{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "b5b85c82",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "e:\\learning\\book_recommender\\book_env\\Lib\\site-packages\\tqdm\\auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
      "  from .autonotebook import tqdm as notebook_tqdm\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Downloading from https://www.kaggle.com/api/v1/datasets/download/dylanjcastillo/7k-books-with-metadata?dataset_version_number=3...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 1.47M/1.47M [00:00<00:00, 2.76MB/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting files...\n",
      "Path to dataset files: C:\\Users\\USER\\.cache\\kagglehub\\datasets\\dylanjcastillo\\7k-books-with-metadata\\versions\\3\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "import kagglehub\n",
    "\n",
    "# Download latest version\n",
    "path = kagglehub.dataset_download(\"dylanjcastillo/7k-books-with-metadata\")\n",
    "\n",
    "print(\"Path to dataset files:\", path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "8d15edd6",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>isbn13</th>\n",
       "      <th>isbn10</th>\n",
       "      <th>title</th>\n",
       "      <th>subtitle</th>\n",
       "      <th>authors</th>\n",
       "      <th>categories</th>\n",
       "      <th>thumbnail</th>\n",
       "      <th>description</th>\n",
       "      <th>published_year</th>\n",
       "      <th>average_rating</th>\n",
       "      <th>num_pages</th>\n",
       "      <th>ratings_count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
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       "      <th>0</th>\n",
       "      <td>9780002005883</td>\n",
       "      <td>0002005883</td>\n",
       "      <td>Gilead</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Marilynne Robinson</td>\n",
       "      <td>Fiction</td>\n",
       "      <td>http://books.google.com/books/content?id=KQZCP...</td>\n",
       "      <td>A NOVEL THAT READERS and critics have been eag...</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>3.85</td>\n",
       "      <td>247.0</td>\n",
       "      <td>361.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>9780002261982</td>\n",
       "      <td>0002261987</td>\n",
       "      <td>Spider's Web</td>\n",
       "      <td>A Novel</td>\n",
       "      <td>Charles Osborne;Agatha Christie</td>\n",
       "      <td>Detective and mystery stories</td>\n",
       "      <td>http://books.google.com/books/content?id=gA5GP...</td>\n",
       "      <td>A new 'Christie for Christmas' -- a full-lengt...</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>3.83</td>\n",
       "      <td>241.0</td>\n",
       "      <td>5164.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>9780006163831</td>\n",
       "      <td>0006163831</td>\n",
       "      <td>The One Tree</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Stephen R. Donaldson</td>\n",
       "      <td>American fiction</td>\n",
       "      <td>http://books.google.com/books/content?id=OmQaw...</td>\n",
       "      <td>Volume Two of Stephen Donaldson's acclaimed se...</td>\n",
       "      <td>1982.0</td>\n",
       "      <td>3.97</td>\n",
       "      <td>479.0</td>\n",
       "      <td>172.0</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>9780006178736</td>\n",
       "      <td>0006178731</td>\n",
       "      <td>Rage of angels</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Sidney Sheldon</td>\n",
       "      <td>Fiction</td>\n",
       "      <td>http://books.google.com/books/content?id=FKo2T...</td>\n",
       "      <td>A memorable, mesmerizing heroine Jennifer -- b...</td>\n",
       "      <td>1993.0</td>\n",
       "      <td>3.93</td>\n",
       "      <td>512.0</td>\n",
       "      <td>29532.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>9780006280897</td>\n",
       "      <td>0006280897</td>\n",
       "      <td>The Four Loves</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Clive Staples Lewis</td>\n",
       "      <td>Christian life</td>\n",
       "      <td>http://books.google.com/books/content?id=XhQ5X...</td>\n",
       "      <td>Lewis' work on the nature of love divides love...</td>\n",
       "      <td>2002.0</td>\n",
       "      <td>4.15</td>\n",
       "      <td>170.0</td>\n",
       "      <td>33684.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
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       "      <td>9788185300535</td>\n",
       "      <td>8185300534</td>\n",
       "      <td>I Am that</td>\n",
       "      <td>Talks with Sri Nisargadatta Maharaj</td>\n",
       "      <td>Sri Nisargadatta Maharaj;Sudhakar S. Dikshit</td>\n",
       "      <td>Philosophy</td>\n",
       "      <td>http://books.google.com/books/content?id=Fv_JP...</td>\n",
       "      <td>This collection of the timeless teachings of o...</td>\n",
       "      <td>1999.0</td>\n",
       "      <td>4.51</td>\n",
       "      <td>531.0</td>\n",
       "      <td>104.0</td>\n",
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       "      <td>Secrets Of The Heart</td>\n",
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       "      <td>Khalil Gibran</td>\n",
       "      <td>Mysticism</td>\n",
       "      <td>http://books.google.com/books/content?id=XcrVp...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1993.0</td>\n",
       "      <td>4.08</td>\n",
       "      <td>74.0</td>\n",
       "      <td>324.0</td>\n",
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       "      <td>9788445074879</td>\n",
       "      <td>8445074873</td>\n",
       "      <td>Fahrenheit 451</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Ray Bradbury</td>\n",
       "      <td>Book burning</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>2004.0</td>\n",
       "      <td>3.98</td>\n",
       "      <td>186.0</td>\n",
       "      <td>5733.0</td>\n",
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       "      <th>6808</th>\n",
       "      <td>9789027712059</td>\n",
       "      <td>9027712050</td>\n",
       "      <td>The Berlin Phenomenology</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Georg Wilhelm Friedrich Hegel</td>\n",
       "      <td>History</td>\n",
       "      <td>http://books.google.com/books/content?id=Vy7Sk...</td>\n",
       "      <td>Since the three volume edition ofHegel's Philo...</td>\n",
       "      <td>1981.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>210.0</td>\n",
       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <th>6809</th>\n",
       "      <td>9789042003408</td>\n",
       "      <td>9042003405</td>\n",
       "      <td>'I'm Telling You Stories'</td>\n",
       "      <td>Jeanette Winterson and the Politics of Reading</td>\n",
       "      <td>Helena Grice;Tim Woods</td>\n",
       "      <td>Literary Criticism</td>\n",
       "      <td>http://books.google.com/books/content?id=2lVyR...</td>\n",
       "      <td>This is a jubilant and rewarding collection of...</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>3.70</td>\n",
       "      <td>136.0</td>\n",
       "      <td>10.0</td>\n",
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      ],
      "text/plain": [
       "             isbn13      isbn10                      title  \\\n",
       "0     9780002005883  0002005883                     Gilead   \n",
       "1     9780002261982  0002261987               Spider's Web   \n",
       "2     9780006163831  0006163831               The One Tree   \n",
       "3     9780006178736  0006178731             Rage of angels   \n",
       "4     9780006280897  0006280897             The Four Loves   \n",
       "...             ...         ...                        ...   \n",
       "6805  9788185300535  8185300534                  I Am that   \n",
       "6806  9788185944609  8185944601       Secrets Of The Heart   \n",
       "6807  9788445074879  8445074873             Fahrenheit 451   \n",
       "6808  9789027712059  9027712050   The Berlin Phenomenology   \n",
       "6809  9789042003408  9042003405  'I'm Telling You Stories'   \n",
       "\n",
       "                                            subtitle  \\\n",
       "0                                                NaN   \n",
       "1                                            A Novel   \n",
       "2                                                NaN   \n",
       "3                                                NaN   \n",
       "4                                                NaN   \n",
       "...                                              ...   \n",
       "6805             Talks with Sri Nisargadatta Maharaj   \n",
       "6806                                             NaN   \n",
       "6807                                             NaN   \n",
       "6808                                             NaN   \n",
       "6809  Jeanette Winterson and the Politics of Reading   \n",
       "\n",
       "                                           authors  \\\n",
       "0                               Marilynne Robinson   \n",
       "1                  Charles Osborne;Agatha Christie   \n",
       "2                             Stephen R. Donaldson   \n",
       "3                                   Sidney Sheldon   \n",
       "4                              Clive Staples Lewis   \n",
       "...                                            ...   \n",
       "6805  Sri Nisargadatta Maharaj;Sudhakar S. Dikshit   \n",
       "6806                                 Khalil Gibran   \n",
       "6807                                  Ray Bradbury   \n",
       "6808                 Georg Wilhelm Friedrich Hegel   \n",
       "6809                        Helena Grice;Tim Woods   \n",
       "\n",
       "                         categories  \\\n",
       "0                           Fiction   \n",
       "1     Detective and mystery stories   \n",
       "2                  American fiction   \n",
       "3                           Fiction   \n",
       "4                    Christian life   \n",
       "...                             ...   \n",
       "6805                     Philosophy   \n",
       "6806                      Mysticism   \n",
       "6807                   Book burning   \n",
       "6808                        History   \n",
       "6809             Literary Criticism   \n",
       "\n",
       "                                              thumbnail  \\\n",
       "0     http://books.google.com/books/content?id=KQZCP...   \n",
       "1     http://books.google.com/books/content?id=gA5GP...   \n",
       "2     http://books.google.com/books/content?id=OmQaw...   \n",
       "3     http://books.google.com/books/content?id=FKo2T...   \n",
       "4     http://books.google.com/books/content?id=XhQ5X...   \n",
       "...                                                 ...   \n",
       "6805  http://books.google.com/books/content?id=Fv_JP...   \n",
       "6806  http://books.google.com/books/content?id=XcrVp...   \n",
       "6807                                                NaN   \n",
       "6808  http://books.google.com/books/content?id=Vy7Sk...   \n",
       "6809  http://books.google.com/books/content?id=2lVyR...   \n",
       "\n",
       "                                            description  published_year  \\\n",
       "0     A NOVEL THAT READERS and critics have been eag...          2004.0   \n",
       "1     A new 'Christie for Christmas' -- a full-lengt...          2000.0   \n",
       "2     Volume Two of Stephen Donaldson's acclaimed se...          1982.0   \n",
       "3     A memorable, mesmerizing heroine Jennifer -- b...          1993.0   \n",
       "4     Lewis' work on the nature of love divides love...          2002.0   \n",
       "...                                                 ...             ...   \n",
       "6805  This collection of the timeless teachings of o...          1999.0   \n",
       "6806                                                NaN          1993.0   \n",
       "6807                                                NaN          2004.0   \n",
       "6808  Since the three volume edition ofHegel's Philo...          1981.0   \n",
       "6809  This is a jubilant and rewarding collection of...          1998.0   \n",
       "\n",
       "      average_rating  num_pages  ratings_count  \n",
       "0               3.85      247.0          361.0  \n",
       "1               3.83      241.0         5164.0  \n",
       "2               3.97      479.0          172.0  \n",
       "3               3.93      512.0        29532.0  \n",
       "4               4.15      170.0        33684.0  \n",
       "...              ...        ...            ...  \n",
       "6805            4.51      531.0          104.0  \n",
       "6806            4.08       74.0          324.0  \n",
       "6807            3.98      186.0         5733.0  \n",
       "6808            0.00      210.0            0.0  \n",
       "6809            3.70      136.0           10.0  \n",
       "\n",
       "[6810 rows x 12 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "books= pd.read_csv(r\"C:\\Users\\USER\\.cache\\kagglehub\\datasets\\dylanjcastillo\\7k-books-with-metadata\\versions\\3\\books.csv\")\n",
    "books"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "17807788",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "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",
    "\n",
    "ax = plt.axes()\n",
    "sns.heatmap(books.isna().transpose(), cbar= False, ax=ax)\n",
    "plt.xlabel(\"Columns\")\n",
    "plt.ylabel(\"Missing Values\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "f5c566fe",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "\n",
    "books[\"missing_description\"] = np.where(books[\"description\"].isna(),1,0 )\n",
    "books[\"age_of_book\"] = 2025- books[\"published_year\"]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "c2f94b1e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "columns_of_interest = [\"num_pages\", \"age_of_book\", \"missing_description\", \"average_rating\"]\n",
    "\n",
    "correlation_matrix = books[columns_of_interest].corr(method=\"spearman\")\n",
    "\n",
    "sns.set_theme(style=\"white\")\n",
    "plt.figure(figsize=(8,6))\n",
    "heatmap = sns.heatmap(correlation_matrix, annot= True, fmt=\".2f\", cmap=\"coolwarm\",\n",
    "                      cbar_kws={\"label\":\"Spearmqn correlation\"})\n",
    "\n",
    "heatmap.set_title(\"Correlation heatmap\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "f57e99be",
   "metadata": {},
   "outputs": [],
   "source": [
    "books_missing = books[~(books[\"description\"].isna())&\n",
    "      ~(books[\"num_pages\"].isna())&\n",
    "      ~(books[\"average_rating\"].isna())&\n",
    "      ~(books[\"published_year\"].isna())]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "9da6e79a",
   "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>isbn13</th>\n",
       "      <th>isbn10</th>\n",
       "      <th>title</th>\n",
       "      <th>subtitle</th>\n",
       "      <th>authors</th>\n",
       "      <th>categories</th>\n",
       "      <th>thumbnail</th>\n",
       "      <th>description</th>\n",
       "      <th>published_year</th>\n",
       "      <th>average_rating</th>\n",
       "      <th>num_pages</th>\n",
       "      <th>ratings_count</th>\n",
       "      <th>missing_description</th>\n",
       "      <th>agg_of_book</th>\n",
       "      <th>age_of_book</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>9780002005883</td>\n",
       "      <td>0002005883</td>\n",
       "      <td>Gilead</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Marilynne Robinson</td>\n",
       "      <td>Fiction</td>\n",
       "      <td>http://books.google.com/books/content?id=KQZCP...</td>\n",
       "      <td>A NOVEL THAT READERS and critics have been eag...</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>3.85</td>\n",
       "      <td>247.0</td>\n",
       "      <td>361.0</td>\n",
       "      <td>0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>21.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>9780002261982</td>\n",
       "      <td>0002261987</td>\n",
       "      <td>Spider's Web</td>\n",
       "      <td>A Novel</td>\n",
       "      <td>Charles Osborne;Agatha Christie</td>\n",
       "      <td>Detective and mystery stories</td>\n",
       "      <td>http://books.google.com/books/content?id=gA5GP...</td>\n",
       "      <td>A new 'Christie for Christmas' -- a full-lengt...</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>3.83</td>\n",
       "      <td>241.0</td>\n",
       "      <td>5164.0</td>\n",
       "      <td>0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>25.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>9780006163831</td>\n",
       "      <td>0006163831</td>\n",
       "      <td>The One Tree</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Stephen R. Donaldson</td>\n",
       "      <td>American fiction</td>\n",
       "      <td>http://books.google.com/books/content?id=OmQaw...</td>\n",
       "      <td>Volume Two of Stephen Donaldson's acclaimed se...</td>\n",
       "      <td>1982.0</td>\n",
       "      <td>3.97</td>\n",
       "      <td>479.0</td>\n",
       "      <td>172.0</td>\n",
       "      <td>0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>43.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>9780006178736</td>\n",
       "      <td>0006178731</td>\n",
       "      <td>Rage of angels</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Sidney Sheldon</td>\n",
       "      <td>Fiction</td>\n",
       "      <td>http://books.google.com/books/content?id=FKo2T...</td>\n",
       "      <td>A memorable, mesmerizing heroine Jennifer -- b...</td>\n",
       "      <td>1993.0</td>\n",
       "      <td>3.93</td>\n",
       "      <td>512.0</td>\n",
       "      <td>29532.0</td>\n",
       "      <td>0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>32.0</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>9780006280897</td>\n",
       "      <td>0006280897</td>\n",
       "      <td>The Four Loves</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Clive Staples Lewis</td>\n",
       "      <td>Christian life</td>\n",
       "      <td>http://books.google.com/books/content?id=XhQ5X...</td>\n",
       "      <td>Lewis' work on the nature of love divides love...</td>\n",
       "      <td>2002.0</td>\n",
       "      <td>4.15</td>\n",
       "      <td>170.0</td>\n",
       "      <td>33684.0</td>\n",
       "      <td>0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>23.0</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6803</th>\n",
       "      <td>9788173031014</td>\n",
       "      <td>8173031010</td>\n",
       "      <td>Journey to the East</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Hermann Hesse</td>\n",
       "      <td>Adventure stories</td>\n",
       "      <td>http://books.google.com/books/content?id=rq6JP...</td>\n",
       "      <td>This book tells the tale of a man who goes on ...</td>\n",
       "      <td>2002.0</td>\n",
       "      <td>3.70</td>\n",
       "      <td>175.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>23.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6804</th>\n",
       "      <td>9788179921623</td>\n",
       "      <td>817992162X</td>\n",
       "      <td>The Monk Who Sold His Ferrari: A Fable About F...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Robin Sharma</td>\n",
       "      <td>Health &amp; Fitness</td>\n",
       "      <td>http://books.google.com/books/content?id=c_7mf...</td>\n",
       "      <td>Wisdom to Create a Life of Passion, Purpose, a...</td>\n",
       "      <td>2003.0</td>\n",
       "      <td>3.82</td>\n",
       "      <td>198.0</td>\n",
       "      <td>1568.0</td>\n",
       "      <td>0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>22.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6805</th>\n",
       "      <td>9788185300535</td>\n",
       "      <td>8185300534</td>\n",
       "      <td>I Am that</td>\n",
       "      <td>Talks with Sri Nisargadatta Maharaj</td>\n",
       "      <td>Sri Nisargadatta Maharaj;Sudhakar S. Dikshit</td>\n",
       "      <td>Philosophy</td>\n",
       "      <td>http://books.google.com/books/content?id=Fv_JP...</td>\n",
       "      <td>This collection of the timeless teachings of o...</td>\n",
       "      <td>1999.0</td>\n",
       "      <td>4.51</td>\n",
       "      <td>531.0</td>\n",
       "      <td>104.0</td>\n",
       "      <td>0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>26.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6808</th>\n",
       "      <td>9789027712059</td>\n",
       "      <td>9027712050</td>\n",
       "      <td>The Berlin Phenomenology</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Georg Wilhelm Friedrich Hegel</td>\n",
       "      <td>History</td>\n",
       "      <td>http://books.google.com/books/content?id=Vy7Sk...</td>\n",
       "      <td>Since the three volume edition ofHegel's Philo...</td>\n",
       "      <td>1981.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>210.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>44.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6809</th>\n",
       "      <td>9789042003408</td>\n",
       "      <td>9042003405</td>\n",
       "      <td>'I'm Telling You Stories'</td>\n",
       "      <td>Jeanette Winterson and the Politics of Reading</td>\n",
       "      <td>Helena Grice;Tim Woods</td>\n",
       "      <td>Literary Criticism</td>\n",
       "      <td>http://books.google.com/books/content?id=2lVyR...</td>\n",
       "      <td>This is a jubilant and rewarding collection of...</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>3.70</td>\n",
       "      <td>136.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>27.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>6507 rows × 15 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             isbn13      isbn10  \\\n",
       "0     9780002005883  0002005883   \n",
       "1     9780002261982  0002261987   \n",
       "2     9780006163831  0006163831   \n",
       "3     9780006178736  0006178731   \n",
       "4     9780006280897  0006280897   \n",
       "...             ...         ...   \n",
       "6803  9788173031014  8173031010   \n",
       "6804  9788179921623  817992162X   \n",
       "6805  9788185300535  8185300534   \n",
       "6808  9789027712059  9027712050   \n",
       "6809  9789042003408  9042003405   \n",
       "\n",
       "                                                  title  \\\n",
       "0                                                Gilead   \n",
       "1                                          Spider's Web   \n",
       "2                                          The One Tree   \n",
       "3                                        Rage of angels   \n",
       "4                                        The Four Loves   \n",
       "...                                                 ...   \n",
       "6803                                Journey to the East   \n",
       "6804  The Monk Who Sold His Ferrari: A Fable About F...   \n",
       "6805                                          I Am that   \n",
       "6808                           The Berlin Phenomenology   \n",
       "6809                          'I'm Telling You Stories'   \n",
       "\n",
       "                                            subtitle  \\\n",
       "0                                                NaN   \n",
       "1                                            A Novel   \n",
       "2                                                NaN   \n",
       "3                                                NaN   \n",
       "4                                                NaN   \n",
       "...                                              ...   \n",
       "6803                                             NaN   \n",
       "6804                                             NaN   \n",
       "6805             Talks with Sri Nisargadatta Maharaj   \n",
       "6808                                             NaN   \n",
       "6809  Jeanette Winterson and the Politics of Reading   \n",
       "\n",
       "                                           authors  \\\n",
       "0                               Marilynne Robinson   \n",
       "1                  Charles Osborne;Agatha Christie   \n",
       "2                             Stephen R. Donaldson   \n",
       "3                                   Sidney Sheldon   \n",
       "4                              Clive Staples Lewis   \n",
       "...                                            ...   \n",
       "6803                                 Hermann Hesse   \n",
       "6804                                  Robin Sharma   \n",
       "6805  Sri Nisargadatta Maharaj;Sudhakar S. Dikshit   \n",
       "6808                 Georg Wilhelm Friedrich Hegel   \n",
       "6809                        Helena Grice;Tim Woods   \n",
       "\n",
       "                         categories  \\\n",
       "0                           Fiction   \n",
       "1     Detective and mystery stories   \n",
       "2                  American fiction   \n",
       "3                           Fiction   \n",
       "4                    Christian life   \n",
       "...                             ...   \n",
       "6803              Adventure stories   \n",
       "6804               Health & Fitness   \n",
       "6805                     Philosophy   \n",
       "6808                        History   \n",
       "6809             Literary Criticism   \n",
       "\n",
       "                                              thumbnail  \\\n",
       "0     http://books.google.com/books/content?id=KQZCP...   \n",
       "1     http://books.google.com/books/content?id=gA5GP...   \n",
       "2     http://books.google.com/books/content?id=OmQaw...   \n",
       "3     http://books.google.com/books/content?id=FKo2T...   \n",
       "4     http://books.google.com/books/content?id=XhQ5X...   \n",
       "...                                                 ...   \n",
       "6803  http://books.google.com/books/content?id=rq6JP...   \n",
       "6804  http://books.google.com/books/content?id=c_7mf...   \n",
       "6805  http://books.google.com/books/content?id=Fv_JP...   \n",
       "6808  http://books.google.com/books/content?id=Vy7Sk...   \n",
       "6809  http://books.google.com/books/content?id=2lVyR...   \n",
       "\n",
       "                                            description  published_year  \\\n",
       "0     A NOVEL THAT READERS and critics have been eag...          2004.0   \n",
       "1     A new 'Christie for Christmas' -- a full-lengt...          2000.0   \n",
       "2     Volume Two of Stephen Donaldson's acclaimed se...          1982.0   \n",
       "3     A memorable, mesmerizing heroine Jennifer -- b...          1993.0   \n",
       "4     Lewis' work on the nature of love divides love...          2002.0   \n",
       "...                                                 ...             ...   \n",
       "6803  This book tells the tale of a man who goes on ...          2002.0   \n",
       "6804  Wisdom to Create a Life of Passion, Purpose, a...          2003.0   \n",
       "6805  This collection of the timeless teachings of o...          1999.0   \n",
       "6808  Since the three volume edition ofHegel's Philo...          1981.0   \n",
       "6809  This is a jubilant and rewarding collection of...          1998.0   \n",
       "\n",
       "      average_rating  num_pages  ratings_count  missing_description  \\\n",
       "0               3.85      247.0          361.0                    0   \n",
       "1               3.83      241.0         5164.0                    0   \n",
       "2               3.97      479.0          172.0                    0   \n",
       "3               3.93      512.0        29532.0                    0   \n",
       "4               4.15      170.0        33684.0                    0   \n",
       "...              ...        ...            ...                  ...   \n",
       "6803            3.70      175.0           24.0                    0   \n",
       "6804            3.82      198.0         1568.0                    0   \n",
       "6805            4.51      531.0          104.0                    0   \n",
       "6808            0.00      210.0            0.0                    0   \n",
       "6809            3.70      136.0           10.0                    0   \n",
       "\n",
       "      agg_of_book  age_of_book  \n",
       "0            21.0         21.0  \n",
       "1            25.0         25.0  \n",
       "2            43.0         43.0  \n",
       "3            32.0         32.0  \n",
       "4            23.0         23.0  \n",
       "...           ...          ...  \n",
       "6803         23.0         23.0  \n",
       "6804         22.0         22.0  \n",
       "6805         26.0         26.0  \n",
       "6808         44.0         44.0  \n",
       "6809         27.0         27.0  \n",
       "\n",
       "[6507 rows x 15 columns]"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "books_missing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "ae3af5c4",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
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       "  <tbody>\n",
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       "      <th>0</th>\n",
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       "      <td>2523</td>\n",
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       "      <td>Juvenile Fiction</td>\n",
       "      <td>534</td>\n",
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       "      <td>258</td>\n",
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       "      <th>4</th>\n",
       "      <td>Literary Criticism</td>\n",
       "      <td>164</td>\n",
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       "      <th>526</th>\n",
       "      <td>Courage</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>527</th>\n",
       "      <td>Otherland (Imaginary place)</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>528</th>\n",
       "      <td>Animals</td>\n",
       "      <td>1</td>\n",
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       "      <th>529</th>\n",
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       "      <td>1</td>\n",
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       "      <th>530</th>\n",
       "      <td>Catholic women</td>\n",
       "      <td>1</td>\n",
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       "<p>531 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                       categories  count\n",
       "0                         Fiction   2523\n",
       "1                Juvenile Fiction    534\n",
       "2       Biography & Autobiography    391\n",
       "3                         History    258\n",
       "4              Literary Criticism    164\n",
       "..                            ...    ...\n",
       "526                       Courage      1\n",
       "527   Otherland (Imaginary place)      1\n",
       "528                       Animals      1\n",
       "529  Children of divorced parents      1\n",
       "530                Catholic women      1\n",
       "\n",
       "[531 rows x 2 columns]"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "books_missing[\"categories\"].value_counts().reset_index().sort_values(\"count\", ascending=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e7f3cb9f",
   "metadata": {},
   "source": [
    "The distribution of catagories of the books dataset is a longtail problem "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "7f056424",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\USER\\AppData\\Local\\Temp\\ipykernel_10196\\4057519413.py:1: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  books_missing[\"words_in_description\"] = books_missing[\"description\"].str.split().str.len()\n"
     ]
    }
   ],
   "source": [
    "books_missing[\"words_in_description\"] = books_missing[\"description\"].str.split().str.len()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "44ab400f",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>Marilynne Robinson</td>\n",
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       "      <td>Spider's Web</td>\n",
       "      <td>A Novel</td>\n",
       "      <td>Charles Osborne;Agatha Christie</td>\n",
       "      <td>Detective and mystery stories</td>\n",
       "      <td>http://books.google.com/books/content?id=gA5GP...</td>\n",
       "      <td>A new 'Christie for Christmas' -- a full-lengt...</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>3.83</td>\n",
       "      <td>241.0</td>\n",
       "      <td>5164.0</td>\n",
       "      <td>0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>205</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>9780006163831</td>\n",
       "      <td>0006163831</td>\n",
       "      <td>The One Tree</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Stephen R. Donaldson</td>\n",
       "      <td>American fiction</td>\n",
       "      <td>http://books.google.com/books/content?id=OmQaw...</td>\n",
       "      <td>Volume Two of Stephen Donaldson's acclaimed se...</td>\n",
       "      <td>1982.0</td>\n",
       "      <td>3.97</td>\n",
       "      <td>479.0</td>\n",
       "      <td>172.0</td>\n",
       "      <td>0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>9780006178736</td>\n",
       "      <td>0006178731</td>\n",
       "      <td>Rage of angels</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Sidney Sheldon</td>\n",
       "      <td>Fiction</td>\n",
       "      <td>http://books.google.com/books/content?id=FKo2T...</td>\n",
       "      <td>A memorable, mesmerizing heroine Jennifer -- b...</td>\n",
       "      <td>1993.0</td>\n",
       "      <td>3.93</td>\n",
       "      <td>512.0</td>\n",
       "      <td>29532.0</td>\n",
       "      <td>0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>9780006280897</td>\n",
       "      <td>0006280897</td>\n",
       "      <td>The Four Loves</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Clive Staples Lewis</td>\n",
       "      <td>Christian life</td>\n",
       "      <td>http://books.google.com/books/content?id=XhQ5X...</td>\n",
       "      <td>Lewis' work on the nature of love divides love...</td>\n",
       "      <td>2002.0</td>\n",
       "      <td>4.15</td>\n",
       "      <td>170.0</td>\n",
       "      <td>33684.0</td>\n",
       "      <td>0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>45</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          isbn13      isbn10           title subtitle  \\\n",
       "0  9780002005883  0002005883          Gilead      NaN   \n",
       "1  9780002261982  0002261987    Spider's Web  A Novel   \n",
       "2  9780006163831  0006163831    The One Tree      NaN   \n",
       "3  9780006178736  0006178731  Rage of angels      NaN   \n",
       "4  9780006280897  0006280897  The Four Loves      NaN   \n",
       "\n",
       "                           authors                     categories  \\\n",
       "0               Marilynne Robinson                        Fiction   \n",
       "1  Charles Osborne;Agatha Christie  Detective and mystery stories   \n",
       "2             Stephen R. Donaldson               American fiction   \n",
       "3                   Sidney Sheldon                        Fiction   \n",
       "4              Clive Staples Lewis                 Christian life   \n",
       "\n",
       "                                           thumbnail  \\\n",
       "0  http://books.google.com/books/content?id=KQZCP...   \n",
       "1  http://books.google.com/books/content?id=gA5GP...   \n",
       "2  http://books.google.com/books/content?id=OmQaw...   \n",
       "3  http://books.google.com/books/content?id=FKo2T...   \n",
       "4  http://books.google.com/books/content?id=XhQ5X...   \n",
       "\n",
       "                                         description  published_year  \\\n",
       "0  A NOVEL THAT READERS and critics have been eag...          2004.0   \n",
       "1  A new 'Christie for Christmas' -- a full-lengt...          2000.0   \n",
       "2  Volume Two of Stephen Donaldson's acclaimed se...          1982.0   \n",
       "3  A memorable, mesmerizing heroine Jennifer -- b...          1993.0   \n",
       "4  Lewis' work on the nature of love divides love...          2002.0   \n",
       "\n",
       "   average_rating  num_pages  ratings_count  missing_description  agg_of_book  \\\n",
       "0            3.85      247.0          361.0                    0         21.0   \n",
       "1            3.83      241.0         5164.0                    0         25.0   \n",
       "2            3.97      479.0          172.0                    0         43.0   \n",
       "3            3.93      512.0        29532.0                    0         32.0   \n",
       "4            4.15      170.0        33684.0                    0         23.0   \n",
       "\n",
       "   age_of_book  words_in_description  \n",
       "0         21.0                   199  \n",
       "1         25.0                   205  \n",
       "2         43.0                    14  \n",
       "3         32.0                    57  \n",
       "4         23.0                    45  "
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "books_missing.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "ca0ac08b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "6                                             Donation.\n",
       "11                                       Fantasy-roman.\n",
       "77                       Nonsense rhyming story. 4 yrs+\n",
       "104                      Library of Liberal Arts title.\n",
       "682                    Biography of John Wesley Powell.\n",
       "                             ...                       \n",
       "6695                                 No Marketing Blurb\n",
       "6704    Accessible and affordable illustrated biography\n",
       "6721                                            Horror.\n",
       "6757                        Audio Book- unabriged on CD\n",
       "6794                               源氏物語54帖、「宮田切り絵」の真骨頂。\n",
       "Name: description, Length: 66, dtype: object"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "books_missing.loc[books_missing[\"words_in_description\"].between(1,5), \"description\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "729326fa",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2       Volume Two of Stephen Donaldson's acclaimed se...\n",
       "38      Koko is Peter Straub's foray into the psycholo...\n",
       "70      A matter of life and death - and the Throne of...\n",
       "77                         Nonsense rhyming story. 4 yrs+\n",
       "84      A study guide for the novel There's a Boy in t...\n",
       "                              ...                        \n",
       "6715    The first comprehensive guide to addressing Na...\n",
       "6726       Presents two complete novels from Henry James.\n",
       "6757                          Audio Book- unabriged on CD\n",
       "6776    Raymond Chandler meets The Exorcist. Classic n...\n",
       "6795    Book Of Five Rings is a Kodansha International...\n",
       "Name: description, Length: 308, dtype: object"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "books_missing.loc[books_missing[\"words_in_description\"].between(5,14), \"description\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "40144115",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "10      One of Sidney Sheldon's most popular and bests...\n",
       "32      Tells the story of three generations of Chines...\n",
       "36      A magical and fantastic collection of early st...\n",
       "57      A young drifter finds more than he bargained f...\n",
       "68      A new 'The Doors of Perception' for the 21st c...\n",
       "                              ...                        \n",
       "6767    Everything from the fingerprints of the gods t...\n",
       "6782    Displays one of America's leading physicist's ...\n",
       "6783    Basics Illustration 01: Thinking Visually expl...\n",
       "6789    Provides an introduction to the American artis...\n",
       "6809    This is a jubilant and rewarding collection of...\n",
       "Name: description, Length: 947, dtype: object"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "books_missing.loc[books_missing[\"words_in_description\"].between(15,24), \"description\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "9343f1d3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "9       Kate Blackwell is an enigma and one of the mos...\n",
       "14      Available in the U.S. for the first time, this...\n",
       "20      It is 1937, and Charles Ashworth, a Canon to t...\n",
       "21      Reissue of the author's most famous and well-l...\n",
       "46      No one believes a little girl when she insists...\n",
       "                              ...                        \n",
       "6760    Joel, an English teacher, has never really lik...\n",
       "6766    Discusses the historical and intellectual back...\n",
       "6775    Presents nearly one thousand recipes--from app...\n",
       "6779    Edited by the creator and executive producer o...\n",
       "6799    This book is the story of a young girl obsesse...\n",
       "Name: description, Length: 1229, dtype: object"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "books_missing.loc[books_missing[\"words_in_description\"].between(25,34), \"description\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "e2ee3a1d",
   "metadata": {},
   "outputs": [],
   "source": [
    "books_missing_25_words = books_missing[books_missing[\"words_in_description\"] >=25] "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "da420f09",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>isbn13</th>\n",
       "      <th>isbn10</th>\n",
       "      <th>title</th>\n",
       "      <th>subtitle</th>\n",
       "      <th>authors</th>\n",
       "      <th>categories</th>\n",
       "      <th>thumbnail</th>\n",
       "      <th>description</th>\n",
       "      <th>published_year</th>\n",
       "      <th>average_rating</th>\n",
       "      <th>num_pages</th>\n",
       "      <th>ratings_count</th>\n",
       "      <th>missing_description</th>\n",
       "      <th>agg_of_book</th>\n",
       "      <th>age_of_book</th>\n",
       "      <th>words_in_description</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>9780002005883</td>\n",
       "      <td>0002005883</td>\n",
       "      <td>Gilead</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Marilynne Robinson</td>\n",
       "      <td>Fiction</td>\n",
       "      <td>http://books.google.com/books/content?id=KQZCP...</td>\n",
       "      <td>A NOVEL THAT READERS and critics have been eag...</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>3.85</td>\n",
       "      <td>247.0</td>\n",
       "      <td>361.0</td>\n",
       "      <td>0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>199</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>9780002261982</td>\n",
       "      <td>0002261987</td>\n",
       "      <td>Spider's Web</td>\n",
       "      <td>A Novel</td>\n",
       "      <td>Charles Osborne;Agatha Christie</td>\n",
       "      <td>Detective and mystery stories</td>\n",
       "      <td>http://books.google.com/books/content?id=gA5GP...</td>\n",
       "      <td>A new 'Christie for Christmas' -- a full-lengt...</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>3.83</td>\n",
       "      <td>241.0</td>\n",
       "      <td>5164.0</td>\n",
       "      <td>0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>205</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>9780006178736</td>\n",
       "      <td>0006178731</td>\n",
       "      <td>Rage of angels</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Sidney Sheldon</td>\n",
       "      <td>Fiction</td>\n",
       "      <td>http://books.google.com/books/content?id=FKo2T...</td>\n",
       "      <td>A memorable, mesmerizing heroine Jennifer -- b...</td>\n",
       "      <td>1993.0</td>\n",
       "      <td>3.93</td>\n",
       "      <td>512.0</td>\n",
       "      <td>29532.0</td>\n",
       "      <td>0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>9780006280897</td>\n",
       "      <td>0006280897</td>\n",
       "      <td>The Four Loves</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Clive Staples Lewis</td>\n",
       "      <td>Christian life</td>\n",
       "      <td>http://books.google.com/books/content?id=XhQ5X...</td>\n",
       "      <td>Lewis' work on the nature of love divides love...</td>\n",
       "      <td>2002.0</td>\n",
       "      <td>4.15</td>\n",
       "      <td>170.0</td>\n",
       "      <td>33684.0</td>\n",
       "      <td>0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>9780006280934</td>\n",
       "      <td>0006280935</td>\n",
       "      <td>The Problem of Pain</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Clive Staples Lewis</td>\n",
       "      <td>Christian life</td>\n",
       "      <td>http://books.google.com/books/content?id=Kk-uV...</td>\n",
       "      <td>\"In The Problem of Pain, C.S. Lewis, one of th...</td>\n",
       "      <td>2002.0</td>\n",
       "      <td>4.09</td>\n",
       "      <td>176.0</td>\n",
       "      <td>37569.0</td>\n",
       "      <td>0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>75</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6802</th>\n",
       "      <td>9788172235222</td>\n",
       "      <td>8172235224</td>\n",
       "      <td>Mistaken Identity</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Nayantara Sahgal</td>\n",
       "      <td>Indic fiction (English)</td>\n",
       "      <td>http://books.google.com/books/content?id=q-tKP...</td>\n",
       "      <td>On A Train Journey Home To North India After L...</td>\n",
       "      <td>2003.0</td>\n",
       "      <td>2.93</td>\n",
       "      <td>324.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>288</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6803</th>\n",
       "      <td>9788173031014</td>\n",
       "      <td>8173031010</td>\n",
       "      <td>Journey to the East</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Hermann Hesse</td>\n",
       "      <td>Adventure stories</td>\n",
       "      <td>http://books.google.com/books/content?id=rq6JP...</td>\n",
       "      <td>This book tells the tale of a man who goes on ...</td>\n",
       "      <td>2002.0</td>\n",
       "      <td>3.70</td>\n",
       "      <td>175.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6804</th>\n",
       "      <td>9788179921623</td>\n",
       "      <td>817992162X</td>\n",
       "      <td>The Monk Who Sold His Ferrari: A Fable About F...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Robin Sharma</td>\n",
       "      <td>Health &amp; Fitness</td>\n",
       "      <td>http://books.google.com/books/content?id=c_7mf...</td>\n",
       "      <td>Wisdom to Create a Life of Passion, Purpose, a...</td>\n",
       "      <td>2003.0</td>\n",
       "      <td>3.82</td>\n",
       "      <td>198.0</td>\n",
       "      <td>1568.0</td>\n",
       "      <td>0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>117</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6805</th>\n",
       "      <td>9788185300535</td>\n",
       "      <td>8185300534</td>\n",
       "      <td>I Am that</td>\n",
       "      <td>Talks with Sri Nisargadatta Maharaj</td>\n",
       "      <td>Sri Nisargadatta Maharaj;Sudhakar S. Dikshit</td>\n",
       "      <td>Philosophy</td>\n",
       "      <td>http://books.google.com/books/content?id=Fv_JP...</td>\n",
       "      <td>This collection of the timeless teachings of o...</td>\n",
       "      <td>1999.0</td>\n",
       "      <td>4.51</td>\n",
       "      <td>531.0</td>\n",
       "      <td>104.0</td>\n",
       "      <td>0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>174</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6808</th>\n",
       "      <td>9789027712059</td>\n",
       "      <td>9027712050</td>\n",
       "      <td>The Berlin Phenomenology</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Georg Wilhelm Friedrich Hegel</td>\n",
       "      <td>History</td>\n",
       "      <td>http://books.google.com/books/content?id=Vy7Sk...</td>\n",
       "      <td>Since the three volume edition ofHegel's Philo...</td>\n",
       "      <td>1981.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>210.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>245</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5197 rows × 16 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             isbn13      isbn10  \\\n",
       "0     9780002005883  0002005883   \n",
       "1     9780002261982  0002261987   \n",
       "3     9780006178736  0006178731   \n",
       "4     9780006280897  0006280897   \n",
       "5     9780006280934  0006280935   \n",
       "...             ...         ...   \n",
       "6802  9788172235222  8172235224   \n",
       "6803  9788173031014  8173031010   \n",
       "6804  9788179921623  817992162X   \n",
       "6805  9788185300535  8185300534   \n",
       "6808  9789027712059  9027712050   \n",
       "\n",
       "                                                  title  \\\n",
       "0                                                Gilead   \n",
       "1                                          Spider's Web   \n",
       "3                                        Rage of angels   \n",
       "4                                        The Four Loves   \n",
       "5                                   The Problem of Pain   \n",
       "...                                                 ...   \n",
       "6802                                  Mistaken Identity   \n",
       "6803                                Journey to the East   \n",
       "6804  The Monk Who Sold His Ferrari: A Fable About F...   \n",
       "6805                                          I Am that   \n",
       "6808                           The Berlin Phenomenology   \n",
       "\n",
       "                                 subtitle  \\\n",
       "0                                     NaN   \n",
       "1                                 A Novel   \n",
       "3                                     NaN   \n",
       "4                                     NaN   \n",
       "5                                     NaN   \n",
       "...                                   ...   \n",
       "6802                                  NaN   \n",
       "6803                                  NaN   \n",
       "6804                                  NaN   \n",
       "6805  Talks with Sri Nisargadatta Maharaj   \n",
       "6808                                  NaN   \n",
       "\n",
       "                                           authors  \\\n",
       "0                               Marilynne Robinson   \n",
       "1                  Charles Osborne;Agatha Christie   \n",
       "3                                   Sidney Sheldon   \n",
       "4                              Clive Staples Lewis   \n",
       "5                              Clive Staples Lewis   \n",
       "...                                            ...   \n",
       "6802                              Nayantara Sahgal   \n",
       "6803                                 Hermann Hesse   \n",
       "6804                                  Robin Sharma   \n",
       "6805  Sri Nisargadatta Maharaj;Sudhakar S. Dikshit   \n",
       "6808                 Georg Wilhelm Friedrich Hegel   \n",
       "\n",
       "                         categories  \\\n",
       "0                           Fiction   \n",
       "1     Detective and mystery stories   \n",
       "3                           Fiction   \n",
       "4                    Christian life   \n",
       "5                    Christian life   \n",
       "...                             ...   \n",
       "6802        Indic fiction (English)   \n",
       "6803              Adventure stories   \n",
       "6804               Health & Fitness   \n",
       "6805                     Philosophy   \n",
       "6808                        History   \n",
       "\n",
       "                                              thumbnail  \\\n",
       "0     http://books.google.com/books/content?id=KQZCP...   \n",
       "1     http://books.google.com/books/content?id=gA5GP...   \n",
       "3     http://books.google.com/books/content?id=FKo2T...   \n",
       "4     http://books.google.com/books/content?id=XhQ5X...   \n",
       "5     http://books.google.com/books/content?id=Kk-uV...   \n",
       "...                                                 ...   \n",
       "6802  http://books.google.com/books/content?id=q-tKP...   \n",
       "6803  http://books.google.com/books/content?id=rq6JP...   \n",
       "6804  http://books.google.com/books/content?id=c_7mf...   \n",
       "6805  http://books.google.com/books/content?id=Fv_JP...   \n",
       "6808  http://books.google.com/books/content?id=Vy7Sk...   \n",
       "\n",
       "                                            description  published_year  \\\n",
       "0     A NOVEL THAT READERS and critics have been eag...          2004.0   \n",
       "1     A new 'Christie for Christmas' -- a full-lengt...          2000.0   \n",
       "3     A memorable, mesmerizing heroine Jennifer -- b...          1993.0   \n",
       "4     Lewis' work on the nature of love divides love...          2002.0   \n",
       "5     \"In The Problem of Pain, C.S. Lewis, one of th...          2002.0   \n",
       "...                                                 ...             ...   \n",
       "6802  On A Train Journey Home To North India After L...          2003.0   \n",
       "6803  This book tells the tale of a man who goes on ...          2002.0   \n",
       "6804  Wisdom to Create a Life of Passion, Purpose, a...          2003.0   \n",
       "6805  This collection of the timeless teachings of o...          1999.0   \n",
       "6808  Since the three volume edition ofHegel's Philo...          1981.0   \n",
       "\n",
       "      average_rating  num_pages  ratings_count  missing_description  \\\n",
       "0               3.85      247.0          361.0                    0   \n",
       "1               3.83      241.0         5164.0                    0   \n",
       "3               3.93      512.0        29532.0                    0   \n",
       "4               4.15      170.0        33684.0                    0   \n",
       "5               4.09      176.0        37569.0                    0   \n",
       "...              ...        ...            ...                  ...   \n",
       "6802            2.93      324.0            0.0                    0   \n",
       "6803            3.70      175.0           24.0                    0   \n",
       "6804            3.82      198.0         1568.0                    0   \n",
       "6805            4.51      531.0          104.0                    0   \n",
       "6808            0.00      210.0            0.0                    0   \n",
       "\n",
       "      agg_of_book  age_of_book  words_in_description  \n",
       "0            21.0         21.0                   199  \n",
       "1            25.0         25.0                   205  \n",
       "3            32.0         32.0                    57  \n",
       "4            23.0         23.0                    45  \n",
       "5            23.0         23.0                    75  \n",
       "...           ...          ...                   ...  \n",
       "6802         22.0         22.0                   288  \n",
       "6803         23.0         23.0                    63  \n",
       "6804         22.0         22.0                   117  \n",
       "6805         26.0         26.0                   174  \n",
       "6808         44.0         44.0                   245  \n",
       "\n",
       "[5197 rows x 16 columns]"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "books_missing_25_words"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "33939d7f",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\USER\\AppData\\Local\\Temp\\ipykernel_10196\\1996634102.py:1: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  books_missing_25_words[\"title_and_subtitle\"] = (\n"
     ]
    }
   ],
   "source": [
    "books_missing_25_words[\"title_and_subtitle\"] = (\n",
    "    np.where(books_missing_25_words[\"subtitle\"].isna(), books_missing_25_words[\"title\"],\n",
    "             books_missing_25_words[[\"title\", \"subtitle\"]].astype(str).agg(\": \".join, axis=1))\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "4755d682",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>9780002005883</td>\n",
       "      <td>0002005883</td>\n",
       "      <td>Gilead</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Marilynne Robinson</td>\n",
       "      <td>Fiction</td>\n",
       "      <td>http://books.google.com/books/content?id=KQZCP...</td>\n",
       "      <td>A NOVEL THAT READERS and critics have been eag...</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>3.85</td>\n",
       "      <td>247.0</td>\n",
       "      <td>361.0</td>\n",
       "      <td>0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>199</td>\n",
       "      <td>Gilead</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>9780002261982</td>\n",
       "      <td>0002261987</td>\n",
       "      <td>Spider's Web</td>\n",
       "      <td>A Novel</td>\n",
       "      <td>Charles Osborne;Agatha Christie</td>\n",
       "      <td>Detective and mystery stories</td>\n",
       "      <td>http://books.google.com/books/content?id=gA5GP...</td>\n",
       "      <td>A new 'Christie for Christmas' -- a full-lengt...</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>3.83</td>\n",
       "      <td>241.0</td>\n",
       "      <td>5164.0</td>\n",
       "      <td>0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>205</td>\n",
       "      <td>Spider's Web: A Novel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>9780006178736</td>\n",
       "      <td>0006178731</td>\n",
       "      <td>Rage of angels</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Sidney Sheldon</td>\n",
       "      <td>Fiction</td>\n",
       "      <td>http://books.google.com/books/content?id=FKo2T...</td>\n",
       "      <td>A memorable, mesmerizing heroine Jennifer -- b...</td>\n",
       "      <td>1993.0</td>\n",
       "      <td>3.93</td>\n",
       "      <td>512.0</td>\n",
       "      <td>29532.0</td>\n",
       "      <td>0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>57</td>\n",
       "      <td>Rage of angels</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>9780006280897</td>\n",
       "      <td>0006280897</td>\n",
       "      <td>The Four Loves</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Clive Staples Lewis</td>\n",
       "      <td>Christian life</td>\n",
       "      <td>http://books.google.com/books/content?id=XhQ5X...</td>\n",
       "      <td>Lewis' work on the nature of love divides love...</td>\n",
       "      <td>2002.0</td>\n",
       "      <td>4.15</td>\n",
       "      <td>170.0</td>\n",
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       "      <td>0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>45</td>\n",
       "      <td>The Four Loves</td>\n",
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       "      <th>5</th>\n",
       "      <td>9780006280934</td>\n",
       "      <td>0006280935</td>\n",
       "      <td>The Problem of Pain</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Clive Staples Lewis</td>\n",
       "      <td>Christian life</td>\n",
       "      <td>http://books.google.com/books/content?id=Kk-uV...</td>\n",
       "      <td>\"In The Problem of Pain, C.S. Lewis, one of th...</td>\n",
       "      <td>2002.0</td>\n",
       "      <td>4.09</td>\n",
       "      <td>176.0</td>\n",
       "      <td>37569.0</td>\n",
       "      <td>0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>75</td>\n",
       "      <td>The Problem of Pain</td>\n",
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       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          isbn13      isbn10                title subtitle  \\\n",
       "0  9780002005883  0002005883               Gilead      NaN   \n",
       "1  9780002261982  0002261987         Spider's Web  A Novel   \n",
       "3  9780006178736  0006178731       Rage of angels      NaN   \n",
       "4  9780006280897  0006280897       The Four Loves      NaN   \n",
       "5  9780006280934  0006280935  The Problem of Pain      NaN   \n",
       "\n",
       "                           authors                     categories  \\\n",
       "0               Marilynne Robinson                        Fiction   \n",
       "1  Charles Osborne;Agatha Christie  Detective and mystery stories   \n",
       "3                   Sidney Sheldon                        Fiction   \n",
       "4              Clive Staples Lewis                 Christian life   \n",
       "5              Clive Staples Lewis                 Christian life   \n",
       "\n",
       "                                           thumbnail  \\\n",
       "0  http://books.google.com/books/content?id=KQZCP...   \n",
       "1  http://books.google.com/books/content?id=gA5GP...   \n",
       "3  http://books.google.com/books/content?id=FKo2T...   \n",
       "4  http://books.google.com/books/content?id=XhQ5X...   \n",
       "5  http://books.google.com/books/content?id=Kk-uV...   \n",
       "\n",
       "                                         description  published_year  \\\n",
       "0  A NOVEL THAT READERS and critics have been eag...          2004.0   \n",
       "1  A new 'Christie for Christmas' -- a full-lengt...          2000.0   \n",
       "3  A memorable, mesmerizing heroine Jennifer -- b...          1993.0   \n",
       "4  Lewis' work on the nature of love divides love...          2002.0   \n",
       "5  \"In The Problem of Pain, C.S. Lewis, one of th...          2002.0   \n",
       "\n",
       "   average_rating  num_pages  ratings_count  missing_description  agg_of_book  \\\n",
       "0            3.85      247.0          361.0                    0         21.0   \n",
       "1            3.83      241.0         5164.0                    0         25.0   \n",
       "3            3.93      512.0        29532.0                    0         32.0   \n",
       "4            4.15      170.0        33684.0                    0         23.0   \n",
       "5            4.09      176.0        37569.0                    0         23.0   \n",
       "\n",
       "   age_of_book  words_in_description     title_and_subtitle  \n",
       "0         21.0                   199                 Gilead  \n",
       "1         25.0                   205  Spider's Web: A Novel  \n",
       "3         32.0                    57         Rage of angels  \n",
       "4         23.0                    45         The Four Loves  \n",
       "5         23.0                    75    The Problem of Pain  "
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "books_missing_25_words.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "fec5a4cb",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\USER\\AppData\\Local\\Temp\\ipykernel_10196\\1188956569.py:1: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  books_missing_25_words[\"tagged_description\"] = books_missing_25_words[[\"isbn13\", \"description\"]].astype(str).agg(\" \".join, axis=1)\n"
     ]
    },
    {
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       "      <td>Spider's Web</td>\n",
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       "      <td>Detective and mystery stories</td>\n",
       "      <td>http://books.google.com/books/content?id=gA5GP...</td>\n",
       "      <td>A new 'Christie for Christmas' -- a full-lengt...</td>\n",
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       "      <td>3.83</td>\n",
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       "      <td>Rage of angels</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Sidney Sheldon</td>\n",
       "      <td>Fiction</td>\n",
       "      <td>http://books.google.com/books/content?id=FKo2T...</td>\n",
       "      <td>A memorable, mesmerizing heroine Jennifer -- b...</td>\n",
       "      <td>1993.0</td>\n",
       "      <td>3.93</td>\n",
       "      <td>512.0</td>\n",
       "      <td>29532.0</td>\n",
       "      <td>0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>57</td>\n",
       "      <td>Rage of angels</td>\n",
       "      <td>9780006178736 A memorable, mesmerizing heroine...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>9780006280897</td>\n",
       "      <td>0006280897</td>\n",
       "      <td>The Four Loves</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Clive Staples Lewis</td>\n",
       "      <td>Christian life</td>\n",
       "      <td>http://books.google.com/books/content?id=XhQ5X...</td>\n",
       "      <td>Lewis' work on the nature of love divides love...</td>\n",
       "      <td>2002.0</td>\n",
       "      <td>4.15</td>\n",
       "      <td>170.0</td>\n",
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       "      <td>0</td>\n",
       "      <td>23.0</td>\n",
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       "      <td>The Four Loves</td>\n",
       "      <td>9780006280897 Lewis' work on the nature of lov...</td>\n",
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       "      <td>9780006280934</td>\n",
       "      <td>0006280935</td>\n",
       "      <td>The Problem of Pain</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Clive Staples Lewis</td>\n",
       "      <td>Christian life</td>\n",
       "      <td>http://books.google.com/books/content?id=Kk-uV...</td>\n",
       "      <td>\"In The Problem of Pain, C.S. Lewis, one of th...</td>\n",
       "      <td>2002.0</td>\n",
       "      <td>4.09</td>\n",
       "      <td>176.0</td>\n",
       "      <td>37569.0</td>\n",
       "      <td>0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>75</td>\n",
       "      <td>The Problem of Pain</td>\n",
       "      <td>9780006280934 \"In The Problem of Pain, C.S. Le...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          isbn13      isbn10                title subtitle  \\\n",
       "0  9780002005883  0002005883               Gilead      NaN   \n",
       "1  9780002261982  0002261987         Spider's Web  A Novel   \n",
       "3  9780006178736  0006178731       Rage of angels      NaN   \n",
       "4  9780006280897  0006280897       The Four Loves      NaN   \n",
       "5  9780006280934  0006280935  The Problem of Pain      NaN   \n",
       "\n",
       "                           authors                     categories  \\\n",
       "0               Marilynne Robinson                        Fiction   \n",
       "1  Charles Osborne;Agatha Christie  Detective and mystery stories   \n",
       "3                   Sidney Sheldon                        Fiction   \n",
       "4              Clive Staples Lewis                 Christian life   \n",
       "5              Clive Staples Lewis                 Christian life   \n",
       "\n",
       "                                           thumbnail  \\\n",
       "0  http://books.google.com/books/content?id=KQZCP...   \n",
       "1  http://books.google.com/books/content?id=gA5GP...   \n",
       "3  http://books.google.com/books/content?id=FKo2T...   \n",
       "4  http://books.google.com/books/content?id=XhQ5X...   \n",
       "5  http://books.google.com/books/content?id=Kk-uV...   \n",
       "\n",
       "                                         description  published_year  \\\n",
       "0  A NOVEL THAT READERS and critics have been eag...          2004.0   \n",
       "1  A new 'Christie for Christmas' -- a full-lengt...          2000.0   \n",
       "3  A memorable, mesmerizing heroine Jennifer -- b...          1993.0   \n",
       "4  Lewis' work on the nature of love divides love...          2002.0   \n",
       "5  \"In The Problem of Pain, C.S. Lewis, one of th...          2002.0   \n",
       "\n",
       "   average_rating  num_pages  ratings_count  missing_description  agg_of_book  \\\n",
       "0            3.85      247.0          361.0                    0         21.0   \n",
       "1            3.83      241.0         5164.0                    0         25.0   \n",
       "3            3.93      512.0        29532.0                    0         32.0   \n",
       "4            4.15      170.0        33684.0                    0         23.0   \n",
       "5            4.09      176.0        37569.0                    0         23.0   \n",
       "\n",
       "   age_of_book  words_in_description     title_and_subtitle  \\\n",
       "0         21.0                   199                 Gilead   \n",
       "1         25.0                   205  Spider's Web: A Novel   \n",
       "3         32.0                    57         Rage of angels   \n",
       "4         23.0                    45         The Four Loves   \n",
       "5         23.0                    75    The Problem of Pain   \n",
       "\n",
       "                                  tagged_description  \n",
       "0  9780002005883 A NOVEL THAT READERS and critics...  \n",
       "1  9780002261982 A new 'Christie for Christmas' -...  \n",
       "3  9780006178736 A memorable, mesmerizing heroine...  \n",
       "4  9780006280897 Lewis' work on the nature of lov...  \n",
       "5  9780006280934 \"In The Problem of Pain, C.S. Le...  "
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "books_missing_25_words[\"tagged_description\"] = books_missing_25_words[[\"isbn13\", \"description\"]].astype(str).agg(\" \".join, axis=1)\n",
    "books_missing_25_words.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "4ccce38a",
   "metadata": {},
   "outputs": [],
   "source": [
    "(\n",
    "    books_missing_25_words\n",
    "    .drop([\"subtitle\", \"missing_description\", \"age_of_book\", \"words_in_description\"], axis=1)\n",
    "    .to_csv(\"books_cleaned.csv\", index = False)\n",
    ")"
   ]
  }
 ],
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