{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "480725a7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Index(['isbn13', 'isbn10', 'title', 'subtitle', 'authors', 'categories',\n",
      "       'thumbnail', 'description', 'published_year', 'average_rating',\n",
      "       'num_pages', 'ratings_count'],\n",
      "      dtype='str')\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "books = pd.read_csv(\"../data/books.csv\")\n",
    "print(books.columns)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "d1849dbe",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Index(['isbn13', 'isbn10', 'title', 'subtitle', 'authors', 'categories',\n",
      "       'thumbnail', 'description', 'published_year', 'average_rating',\n",
      "       'num_pages', 'ratings_count', 'missing_description', 'age_of_books'],\n",
      "      dtype='str')\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "\n",
    "books[\"missing_description\"] = np.where(books[\"description\"].isna(),1,0)\n",
    "books[\"age_of_books\"] = 2024 - books[\"published_year\"]\n",
    "print(books.columns)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "e143a409",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "from matplotlib import pyplot as plt\n",
    "columns_of_interest= [\"num_pages\",\"age_of_books\",\"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\", cbar_kws={\"label\":\"Spearman correlation\"})\n",
    "heatmap.set_title(\"Correlation heatmap\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "id": "b1e7830f",
   "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>age_of_books</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>20.0</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>24.0</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>42.0</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>31.0</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",
       "      <td>0</td>\n",
       "      <td>22.0</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",
       "    </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>22.0</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>21.0</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>25.0</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>43.0</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>26.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>6507 rows × 14 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",
       "      age_of_books  \n",
       "0             20.0  \n",
       "1             24.0  \n",
       "2             42.0  \n",
       "3             31.0  \n",
       "4             22.0  \n",
       "...            ...  \n",
       "6803          22.0  \n",
       "6804          21.0  \n",
       "6805          25.0  \n",
       "6808          43.0  \n",
       "6809          26.0  \n",
       "\n",
       "[6507 rows x 14 columns]"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "books_not_missing=  books[\n",
    "    books[\"description\"].notna() &\n",
    "    books[\"average_rating\"].notna() &\n",
    "    books[\"published_year\"].notna()\n",
    "]\n",
    "books_not_missing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "5cba284d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "description       0\n",
      "average_rating    0\n",
      "published_year    0\n",
      "dtype: int64\n"
     ]
    }
   ],
   "source": [
    "print(books_not_missing[[\"description\", \"average_rating\", \"published_year\"]].isna().sum())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "id": "545f1648",
   "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>categories</th>\n",
       "      <th>count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Fiction</td>\n",
       "      <td>2523</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Juvenile Fiction</td>\n",
       "      <td>534</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Biography &amp; Autobiography</td>\n",
       "      <td>391</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>History</td>\n",
       "      <td>258</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Literary Criticism</td>\n",
       "      <td>164</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>280</th>\n",
       "      <td>Brothers and sisters</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>279</th>\n",
       "      <td>Banks and banking, British</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>278</th>\n",
       "      <td>Rock musicians</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>277</th>\n",
       "      <td>Community life</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>530</th>\n",
       "      <td>Indic fiction (English)</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<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",
       "280        Brothers and sisters      1\n",
       "279  Banks and banking, British      1\n",
       "278              Rock musicians      1\n",
       "277              Community life      1\n",
       "530     Indic fiction (English)      1\n",
       "\n",
       "[531 rows x 2 columns]"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "books_not_missing[\"categories\"].value_counts().reset_index().sort_values(\"count\", ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "id": "84afc9fb",
   "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>age_of_books</th>\n",
       "      <th>num_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>20.0</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>24.0</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>42.0</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>31.0</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>22.0</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  \\\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",
       "   age_of_books  num_words_in_description  \n",
       "0          20.0                       199  \n",
       "1          24.0                       205  \n",
       "2          42.0                        14  \n",
       "3          31.0                        57  \n",
       "4          22.0                        45  "
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "books_not_missing[\"num_words_in_description\"] = books_not_missing[\"description\"].str.split().str.len()\n",
    "books_not_missing.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "id": "16c17433",
   "metadata": {},
   "outputs": [],
   "source": [
    "books_descr_25_words= books_not_missing[books_not_missing[\"num_words_in_description\"] >=25]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "id": "a69a9e81",
   "metadata": {},
   "outputs": [],
   "source": [
    "books_descr_25_words[\"title_and_subtitle\"] = np.where(\n",
    "    books_descr_25_words[\"subtitle\"].notna(),\n",
    "    books_descr_25_words[\"title\"].astype(str) + \":\" + books_descr_25_words[\"subtitle\"].astype(str),\n",
    "    books_descr_25_words[\"title\"]\n",
    ")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "id": "351d0cf7",
   "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>age_of_books</th>\n",
       "      <th>num_words_in_description</th>\n",
       "      <th>title_and_subtitle</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>20.0</td>\n",
       "      <td>199</td>\n",
       "      <td>Gilead</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>24.0</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>31.0</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",
       "      <td>33684.0</td>\n",
       "      <td>0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>45</td>\n",
       "      <td>The Four Loves</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>22.0</td>\n",
       "      <td>75</td>\n",
       "      <td>The Problem of Pain</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>21.0</td>\n",
       "      <td>288</td>\n",
       "      <td>Mistaken Identity</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>22.0</td>\n",
       "      <td>63</td>\n",
       "      <td>Journey to the East</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>21.0</td>\n",
       "      <td>117</td>\n",
       "      <td>The Monk Who Sold His Ferrari: A Fable About F...</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>25.0</td>\n",
       "      <td>174</td>\n",
       "      <td>I Am that:Talks with Sri Nisargadatta Maharaj</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>43.0</td>\n",
       "      <td>245</td>\n",
       "      <td>The Berlin Phenomenology</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",
       "      age_of_books  num_words_in_description  \\\n",
       "0             20.0                       199   \n",
       "1             24.0                       205   \n",
       "3             31.0                        57   \n",
       "4             22.0                        45   \n",
       "5             22.0                        75   \n",
       "...            ...                       ...   \n",
       "6802          21.0                       288   \n",
       "6803          22.0                        63   \n",
       "6804          21.0                       117   \n",
       "6805          25.0                       174   \n",
       "6808          43.0                       245   \n",
       "\n",
       "                                     title_and_subtitle  \n",
       "0                                                Gilead  \n",
       "1                                  Spider's Web:A Novel  \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:Talks with Sri Nisargadatta Maharaj  \n",
       "6808                           The Berlin Phenomenology  \n",
       "\n",
       "[5197 rows x 16 columns]"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "books_descr_25_words"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "id": "7821b828",
   "metadata": {},
   "outputs": [],
   "source": [
    "books_descr_25_words[\"tagged_description\"] = books_descr_25_words[[\"isbn13\",\"description\"]].astype(str).agg(\" \".join, axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "id": "b1796627",
   "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>age_of_books</th>\n",
       "      <th>num_words_in_description</th>\n",
       "      <th>title_and_subtitle</th>\n",
       "      <th>tagged_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>20.0</td>\n",
       "      <td>199</td>\n",
       "      <td>Gilead</td>\n",
       "      <td>9780002005883 A NOVEL THAT READERS and critics...</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>24.0</td>\n",
       "      <td>205</td>\n",
       "      <td>Spider's Web:A Novel</td>\n",
       "      <td>9780002261982 A new 'Christie for Christmas' -...</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>31.0</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",
       "      <td>33684.0</td>\n",
       "      <td>0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>45</td>\n",
       "      <td>The Four Loves</td>\n",
       "      <td>9780006280897 Lewis' work on the nature of lov...</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>22.0</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",
       "    <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",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "    <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>21.0</td>\n",
       "      <td>288</td>\n",
       "      <td>Mistaken Identity</td>\n",
       "      <td>9788172235222 On A Train Journey Home To North...</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>22.0</td>\n",
       "      <td>63</td>\n",
       "      <td>Journey to the East</td>\n",
       "      <td>9788173031014 This book tells the tale of a ma...</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>21.0</td>\n",
       "      <td>117</td>\n",
       "      <td>The Monk Who Sold His Ferrari: A Fable About F...</td>\n",
       "      <td>9788179921623 Wisdom to Create a Life of Passi...</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>25.0</td>\n",
       "      <td>174</td>\n",
       "      <td>I Am that:Talks with Sri Nisargadatta Maharaj</td>\n",
       "      <td>9788185300535 This collection of the timeless ...</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>43.0</td>\n",
       "      <td>245</td>\n",
       "      <td>The Berlin Phenomenology</td>\n",
       "      <td>9789027712059 Since the three volume edition o...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5197 rows × 17 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",
       "      age_of_books  num_words_in_description  \\\n",
       "0             20.0                       199   \n",
       "1             24.0                       205   \n",
       "3             31.0                        57   \n",
       "4             22.0                        45   \n",
       "5             22.0                        75   \n",
       "...            ...                       ...   \n",
       "6802          21.0                       288   \n",
       "6803          22.0                        63   \n",
       "6804          21.0                       117   \n",
       "6805          25.0                       174   \n",
       "6808          43.0                       245   \n",
       "\n",
       "                                     title_and_subtitle  \\\n",
       "0                                                Gilead   \n",
       "1                                  Spider's Web:A Novel   \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:Talks with Sri Nisargadatta Maharaj   \n",
       "6808                           The Berlin Phenomenology   \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...  \n",
       "...                                                 ...  \n",
       "6802  9788172235222 On A Train Journey Home To North...  \n",
       "6803  9788173031014 This book tells the tale of a ma...  \n",
       "6804  9788179921623 Wisdom to Create a Life of Passi...  \n",
       "6805  9788185300535 This collection of the timeless ...  \n",
       "6808  9789027712059 Since the three volume edition o...  \n",
       "\n",
       "[5197 rows x 17 columns]"
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "books_descr_25_words"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "id": "2f100375",
   "metadata": {},
   "outputs": [],
   "source": [
    "(\n",
    "    books_descr_25_words.drop([\"subtitle\",\"missing_description\",\"age_of_books\",\"num_words_in_description\"], axis=1).to_csv(\"../data/books_cleaned.csv\",index=False)\n",
    ")"
   ]
  }
 ],
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