data-exploration.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "id": "initial_id",
   "metadata": {
    "collapsed": true,
    "ExecuteTime": {
     "end_time": "2025-02-15T17:53:09.949646Z",
     "start_time": "2025-02-15T17:53:08.785153Z"
    }
   },
   "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)"
   ],
   "outputs": [
    {
     "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, 4.99MB/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting files...\n",
      "Path to dataset files: /Users/arushiagarwal/.cache/kagglehub/datasets/dylanjcastillo/7k-books-with-metadata/versions/3\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "execution_count": 1
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-15T17:54:41.665714Z",
     "start_time": "2025-02-15T17:54:41.167770Z"
    }
   },
   "cell_type": "code",
   "source": "import pandas as pd",
   "id": "11923157ce42abfb",
   "outputs": [],
   "execution_count": 2
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-15T17:56:04.938550Z",
     "start_time": "2025-02-15T17:56:04.876159Z"
    }
   },
   "cell_type": "code",
   "source": [
    "books = pd.read_csv(f\"{path}/books.csv\")\n",
    "books"
   ],
   "id": "64a5c35c7daf6402",
   "outputs": [
    {
     "data": {
      "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]"
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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",
       "    </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",
       "    </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",
       "    </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",
       "    </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",
       "      <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>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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6806</th>\n",
       "      <td>9788185944609</td>\n",
       "      <td>8185944601</td>\n",
       "      <td>Secrets Of The Heart</td>\n",
       "      <td>NaN</td>\n",
       "      <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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6807</th>\n",
       "      <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",
       "      <td>NaN</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>3.98</td>\n",
       "      <td>186.0</td>\n",
       "      <td>5733.0</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",
       "    </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",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>6810 rows × 12 columns</p>\n",
       "</div>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 7
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-15T19:47:15.130294Z",
     "start_time": "2025-02-15T19:47:11.018498Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt"
   ],
   "id": "4a593b34880ec8b4",
   "outputs": [],
   "execution_count": 8
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-15T19:51:49.197517Z",
     "start_time": "2025-02-15T19:51:48.975803Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# dealing with missing values here\n",
    "\n",
    "ax = plt.axes()\n",
    "sns.heatmap(books.isna().transpose(), cbar=False, ax=ax)\n",
    "\n",
    "plt.xlabel(\"columns\")\n",
    "plt.ylabel(\"missing\")\n",
    "\n",
    "plt.show()"
   ],
   "id": "3bed03fbf5222c38",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 13
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-15T19:58:49.241469Z",
     "start_time": "2025-02-15T19:58:49.230856Z"
    }
   },
   "cell_type": "code",
   "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\"]"
   ],
   "id": "2892799ae9845451",
   "outputs": [],
   "execution_count": 14
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-15T20:03:34.413563Z",
     "start_time": "2025-02-15T20:03:34.329757Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# checking to see if missing descriptions have any correlation with other fields that will skew it a direction\n",
    "\n",
    "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\", cbar_kws={\"label\": \"Spearman Correlation\"})\n",
    "plt.show()"
   ],
   "id": "af65793734ab1a8c",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 17
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-15T20:22:10.787773Z",
     "start_time": "2025-02-15T20:22:10.766010Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# since there is no correlation between missing description with other values, removing the missing vals since they make less\n",
    "# than 5% of our dataset\n",
    "\n",
    "book_missing = books.dropna(subset=[\"description\", \"num_pages\", \"average_rating\", \"published_year\"])\n",
    "\n",
    "book_missing"
   ],
   "id": "5304ecea42e57646",
   "outputs": [
    {
     "data": {
      "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_book  \n",
       "0            21.0  \n",
       "1            25.0  \n",
       "2            43.0  \n",
       "3            32.0  \n",
       "4            23.0  \n",
       "...           ...  \n",
       "6803         23.0  \n",
       "6804         22.0  \n",
       "6805         26.0  \n",
       "6808         44.0  \n",
       "6809         27.0  \n",
       "\n",
       "[6507 rows x 14 columns]"
      ],
      "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_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",
       "    </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",
       "    </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",
       "    </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",
       "    </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",
       "    </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>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",
       "    </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",
       "    </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",
       "    </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",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>6507 rows × 14 columns</p>\n",
       "</div>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 25
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-15T20:57:14.713754Z",
     "start_time": "2025-02-15T20:57:14.703646Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# categories seem to be very specific so checking what is going on there\n",
    "\n",
    "book_missing[\"categories\"].value_counts().reset_index().sort_values(\"count\", ascending=False)"
   ],
   "id": "bdf0d363b22f848d",
   "outputs": [
    {
     "data": {
      "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                    Butlers      1\n",
       "279                    Gardens      1\n",
       "278                  Assassins      1\n",
       "277             Married people      1\n",
       "530    Indic fiction (English)      1\n",
       "\n",
       "[531 rows x 2 columns]"
      ],
      "text/html": [
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       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
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       "<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>Butlers</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>279</th>\n",
       "      <td>Gardens</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>278</th>\n",
       "      <td>Assassins</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>277</th>\n",
       "      <td>Married people</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>"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 30
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-15T21:02:01.049038Z",
     "start_time": "2025-02-15T21:02:00.990346Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# will deal with skewed categories with LLM\n",
    "# here, trying to remove any unhelpful descriptions with few words or so that won't be useful\n",
    "book_missing = books[~books[\"description\"].isna() &\n",
    "                     ~books[\"num_pages\"].isna() &\n",
    "                     ~books[\"average_rating\"].isna() &\n",
    "                     ~books[\"published_year\"].isna()].copy()\n",
    "\n",
    "book_missing[\"words_in_description\"] = book_missing[\"description\"].str.split().str.len()\n",
    "\n",
    "book_missing"
   ],
   "id": "3cf99757d467063a",
   "outputs": [
    {
     "data": {
      "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_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  \n",
       "...           ...                   ...  \n",
       "6803         23.0                    63  \n",
       "6804         22.0                   117  \n",
       "6805         26.0                   174  \n",
       "6808         44.0                   245  \n",
       "6809         27.0                    20  \n",
       "\n",
       "[6507 rows x 15 columns]"
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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",
       "      <td>0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>199</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>205</td>\n",
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       "      <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>14</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",
       "      <td>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>45</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>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>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>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>245</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>20</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>6507 rows × 15 columns</p>\n",
       "</div>"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 35
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-15T21:09:06.802391Z",
     "start_time": "2025-02-15T21:09:06.798455Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# checking what very short (up to 4 words of description) looks like\n",
    "book_missing.loc[book_missing[\"words_in_description\"].between(1,4), \"description\"]"
   ],
   "id": "13223efb0f617939",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "6                                           Donation.\n",
       "11                                     Fantasy-roman.\n",
       "748              Includes bibliographical references.\n",
       "770                             Bound For Oregon (PB)\n",
       "775                                No Marketing Blurb\n",
       "812                                No Marketing Blurb\n",
       "857                          First published in 1813.\n",
       "944                         Edited by Maurice Hindle.\n",
       "953                        DEFOE/ROBINSON CRUSOE (BC)\n",
       "954                             Edited by John Carey.\n",
       "962                         ALLEN/GETTING THINGS DONE\n",
       "1054                            GILBERT/EAT PRAY LOVE\n",
       "1056    \"Graham Greene centennial, 1904-2004\"--Cover.\n",
       "1060                   STEINBECK/GRAPES OF WRATH (BC)\n",
       "1346                                   Fantasy-roman.\n",
       "1546                                      Winter 2003\n",
       "1610                                      Winter 1999\n",
       "1813                             National bestseller.\n",
       "1981                                         Romance.\n",
       "2089                               Oprah's Book Club.\n",
       "2372                       KANDEL/IN SEARCH OF MEMORY\n",
       "2946                           FICTION-ROMANCE/GOTHIC\n",
       "3064                               No Marketing Blurb\n",
       "3364                                   Fantasy-roman.\n",
       "3425                               A novel of Israel.\n",
       "3435                                 Science fiction.\n",
       "3611                                Cast ages: adult.\n",
       "3641                           A Classic Robot novel.\n",
       "3645                           Science fiction-roman.\n",
       "3857         Comprehensive Teacher's Guide available.\n",
       "3959                                   Ketubot Part I\n",
       "4262                             Issued in container.\n",
       "4898                                   Fantasy roman.\n",
       "5015                                             See:\n",
       "5090                                                ?\n",
       "5135                              (Autobiographical).\n",
       "5161                          A classic rediscovered.\n",
       "5243                                                .\n",
       "5245                                                .\n",
       "5332                               No Marketing Blurb\n",
       "5493                         Motion, Sound, and Heat.\n",
       "5505                                    Eventyrroman.\n",
       "5599                                             #48.\n",
       "5652                 see www.BloodMoonProductions.com\n",
       "6066                               No Marketing Blurb\n",
       "6144                             Dominion 3rd Edition\n",
       "6180                                  Revised edition\n",
       "6368                                        undefined\n",
       "6402                           Meaning of life novel.\n",
       "6499                                           Roman.\n",
       "6557                                 Kriminalromaner.\n",
       "6571                   Translated by Anthony Burgess.\n",
       "6695                               No Marketing Blurb\n",
       "6721                                          Horror.\n",
       "6794                             源氏物語54帖、「宮田切り絵」の真骨頂。\n",
       "Name: description, dtype: object"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 42
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-15T21:13:27.304853Z",
     "start_time": "2025-02-15T21:13:27.300173Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# that was too short so let's see longer descriptions\n",
    "book_missing.loc[book_missing[\"words_in_description\"].between(25, 34), \"description\"]"
   ],
   "id": "8685df83b13e7d32",
   "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": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 49
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-15T21:13:28.125310Z",
     "start_time": "2025-02-15T21:13:28.114075Z"
    }
   },
   "cell_type": "code",
   "source": [
    "book_missing_25_words = book_missing[book_missing[\"words_in_description\"] >= 25]\n",
    "book_missing_25_words"
   ],
   "id": "84eac118db6d3702",
   "outputs": [
    {
     "data": {
      "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_book  words_in_description  \n",
       "0            21.0                   199  \n",
       "1            25.0                   205  \n",
       "3            32.0                    57  \n",
       "4            23.0                    45  \n",
       "5            23.0                    75  \n",
       "...           ...                   ...  \n",
       "6802         22.0                   288  \n",
       "6803         23.0                    63  \n",
       "6804         22.0                   117  \n",
       "6805         26.0                   174  \n",
       "6808         44.0                   245  \n",
       "\n",
       "[5197 rows x 15 columns]"
      ],
      "text/html": [
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       "<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",
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       "</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_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>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>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>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>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>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",
       "    </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>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>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>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>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>245</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5197 rows × 15 columns</p>\n",
       "</div>"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 50
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-15T21:25:09.440933Z",
     "start_time": "2025-02-15T21:25:09.404355Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# since many of these books don't have subtitle, we can create a new field title_and_subtitle where it is title: subtitle\n",
    "\n",
    "book_missing_25_words[\"title_and_subtitle\"] = (\n",
    "    np.where(book_missing_25_words[\"subtitle\"].isna(),\n",
    "             book_missing_25_words[\"title\"],\n",
    "             book_missing_25_words[[\"title\", \"subtitle\"]].astype(str).agg(\": \".join, axis=1))\n",
    ")\n",
    "book_missing_25_words"
   ],
   "id": "9a8a680af48e673a",
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/kh/136q9f551s77hxynhdhgpw400000gn/T/ipykernel_98741/3422818854.py:3: 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",
      "  book_missing_25_words[\"title_and_subtitle\"] = (\n"
     ]
    },
    {
     "data": {
      "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_book  words_in_description  \\\n",
       "0            21.0                   199   \n",
       "1            25.0                   205   \n",
       "3            32.0                    57   \n",
       "4            23.0                    45   \n",
       "5            23.0                    75   \n",
       "...           ...                   ...   \n",
       "6802         22.0                   288   \n",
       "6803         23.0                    63   \n",
       "6804         22.0                   117   \n",
       "6805         26.0                   174   \n",
       "6808         44.0                   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]"
      ],
      "text/html": [
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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",
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       "      <th>num_pages</th>\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",
       "      <td>0</td>\n",
       "      <td>21.0</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>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>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>23.0</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>23.0</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>22.0</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>23.0</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>22.0</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>26.0</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",
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       "      <td>245</td>\n",
       "      <td>The Berlin Phenomenology</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5197 rows × 16 columns</p>\n",
       "</div>"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 52
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-15T21:27:46.699384Z",
     "start_time": "2025-02-15T21:27:46.663587Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# tagging each description with a unique identifier for LLM\n",
    "\n",
    "book_missing_25_words[\"tagged_description\"] = book_missing_25_words[[\"isbn13\", \"description\"]].astype(str).agg(\" \".join, axis=1)\n",
    "book_missing_25_words"
   ],
   "id": "599e2b2de67601ac",
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/kh/136q9f551s77hxynhdhgpw400000gn/T/ipykernel_98741/2366372425.py:3: 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",
      "  book_missing_25_words[\"tagged_description\"] = book_missing_25_words[[\"isbn13\", \"description\"]].astype(str).agg(\" \".join, axis=1)\n"
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    },
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       "                                                  title  \\\n",
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       "                                     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",
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       "      <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>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>"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 53
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-15T21:37:22.821494Z",
     "start_time": "2025-02-15T21:37:22.728237Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# finally dropping all the columns we don't need and have the cleaned data\n",
    "\n",
    "(\n",
    "    book_missing_25_words.drop([\"subtitle\", \"missing_description\", \"age_of_book\", \"words_in_description\"],axis=1)\n",
    "    .to_csv(\"books_cleaned.csv\", index=False)\n",
    " )"
   ],
   "id": "9ad5ca79ae35f02c",
   "outputs": [],
   "execution_count": 54
  },
  {
   "metadata": {},
   "cell_type": "code",
   "outputs": [],
   "execution_count": null,
   "source": "",
   "id": "66d546c5e767d14a"
  }
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