?thique en toc</td>\n",
       "      <td>4.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>241071 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                               Book-Title  avg_rating\n",
       "0        A Light in the Storm: The Civil War Diary of ...    2.250000\n",
       "1                                   Always Have Popsicles    0.000000\n",
       "2                    Apple Magic (The Collector's series)    0.000000\n",
       "3        Ask Lily (Young Women of Faith: Lily Series, ...    8.000000\n",
       "4        Beyond IBM: Leadership Marketing and Finance ...    0.000000\n",
       "...                                                   ...         ...\n",
       "241066                                      Ã?Â?lpiraten.    0.000000\n",
       "241067                     Ã?Â?rger mit Produkt X. Roman.    5.250000\n",
       "241068                                Ã?Â?sterlich leben.    7.000000\n",
       "241069                              Ã?Â?stlich der Berge.    2.666667\n",
       "241070                                  Ã?Â?thique en toc    4.000000\n",
       "\n",
       "[241071 rows x 2 columns]"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ratings_with_name['Book-Rating'] = pd.to_numeric(ratings_with_name['Book-Rating'], errors='coerce')\n",
    "ratings_with_name = ratings_with_name.dropna(subset=['Book-Rating'])\n",
    "avg_rating_df = ratings_with_name.groupby('Book-Title')['Book-Rating'].mean().reset_index()\n",
    "avg_rating_df.rename(columns={'Book-Rating': 'avg_rating'}, inplace=True)\n",
    "avg_rating_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "dd790025",
   "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>Book-Title</th>\n",
       "      <th>num_ratings</th>\n",
       "      <th>avg_rating</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>A Light in the Storm: The Civil War Diary of ...</td>\n",
       "      <td>4</td>\n",
       "      <td>2.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Always Have Popsicles</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Apple Magic (The Collector's series)</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Ask Lily (Young Women of Faith: Lily Series, ...</td>\n",
       "      <td>1</td>\n",
       "      <td>8.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Beyond IBM: Leadership Marketing and Finance ...</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>241066</th>\n",
       "      <td>Ã?Â?lpiraten.</td>\n",
       "      <td>2</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>241067</th>\n",
       "      <td>Ã?Â?rger mit Produkt X. Roman.</td>\n",
       "      <td>4</td>\n",
       "      <td>5.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>241068</th>\n",
       "      <td>Ã?Â?sterlich leben.</td>\n",
       "      <td>1</td>\n",
       "      <td>7.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>241069</th>\n",
       "      <td>Ã?Â?stlich der Berge.</td>\n",
       "      <td>3</td>\n",
       "      <td>2.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>241070</th>\n",
       "      <td>Ã?Â?thique en toc</td>\n",
       "      <td>2</td>\n",
       "      <td>4.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>241071 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                               Book-Title  num_ratings  \\\n",
       "0        A Light in the Storm: The Civil War Diary of ...            4   \n",
       "1                                   Always Have Popsicles            1   \n",
       "2                    Apple Magic (The Collector's series)            1   \n",
       "3        Ask Lily (Young Women of Faith: Lily Series, ...            1   \n",
       "4        Beyond IBM: Leadership Marketing and Finance ...            1   \n",
       "...                                                   ...          ...   \n",
       "241066                                      Ã?Â?lpiraten.            2   \n",
       "241067                     Ã?Â?rger mit Produkt X. Roman.            4   \n",
       "241068                                Ã?Â?sterlich leben.            1   \n",
       "241069                              Ã?Â?stlich der Berge.            3   \n",
       "241070                                  Ã?Â?thique en toc            2   \n",
       "\n",
       "        avg_rating  \n",
       "0         2.250000  \n",
       "1         0.000000  \n",
       "2         0.000000  \n",
       "3         8.000000  \n",
       "4         0.000000  \n",
       "...            ...  \n",
       "241066    0.000000  \n",
       "241067    5.250000  \n",
       "241068    7.000000  \n",
       "241069    2.666667  \n",
       "241070    4.000000  \n",
       "\n",
       "[241071 rows x 3 columns]"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "popular_df = num_rating_df.merge(avg_rating_df,on='Book-Title')\n",
    "popular_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "8f33edb9",
   "metadata": {},
   "outputs": [],
   "source": [
    "popular_df = popular_df[popular_df['num_ratings']>=250].sort_values('avg_rating',ascending=False).head(50)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "12afd785",
   "metadata": {},
   "outputs": [],
   "source": [
    "popular_df = popular_df.merge(books,on='Book-Title').drop_duplicates('Book-Title')[['Book-Title','Book-Author','Image-URL-M','num_ratings','avg_rating']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "2a1c0dd3",
   "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>Book-Title</th>\n",
       "      <th>Book-Author</th>\n",
       "      <th>Image-URL-M</th>\n",
       "      <th>num_ratings</th>\n",
       "      <th>avg_rating</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Harry Potter and the Prisoner of Azkaban (Book 3)</td>\n",
       "      <td>J. K. Rowling</td>\n",
       "      <td>http://images.amazon.com/images/P/0439136350.0...</td>\n",
       "      <td>428</td>\n",
       "      <td>5.852804</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Harry Potter and the Goblet of Fire (Book 4)</td>\n",
       "      <td>J. K. Rowling</td>\n",
       "      <td>http://images.amazon.com/images/P/0439139597.0...</td>\n",
       "      <td>387</td>\n",
       "      <td>5.824289</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Harry Potter and the Sorcerer's Stone (Book 1)</td>\n",
       "      <td>J. K. Rowling</td>\n",
       "      <td>http://images.amazon.com/images/P/0590353403.0...</td>\n",
       "      <td>278</td>\n",
       "      <td>5.737410</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Harry Potter and the Order of the Phoenix (Boo...</td>\n",
       "      <td>J. K. Rowling</td>\n",
       "      <td>http://images.amazon.com/images/P/043935806X.0...</td>\n",
       "      <td>347</td>\n",
       "      <td>5.501441</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Harry Potter and the Chamber of Secrets (Book 2)</td>\n",
       "      <td>J. K. Rowling</td>\n",
       "      <td>http://images.amazon.com/images/P/0439064872.0...</td>\n",
       "      <td>556</td>\n",
       "      <td>5.183453</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>The Hobbit : The Enchanting Prelude to The Lor...</td>\n",
       "      <td>J.R.R. TOLKIEN</td>\n",
       "      <td>http://images.amazon.com/images/P/0345339681.0...</td>\n",
       "      <td>281</td>\n",
       "      <td>5.007117</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>The Fellowship of the Ring (The Lord of the Ri...</td>\n",
       "      <td>J.R.R. TOLKIEN</td>\n",
       "      <td>http://images.amazon.com/images/P/0345339703.0...</td>\n",
       "      <td>368</td>\n",
       "      <td>4.948370</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Harry Potter and the Sorcerer's Stone (Harry P...</td>\n",
       "      <td>J. K. Rowling</td>\n",
       "      <td>http://images.amazon.com/images/P/059035342X.0...</td>\n",
       "      <td>575</td>\n",
       "      <td>4.895652</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>The Two Towers (The Lord of the Rings, Part 2)</td>\n",
       "      <td>J.R.R. TOLKIEN</td>\n",
       "      <td>http://images.amazon.com/images/P/0345339711.0...</td>\n",
       "      <td>260</td>\n",
       "      <td>4.880769</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>To Kill a Mockingbird</td>\n",
       "      <td>Harper Lee</td>\n",
       "      <td>http://images.amazon.com/images/P/0446310786.0...</td>\n",
       "      <td>510</td>\n",
       "      <td>4.700000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>The Da Vinci Code</td>\n",
       "      <td>Dan Brown</td>\n",
       "      <td>http://images.amazon.com/images/P/0385504209.0...</td>\n",
       "      <td>898</td>\n",
       "      <td>4.642539</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>The Five People You Meet in Heaven</td>\n",
       "      <td>Mitch Albom</td>\n",
       "      <td>http://images.amazon.com/images/P/0786868716.0...</td>\n",
       "      <td>430</td>\n",
       "      <td>4.551163</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>The Catcher in the Rye</td>\n",
       "      <td>J.D. Salinger</td>\n",
       "      <td>http://images.amazon.com/images/P/0316769487.0...</td>\n",
       "      <td>449</td>\n",
       "      <td>4.545657</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>The Lovely Bones: A Novel</td>\n",
       "      <td>Alice Sebold</td>\n",
       "      <td>http://images.amazon.com/images/P/0316666343.0...</td>\n",
       "      <td>1295</td>\n",
       "      <td>4.468726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>1984</td>\n",
       "      <td>George Orwell</td>\n",
       "      <td>http://images.amazon.com/images/P/0451524934.0...</td>\n",
       "      <td>284</td>\n",
       "      <td>4.454225</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>Prodigal Summer: A Novel</td>\n",
       "      <td>Barbara Kingsolver</td>\n",
       "      <td>http://images.amazon.com/images/P/0060959037.0...</td>\n",
       "      <td>253</td>\n",
       "      <td>4.450593</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>Neverwhere</td>\n",
       "      <td>Neil Gaiman</td>\n",
       "      <td>http://images.amazon.com/images/P/0380789019.0...</td>\n",
       "      <td>265</td>\n",
       "      <td>4.449057</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>The Secret Life of Bees</td>\n",
       "      <td>Sue Monk Kidd</td>\n",
       "      <td>http://images.amazon.com/images/P/0142001740.0...</td>\n",
       "      <td>774</td>\n",
       "      <td>4.447028</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>Stupid White Men ...and Other Sorry Excuses fo...</td>\n",
       "      <td>Michael Moore</td>\n",
       "      <td>http://images.amazon.com/images/P/0060392452.0...</td>\n",
       "      <td>283</td>\n",
       "      <td>4.356890</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>Tuesdays with Morrie: An Old Man, a Young Man,...</td>\n",
       "      <td>MITCH ALBOM</td>\n",
       "      <td>http://images.amazon.com/images/P/0385484518.0...</td>\n",
       "      <td>493</td>\n",
       "      <td>4.354970</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>The Red Tent (Bestselling Backlist)</td>\n",
       "      <td>Anita Diamant</td>\n",
       "      <td>http://images.amazon.com/images/P/0312195516.0...</td>\n",
       "      <td>723</td>\n",
       "      <td>4.334716</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>The Hitchhiker's Guide to the Galaxy</td>\n",
       "      <td>Douglas Adams</td>\n",
       "      <td>http://images.amazon.com/images/P/0671461494.0...</td>\n",
       "      <td>268</td>\n",
       "      <td>4.328358</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>Nickel and Dimed: On (Not) Getting By in America</td>\n",
       "      <td>Barbara Ehrenreich</td>\n",
       "      <td>http://images.amazon.com/images/P/0805063897.0...</td>\n",
       "      <td>335</td>\n",
       "      <td>4.289552</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>Into the Wild</td>\n",
       "      <td>Jon Krakauer</td>\n",
       "      <td>http://images.amazon.com/images/P/0385486804.0...</td>\n",
       "      <td>252</td>\n",
       "      <td>4.273810</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>Fahrenheit 451</td>\n",
       "      <td>Ray Bradbury</td>\n",
       "      <td>http://images.amazon.com/images/P/3257208626.0...</td>\n",
       "      <td>409</td>\n",
       "      <td>4.264059</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116</th>\n",
       "      <td>Girl with a Pearl Earring</td>\n",
       "      <td>Tracy Chevalier</td>\n",
       "      <td>http://images.amazon.com/images/P/0452282152.0...</td>\n",
       "      <td>526</td>\n",
       "      <td>4.218631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117</th>\n",
       "      <td>Outlander</td>\n",
       "      <td>DIANA GABALDON</td>\n",
       "      <td>http://images.amazon.com/images/P/0440222915.0...</td>\n",
       "      <td>283</td>\n",
       "      <td>4.173145</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123</th>\n",
       "      <td>Where the Heart Is (Oprah's Book Club (Paperba...</td>\n",
       "      <td>Billie Letts</td>\n",
       "      <td>http://images.amazon.com/images/P/0446672211.0...</td>\n",
       "      <td>585</td>\n",
       "      <td>4.105983</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td>Seabiscuit: An American Legend</td>\n",
       "      <td>LAURA HILLENBRAND</td>\n",
       "      <td>http://images.amazon.com/images/P/0449005615.0...</td>\n",
       "      <td>275</td>\n",
       "      <td>4.098182</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126</th>\n",
       "      <td>Life of Pi</td>\n",
       "      <td>Yann Martel</td>\n",
       "      <td>http://images.amazon.com/images/P/0151008116.0...</td>\n",
       "      <td>664</td>\n",
       "      <td>4.088855</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>130</th>\n",
       "      <td>The Bean Trees</td>\n",
       "      <td>Barbara Kingsolver</td>\n",
       "      <td>http://images.amazon.com/images/P/0060915544.0...</td>\n",
       "      <td>389</td>\n",
       "      <td>4.087404</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133</th>\n",
       "      <td>A Child Called \\It\\\": One Child's Courage to S...</td>\n",
       "      <td>Dave Pelzer</td>\n",
       "      <td>http://images.amazon.com/images/P/1558743669.0...</td>\n",
       "      <td>265</td>\n",
       "      <td>4.086792</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135</th>\n",
       "      <td>ANGELA'S ASHES</td>\n",
       "      <td>Frank McCourt</td>\n",
       "      <td>http://images.amazon.com/images/P/0684874350.0...</td>\n",
       "      <td>279</td>\n",
       "      <td>4.075269</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>137</th>\n",
       "      <td>Good in Bed</td>\n",
       "      <td>Jennifer Weiner</td>\n",
       "      <td>http://images.amazon.com/images/P/0743418174.0...</td>\n",
       "      <td>490</td>\n",
       "      <td>4.055102</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139</th>\n",
       "      <td>Fast Food Nation: The Dark Side of the All-Ame...</td>\n",
       "      <td>Eric Schlosser</td>\n",
       "      <td>http://images.amazon.com/images/P/0060938455.0...</td>\n",
       "      <td>321</td>\n",
       "      <td>4.037383</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140</th>\n",
       "      <td>American Gods</td>\n",
       "      <td>Neil Gaiman</td>\n",
       "      <td>http://images.amazon.com/images/P/0380789035.0...</td>\n",
       "      <td>302</td>\n",
       "      <td>4.006623</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141</th>\n",
       "      <td>Skipping Christmas</td>\n",
       "      <td>JOHN GRISHAM</td>\n",
       "      <td>http://images.amazon.com/images/P/0385505833.0...</td>\n",
       "      <td>322</td>\n",
       "      <td>4.006211</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>Left Behind: A Novel of the Earth's Last Days ...</td>\n",
       "      <td>Tim Lahaye</td>\n",
       "      <td>http://images.amazon.com/images/P/0842329129.0...</td>\n",
       "      <td>318</td>\n",
       "      <td>4.003145</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>The Golden Compass (His Dark Materials, Book 1)</td>\n",
       "      <td>PHILIP PULLMAN</td>\n",
       "      <td>http://images.amazon.com/images/P/037582345X.0...</td>\n",
       "      <td>336</td>\n",
       "      <td>4.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>157</th>\n",
       "      <td>The Color Purple</td>\n",
       "      <td>Alice Walker</td>\n",
       "      <td>http://images.amazon.com/images/P/0671617028.0...</td>\n",
       "      <td>314</td>\n",
       "      <td>3.964968</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>163</th>\n",
       "      <td>Silence of the Lambs</td>\n",
       "      <td>Thomas Harris</td>\n",
       "      <td>http://images.amazon.com/images/P/0312924585.0...</td>\n",
       "      <td>256</td>\n",
       "      <td>3.960938</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>166</th>\n",
       "      <td>About a Boy</td>\n",
       "      <td>Nick Hornby</td>\n",
       "      <td>http://images.amazon.com/images/P/1573227331.0...</td>\n",
       "      <td>262</td>\n",
       "      <td>3.900763</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173</th>\n",
       "      <td>Seven Up (A Stephanie Plum Novel)</td>\n",
       "      <td>Janet Evanovich</td>\n",
       "      <td>http://images.amazon.com/images/P/0312265840.0...</td>\n",
       "      <td>278</td>\n",
       "      <td>3.888489</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>175</th>\n",
       "      <td>The Alchemist: A Fable About Following Your Dream</td>\n",
       "      <td>Paulo Coelho</td>\n",
       "      <td>http://images.amazon.com/images/P/0062502174.0...</td>\n",
       "      <td>266</td>\n",
       "      <td>3.875940</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177</th>\n",
       "      <td>Hard Eight : A Stephanie Plum Novel (A Stephan...</td>\n",
       "      <td>Janet Evanovich</td>\n",
       "      <td>http://images.amazon.com/images/P/0312983867.0...</td>\n",
       "      <td>269</td>\n",
       "      <td>3.825279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>182</th>\n",
       "      <td>Suzanne's Diary for Nicholas</td>\n",
       "      <td>James Patterson</td>\n",
       "      <td>http://images.amazon.com/images/P/0316969443.0...</td>\n",
       "      <td>457</td>\n",
       "      <td>3.820569</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>186</th>\n",
       "      <td>Lord of the Flies</td>\n",
       "      <td>William Gerald Golding</td>\n",
       "      <td>http://images.amazon.com/images/P/0399501487.0...</td>\n",
       "      <td>259</td>\n",
       "      <td>3.818533</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>192</th>\n",
       "      <td>A Prayer for Owen Meany</td>\n",
       "      <td>John Irving</td>\n",
       "      <td>http://images.amazon.com/images/P/0345361792.0...</td>\n",
       "      <td>413</td>\n",
       "      <td>3.796610</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>194</th>\n",
       "      <td>The Vampire Lestat (Vampire Chronicles, Book II)</td>\n",
       "      <td>ANNE RICE</td>\n",
       "      <td>http://images.amazon.com/images/P/0345313860.0...</td>\n",
       "      <td>301</td>\n",
       "      <td>3.777409</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>195</th>\n",
       "      <td>White Oleander : A Novel (Oprah's Book Club)</td>\n",
       "      <td>Janet Fitch</td>\n",
       "      <td>http://images.amazon.com/images/P/0316284955.0...</td>\n",
       "      <td>356</td>\n",
       "      <td>3.772472</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                            Book-Title  \\\n",
       "0    Harry Potter and the Prisoner of Azkaban (Book 3)   \n",
       "3         Harry Potter and the Goblet of Fire (Book 4)   \n",
       "5       Harry Potter and the Sorcerer's Stone (Book 1)   \n",
       "9    Harry Potter and the Order of the Phoenix (Boo...   \n",
       "13    Harry Potter and the Chamber of Secrets (Book 2)   \n",
       "16   The Hobbit : The Enchanting Prelude to The Lor...   \n",
       "17   The Fellowship of the Ring (The Lord of the Ri...   \n",
       "26   Harry Potter and the Sorcerer's Stone (Harry P...   \n",
       "28      The Two Towers (The Lord of the Rings, Part 2)   \n",
       "39                               To Kill a Mockingbird   \n",
       "47                                   The Da Vinci Code   \n",
       "53                  The Five People You Meet in Heaven   \n",
       "55                              The Catcher in the Rye   \n",
       "62                           The Lovely Bones: A Novel   \n",
       "63                                                1984   \n",
       "72                            Prodigal Summer: A Novel   \n",
       "73                                          Neverwhere   \n",
       "78                             The Secret Life of Bees   \n",
       "84   Stupid White Men ...and Other Sorry Excuses fo...   \n",
       "85   Tuesdays with Morrie: An Old Man, a Young Man,...   \n",
       "88                 The Red Tent (Bestselling Backlist)   \n",
       "89                The Hitchhiker's Guide to the Galaxy   \n",
       "98    Nickel and Dimed: On (Not) Getting By in America   \n",
       "100                                      Into the Wild   \n",
       "103                                     Fahrenheit 451   \n",
       "116                          Girl with a Pearl Earring   \n",
       "117                                          Outlander   \n",
       "123  Where the Heart Is (Oprah's Book Club (Paperba...   \n",
       "124                     Seabiscuit: An American Legend   \n",
       "126                                         Life of Pi   \n",
       "130                                     The Bean Trees   \n",
       "133  A Child Called \\It\\\": One Child's Courage to S...   \n",
       "135                                     ANGELA'S ASHES   \n",
       "137                                        Good in Bed   \n",
       "139  Fast Food Nation: The Dark Side of the All-Ame...   \n",
       "140                                      American Gods   \n",
       "141                                 Skipping Christmas   \n",
       "147  Left Behind: A Novel of the Earth's Last Days ...   \n",
       "149    The Golden Compass (His Dark Materials, Book 1)   \n",
       "157                                   The Color Purple   \n",
       "163                               Silence of the Lambs   \n",
       "166                                        About a Boy   \n",
       "173                  Seven Up (A Stephanie Plum Novel)   \n",
       "175  The Alchemist: A Fable About Following Your Dream   \n",
       "177  Hard Eight : A Stephanie Plum Novel (A Stephan...   \n",
       "182                       Suzanne's Diary for Nicholas   \n",
       "186                                  Lord of the Flies   \n",
       "192                            A Prayer for Owen Meany   \n",
       "194   The Vampire Lestat (Vampire Chronicles, Book II)   \n",
       "195       White Oleander : A Novel (Oprah's Book Club)   \n",
       "\n",
       "                Book-Author  \\\n",
       "0             J. K. Rowling   \n",
       "3             J. K. Rowling   \n",
       "5             J. K. Rowling   \n",
       "9             J. K. Rowling   \n",
       "13            J. K. Rowling   \n",
       "16           J.R.R. TOLKIEN   \n",
       "17           J.R.R. TOLKIEN   \n",
       "26            J. K. Rowling   \n",
       "28           J.R.R. TOLKIEN   \n",
       "39               Harper Lee   \n",
       "47                Dan Brown   \n",
       "53              Mitch Albom   \n",
       "55            J.D. Salinger   \n",
       "62             Alice Sebold   \n",
       "63            George Orwell   \n",
       "72       Barbara Kingsolver   \n",
       "73              Neil Gaiman   \n",
       "78            Sue Monk Kidd   \n",
       "84            Michael Moore   \n",
       "85              MITCH ALBOM   \n",
       "88            Anita Diamant   \n",
       "89            Douglas Adams   \n",
       "98       Barbara Ehrenreich   \n",
       "100            Jon Krakauer   \n",
       "103            Ray Bradbury   \n",
       "116         Tracy Chevalier   \n",
       "117          DIANA GABALDON   \n",
       "123            Billie Letts   \n",
       "124       LAURA HILLENBRAND   \n",
       "126             Yann Martel   \n",
       "130      Barbara Kingsolver   \n",
       "133             Dave Pelzer   \n",
       "135           Frank McCourt   \n",
       "137         Jennifer Weiner   \n",
       "139          Eric Schlosser   \n",
       "140             Neil Gaiman   \n",
       "141            JOHN GRISHAM   \n",
       "147              Tim Lahaye   \n",
       "149          PHILIP PULLMAN   \n",
       "157            Alice Walker   \n",
       "163           Thomas Harris   \n",
       "166             Nick Hornby   \n",
       "173         Janet Evanovich   \n",
       "175            Paulo Coelho   \n",
       "177         Janet Evanovich   \n",
       "182         James Patterson   \n",
       "186  William Gerald Golding   \n",
       "192             John Irving   \n",
       "194               ANNE RICE   \n",
       "195             Janet Fitch   \n",
       "\n",
       "                                           Image-URL-M  num_ratings  \\\n",
       "0    http://images.amazon.com/images/P/0439136350.0...          428   \n",
       "3    http://images.amazon.com/images/P/0439139597.0...          387   \n",
       "5    http://images.amazon.com/images/P/0590353403.0...          278   \n",
       "9    http://images.amazon.com/images/P/043935806X.0...          347   \n",
       "13   http://images.amazon.com/images/P/0439064872.0...          556   \n",
       "16   http://images.amazon.com/images/P/0345339681.0...          281   \n",
       "17   http://images.amazon.com/images/P/0345339703.0...          368   \n",
       "26   http://images.amazon.com/images/P/059035342X.0...          575   \n",
       "28   http://images.amazon.com/images/P/0345339711.0...          260   \n",
       "39   http://images.amazon.com/images/P/0446310786.0...          510   \n",
       "47   http://images.amazon.com/images/P/0385504209.0...          898   \n",
       "53   http://images.amazon.com/images/P/0786868716.0...          430   \n",
       "55   http://images.amazon.com/images/P/0316769487.0...          449   \n",
       "62   http://images.amazon.com/images/P/0316666343.0...         1295   \n",
       "63   http://images.amazon.com/images/P/0451524934.0...          284   \n",
       "72   http://images.amazon.com/images/P/0060959037.0...          253   \n",
       "73   http://images.amazon.com/images/P/0380789019.0...          265   \n",
       "78   http://images.amazon.com/images/P/0142001740.0...          774   \n",
       "84   http://images.amazon.com/images/P/0060392452.0...          283   \n",
       "85   http://images.amazon.com/images/P/0385484518.0...          493   \n",
       "88   http://images.amazon.com/images/P/0312195516.0...          723   \n",
       "89   http://images.amazon.com/images/P/0671461494.0...          268   \n",
       "98   http://images.amazon.com/images/P/0805063897.0...          335   \n",
       "100  http://images.amazon.com/images/P/0385486804.0...          252   \n",
       "103  http://images.amazon.com/images/P/3257208626.0...          409   \n",
       "116  http://images.amazon.com/images/P/0452282152.0...          526   \n",
       "117  http://images.amazon.com/images/P/0440222915.0...          283   \n",
       "123  http://images.amazon.com/images/P/0446672211.0...          585   \n",
       "124  http://images.amazon.com/images/P/0449005615.0...          275   \n",
       "126  http://images.amazon.com/images/P/0151008116.0...          664   \n",
       "130  http://images.amazon.com/images/P/0060915544.0...          389   \n",
       "133  http://images.amazon.com/images/P/1558743669.0...          265   \n",
       "135  http://images.amazon.com/images/P/0684874350.0...          279   \n",
       "137  http://images.amazon.com/images/P/0743418174.0...          490   \n",
       "139  http://images.amazon.com/images/P/0060938455.0...          321   \n",
       "140  http://images.amazon.com/images/P/0380789035.0...          302   \n",
       "141  http://images.amazon.com/images/P/0385505833.0...          322   \n",
       "147  http://images.amazon.com/images/P/0842329129.0...          318   \n",
       "149  http://images.amazon.com/images/P/037582345X.0...          336   \n",
       "157  http://images.amazon.com/images/P/0671617028.0...          314   \n",
       "163  http://images.amazon.com/images/P/0312924585.0...          256   \n",
       "166  http://images.amazon.com/images/P/1573227331.0...          262   \n",
       "173  http://images.amazon.com/images/P/0312265840.0...          278   \n",
       "175  http://images.amazon.com/images/P/0062502174.0...          266   \n",
       "177  http://images.amazon.com/images/P/0312983867.0...          269   \n",
       "182  http://images.amazon.com/images/P/0316969443.0...          457   \n",
       "186  http://images.amazon.com/images/P/0399501487.0...          259   \n",
       "192  http://images.amazon.com/images/P/0345361792.0...          413   \n",
       "194  http://images.amazon.com/images/P/0345313860.0...          301   \n",
       "195  http://images.amazon.com/images/P/0316284955.0...          356   \n",
       "\n",
       "     avg_rating  \n",
       "0      5.852804  \n",
       "3      5.824289  \n",
       "5      5.737410  \n",
       "9      5.501441  \n",
       "13     5.183453  \n",
       "16     5.007117  \n",
       "17     4.948370  \n",
       "26     4.895652  \n",
       "28     4.880769  \n",
       "39     4.700000  \n",
       "47     4.642539  \n",
       "53     4.551163  \n",
       "55     4.545657  \n",
       "62     4.468726  \n",
       "63     4.454225  \n",
       "72     4.450593  \n",
       "73     4.449057  \n",
       "78     4.447028  \n",
       "84     4.356890  \n",
       "85     4.354970  \n",
       "88     4.334716  \n",
       "89     4.328358  \n",
       "98     4.289552  \n",
       "100    4.273810  \n",
       "103    4.264059  \n",
       "116    4.218631  \n",
       "117    4.173145  \n",
       "123    4.105983  \n",
       "124    4.098182  \n",
       "126    4.088855  \n",
       "130    4.087404  \n",
       "133    4.086792  \n",
       "135    4.075269  \n",
       "137    4.055102  \n",
       "139    4.037383  \n",
       "140    4.006623  \n",
       "141    4.006211  \n",
       "147    4.003145  \n",
       "149    4.000000  \n",
       "157    3.964968  \n",
       "163    3.960938  \n",
       "166    3.900763  \n",
       "173    3.888489  \n",
       "175    3.875940  \n",
       "177    3.825279  \n",
       "182    3.820569  \n",
       "186    3.818533  \n",
       "192    3.796610  \n",
       "194    3.777409  \n",
       "195    3.772472  "
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "popular_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "46611bb0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'http://images.amazon.com/images/P/0439136350.01.MZZZZZZZ.jpg'"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "popular_df['Image-URL-M'][0]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2dac8094",
   "metadata": {},
   "source": [
    "## Collaborative Filtering Based Recommender System"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "85692ec1",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "from sklearn.metrics.pairwise import cosine_similarity\n",
    "import pickle"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "6c017abe",
   "metadata": {},
   "outputs": [],
   "source": [
    "active_users = ratings_with_name.groupby('User-ID').count()['Book-Rating'] > 200\n",
    "educated_users = active_users[active_users].index\n",
    "filtered_ratings = ratings_with_name[ratings_with_name['User-ID'].isin(educated_users)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "231eaa3f",
   "metadata": {},
   "outputs": [],
   "source": [
    "popular_books = filtered_ratings.groupby('Book-Title').count()['Book-Rating'] >= 50\n",
    "notable_books = popular_books[popular_books].index\n",
    "final_ratings = filtered_ratings[filtered_ratings['Book-Title'].isin(notable_books)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "id": "1ee7dd33",
   "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>User-ID</th>\n",
       "      <th>254</th>\n",
       "      <th>2276</th>\n",
       "      <th>2766</th>\n",
       "      <th>2977</th>\n",
       "      <th>3363</th>\n",
       "      <th>4017</th>\n",
       "      <th>4385</th>\n",
       "      <th>6251</th>\n",
       "      <th>6323</th>\n",
       "      <th>6543</th>\n",
       "      <th>...</th>\n",
       "      <th>271705</th>\n",
       "      <th>273979</th>\n",
       "      <th>274004</th>\n",
       "      <th>274061</th>\n",
       "      <th>274301</th>\n",
       "      <th>274308</th>\n",
       "      <th>275970</th>\n",
       "      <th>277427</th>\n",
       "      <th>277639</th>\n",
       "      <th>278418</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Book-Title</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1984</th>\n",
       "      <td>9.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1st to Die: A Novel</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2nd Chance</th>\n",
       "      <td>0.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4 Blondes</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A Bend in the Road</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Year of Wonders</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>You Belong To Me</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zen and the Art of Motorcycle Maintenance: An Inquiry into Values</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zoya</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>\\O\\\" Is for Outlaw\"</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>706 rows × 810 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "User-ID                                             254     2276    2766    \\\n",
       "Book-Title                                                                   \n",
       "1984                                                   9.0     0.0     0.0   \n",
       "1st to Die: A Novel                                    0.0     0.0     0.0   \n",
       "2nd Chance                                             0.0    10.0     0.0   \n",
       "4 Blondes                                              0.0     0.0     0.0   \n",
       "A Bend in the Road                                     0.0     0.0     7.0   \n",
       "...                                                    ...     ...     ...   \n",
       "Year of Wonders                                        0.0     0.0     0.0   \n",
       "You Belong To Me                                       0.0     0.0     0.0   \n",
       "Zen and the Art of Motorcycle Maintenance: An I...     0.0     0.0     0.0   \n",
       "Zoya                                                   0.0     0.0     0.0   \n",
       "\\O\\\" Is for Outlaw\"                                    0.0     0.0     0.0   \n",
       "\n",
       "User-ID                                             2977    3363    4017    \\\n",
       "Book-Title                                                                   \n",
       "1984                                                   0.0     0.0     0.0   \n",
       "1st to Die: A Novel                                    0.0     0.0     0.0   \n",
       "2nd Chance                                             0.0     0.0     0.0   \n",
       "4 Blondes                                              0.0     0.0     0.0   \n",
       "A Bend in the Road                                     0.0     0.0     0.0   \n",
       "...                                                    ...     ...     ...   \n",
       "Year of Wonders                                        7.0     0.0     0.0   \n",
       "You Belong To Me                                       0.0     0.0     0.0   \n",
       "Zen and the Art of Motorcycle Maintenance: An I...     0.0     0.0     0.0   \n",
       "Zoya                                                   0.0     0.0     0.0   \n",
       "\\O\\\" Is for Outlaw\"                                    0.0     0.0     0.0   \n",
       "\n",
       "User-ID                                             4385    6251    6323    \\\n",
       "Book-Title                                                                   \n",
       "1984                                                   0.0     0.0     0.0   \n",
       "1st to Die: A Novel                                    0.0     0.0     0.0   \n",
       "2nd Chance                                             0.0     0.0     0.0   \n",
       "4 Blondes                                              0.0     0.0     0.0   \n",
       "A Bend in the Road                                     0.0     0.0     0.0   \n",
       "...                                                    ...     ...     ...   \n",
       "Year of Wonders                                        0.0     0.0     0.0   \n",
       "You Belong To Me                                       0.0     0.0     0.0   \n",
       "Zen and the Art of Motorcycle Maintenance: An I...     0.0     0.0     0.0   \n",
       "Zoya                                                   0.0     0.0     0.0   \n",
       "\\O\\\" Is for Outlaw\"                                    0.0     0.0     0.0   \n",
       "\n",
       "User-ID                                             6543    ...  271705  \\\n",
       "Book-Title                                                  ...           \n",
       "1984                                                   0.0  ...    10.0   \n",
       "1st to Die: A Novel                                    9.0  ...     0.0   \n",
       "2nd Chance                                             0.0  ...     0.0   \n",
       "4 Blondes                                              0.0  ...     0.0   \n",
       "A Bend in the Road                                     0.0  ...     0.0   \n",
       "...                                                    ...  ...     ...   \n",
       "Year of Wonders                                        0.0  ...     0.0   \n",
       "You Belong To Me                                       0.0  ...     0.0   \n",
       "Zen and the Art of Motorcycle Maintenance: An I...     0.0  ...     0.0   \n",
       "Zoya                                                   0.0  ...     0.0   \n",
       "\\O\\\" Is for Outlaw\"                                    0.0  ...     0.0   \n",
       "\n",
       "User-ID                                             273979  274004  274061  \\\n",
       "Book-Title                                                                   \n",
       "1984                                                   0.0     0.0     0.0   \n",
       "1st to Die: A Novel                                    0.0     0.0     0.0   \n",
       "2nd Chance                                             0.0     0.0     0.0   \n",
       "4 Blondes                                              0.0     0.0     0.0   \n",
       "A Bend in the Road                                     0.0     0.0     0.0   \n",
       "...                                                    ...     ...     ...   \n",
       "Year of Wonders                                        9.0     0.0     0.0   \n",
       "You Belong To Me                                       0.0     0.0     0.0   \n",
       "Zen and the Art of Motorcycle Maintenance: An I...     0.0     0.0     0.0   \n",
       "Zoya                                                   0.0     0.0     0.0   \n",
       "\\O\\\" Is for Outlaw\"                                    0.0     0.0     0.0   \n",
       "\n",
       "User-ID                                             274301  274308  275970  \\\n",
       "Book-Title                                                                   \n",
       "1984                                                   0.0     0.0     0.0   \n",
       "1st to Die: A Novel                                    0.0     0.0     0.0   \n",
       "2nd Chance                                             0.0     0.0     0.0   \n",
       "4 Blondes                                              0.0     0.0     0.0   \n",
       "A Bend in the Road                                     0.0     0.0     0.0   \n",
       "...                                                    ...     ...     ...   \n",
       "Year of Wonders                                        0.0     0.0     0.0   \n",
       "You Belong To Me                                       0.0     0.0     0.0   \n",
       "Zen and the Art of Motorcycle Maintenance: An I...     0.0     0.0     0.0   \n",
       "Zoya                                                   0.0     0.0     0.0   \n",
       "\\O\\\" Is for Outlaw\"                                    8.0     0.0     0.0   \n",
       "\n",
       "User-ID                                             277427  277639  278418  \n",
       "Book-Title                                                                  \n",
       "1984                                                   0.0     0.0     0.0  \n",
       "1st to Die: A Novel                                    0.0     0.0     0.0  \n",
       "2nd Chance                                             0.0     0.0     0.0  \n",
       "4 Blondes                                              0.0     0.0     0.0  \n",
       "A Bend in the Road                                     0.0     0.0     0.0  \n",
       "...                                                    ...     ...     ...  \n",
       "Year of Wonders                                        0.0     0.0     0.0  \n",
       "You Belong To Me                                       0.0     0.0     0.0  \n",
       "Zen and the Art of Motorcycle Maintenance: An I...     0.0     0.0     0.0  \n",
       "Zoya                                                   0.0     0.0     0.0  \n",
       "\\O\\\" Is for Outlaw\"                                    0.0     0.0     0.0  \n",
       "\n",
       "[706 rows x 810 columns]"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pivot_table = final_ratings.pivot_table(index='Book-Title', columns='User-ID', values='Book-Rating')\n",
    "pivot_table.fillna(0, inplace=True)\n",
    "pivot_table"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "id": "3b524669",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(706, 706)"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "similarity_matrix = cosine_similarity(pivot_table)\n",
    "similarity_matrix.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "b17dc773",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Step 4: Define recommendation function\n",
    "def recommend(book_title):\n",
    "    # Find index of the book\n",
    "    index = np.where(pivot_table.index == book_title)[0][0]\n",
    "    similar_items = sorted(list(enumerate(similarity_matrix[index])), key=lambda x: x[1], reverse=True)[1:5]\n",
    "    \n",
    "    recommendations = []\n",
    "    for item in similar_items:\n",
    "        book_index = item[0]\n",
    "        book_data = books[books['Book-Title'] == pivot_table.index[book_index]]\n",
    "        recommendations.append([\n",
    "            book_data['Book-Title'].values[0],\n",
    "            book_data['Book-Author'].values[0],\n",
    "            book_data['Image-URL-M'].values[0]\n",
    "        ])\n",
    "    \n",
    "    return recommendations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "id": "6e3e79e5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[['Animal Farm',\n",
       "  'George Orwell',\n",
       "  'http://images.amazon.com/images/P/0451526341.01.MZZZZZZZ.jpg'],\n",
       " [\"The Handmaid's Tale\",\n",
       "  'Margaret Atwood',\n",
       "  'http://images.amazon.com/images/P/0449212602.01.MZZZZZZZ.jpg'],\n",
       " ['Brave New World',\n",
       "  'Aldous Huxley',\n",
       "  'http://images.amazon.com/images/P/0060809833.01.MZZZZZZZ.jpg'],\n",
       " ['The Vampire Lestat (Vampire Chronicles, Book II)',\n",
       "  'ANNE RICE',\n",
       "  'http://images.amazon.com/images/P/0345313860.01.MZZZZZZZ.jpg']]"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "recommend('1984')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "id": "d09cceb0",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Step 5: Save data to pickle files\n",
    "pickle.dump(filtered_ratings, open('popular.pkl', 'wb'))\n",
    "books.drop_duplicates('Book-Title', inplace=True)\n",
    "pickle.dump(pivot_table, open('pt.pkl', 'wb'))\n",
    "pickle.dump(books, open('books.pkl', 'wb'))\n",
    "pickle.dump(similarity_matrix, open('similarity_scores.pkl', 'wb'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "fb5d2746",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}