diff --git "a/text-classification.ipynb" "b/text-classification.ipynb"
new file mode 100644--- /dev/null
+++ "b/text-classification.ipynb"
@@ -0,0 +1,3556 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "1ec6fe36",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "books=pd.read_csv(\"books_cleaned.csv\")\n",
+    "books=pd.DataFrame(books)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "08743373",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>categories</th>\n",
+       "      <th>count</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Fiction</td>\n",
+       "      <td>2111</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Juvenile Fiction</td>\n",
+       "      <td>390</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Biography &amp; Autobiography</td>\n",
+       "      <td>311</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>History</td>\n",
+       "      <td>207</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Literary Criticism</td>\n",
+       "      <td>124</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>Philosophy</td>\n",
+       "      <td>117</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>Religion</td>\n",
+       "      <td>117</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>Comics &amp; Graphic Novels</td>\n",
+       "      <td>116</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>Drama</td>\n",
+       "      <td>86</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>Juvenile Nonfiction</td>\n",
+       "      <td>57</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>Science</td>\n",
+       "      <td>56</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>Poetry</td>\n",
+       "      <td>51</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                   categories  count\n",
+       "0                     Fiction   2111\n",
+       "1            Juvenile Fiction    390\n",
+       "2   Biography & Autobiography    311\n",
+       "3                     History    207\n",
+       "4          Literary Criticism    124\n",
+       "5                  Philosophy    117\n",
+       "6                    Religion    117\n",
+       "7     Comics & Graphic Novels    116\n",
+       "8                       Drama     86\n",
+       "9         Juvenile Nonfiction     57\n",
+       "10                    Science     56\n",
+       "11                     Poetry     51"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "books[\"categories\"].value_counts().reset_index().query(\"count>50\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "b5345c50",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
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+       "\n",
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+       "        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>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>title_and_subtitle</th>\n",
+       "      <th>tagged_description</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>30</th>\n",
+       "      <td>9780006646006</td>\n",
+       "      <td>000664600X</td>\n",
+       "      <td>Ocean Star Express</td>\n",
+       "      <td>Mark Haddon;Peter Sutton</td>\n",
+       "      <td>Juvenile Fiction</td>\n",
+       "      <td>http://books.google.com/books/content?id=I2QZA...</td>\n",
+       "      <td>Joe and his parents are enjoying a summer holi...</td>\n",
+       "      <td>2002.0</td>\n",
+       "      <td>3.50</td>\n",
+       "      <td>32.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>Ocean Star Express</td>\n",
+       "      <td>9780006646006 Joe and his parents are enjoying...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>79</th>\n",
+       "      <td>9780020442608</td>\n",
+       "      <td>0020442602</td>\n",
+       "      <td>The voyage of the Dawn Treader</td>\n",
+       "      <td>Clive Staples Lewis</td>\n",
+       "      <td>Juvenile Fiction</td>\n",
+       "      <td>http://books.google.com/books/content?id=fDD3C...</td>\n",
+       "      <td>The \"Dawn Treader\" is the first ship Narnia ha...</td>\n",
+       "      <td>1970.0</td>\n",
+       "      <td>4.09</td>\n",
+       "      <td>216.0</td>\n",
+       "      <td>2869.0</td>\n",
+       "      <td>The voyage of the Dawn Treader</td>\n",
+       "      <td>9780020442608 The \"Dawn Treader\" is the first ...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>85</th>\n",
+       "      <td>9780030547744</td>\n",
+       "      <td>0030547741</td>\n",
+       "      <td>Where the Red Fern Grows</td>\n",
+       "      <td>Wilson Rawls</td>\n",
+       "      <td>Juvenile Fiction</td>\n",
+       "      <td>http://books.google.com/books/content?id=IHpRw...</td>\n",
+       "      <td>A young boy living in the Ozarks achieves his ...</td>\n",
+       "      <td>2000.0</td>\n",
+       "      <td>4.37</td>\n",
+       "      <td>288.0</td>\n",
+       "      <td>95.0</td>\n",
+       "      <td>Where the Red Fern Grows: The Story of Two Dog...</td>\n",
+       "      <td>9780030547744 A young boy living in the Ozarks...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>86</th>\n",
+       "      <td>9780060000141</td>\n",
+       "      <td>0060000147</td>\n",
+       "      <td>Poppy's Return</td>\n",
+       "      <td>Avi</td>\n",
+       "      <td>Juvenile Fiction</td>\n",
+       "      <td>http://books.google.com/books/content?id=XbcMJ...</td>\n",
+       "      <td>There's trouble at Gray House, the girlhood ho...</td>\n",
+       "      <td>2006.0</td>\n",
+       "      <td>3.99</td>\n",
+       "      <td>256.0</td>\n",
+       "      <td>1086.0</td>\n",
+       "      <td>Poppy's Return</td>\n",
+       "      <td>9780060000141 There's trouble at Gray House, t...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>87</th>\n",
+       "      <td>9780060001537</td>\n",
+       "      <td>0060001534</td>\n",
+       "      <td>Diary of a Spider</td>\n",
+       "      <td>Doreen Cronin</td>\n",
+       "      <td>Juvenile Fiction</td>\n",
+       "      <td>http://books.google.com/books/content?id=UWvZo...</td>\n",
+       "      <td>This is the diary ... of a spider. But don't b...</td>\n",
+       "      <td>2005.0</td>\n",
+       "      <td>4.25</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>7903.0</td>\n",
+       "      <td>Diary of a Spider</td>\n",
+       "      <td>9780060001537 This is the diary ... of a spide...</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",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4845</th>\n",
+       "      <td>9781590385814</td>\n",
+       "      <td>1590385810</td>\n",
+       "      <td>Fablehaven</td>\n",
+       "      <td>Brandon Mull</td>\n",
+       "      <td>Juvenile Fiction</td>\n",
+       "      <td>http://books.google.com/books/content?id=tbVIP...</td>\n",
+       "      <td>When Kendra and Seth go to stay at their grand...</td>\n",
+       "      <td>2006.0</td>\n",
+       "      <td>4.09</td>\n",
+       "      <td>351.0</td>\n",
+       "      <td>111896.0</td>\n",
+       "      <td>Fablehaven</td>\n",
+       "      <td>9781590385814 When Kendra and Seth go to stay ...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4930</th>\n",
+       "      <td>9781596792500</td>\n",
+       "      <td>1596792507</td>\n",
+       "      <td>Sherlock Holmes and the Case of the Hound of t...</td>\n",
+       "      <td>Arthur Conan Doyle;Malvina G. Vogel</td>\n",
+       "      <td>Juvenile Fiction</td>\n",
+       "      <td>http://books.google.com/books/content?id=EWgWP...</td>\n",
+       "      <td>Sherlock Holmes and Dr. Watson travel to the b...</td>\n",
+       "      <td>2005.0</td>\n",
+       "      <td>4.51</td>\n",
+       "      <td>237.0</td>\n",
+       "      <td>28.0</td>\n",
+       "      <td>Sherlock Holmes and the Case of the Hound of t...</td>\n",
+       "      <td>9781596792500 Sherlock Holmes and Dr. Watson t...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4942</th>\n",
+       "      <td>9781599900056</td>\n",
+       "      <td>159990005X</td>\n",
+       "      <td>The Drift House</td>\n",
+       "      <td>Dale Peck</td>\n",
+       "      <td>Juvenile Fiction</td>\n",
+       "      <td>http://books.google.com/books/content?id=kbwPY...</td>\n",
+       "      <td>Sent to stay with their uncle in a ship-like h...</td>\n",
+       "      <td>2006.0</td>\n",
+       "      <td>3.64</td>\n",
+       "      <td>437.0</td>\n",
+       "      <td>595.0</td>\n",
+       "      <td>The Drift House: The First Voyage</td>\n",
+       "      <td>9781599900056 Sent to stay with their uncle in...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5010</th>\n",
+       "      <td>9781844580514</td>\n",
+       "      <td>1844580512</td>\n",
+       "      <td>Attack of the Jaguar</td>\n",
+       "      <td>M. A. Harvey</td>\n",
+       "      <td>Juvenile Fiction</td>\n",
+       "      <td>http://books.google.com/books/content?id=3HUdt...</td>\n",
+       "      <td>This training manual for operatives of Xtreme ...</td>\n",
+       "      <td>2004.0</td>\n",
+       "      <td>3.40</td>\n",
+       "      <td>125.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>Attack of the Jaguar</td>\n",
+       "      <td>9781844580514 This training manual for operati...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5157</th>\n",
+       "      <td>9781932416374</td>\n",
+       "      <td>1932416374</td>\n",
+       "      <td>The Very Persistent Gappers of Frip</td>\n",
+       "      <td>George Saunders;Lane Smith</td>\n",
+       "      <td>Juvenile Fiction</td>\n",
+       "      <td>http://books.google.com/books/content?id=xYJOP...</td>\n",
+       "      <td>A novel set in the seaside village of Frip fol...</td>\n",
+       "      <td>2006.0</td>\n",
+       "      <td>4.11</td>\n",
+       "      <td>84.0</td>\n",
+       "      <td>2317.0</td>\n",
+       "      <td>The Very Persistent Gappers of Frip</td>\n",
+       "      <td>9781932416374 A novel set in the seaside villa...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>390 rows × 13 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "             isbn13      isbn10  \\\n",
+       "30    9780006646006  000664600X   \n",
+       "79    9780020442608  0020442602   \n",
+       "85    9780030547744  0030547741   \n",
+       "86    9780060000141  0060000147   \n",
+       "87    9780060001537  0060001534   \n",
+       "...             ...         ...   \n",
+       "4845  9781590385814  1590385810   \n",
+       "4930  9781596792500  1596792507   \n",
+       "4942  9781599900056  159990005X   \n",
+       "5010  9781844580514  1844580512   \n",
+       "5157  9781932416374  1932416374   \n",
+       "\n",
+       "                                                  title  \\\n",
+       "30                                   Ocean Star Express   \n",
+       "79                       The voyage of the Dawn Treader   \n",
+       "85                             Where the Red Fern Grows   \n",
+       "86                                       Poppy's Return   \n",
+       "87                                    Diary of a Spider   \n",
+       "...                                                 ...   \n",
+       "4845                                         Fablehaven   \n",
+       "4930  Sherlock Holmes and the Case of the Hound of t...   \n",
+       "4942                                    The Drift House   \n",
+       "5010                               Attack of the Jaguar   \n",
+       "5157                The Very Persistent Gappers of Frip   \n",
+       "\n",
+       "                                  authors        categories  \\\n",
+       "30               Mark Haddon;Peter Sutton  Juvenile Fiction   \n",
+       "79                    Clive Staples Lewis  Juvenile Fiction   \n",
+       "85                           Wilson Rawls  Juvenile Fiction   \n",
+       "86                                    Avi  Juvenile Fiction   \n",
+       "87                          Doreen Cronin  Juvenile Fiction   \n",
+       "...                                   ...               ...   \n",
+       "4845                         Brandon Mull  Juvenile Fiction   \n",
+       "4930  Arthur Conan Doyle;Malvina G. Vogel  Juvenile Fiction   \n",
+       "4942                            Dale Peck  Juvenile Fiction   \n",
+       "5010                         M. A. Harvey  Juvenile Fiction   \n",
+       "5157           George Saunders;Lane Smith  Juvenile Fiction   \n",
+       "\n",
+       "                                              thumbnail  \\\n",
+       "30    http://books.google.com/books/content?id=I2QZA...   \n",
+       "79    http://books.google.com/books/content?id=fDD3C...   \n",
+       "85    http://books.google.com/books/content?id=IHpRw...   \n",
+       "86    http://books.google.com/books/content?id=XbcMJ...   \n",
+       "87    http://books.google.com/books/content?id=UWvZo...   \n",
+       "...                                                 ...   \n",
+       "4845  http://books.google.com/books/content?id=tbVIP...   \n",
+       "4930  http://books.google.com/books/content?id=EWgWP...   \n",
+       "4942  http://books.google.com/books/content?id=kbwPY...   \n",
+       "5010  http://books.google.com/books/content?id=3HUdt...   \n",
+       "5157  http://books.google.com/books/content?id=xYJOP...   \n",
+       "\n",
+       "                                            description  published_year  \\\n",
+       "30    Joe and his parents are enjoying a summer holi...          2002.0   \n",
+       "79    The \"Dawn Treader\" is the first ship Narnia ha...          1970.0   \n",
+       "85    A young boy living in the Ozarks achieves his ...          2000.0   \n",
+       "86    There's trouble at Gray House, the girlhood ho...          2006.0   \n",
+       "87    This is the diary ... of a spider. But don't b...          2005.0   \n",
+       "...                                                 ...             ...   \n",
+       "4845  When Kendra and Seth go to stay at their grand...          2006.0   \n",
+       "4930  Sherlock Holmes and Dr. Watson travel to the b...          2005.0   \n",
+       "4942  Sent to stay with their uncle in a ship-like h...          2006.0   \n",
+       "5010  This training manual for operatives of Xtreme ...          2004.0   \n",
+       "5157  A novel set in the seaside village of Frip fol...          2006.0   \n",
+       "\n",
+       "      average_rating  num_pages  ratings_count  \\\n",
+       "30              3.50       32.0            1.0   \n",
+       "79              4.09      216.0         2869.0   \n",
+       "85              4.37      288.0           95.0   \n",
+       "86              3.99      256.0         1086.0   \n",
+       "87              4.25       40.0         7903.0   \n",
+       "...              ...        ...            ...   \n",
+       "4845            4.09      351.0       111896.0   \n",
+       "4930            4.51      237.0           28.0   \n",
+       "4942            3.64      437.0          595.0   \n",
+       "5010            3.40      125.0            4.0   \n",
+       "5157            4.11       84.0         2317.0   \n",
+       "\n",
+       "                                     title_and_subtitle  \\\n",
+       "30                                   Ocean Star Express   \n",
+       "79                       The voyage of the Dawn Treader   \n",
+       "85    Where the Red Fern Grows: The Story of Two Dog...   \n",
+       "86                                       Poppy's Return   \n",
+       "87                                    Diary of a Spider   \n",
+       "...                                                 ...   \n",
+       "4845                                         Fablehaven   \n",
+       "4930  Sherlock Holmes and the Case of the Hound of t...   \n",
+       "4942                  The Drift House: The First Voyage   \n",
+       "5010                               Attack of the Jaguar   \n",
+       "5157                The Very Persistent Gappers of Frip   \n",
+       "\n",
+       "                                     tagged_description  \n",
+       "30    9780006646006 Joe and his parents are enjoying...  \n",
+       "79    9780020442608 The \"Dawn Treader\" is the first ...  \n",
+       "85    9780030547744 A young boy living in the Ozarks...  \n",
+       "86    9780060000141 There's trouble at Gray House, t...  \n",
+       "87    9780060001537 This is the diary ... of a spide...  \n",
+       "...                                                 ...  \n",
+       "4845  9781590385814 When Kendra and Seth go to stay ...  \n",
+       "4930  9781596792500 Sherlock Holmes and Dr. Watson t...  \n",
+       "4942  9781599900056 Sent to stay with their uncle in...  \n",
+       "5010  9781844580514 This training manual for operati...  \n",
+       "5157  9781932416374 A novel set in the seaside villa...  \n",
+       "\n",
+       "[390 rows x 13 columns]"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "books[books[\"categories\"]== \"Juvenile Fiction\"]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "16521acc",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
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+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>isbn13</th>\n",
+       "      <th>isbn10</th>\n",
+       "      <th>title</th>\n",
+       "      <th>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>title_and_subtitle</th>\n",
+       "      <th>tagged_description</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>107</th>\n",
+       "      <td>9780060277406</td>\n",
+       "      <td>0060277408</td>\n",
+       "      <td>The Secret Garden Cookbook</td>\n",
+       "      <td>Amy Cotler</td>\n",
+       "      <td>Juvenile Nonfiction</td>\n",
+       "      <td>http://books.google.com/books/content?id=c7E_H...</td>\n",
+       "      <td>Frances Hodgson Burnett's The Secret Garden de...</td>\n",
+       "      <td>1999.0</td>\n",
+       "      <td>4.28</td>\n",
+       "      <td>128.0</td>\n",
+       "      <td>142.0</td>\n",
+       "      <td>The Secret Garden Cookbook: Recipes Inspired b...</td>\n",
+       "      <td>9780060277406 Frances Hodgson Burnett's The Se...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>108</th>\n",
+       "      <td>9780060278427</td>\n",
+       "      <td>0060278420</td>\n",
+       "      <td>Laura's Album</td>\n",
+       "      <td>William Anderson</td>\n",
+       "      <td>Juvenile Nonfiction</td>\n",
+       "      <td>http://books.google.com/books/content?id=_zTkq...</td>\n",
+       "      <td>Though best known as the author of the Little ...</td>\n",
+       "      <td>1998.0</td>\n",
+       "      <td>4.30</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>713.0</td>\n",
+       "      <td>Laura's Album: A Remembrance Scrapbook of Laur...</td>\n",
+       "      <td>9780060278427 Though best known as the author ...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>228</th>\n",
+       "      <td>9780060782139</td>\n",
+       "      <td>0060782137</td>\n",
+       "      <td>Time For Kids: Butterflies!</td>\n",
+       "      <td>Editors of TIME For Kids</td>\n",
+       "      <td>Juvenile Nonfiction</td>\n",
+       "      <td>http://books.google.com/books/content?id=OdZxn...</td>\n",
+       "      <td>Butterflies There are 20,000 different kinds o...</td>\n",
+       "      <td>2006.0</td>\n",
+       "      <td>4.00</td>\n",
+       "      <td>32.0</td>\n",
+       "      <td>20.0</td>\n",
+       "      <td>Time For Kids: Butterflies!</td>\n",
+       "      <td>9780060782139 Butterflies There are 20,000 dif...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>267</th>\n",
+       "      <td>9780060882600</td>\n",
+       "      <td>0060882603</td>\n",
+       "      <td>The Annotated Charlotte's Web</td>\n",
+       "      <td>E. B. White</td>\n",
+       "      <td>Juvenile Nonfiction</td>\n",
+       "      <td>http://books.google.com/books/content?id=vaYYH...</td>\n",
+       "      <td>Charlotte's Web, one of America's best-loved c...</td>\n",
+       "      <td>2006.0</td>\n",
+       "      <td>4.16</td>\n",
+       "      <td>320.0</td>\n",
+       "      <td>41.0</td>\n",
+       "      <td>The Annotated Charlotte's Web</td>\n",
+       "      <td>9780060882600 Charlotte's Web, one of America'...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>434</th>\n",
+       "      <td>9780064462044</td>\n",
+       "      <td>0064462048</td>\n",
+       "      <td>My Little House Crafts Book</td>\n",
+       "      <td>Carolyn Strom Collins</td>\n",
+       "      <td>Juvenile Nonfiction</td>\n",
+       "      <td>http://books.google.com/books/content?id=lTzrs...</td>\n",
+       "      <td>Make the same pioneer crafts that Laura did! I...</td>\n",
+       "      <td>1998.0</td>\n",
+       "      <td>4.05</td>\n",
+       "      <td>64.0</td>\n",
+       "      <td>56.0</td>\n",
+       "      <td>My Little House Crafts Book: 18 Projects from ...</td>\n",
+       "      <td>9780064462044 Make the same pioneer crafts tha...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>435</th>\n",
+       "      <td>9780064462341</td>\n",
+       "      <td>006446234X</td>\n",
+       "      <td>Pioneer Girl</td>\n",
+       "      <td>William Anderson</td>\n",
+       "      <td>Juvenile Nonfiction</td>\n",
+       "      <td>http://books.google.com/books/content?id=Sj4UD...</td>\n",
+       "      <td>The pioneer spirit lives on... Readers around ...</td>\n",
+       "      <td>2000.0</td>\n",
+       "      <td>4.15</td>\n",
+       "      <td>32.0</td>\n",
+       "      <td>414.0</td>\n",
+       "      <td>Pioneer Girl: The Story of Laura Ingalls Wilder</td>\n",
+       "      <td>9780064462341 The pioneer spirit lives on... R...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>439</th>\n",
+       "      <td>9780066236179</td>\n",
+       "      <td>0066236177</td>\n",
+       "      <td>A Light in the Attic Book and CD</td>\n",
+       "      <td>Shel Silverstein</td>\n",
+       "      <td>Juvenile Nonfiction</td>\n",
+       "      <td>http://books.google.com/books/content?id=FJfQs...</td>\n",
+       "      <td>Last night while I lay thinking here Some What...</td>\n",
+       "      <td>2001.0</td>\n",
+       "      <td>4.34</td>\n",
+       "      <td>176.0</td>\n",
+       "      <td>590.0</td>\n",
+       "      <td>A Light in the Attic Book and CD</td>\n",
+       "      <td>9780066236179 Last night while I lay thinking ...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>812</th>\n",
+       "      <td>9780142302279</td>\n",
+       "      <td>0142302279</td>\n",
+       "      <td>Dirty Beasts</td>\n",
+       "      <td>Roald Dahl</td>\n",
+       "      <td>Juvenile Nonfiction</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Poems tell the stories of a smart pig who outw...</td>\n",
+       "      <td>2002.0</td>\n",
+       "      <td>4.02</td>\n",
+       "      <td>32.0</td>\n",
+       "      <td>3953.0</td>\n",
+       "      <td>Dirty Beasts</td>\n",
+       "      <td>9780142302279 Poems tell the stories of a smar...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>821</th>\n",
+       "      <td>9780142407226</td>\n",
+       "      <td>0142407224</td>\n",
+       "      <td>The Tough Guide to Fantasyland</td>\n",
+       "      <td>Diana Wynne Jones</td>\n",
+       "      <td>Juvenile Nonfiction</td>\n",
+       "      <td>http://books.google.com/books/content?id=v5jxA...</td>\n",
+       "      <td>A unique guide to fantasy literature helps rea...</td>\n",
+       "      <td>2006.0</td>\n",
+       "      <td>3.94</td>\n",
+       "      <td>234.0</td>\n",
+       "      <td>3897.0</td>\n",
+       "      <td>The Tough Guide to Fantasyland</td>\n",
+       "      <td>9780142407226 A unique guide to fantasy litera...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>823</th>\n",
+       "      <td>9780142407929</td>\n",
+       "      <td>0142407925</td>\n",
+       "      <td>The BFG</td>\n",
+       "      <td>Roald Dahl;David Wood;Jane Walmsley</td>\n",
+       "      <td>Juvenile Nonfiction</td>\n",
+       "      <td>http://books.google.com/books/content?id=aDf-O...</td>\n",
+       "      <td>With notes on staging, props, and costumes, a ...</td>\n",
+       "      <td>2007.0</td>\n",
+       "      <td>4.26</td>\n",
+       "      <td>128.0</td>\n",
+       "      <td>452.0</td>\n",
+       "      <td>The BFG: A Set of Plays</td>\n",
+       "      <td>9780142407929 With notes on staging, props, an...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1014</th>\n",
+       "      <td>9780198320272</td>\n",
+       "      <td>0198320272</td>\n",
+       "      <td>Julius Caesar</td>\n",
+       "      <td>William Shakespeare</td>\n",
+       "      <td>Juvenile Nonfiction</td>\n",
+       "      <td>http://books.google.com/books/content?id=Nlmkh...</td>\n",
+       "      <td>Caesar returns from a triumphant battle to Rom...</td>\n",
+       "      <td>2001.0</td>\n",
+       "      <td>3.67</td>\n",
+       "      <td>128.0</td>\n",
+       "      <td>133575.0</td>\n",
+       "      <td>Julius Caesar</td>\n",
+       "      <td>9780198320272 Caesar returns from a triumphant...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1074</th>\n",
+       "      <td>9780237525378</td>\n",
+       "      <td>0237525372</td>\n",
+       "      <td>Oliver Twist</td>\n",
+       "      <td>Pauline Francis;Charles Dickens</td>\n",
+       "      <td>Juvenile Nonfiction</td>\n",
+       "      <td>http://books.google.com/books/content?id=X6RvT...</td>\n",
+       "      <td>This wonderful series is a quick way into a ra...</td>\n",
+       "      <td>2003.0</td>\n",
+       "      <td>3.66</td>\n",
+       "      <td>48.0</td>\n",
+       "      <td>92.0</td>\n",
+       "      <td>Oliver Twist</td>\n",
+       "      <td>9780237525378 This wonderful series is a quick...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1739</th>\n",
+       "      <td>9780375812934</td>\n",
+       "      <td>0375812938</td>\n",
+       "      <td>Jurassic Park Institute Dinosaur Field Guide</td>\n",
+       "      <td>Thomas R. Holtz;M. K. Brett-Surman</td>\n",
+       "      <td>Juvenile Nonfiction</td>\n",
+       "      <td>http://books.google.com/books/content?id=vW3hm...</td>\n",
+       "      <td>Discusses dinosaur research and what can be le...</td>\n",
+       "      <td>2001.0</td>\n",
+       "      <td>4.08</td>\n",
+       "      <td>160.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>Jurassic Park Institute Dinosaur Field Guide</td>\n",
+       "      <td>9780375812934 Discusses dinosaur research and ...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1742</th>\n",
+       "      <td>9780375823787</td>\n",
+       "      <td>0375823786</td>\n",
+       "      <td>Ancient Greece and the Olympics</td>\n",
+       "      <td>Mary Pope Osborne;Natalie Pope Boyce</td>\n",
+       "      <td>Juvenile Nonfiction</td>\n",
+       "      <td>http://books.google.com/books/content?id=5cPbW...</td>\n",
+       "      <td>Filled with fascinating facts, a Magic Tree Ho...</td>\n",
+       "      <td>2004.0</td>\n",
+       "      <td>4.06</td>\n",
+       "      <td>119.0</td>\n",
+       "      <td>1044.0</td>\n",
+       "      <td>Ancient Greece and the Olympics: A Nonfiction ...</td>\n",
+       "      <td>9780375823787 Filled with fascinating facts, a...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1770</th>\n",
+       "      <td>9780380732548</td>\n",
+       "      <td>0380732548</td>\n",
+       "      <td>Anne Frank</td>\n",
+       "      <td>Johanna Hurwitz</td>\n",
+       "      <td>Juvenile Nonfiction</td>\n",
+       "      <td>http://books.google.com/books/content?id=3ja19...</td>\n",
+       "      <td>From July 1942 until August 1944, a young girl...</td>\n",
+       "      <td>1999.0</td>\n",
+       "      <td>3.99</td>\n",
+       "      <td>64.0</td>\n",
+       "      <td>143.0</td>\n",
+       "      <td>Anne Frank: Life in Hiding</td>\n",
+       "      <td>9780380732548 From July 1942 until August 1944...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1972</th>\n",
+       "      <td>9780395776087</td>\n",
+       "      <td>0395776082</td>\n",
+       "      <td>An American Plague</td>\n",
+       "      <td>Jim Murphy</td>\n",
+       "      <td>Juvenile Nonfiction</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Recreates the devastation rendered to the city...</td>\n",
+       "      <td>2003.0</td>\n",
+       "      <td>3.80</td>\n",
+       "      <td>165.0</td>\n",
+       "      <td>3338.0</td>\n",
+       "      <td>An American Plague: The True and Terrifying St...</td>\n",
+       "      <td>9780395776087 Recreates the devastation render...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2105</th>\n",
+       "      <td>9780439314558</td>\n",
+       "      <td>0439314550</td>\n",
+       "      <td>Conversations with J.K. Rowling</td>\n",
+       "      <td>Lindsey Fraser</td>\n",
+       "      <td>Juvenile Nonfiction</td>\n",
+       "      <td>http://books.google.com/books/content?id=Ly8dl...</td>\n",
+       "      <td>From her birth in Chipping Sodbury near Bristo...</td>\n",
+       "      <td>2001.0</td>\n",
+       "      <td>3.99</td>\n",
+       "      <td>96.0</td>\n",
+       "      <td>4184.0</td>\n",
+       "      <td>Conversations with J.K. Rowling</td>\n",
+       "      <td>9780439314558 From her birth in Chipping Sodbu...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2117</th>\n",
+       "      <td>9780439420068</td>\n",
+       "      <td>0439420067</td>\n",
+       "      <td>Eat!</td>\n",
+       "      <td>Roberta Grobel Intrater</td>\n",
+       "      <td>Juvenile Nonfiction</td>\n",
+       "      <td>http://books.google.com/books/content?id=BnQ2n...</td>\n",
+       "      <td>A group of babies enjoys some favorite foods--...</td>\n",
+       "      <td>2002.0</td>\n",
+       "      <td>3.95</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>54.0</td>\n",
+       "      <td>Eat!</td>\n",
+       "      <td>9780439420068 A group of babies enjoys some fa...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2139</th>\n",
+       "      <td>9780439736466</td>\n",
+       "      <td>0439736463</td>\n",
+       "      <td>Where We Are, what We See</td>\n",
+       "      <td>David Levithan</td>\n",
+       "      <td>Juvenile Nonfiction</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>A collection of poems, stories, essays, and ar...</td>\n",
+       "      <td>2005.0</td>\n",
+       "      <td>3.73</td>\n",
+       "      <td>288.0</td>\n",
+       "      <td>41.0</td>\n",
+       "      <td>Where We Are, what We See: The Best Young Arti...</td>\n",
+       "      <td>9780439736466 A collection of poems, stories, ...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2183</th>\n",
+       "      <td>9780440229353</td>\n",
+       "      <td>0440229359</td>\n",
+       "      <td>How Angel Peterson Got His Name</td>\n",
+       "      <td>Gary Paulsen</td>\n",
+       "      <td>Juvenile Nonfiction</td>\n",
+       "      <td>http://books.google.com/books/content?id=maJrL...</td>\n",
+       "      <td>Author Gary Paulsen relates tales from his you...</td>\n",
+       "      <td>2004.0</td>\n",
+       "      <td>3.93</td>\n",
+       "      <td>111.0</td>\n",
+       "      <td>1139.0</td>\n",
+       "      <td>How Angel Peterson Got His Name: And Other Out...</td>\n",
+       "      <td>9780440229353 Author Gary Paulsen relates tale...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2211</th>\n",
+       "      <td>9780440419174</td>\n",
+       "      <td>0440419174</td>\n",
+       "      <td>Vincent Van Gogh</td>\n",
+       "      <td>Jan Greenberg;Sandra Jane Jordan</td>\n",
+       "      <td>Juvenile Nonfiction</td>\n",
+       "      <td>http://books.google.com/books/content?id=n7kv9...</td>\n",
+       "      <td>Profiles the turbulent life of Vincent van Gog...</td>\n",
+       "      <td>2003.0</td>\n",
+       "      <td>3.95</td>\n",
+       "      <td>144.0</td>\n",
+       "      <td>209.0</td>\n",
+       "      <td>Vincent Van Gogh: Portrait of an Artist</td>\n",
+       "      <td>9780440419174 Profiles the turbulent life of V...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2320</th>\n",
+       "      <td>9780448437439</td>\n",
+       "      <td>0448437430</td>\n",
+       "      <td>Who Was John F. Kennedy?</td>\n",
+       "      <td>Yona Zeldis McDonough;Jill Weber</td>\n",
+       "      <td>Juvenile Nonfiction</td>\n",
+       "      <td>http://books.google.com/books/content?id=qjCzJ...</td>\n",
+       "      <td>Chronicles the life of the president who saw A...</td>\n",
+       "      <td>2004.0</td>\n",
+       "      <td>4.19</td>\n",
+       "      <td>112.0</td>\n",
+       "      <td>598.0</td>\n",
+       "      <td>Who Was John F. Kennedy?</td>\n",
+       "      <td>9780448437439 Chronicles the life of the presi...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2323</th>\n",
+       "      <td>9780448444826</td>\n",
+       "      <td>0448444828</td>\n",
+       "      <td>Who Was Anne Frank?</td>\n",
+       "      <td>Ann Abramson</td>\n",
+       "      <td>Juvenile Nonfiction</td>\n",
+       "      <td>http://books.google.com/books/content?id=Bz37n...</td>\n",
+       "      <td>Looks closely at Anne Frank's life before the ...</td>\n",
+       "      <td>2007.0</td>\n",
+       "      <td>4.26</td>\n",
+       "      <td>103.0</td>\n",
+       "      <td>1763.0</td>\n",
+       "      <td>Who Was Anne Frank?</td>\n",
+       "      <td>9780448444826 Looks closely at Anne Frank's li...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2503</th>\n",
+       "      <td>9780486276809</td>\n",
+       "      <td>0486276805</td>\n",
+       "      <td>The Secret Garden Coloring Book</td>\n",
+       "      <td>Frances Hodgson Burnett</td>\n",
+       "      <td>Juvenile Nonfiction</td>\n",
+       "      <td>http://books.google.com/books/content?id=sxHdA...</td>\n",
+       "      <td>Ten-year-old Mary comes to live in a lonely ho...</td>\n",
+       "      <td>2014.0</td>\n",
+       "      <td>4.25</td>\n",
+       "      <td>48.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>The Secret Garden Coloring Book</td>\n",
+       "      <td>9780486276809 Ten-year-old Mary comes to live ...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2509</th>\n",
+       "      <td>9780486296388</td>\n",
+       "      <td>0486296385</td>\n",
+       "      <td>Ballet Class Coloring Book</td>\n",
+       "      <td>John Green;Caroline Denzler</td>\n",
+       "      <td>Juvenile Nonfiction</td>\n",
+       "      <td>http://books.google.com/books/content?id=p6PBk...</td>\n",
+       "      <td>Forty-two clear, accurate drawings (all in pro...</td>\n",
+       "      <td>1997.0</td>\n",
+       "      <td>3.64</td>\n",
+       "      <td>48.0</td>\n",
+       "      <td>11.0</td>\n",
+       "      <td>Ballet Class Coloring Book</td>\n",
+       "      <td>9780486296388 Forty-two clear, accurate drawin...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2609</th>\n",
+       "      <td>9780521618748</td>\n",
+       "      <td>0521618746</td>\n",
+       "      <td>Hamlet</td>\n",
+       "      <td>William Shakespeare</td>\n",
+       "      <td>Juvenile Nonfiction</td>\n",
+       "      <td>http://books.google.com/books/content?id=5m2UP...</td>\n",
+       "      <td>This edition of Hamlet is part of the groundbr...</td>\n",
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+       "      <td>Salt in His Shoes</td>\n",
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+       "      <td>http://books.google.com/books/content?id=08Ilm...</td>\n",
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+       "      <td>http://books.google.com/books/content?id=4HyfQ...</td>\n",
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+       "      <td>http://books.google.com/books/content?id=s28MA...</td>\n",
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+      ],
+      "text/plain": [
+       "             isbn13      isbn10  \\\n",
+       "107   9780060277406  0060277408   \n",
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+       "5142  9781931414166  1931414165   \n",
+       "\n",
+       "                                                  title  \\\n",
+       "107                          The Secret Garden Cookbook   \n",
+       "108                                       Laura's Album   \n",
+       "228                         Time For Kids: Butterflies!   \n",
+       "267                       The Annotated Charlotte's Web   \n",
+       "434                         My Little House Crafts Book   \n",
+       "435                                        Pioneer Girl   \n",
+       "439                    A Light in the Attic Book and CD   \n",
+       "812                                        Dirty Beasts   \n",
+       "821                      The Tough Guide to Fantasyland   \n",
+       "823                                             The BFG   \n",
+       "1014                                      Julius Caesar   \n",
+       "1074                                       Oliver Twist   \n",
+       "1739       Jurassic Park Institute Dinosaur Field Guide   \n",
+       "1742                    Ancient Greece and the Olympics   \n",
+       "1770                                         Anne Frank   \n",
+       "1972                                 An American Plague   \n",
+       "2105                    Conversations with J.K. Rowling   \n",
+       "2117                                               Eat!   \n",
+       "2139                          Where We Are, what We See   \n",
+       "2183                    How Angel Peterson Got His Name   \n",
+       "2211                                   Vincent Van Gogh   \n",
+       "2320                           Who Was John F. Kennedy?   \n",
+       "2323                                Who Was Anne Frank?   \n",
+       "2503                    The Secret Garden Coloring Book   \n",
+       "2509                         Ballet Class Coloring Book   \n",
+       "2609                                             Hamlet   \n",
+       "2615                Boy, Were We Wrong about Dinosaurs!   \n",
+       "2858                                        The witches   \n",
+       "2859                                 Expository Writing   \n",
+       "2897                                        Once a Wolf   \n",
+       "3133                                 The Trail of Tears   \n",
+       "3202              Sad Underwear and Other Complications   \n",
+       "3203                                  Salt in His Shoes   \n",
+       "3204                             Where Is Baby's Mommy?   \n",
+       "3219                                    Beatrice's Goat   \n",
+       "3223                                        Star Bright   \n",
+       "3263                     The Tale of The Flopsy Bunnies   \n",
+       "3270  The Girlhood Diary of Louisa May Alcott, 1843-...   \n",
+       "3292                                         Bill Gates   \n",
+       "3522                         I Wonder Why the Sun Rises   \n",
+       "3552                                          Star Wars   \n",
+       "3565                           The Star-Spangled Banner   \n",
+       "3797                                               Tree   \n",
+       "3798                              Bram Stoker's Dracula   \n",
+       "3799               Edith Wharton's The Age of Innocence   \n",
+       "3800                                     Freedom Riders   \n",
+       "3861                                       You Come Too   \n",
+       "3863                                               Rosa   \n",
+       "3921                        Lewis Carroll's Jabberwocky   \n",
+       "4069                                       Barack Obama   \n",
+       "4072                       A Picture Book of Anne Frank   \n",
+       "4409  Writings to Young Women from Laura Ingalls Wil...   \n",
+       "4596                               Flowers for Algernon   \n",
+       "4744                           The Red Badge of Courage   \n",
+       "4808                          The Big Book of Boy Stuff   \n",
+       "5041                                The Fires of Heaven   \n",
+       "5142                                The Brooklyn Bridge   \n",
+       "\n",
+       "                                           authors           categories  \\\n",
+       "107                                     Amy Cotler  Juvenile Nonfiction   \n",
+       "108                               William Anderson  Juvenile Nonfiction   \n",
+       "228                       Editors of TIME For Kids  Juvenile Nonfiction   \n",
+       "267                                    E. B. White  Juvenile Nonfiction   \n",
+       "434                          Carolyn Strom Collins  Juvenile Nonfiction   \n",
+       "435                               William Anderson  Juvenile Nonfiction   \n",
+       "439                               Shel Silverstein  Juvenile Nonfiction   \n",
+       "812                                     Roald Dahl  Juvenile Nonfiction   \n",
+       "821                              Diana Wynne Jones  Juvenile Nonfiction   \n",
+       "823            Roald Dahl;David Wood;Jane Walmsley  Juvenile Nonfiction   \n",
+       "1014                           William Shakespeare  Juvenile Nonfiction   \n",
+       "1074               Pauline Francis;Charles Dickens  Juvenile Nonfiction   \n",
+       "1739            Thomas R. Holtz;M. K. Brett-Surman  Juvenile Nonfiction   \n",
+       "1742          Mary Pope Osborne;Natalie Pope Boyce  Juvenile Nonfiction   \n",
+       "1770                               Johanna Hurwitz  Juvenile Nonfiction   \n",
+       "1972                                    Jim Murphy  Juvenile Nonfiction   \n",
+       "2105                                Lindsey Fraser  Juvenile Nonfiction   \n",
+       "2117                       Roberta Grobel Intrater  Juvenile Nonfiction   \n",
+       "2139                                David Levithan  Juvenile Nonfiction   \n",
+       "2183                                  Gary Paulsen  Juvenile Nonfiction   \n",
+       "2211              Jan Greenberg;Sandra Jane Jordan  Juvenile Nonfiction   \n",
+       "2320              Yona Zeldis McDonough;Jill Weber  Juvenile Nonfiction   \n",
+       "2323                                  Ann Abramson  Juvenile Nonfiction   \n",
+       "2503                       Frances Hodgson Burnett  Juvenile Nonfiction   \n",
+       "2509                   John Green;Caroline Denzler  Juvenile Nonfiction   \n",
+       "2609                           William Shakespeare  Juvenile Nonfiction   \n",
+       "2615                         Kathleen V. Kudlinski  Juvenile Nonfiction   \n",
+       "2858                                    Roald Dahl  Juvenile Nonfiction   \n",
+       "2859                                 Tara McCarthy  Juvenile Nonfiction   \n",
+       "2897          Stephen R. Swinburne;Jim Brandenburg  Juvenile Nonfiction   \n",
+       "3133                 Joseph Bruchac;Diana Magnuson  Juvenile Nonfiction   \n",
+       "3202                                 Judith Viorst  Juvenile Nonfiction   \n",
+       "3203               Deloris Jordan;Roslyn M. Jordan  Juvenile Nonfiction   \n",
+       "3204                                    Karen Katz  Juvenile Nonfiction   \n",
+       "3219                                  Page McBrier  Juvenile Nonfiction   \n",
+       "3223                                   Cathy Hapka  Juvenile Nonfiction   \n",
+       "3263                                Beatrix Potter  Juvenile Nonfiction   \n",
+       "3270                             Louisa May Alcott  Juvenile Nonfiction   \n",
+       "3292                              Sara Barton-Wood  Juvenile Nonfiction   \n",
+       "3522                                Brenda Walpole  Juvenile Nonfiction   \n",
+       "3552  Kristin Lund;Simon Beecroft;Kerrie Dougherty  Juvenile Nonfiction   \n",
+       "3565                                    Debra Hess  Juvenile Nonfiction   \n",
+       "3797                                  David Burnie  Juvenile Nonfiction   \n",
+       "3798                                  Harold Bloom  Juvenile Nonfiction   \n",
+       "3799                                  Harold Bloom  Juvenile Nonfiction   \n",
+       "3800                                    Ann Bausum  Juvenile Nonfiction   \n",
+       "3861                                  Robert Frost  Juvenile Nonfiction   \n",
+       "3863                                Nikki Giovanni  Juvenile Nonfiction   \n",
+       "3921                                   Graeme Base  Juvenile Nonfiction   \n",
+       "4069                            Marlene Targ Brill  Juvenile Nonfiction   \n",
+       "4072                                           NaN  Juvenile Nonfiction   \n",
+       "4409         Laura Ingalls Wilder;Stephen W. Hines  Juvenile Nonfiction   \n",
+       "4596                               Patrice Cassedy  Juvenile Nonfiction   \n",
+       "4744                                 Stephen Crane  Juvenile Nonfiction   \n",
+       "4808                                     Bart King  Juvenile Nonfiction   \n",
+       "5041                                 Robert Jordan  Juvenile Nonfiction   \n",
+       "5142                Elizabeth Mann;Alan Witschonke  Juvenile Nonfiction   \n",
+       "\n",
+       "                                              thumbnail  \\\n",
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+       "\n",
+       "                                            description  published_year  \\\n",
+       "107   Frances Hodgson Burnett's The Secret Garden de...          1999.0   \n",
+       "108   Though best known as the author of the Little ...          1998.0   \n",
+       "228   Butterflies There are 20,000 different kinds o...          2006.0   \n",
+       "267   Charlotte's Web, one of America's best-loved c...          2006.0   \n",
+       "434   Make the same pioneer crafts that Laura did! I...          1998.0   \n",
+       "435   The pioneer spirit lives on... Readers around ...          2000.0   \n",
+       "439   Last night while I lay thinking here Some What...          2001.0   \n",
+       "812   Poems tell the stories of a smart pig who outw...          2002.0   \n",
+       "821   A unique guide to fantasy literature helps rea...          2006.0   \n",
+       "823   With notes on staging, props, and costumes, a ...          2007.0   \n",
+       "1014  Caesar returns from a triumphant battle to Rom...          2001.0   \n",
+       "1074  This wonderful series is a quick way into a ra...          2003.0   \n",
+       "1739  Discusses dinosaur research and what can be le...          2001.0   \n",
+       "1742  Filled with fascinating facts, a Magic Tree Ho...          2004.0   \n",
+       "1770  From July 1942 until August 1944, a young girl...          1999.0   \n",
+       "1972  Recreates the devastation rendered to the city...          2003.0   \n",
+       "2105  From her birth in Chipping Sodbury near Bristo...          2001.0   \n",
+       "2117  A group of babies enjoys some favorite foods--...          2002.0   \n",
+       "2139  A collection of poems, stories, essays, and ar...          2005.0   \n",
+       "2183  Author Gary Paulsen relates tales from his you...          2004.0   \n",
+       "2211  Profiles the turbulent life of Vincent van Gog...          2003.0   \n",
+       "2320  Chronicles the life of the president who saw A...          2004.0   \n",
+       "2323  Looks closely at Anne Frank's life before the ...          2007.0   \n",
+       "2503  Ten-year-old Mary comes to live in a lonely ho...          2014.0   \n",
+       "2509  Forty-two clear, accurate drawings (all in pro...          1997.0   \n",
+       "2609  This edition of Hamlet is part of the groundbr...          2005.0   \n",
+       "2615  Examines what is known about dinosaur bones, b...          2005.0   \n",
+       "2858  A young boy and his Norwegian grandmother, who...          1997.0   \n",
+       "2859  A Down-to-Earth Approach James Henslin shares ...          1998.0   \n",
+       "2897  With powerful and rare photos by a former phot...          2001.0   \n",
+       "3133  In 1838, settlers moving west forced the great...          1999.0   \n",
+       "3202  Knock, knock. Who's there? Someone with sad un...          2000.0   \n",
+       "3203  Young Michael Jordan, who is smaller than the ...          2003.0   \n",
+       "3204  Is Mommy behind the chair? Is Mommy behind the...          2001.0   \n",
+       "3219  In this story based on a case from Project Hei...          2004.0   \n",
+       "3223  PopTV is going to follow Star around for twent...          2005.0   \n",
+       "3263  This original, authorised version has been lov...          2010.0   \n",
+       "3270  Excerpts from the girlhood diary of Louisa May...          2001.0   \n",
+       "3292  Presents the life of Bill Gates, from his chil...          2001.0   \n",
+       "3522  What is a leap year? Why are bees busy in summ...          2006.0   \n",
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+       "\n",
+       "                                     title_and_subtitle  \\\n",
+       "107   The Secret Garden Cookbook: Recipes Inspired b...   \n",
+       "108   Laura's Album: A Remembrance Scrapbook of Laur...   \n",
+       "228                         Time For Kids: Butterflies!   \n",
+       "267                       The Annotated Charlotte's Web   \n",
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+       "1074                                       Oliver Twist   \n",
+       "1739       Jurassic Park Institute Dinosaur Field Guide   \n",
+       "1742  Ancient Greece and the Olympics: A Nonfiction ...   \n",
+       "1770                         Anne Frank: Life in Hiding   \n",
+       "1972  An American Plague: The True and Terrifying St...   \n",
+       "2105                    Conversations with J.K. Rowling   \n",
+       "2117                                               Eat!   \n",
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+       "2183  How Angel Peterson Got His Name: And Other Out...   \n",
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+       "2320                           Who Was John F. Kennedy?   \n",
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+       "2509                         Ballet Class Coloring Book   \n",
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+       "2615                Boy, Were We Wrong about Dinosaurs!   \n",
+       "2858                                        The witches   \n",
+       "2859                                 Expository Writing   \n",
+       "2897  Once a Wolf: How Wildlife Biologists Fought to...   \n",
+       "3133                                 The Trail of Tears   \n",
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+       "3263                     The Tale of The Flopsy Bunnies   \n",
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+       "3292                        Bill Gates: Computer Legend   \n",
+       "3522  I Wonder Why the Sun Rises: and Other Question...   \n",
+       "3552                      Star Wars: Complete Locations   \n",
+       "3565                           The Star-Spangled Banner   \n",
+       "3797                                               Tree   \n",
+       "3798                              Bram Stoker's Dracula   \n",
+       "3799               Edith Wharton's The Age of Innocence   \n",
+       "3800  Freedom Riders: John Lewis and Jim Zwerg on th...   \n",
+       "3861  You Come Too: Favorite Poems for Readers of Al...   \n",
+       "3863                                               Rosa   \n",
+       "3921  Lewis Carroll's Jabberwocky: A Book of Brillig...   \n",
+       "4069         Barack Obama: Working to Make a Difference   \n",
+       "4072                       A Picture Book of Anne Frank   \n",
+       "4409  Writings to Young Women from Laura Ingalls Wil...   \n",
+       "4596                               Flowers for Algernon   \n",
+       "4744                           The Red Badge of Courage   \n",
+       "4808                          The Big Book of Boy Stuff   \n",
+       "5041                                The Fires of Heaven   \n",
+       "5142                                The Brooklyn Bridge   \n",
+       "\n",
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+       "434   9780064462044 Make the same pioneer crafts tha...  \n",
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+       "1770  9780380732548 From July 1942 until August 1944...  \n",
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+       "2139  9780439736466 A collection of poems, stories, ...  \n",
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+       "3292  9780739844328 Presents the life of Bill Gates,...  \n",
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+       "3552  9780756614195 Glorious full-color illustration...  \n",
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+       "3863  9780805071061 Provides the story of the black ...  \n",
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+       "5041  9781857232097 The fifth book in Robert Jordan'...  \n",
+       "5142  9781931414166 Describes the construction of th...  "
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "books[books[\"categories\"]== \"Juvenile Nonfiction\"]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "0a8c60f3",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "category_mapping={'Fiction': \"Fiction\",\n",
+    "                  'Juvenile Fiction': \"Children's Fiction\",\n",
+    "                  'Juvenile Nonfiction': \"Children's Nonfiction\",\n",
+    "                  'Nonfiction': \"Nonfiction\",\n",
+    "                  'Biography & Autobiography':\"Nonfiction\",\n",
+    "                  'Science':\"Fiction\",\n",
+    "                  'History':\"Nonfiction\",\n",
+    "                  'Literary Criticism':\"Nonfiction\",\n",
+    "                  'Poetry':\"Fiction\",\n",
+    "                  'Religion':\"Nonfiction\",\n",
+    "                  'Philosophy':\"Nonfiction\",\n",
+    "                  'Drama':\"Fiction\",\n",
+    "                  'Comics & Graphic Novels':\"Fiction\",}\n",
+    "books[\"simple_categories\"]=books[\"categories\"].map(category_mapping)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "febdb21a",
+   "metadata": {},
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+       "5196  9789027712059  9027712050   \n",
+       "\n",
+       "                                                  title  \\\n",
+       "0                                                Gilead   \n",
+       "1                                          Spider's Web   \n",
+       "2                                        Rage of angels   \n",
+       "3                                        The Four Loves   \n",
+       "4                                   The Problem of Pain   \n",
+       "...                                                 ...   \n",
+       "5192                                  Mistaken Identity   \n",
+       "5193                                Journey to the East   \n",
+       "5194  The Monk Who Sold His Ferrari: A Fable About F...   \n",
+       "5195                                          I Am that   \n",
+       "5196                           The Berlin Phenomenology   \n",
+       "\n",
+       "                                           authors  \\\n",
+       "0                               Marilynne Robinson   \n",
+       "1                  Charles Osborne;Agatha Christie   \n",
+       "2                                   Sidney Sheldon   \n",
+       "3                              Clive Staples Lewis   \n",
+       "4                              Clive Staples Lewis   \n",
+       "...                                            ...   \n",
+       "5192                              Nayantara Sahgal   \n",
+       "5193                                 Hermann Hesse   \n",
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+       "5195  Sri Nisargadatta Maharaj;Sudhakar S. Dikshit   \n",
+       "5196                 Georg Wilhelm Friedrich Hegel   \n",
+       "\n",
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+       "                                              thumbnail  \\\n",
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+       "2     A memorable, mesmerizing heroine Jennifer -- b...          1993.0   \n",
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+       "5195  This collection of the timeless teachings of o...          1999.0   \n",
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+       "\n",
+       "                                     title_and_subtitle  \\\n",
+       "0                                                Gilead   \n",
+       "1                                 Spider's Web: A Novel   \n",
+       "2                                        Rage of angels   \n",
+       "3                                        The Four Loves   \n",
+       "4                                   The Problem of Pain   \n",
+       "...                                                 ...   \n",
+       "5192                                  Mistaken Identity   \n",
+       "5193                                Journey to the East   \n",
+       "5194  The Monk Who Sold His Ferrari: A Fable About F...   \n",
+       "5195     I Am that: Talks with Sri Nisargadatta Maharaj   \n",
+       "5196                           The Berlin Phenomenology   \n",
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+       "2     9780006178736 A memorable, mesmerizing heroine...           Fiction  \n",
+       "3     9780006280897 Lewis' work on the nature of lov...               NaN  \n",
+       "4     9780006280934 \"In The Problem of Pain, C.S. Le...               NaN  \n",
+       "...                                                 ...               ...  \n",
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+       "5195  9788185300535 This collection of the timeless ...        Nonfiction  \n",
+       "5196  9789027712059 Since the three volume edition o...        Nonfiction  \n",
+       "\n",
+       "[5197 rows x 14 columns]"
+      ]
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+     "metadata": {},
+     "output_type": "execute_result"
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+    "books"
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+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "10c42e74",
+   "metadata": {},
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+       "      <th>0</th>\n",
+       "      <td>9780002005883</td>\n",
+       "      <td>0002005883</td>\n",
+       "      <td>Gilead</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",
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+       "      <td>0006178731</td>\n",
+       "      <td>Rage of angels</td>\n",
+       "      <td>Sidney Sheldon</td>\n",
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+       "      <td>http://books.google.com/books/content?id=FKo2T...</td>\n",
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+       "      <td>Rage of angels</td>\n",
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+       "      <td>Fiction</td>\n",
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+       "      <td>9780006482079</td>\n",
+       "      <td>0006482074</td>\n",
+       "      <td>Warhost of Vastmark</td>\n",
+       "      <td>Janny Wurts</td>\n",
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+       "      <td>Tricked once more by his wily half-brother, Ly...</td>\n",
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+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>30</th>\n",
+       "      <td>9780006646006</td>\n",
+       "      <td>000664600X</td>\n",
+       "      <td>Ocean Star Express</td>\n",
+       "      <td>Mark Haddon;Peter Sutton</td>\n",
+       "      <td>Juvenile Fiction</td>\n",
+       "      <td>http://books.google.com/books/content?id=I2QZA...</td>\n",
+       "      <td>Joe and his parents are enjoying a summer holi...</td>\n",
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+       "      <td>http://books.google.com/books/content?id=3gWlx...</td>\n",
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+       "             isbn13      isbn10                      title  \\\n",
+       "0     9780002005883  0002005883                     Gilead   \n",
+       "2     9780006178736  0006178731             Rage of angels   \n",
+       "8     9780006482079  0006482074        Warhost of Vastmark   \n",
+       "30    9780006646006  000664600X         Ocean Star Express   \n",
+       "46    9780007121014  0007121016         Taken at the Flood   \n",
+       "...             ...         ...                        ...   \n",
+       "5178  9781933648279  1933648279  Night Has a Thousand Eyes   \n",
+       "5188  9784770028969  4770028962         Coin Locker Babies   \n",
+       "5189  9788122200850  8122200850           Cry, the Peacock   \n",
+       "5195  9788185300535  8185300534                  I Am that   \n",
+       "5196  9789027712059  9027712050   The Berlin Phenomenology   \n",
+       "\n",
+       "                                           authors        categories  \\\n",
+       "0                               Marilynne Robinson           Fiction   \n",
+       "2                                   Sidney Sheldon           Fiction   \n",
+       "8                                      Janny Wurts           Fiction   \n",
+       "30                        Mark Haddon;Peter Sutton  Juvenile Fiction   \n",
+       "46                                 Agatha Christie           Fiction   \n",
+       "...                                            ...               ...   \n",
+       "5178                              Cornell Woolrich           Fiction   \n",
+       "5188                                           村上龍           Fiction   \n",
+       "5189                                   Anita Desai           Fiction   \n",
+       "5195  Sri Nisargadatta Maharaj;Sudhakar S. Dikshit        Philosophy   \n",
+       "5196                 Georg Wilhelm Friedrich Hegel           History   \n",
+       "\n",
+       "                                              thumbnail  \\\n",
+       "0     http://books.google.com/books/content?id=KQZCP...   \n",
+       "2     http://books.google.com/books/content?id=FKo2T...   \n",
+       "8     http://books.google.com/books/content?id=uOL0f...   \n",
+       "30    http://books.google.com/books/content?id=I2QZA...   \n",
+       "46    http://books.google.com/books/content?id=3gWlx...   \n",
+       "...                                                 ...   \n",
+       "5178  http://books.google.com/books/content?id=3Gk6s...   \n",
+       "5188  http://books.google.com/books/content?id=87DJw...   \n",
+       "5189  http://books.google.com/books/content?id=_QKwV...   \n",
+       "5195  http://books.google.com/books/content?id=Fv_JP...   \n",
+       "5196  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",
+       "2     A memorable, mesmerizing heroine Jennifer -- b...          1993.0   \n",
+       "8     Tricked once more by his wily half-brother, Ly...          1995.0   \n",
+       "30    Joe and his parents are enjoying a summer holi...          2002.0   \n",
+       "46    A Few Weeks After Marrying An Attractive Young...          2002.0   \n",
+       "...                                                 ...             ...   \n",
+       "5178  \"Cornell Woolrich's novels define the essence ...          2007.0   \n",
+       "5188  Rescued from the lockers in which they were le...          2002.0   \n",
+       "5189  This book is the story of a young girl obsesse...          1980.0   \n",
+       "5195  This collection of the timeless teachings of o...          1999.0   \n",
+       "5196  Since the three volume edition ofHegel's Philo...          1981.0   \n",
+       "\n",
+       "      average_rating  num_pages  ratings_count  \\\n",
+       "0               3.85      247.0          361.0   \n",
+       "2               3.93      512.0        29532.0   \n",
+       "8               4.03      522.0         2966.0   \n",
+       "30              3.50       32.0            1.0   \n",
+       "46              3.71      352.0         8852.0   \n",
+       "...              ...        ...            ...   \n",
+       "5178            3.77      344.0          680.0   \n",
+       "5188            3.75      393.0         5560.0   \n",
+       "5189            3.22      218.0          134.0   \n",
+       "5195            4.51      531.0          104.0   \n",
+       "5196            0.00      210.0            0.0   \n",
+       "\n",
+       "                                  title_and_subtitle  \\\n",
+       "0                                             Gilead   \n",
+       "2                                     Rage of angels   \n",
+       "8                                Warhost of Vastmark   \n",
+       "30                                Ocean Star Express   \n",
+       "46                                Taken at the Flood   \n",
+       "...                                              ...   \n",
+       "5178                       Night Has a Thousand Eyes   \n",
+       "5188                              Coin Locker Babies   \n",
+       "5189                                Cry, the Peacock   \n",
+       "5195  I Am that: Talks with Sri Nisargadatta Maharaj   \n",
+       "5196                        The Berlin Phenomenology   \n",
+       "\n",
+       "                                     tagged_description   simple_categories  \n",
+       "0     9780002005883 A NOVEL THAT READERS and critics...             Fiction  \n",
+       "2     9780006178736 A memorable, mesmerizing heroine...             Fiction  \n",
+       "8     9780006482079 Tricked once more by his wily ha...             Fiction  \n",
+       "30    9780006646006 Joe and his parents are enjoying...  Children's Fiction  \n",
+       "46    9780007121014 A Few Weeks After Marrying An At...             Fiction  \n",
+       "...                                                 ...                 ...  \n",
+       "5178  9781933648279 \"Cornell Woolrich's novels defin...             Fiction  \n",
+       "5188  9784770028969 Rescued from the lockers in whic...             Fiction  \n",
+       "5189  9788122200850 This book is the story of a youn...             Fiction  \n",
+       "5195  9788185300535 This collection of the timeless ...          Nonfiction  \n",
+       "5196  9789027712059 Since the three volume edition o...          Nonfiction  \n",
+       "\n",
+       "[3743 rows x 14 columns]"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "books[~(books[\"simple_categories\"].isna())]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "b0d7c84d",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Use a pipeline as a high-level helper\n",
+    "\n",
+    "# from transformers import pipeline\n",
+    "# fiction_categories=[\"Fiction\",\"Nonfiction\"]\n",
+    "# pipe = pipeline(\"zero-shot-classification\", model=\"facebook/bart-large-mnli\",device=getattr(__import__('torch'), 'cuda', None) is not None)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "e9dac519",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "c:\\Users\\KRISH\\miniconda3\\Lib\\site-packages\\tqdm\\auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
+      "  from .autonotebook import tqdm as notebook_tqdm\n",
+      "Device set to use cuda:0\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Use a pipeline as a high-level helper\n",
+    "import torch\n",
+    "import os\n",
+    "os.environ[\"CUDA_VISIBLE_DEVICES\"] = \"0\"  # before you create the pipeline\n",
+    "from transformers import pipeline\n",
+    "fiction_categories=[\"Fiction\",\"Nonfiction\"]\n",
+    "pipe = pipeline(\"zero-shot-classification\", model=\"facebook/bart-large-mnli\",device=0 )"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "687e2df9",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "sequence=(books.loc[books[\"simple_categories\"]==\"Fiction\",\"description\"].reset_index(drop=True)[0])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "00a304a4",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'sequence': 'A NOVEL THAT READERS and critics have been eagerly anticipating for over a decade, Gilead is an astonishingly imagined story of remarkable lives. John Ames is a preacher, the son of a preacher and the grandson (both maternal and paternal) of preachers. It’s 1956 in Gilead, Iowa, towards the end of the Reverend Ames’s life, and he is absorbed in recording his family’s story, a legacy for the young son he will never see grow up. Haunted by his grandfather’s presence, John tells of the rift between his grandfather and his father: the elder, an angry visionary who fought for the abolitionist cause, and his son, an ardent pacifist. He is troubled, too, by his prodigal namesake, Jack (John Ames) Boughton, his best friend’s lost son who returns to Gilead searching for forgiveness and redemption. Told in John Ames’s joyous, rambling voice that finds beauty, humour and truth in the smallest of life’s details, Gilead is a song of celebration and acceptance of the best and the worst the world has to offer. At its heart is a tale of the sacred bonds between fathers and sons, pitch-perfect in style and story, set to dazzle critics and readers alike.',\n",
+       " 'labels': ['Fiction', 'Nonfiction'],\n",
+       " 'scores': [0.8438262343406677, 0.15617379546165466]}"
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "pipe(sequence,fiction_categories)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "9b6d6d84",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "max_index=np.argmax(pipe(sequence,fiction_categories))\n",
+    "max_label=pipe(sequence,fiction_categories)[\"labels\"][max_index]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "id": "a842ec71",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def generate_predictions(sequence,categories):\n",
+    "    predictions=pipe(sequence,categories)\n",
+    "    max_index=np.argmax(predictions[\"scores\"])\n",
+    "    max_label=predictions[\"labels\"][max_index]\n",
+    "    return max_label"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "a1404921",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "  2%|▏         | 7/300 [00:02<01:27,  3.34it/s]You seem to be using the pipelines sequentially on GPU. In order to maximize efficiency please use a dataset\n",
+      "100%|██████████| 300/300 [00:58<00:00,  5.09it/s]\n"
+     ]
+    }
+   ],
+   "source": [
+    "from tqdm import tqdm\n",
+    "\n",
+    "actual_cats=[]\n",
+    "predicted_cats=[]\n",
+    "\n",
+    "for i in tqdm(range(0,300)):\n",
+    "    sequence=books.loc[books[\"simple_categories\"]==\"Fiction\",\"description\"].reset_index(drop=True)[i]\n",
+    "    predicted_cats+=[ generate_predictions(sequence,fiction_categories)]\n",
+    "    actual_cats+=[\"Fiction\"]\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "id": "4faae0cf",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "100%|██████████| 300/300 [00:57<00:00,  5.21it/s]\n"
+     ]
+    }
+   ],
+   "source": [
+    "for i in tqdm(range(0,300)):\n",
+    "    sequence=books.loc[books[\"simple_categories\"]==\"Nonfiction\",\"description\"].reset_index(drop=True)[i]\n",
+    "    predicted_cats+= [generate_predictions(sequence,fiction_categories)]\n",
+    "    actual_cats+=[\"Nonfiction\"]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "id": "ed02fd8c",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "predictions_df=pd.DataFrame({\"actual_categories\":actual_cats,\"predicted_categories\":predicted_cats})"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "id": "27270606",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "predictions_df[\"correct_prediction\"]=(np.where(predictions_df[\"actual_categories\"]== predictions_df[\"predicted_categories\"],1,0))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "id": "acad7b23",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0.775"
+      ]
+     },
+     "execution_count": 19,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "predictions_df[\"correct_prediction\"].sum()/len(predictions_df)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "id": "1a78bc73",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "isbns=[]\n",
+    "predicted_cats=[]\n",
+    "\n",
+    "missing_cats=books.loc[books[\"simple_categories\"].isna(),[\"isbn13\",\"description\"]].reset_index(drop=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "id": "c7ec0905",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "100%|██████████| 1454/1454 [04:27<00:00,  5.44it/s]\n"
+     ]
+    }
+   ],
+   "source": [
+    "for i in tqdm(range(0,len(missing_cats))):\n",
+    "    sequence=missing_cats[\"description\"][i]\n",
+    "    predicted_cats+= [generate_predictions(sequence,fiction_categories)]\n",
+    "    isbns+=[missing_cats[\"isbn13\"][i]]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "85cdf570",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "missing_predicted_df=pd.DataFrame({\"isbn13\":isbns,\"predicted_categories\":predicted_cats})"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "id": "0640e87e",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>isbn13</th>\n",
+       "      <th>predicted_categories</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>9780002261982</td>\n",
+       "      <td>Fiction</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>9780006280897</td>\n",
+       "      <td>Nonfiction</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>9780006280934</td>\n",
+       "      <td>Nonfiction</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>9780006380832</td>\n",
+       "      <td>Nonfiction</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>9780006470229</td>\n",
+       "      <td>Fiction</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1449</th>\n",
+       "      <td>9788125026600</td>\n",
+       "      <td>Nonfiction</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1450</th>\n",
+       "      <td>9788171565641</td>\n",
+       "      <td>Fiction</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1451</th>\n",
+       "      <td>9788172235222</td>\n",
+       "      <td>Fiction</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1452</th>\n",
+       "      <td>9788173031014</td>\n",
+       "      <td>Nonfiction</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1453</th>\n",
+       "      <td>9788179921623</td>\n",
+       "      <td>Fiction</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>1454 rows × 2 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "             isbn13 predicted_categories\n",
+       "0     9780002261982              Fiction\n",
+       "1     9780006280897           Nonfiction\n",
+       "2     9780006280934           Nonfiction\n",
+       "3     9780006380832           Nonfiction\n",
+       "4     9780006470229              Fiction\n",
+       "...             ...                  ...\n",
+       "1449  9788125026600           Nonfiction\n",
+       "1450  9788171565641              Fiction\n",
+       "1451  9788172235222              Fiction\n",
+       "1452  9788173031014           Nonfiction\n",
+       "1453  9788179921623              Fiction\n",
+       "\n",
+       "[1454 rows x 2 columns]"
+      ]
+     },
+     "execution_count": 28,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "missing_predicted_df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "id": "bb0dfc33",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "books=pd.merge(books,missing_predicted_df,on=\"isbn13\",how=\"left\")\n",
+    "books[\"simple_categories\"]=np.where(books[\"simple_categories\"].isna(),books[\"predicted_categories\"],books[\"simple_categories\"])\n",
+    "books=books.drop(columns=[\"predicted_categories\"])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "id": "cb04bb3e",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 5197 entries, 0 to 5196\n",
+      "Data columns (total 14 columns):\n",
+      " #   Column              Non-Null Count  Dtype  \n",
+      "---  ------              --------------  -----  \n",
+      " 0   isbn13              5197 non-null   int64  \n",
+      " 1   isbn10              5197 non-null   object \n",
+      " 2   title               5197 non-null   object \n",
+      " 3   authors             5165 non-null   object \n",
+      " 4   categories          5167 non-null   object \n",
+      " 5   thumbnail           5031 non-null   object \n",
+      " 6   description         5197 non-null   object \n",
+      " 7   published_year      5197 non-null   float64\n",
+      " 8   average_rating      5197 non-null   float64\n",
+      " 9   num_pages           5197 non-null   float64\n",
+      " 10  ratings_count       5197 non-null   float64\n",
+      " 11  title_and_subtitle  5197 non-null   object \n",
+      " 12  tagged_description  5197 non-null   object \n",
+      " 13  simple_categories   5197 non-null   object \n",
+      "dtypes: float64(4), int64(1), object(9)\n",
+      "memory usage: 568.6+ KB\n"
+     ]
+    }
+   ],
+   "source": [
+    "books.info()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "id": "dd95344e",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>isbn13</th>\n",
+       "      <th>isbn10</th>\n",
+       "      <th>title</th>\n",
+       "      <th>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>title_and_subtitle</th>\n",
+       "      <th>tagged_description</th>\n",
+       "      <th>simple_categories</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>9780006513087</td>\n",
+       "      <td>0006513085</td>\n",
+       "      <td>Gravity</td>\n",
+       "      <td>Tess Gerritsen</td>\n",
+       "      <td>Science fiction</td>\n",
+       "      <td>http://books.google.com/books/content?id=KI66c...</td>\n",
+       "      <td>Emma Watson a research physician has been trai...</td>\n",
+       "      <td>2004.0</td>\n",
+       "      <td>4.04</td>\n",
+       "      <td>342.0</td>\n",
+       "      <td>8024.0</td>\n",
+       "      <td>Gravity</td>\n",
+       "      <td>9780006513087 Emma Watson a research physician...</td>\n",
+       "      <td>Nonfiction</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>475</th>\n",
+       "      <td>9780099410355</td>\n",
+       "      <td>0099410354</td>\n",
+       "      <td>Traitor</td>\n",
+       "      <td>Matthew Woodring Stover</td>\n",
+       "      <td>Science fiction</td>\n",
+       "      <td>http://books.google.com/books/content?id=VbICO...</td>\n",
+       "      <td>From the depths of catastrophe, a glimmer of h...</td>\n",
+       "      <td>2002.0</td>\n",
+       "      <td>4.00</td>\n",
+       "      <td>320.0</td>\n",
+       "      <td>6765.0</td>\n",
+       "      <td>Traitor</td>\n",
+       "      <td>9780099410355 From the depths of catastrophe, ...</td>\n",
+       "      <td>Fiction</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>478</th>\n",
+       "      <td>9780099422341</td>\n",
+       "      <td>0099422344</td>\n",
+       "      <td>Yeats is Dead!</td>\n",
+       "      <td>Joseph O'Connor</td>\n",
+       "      <td>Comedy</td>\n",
+       "      <td>http://books.google.com/books/content?id=DrE3I...</td>\n",
+       "      <td>In aid of Amnesty International, this is a bri...</td>\n",
+       "      <td>2002.0</td>\n",
+       "      <td>3.39</td>\n",
+       "      <td>298.0</td>\n",
+       "      <td>34.0</td>\n",
+       "      <td>Yeats is Dead!: A Novel by Fifteen Irish Writers</td>\n",
+       "      <td>9780099422341 In aid of Amnesty International,...</td>\n",
+       "      <td>Fiction</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>491</th>\n",
+       "      <td>9780099446729</td>\n",
+       "      <td>0099446723</td>\n",
+       "      <td>Blackwood Farm</td>\n",
+       "      <td>Anne Rice</td>\n",
+       "      <td>Horror</td>\n",
+       "      <td>http://books.google.com/books/content?id=cIn8T...</td>\n",
+       "      <td>Lestat Is Back, Saviour And Demon, Presiding O...</td>\n",
+       "      <td>2003.0</td>\n",
+       "      <td>3.86</td>\n",
+       "      <td>774.0</td>\n",
+       "      <td>26145.0</td>\n",
+       "      <td>Blackwood Farm</td>\n",
+       "      <td>9780099446729 Lestat Is Back, Saviour And Demo...</td>\n",
+       "      <td>Fiction</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1090</th>\n",
+       "      <td>9780261102422</td>\n",
+       "      <td>0261102427</td>\n",
+       "      <td>The Silmarillion</td>\n",
+       "      <td>John Ronald Reuel Tolkien</td>\n",
+       "      <td>Fantasy</td>\n",
+       "      <td>http://books.google.com/books/content?id=22ePu...</td>\n",
+       "      <td>Tolkien's Silmarillion is the core work of the...</td>\n",
+       "      <td>1999.0</td>\n",
+       "      <td>3.91</td>\n",
+       "      <td>384.0</td>\n",
+       "      <td>253.0</td>\n",
+       "      <td>The Silmarillion</td>\n",
+       "      <td>9780261102422 Tolkien's Silmarillion is the co...</td>\n",
+       "      <td>Fiction</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1435</th>\n",
+       "      <td>9780340837955</td>\n",
+       "      <td>0340837950</td>\n",
+       "      <td>Stranger in a Strange Land</td>\n",
+       "      <td>Robert A. Heinlein</td>\n",
+       "      <td>Science fiction</td>\n",
+       "      <td>http://books.google.com/books/content?id=ZQhiP...</td>\n",
+       "      <td>Epic, entertaining, Stranger in a Strange Land...</td>\n",
+       "      <td>2005.0</td>\n",
+       "      <td>3.92</td>\n",
+       "      <td>672.0</td>\n",
+       "      <td>563.0</td>\n",
+       "      <td>Stranger in a Strange Land</td>\n",
+       "      <td>9780340837955 Epic, entertaining, Stranger in ...</td>\n",
+       "      <td>Fiction</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1439</th>\n",
+       "      <td>9780345251220</td>\n",
+       "      <td>0345251229</td>\n",
+       "      <td>Visions from Nowhere</td>\n",
+       "      <td>William Arrow</td>\n",
+       "      <td>Science fiction</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>The first novel in the series, \"Return to the ...</td>\n",
+       "      <td>1976.0</td>\n",
+       "      <td>3.23</td>\n",
+       "      <td>183.0</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>Visions from Nowhere</td>\n",
+       "      <td>9780345251220 The first novel in the series, \"...</td>\n",
+       "      <td>Fiction</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2845</th>\n",
+       "      <td>9780575075597</td>\n",
+       "      <td>0575075597</td>\n",
+       "      <td>Replay</td>\n",
+       "      <td>Ken Grimwood</td>\n",
+       "      <td>Fantasy</td>\n",
+       "      <td>http://books.google.com/books/content?id=9vmNP...</td>\n",
+       "      <td>At forty-three Jeff Winston is tired of his lo...</td>\n",
+       "      <td>2005.0</td>\n",
+       "      <td>4.16</td>\n",
+       "      <td>272.0</td>\n",
+       "      <td>412.0</td>\n",
+       "      <td>Replay</td>\n",
+       "      <td>9780575075597 At forty-three Jeff Winston is t...</td>\n",
+       "      <td>Fiction</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2860</th>\n",
+       "      <td>9780590254762</td>\n",
+       "      <td>0590254766</td>\n",
+       "      <td>The lion, the witch and the wardrobe</td>\n",
+       "      <td>Clive Staples Lewis</td>\n",
+       "      <td>Fantasy</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Four English school children enter the magic l...</td>\n",
+       "      <td>1995.0</td>\n",
+       "      <td>4.21</td>\n",
+       "      <td>189.0</td>\n",
+       "      <td>860.0</td>\n",
+       "      <td>The lion, the witch and the wardrobe</td>\n",
+       "      <td>9780590254762 Four English school children ent...</td>\n",
+       "      <td>Nonfiction</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3288</th>\n",
+       "      <td>9780739423851</td>\n",
+       "      <td>0739423851</td>\n",
+       "      <td>Wizard's Castle</td>\n",
+       "      <td>Diana Wynne Jones</td>\n",
+       "      <td>Fantasy</td>\n",
+       "      <td>http://books.google.com/books/content?id=hB7hA...</td>\n",
+       "      <td>Howl's moving castle - Eldest of three sisters...</td>\n",
+       "      <td>2002.0</td>\n",
+       "      <td>4.44</td>\n",
+       "      <td>376.0</td>\n",
+       "      <td>439.0</td>\n",
+       "      <td>Wizard's Castle</td>\n",
+       "      <td>9780739423851 Howl's moving castle - Eldest of...</td>\n",
+       "      <td>Fiction</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3289</th>\n",
+       "      <td>9780739439708</td>\n",
+       "      <td>0739439707</td>\n",
+       "      <td>Time Quartet</td>\n",
+       "      <td>Madeleine L'Engle</td>\n",
+       "      <td>Science fiction</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Blending magic with quantum physics, Madeleine...</td>\n",
+       "      <td>2003.0</td>\n",
+       "      <td>4.35</td>\n",
+       "      <td>646.0</td>\n",
+       "      <td>165.0</td>\n",
+       "      <td>Time Quartet</td>\n",
+       "      <td>9780739439708 Blending magic with quantum phys...</td>\n",
+       "      <td>Fiction</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3563</th>\n",
+       "      <td>9780760728505</td>\n",
+       "      <td>076072850X</td>\n",
+       "      <td>20,000 Leagues Under the Sea</td>\n",
+       "      <td>Jules Verne</td>\n",
+       "      <td>Science fiction</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Retells the adventures of a French professor a...</td>\n",
+       "      <td>2002.0</td>\n",
+       "      <td>3.88</td>\n",
+       "      <td>394.0</td>\n",
+       "      <td>135778.0</td>\n",
+       "      <td>20,000 Leagues Under the Sea</td>\n",
+       "      <td>9780760728505 Retells the adventures of a Fren...</td>\n",
+       "      <td>Fiction</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4483</th>\n",
+       "      <td>9781416502043</td>\n",
+       "      <td>1416502041</td>\n",
+       "      <td>The Voyage of the Jerle Shannara Trilogy</td>\n",
+       "      <td>Terry Brooks</td>\n",
+       "      <td>Fantasy</td>\n",
+       "      <td>http://books.google.com/books/content?id=jqVsA...</td>\n",
+       "      <td>When the body of a half-drowned elf is found f...</td>\n",
+       "      <td>2004.0</td>\n",
+       "      <td>4.26</td>\n",
+       "      <td>1260.0</td>\n",
+       "      <td>84.0</td>\n",
+       "      <td>The Voyage of the Jerle Shannara Trilogy</td>\n",
+       "      <td>9781416502043 When the body of a half-drowned ...</td>\n",
+       "      <td>Fiction</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4979</th>\n",
+       "      <td>9781841494081</td>\n",
+       "      <td>1841494089</td>\n",
+       "      <td>The Darkness that Comes Before</td>\n",
+       "      <td>R. Scott Bakker</td>\n",
+       "      <td>Fantasy</td>\n",
+       "      <td>http://books.google.com/books/content?id=BG8qG...</td>\n",
+       "      <td>A score of centuries has passed since the Firs...</td>\n",
+       "      <td>2005.0</td>\n",
+       "      <td>3.79</td>\n",
+       "      <td>638.0</td>\n",
+       "      <td>317.0</td>\n",
+       "      <td>The Darkness that Comes Before</td>\n",
+       "      <td>9781841494081 A score of centuries has passed ...</td>\n",
+       "      <td>Nonfiction</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5040</th>\n",
+       "      <td>9781857231359</td>\n",
+       "      <td>185723135X</td>\n",
+       "      <td>Use of Weapons</td>\n",
+       "      <td>Iain Banks</td>\n",
+       "      <td>Science fiction</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>The man known as Cheradenine Zakalwe was one o...</td>\n",
+       "      <td>1992.0</td>\n",
+       "      <td>4.19</td>\n",
+       "      <td>411.0</td>\n",
+       "      <td>30779.0</td>\n",
+       "      <td>Use of Weapons</td>\n",
+       "      <td>9781857231359 The man known as Cheradenine Zak...</td>\n",
+       "      <td>Nonfiction</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5057</th>\n",
+       "      <td>9781857989342</td>\n",
+       "      <td>1857989341</td>\n",
+       "      <td>The Gods Themselves</td>\n",
+       "      <td>Isaac Asimov</td>\n",
+       "      <td>Science fiction</td>\n",
+       "      <td>http://books.google.com/books/content?id=8ClIP...</td>\n",
+       "      <td>In the year 2100, mankind on Earth, settlers i...</td>\n",
+       "      <td>2000.0</td>\n",
+       "      <td>4.09</td>\n",
+       "      <td>288.0</td>\n",
+       "      <td>41304.0</td>\n",
+       "      <td>The Gods Themselves</td>\n",
+       "      <td>9781857989342 In the year 2100, mankind on Ear...</td>\n",
+       "      <td>Fiction</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "             isbn13      isbn10                                     title  \\\n",
+       "24    9780006513087  0006513085                                   Gravity   \n",
+       "475   9780099410355  0099410354                                   Traitor   \n",
+       "478   9780099422341  0099422344                            Yeats is Dead!   \n",
+       "491   9780099446729  0099446723                            Blackwood Farm   \n",
+       "1090  9780261102422  0261102427                          The Silmarillion   \n",
+       "1435  9780340837955  0340837950                Stranger in a Strange Land   \n",
+       "1439  9780345251220  0345251229                      Visions from Nowhere   \n",
+       "2845  9780575075597  0575075597                                    Replay   \n",
+       "2860  9780590254762  0590254766      The lion, the witch and the wardrobe   \n",
+       "3288  9780739423851  0739423851                           Wizard's Castle   \n",
+       "3289  9780739439708  0739439707                              Time Quartet   \n",
+       "3563  9780760728505  076072850X              20,000 Leagues Under the Sea   \n",
+       "4483  9781416502043  1416502041  The Voyage of the Jerle Shannara Trilogy   \n",
+       "4979  9781841494081  1841494089            The Darkness that Comes Before   \n",
+       "5040  9781857231359  185723135X                            Use of Weapons   \n",
+       "5057  9781857989342  1857989341                       The Gods Themselves   \n",
+       "\n",
+       "                        authors       categories  \\\n",
+       "24               Tess Gerritsen  Science fiction   \n",
+       "475     Matthew Woodring Stover  Science fiction   \n",
+       "478             Joseph O'Connor           Comedy   \n",
+       "491                   Anne Rice           Horror   \n",
+       "1090  John Ronald Reuel Tolkien          Fantasy   \n",
+       "1435         Robert A. Heinlein  Science fiction   \n",
+       "1439              William Arrow  Science fiction   \n",
+       "2845               Ken Grimwood          Fantasy   \n",
+       "2860        Clive Staples Lewis          Fantasy   \n",
+       "3288          Diana Wynne Jones          Fantasy   \n",
+       "3289          Madeleine L'Engle  Science fiction   \n",
+       "3563                Jules Verne  Science fiction   \n",
+       "4483               Terry Brooks          Fantasy   \n",
+       "4979            R. Scott Bakker          Fantasy   \n",
+       "5040                 Iain Banks  Science fiction   \n",
+       "5057               Isaac Asimov  Science fiction   \n",
+       "\n",
+       "                                              thumbnail  \\\n",
+       "24    http://books.google.com/books/content?id=KI66c...   \n",
+       "475   http://books.google.com/books/content?id=VbICO...   \n",
+       "478   http://books.google.com/books/content?id=DrE3I...   \n",
+       "491   http://books.google.com/books/content?id=cIn8T...   \n",
+       "1090  http://books.google.com/books/content?id=22ePu...   \n",
+       "1435  http://books.google.com/books/content?id=ZQhiP...   \n",
+       "1439                                                NaN   \n",
+       "2845  http://books.google.com/books/content?id=9vmNP...   \n",
+       "2860                                                NaN   \n",
+       "3288  http://books.google.com/books/content?id=hB7hA...   \n",
+       "3289                                                NaN   \n",
+       "3563                                                NaN   \n",
+       "4483  http://books.google.com/books/content?id=jqVsA...   \n",
+       "4979  http://books.google.com/books/content?id=BG8qG...   \n",
+       "5040                                                NaN   \n",
+       "5057  http://books.google.com/books/content?id=8ClIP...   \n",
+       "\n",
+       "                                            description  published_year  \\\n",
+       "24    Emma Watson a research physician has been trai...          2004.0   \n",
+       "475   From the depths of catastrophe, a glimmer of h...          2002.0   \n",
+       "478   In aid of Amnesty International, this is a bri...          2002.0   \n",
+       "491   Lestat Is Back, Saviour And Demon, Presiding O...          2003.0   \n",
+       "1090  Tolkien's Silmarillion is the core work of the...          1999.0   \n",
+       "1435  Epic, entertaining, Stranger in a Strange Land...          2005.0   \n",
+       "1439  The first novel in the series, \"Return to the ...          1976.0   \n",
+       "2845  At forty-three Jeff Winston is tired of his lo...          2005.0   \n",
+       "2860  Four English school children enter the magic l...          1995.0   \n",
+       "3288  Howl's moving castle - Eldest of three sisters...          2002.0   \n",
+       "3289  Blending magic with quantum physics, Madeleine...          2003.0   \n",
+       "3563  Retells the adventures of a French professor a...          2002.0   \n",
+       "4483  When the body of a half-drowned elf is found f...          2004.0   \n",
+       "4979  A score of centuries has passed since the Firs...          2005.0   \n",
+       "5040  The man known as Cheradenine Zakalwe was one o...          1992.0   \n",
+       "5057  In the year 2100, mankind on Earth, settlers i...          2000.0   \n",
+       "\n",
+       "      average_rating  num_pages  ratings_count  \\\n",
+       "24              4.04      342.0         8024.0   \n",
+       "475             4.00      320.0         6765.0   \n",
+       "478             3.39      298.0           34.0   \n",
+       "491             3.86      774.0        26145.0   \n",
+       "1090            3.91      384.0          253.0   \n",
+       "1435            3.92      672.0          563.0   \n",
+       "1439            3.23      183.0           10.0   \n",
+       "2845            4.16      272.0          412.0   \n",
+       "2860            4.21      189.0          860.0   \n",
+       "3288            4.44      376.0          439.0   \n",
+       "3289            4.35      646.0          165.0   \n",
+       "3563            3.88      394.0       135778.0   \n",
+       "4483            4.26     1260.0           84.0   \n",
+       "4979            3.79      638.0          317.0   \n",
+       "5040            4.19      411.0        30779.0   \n",
+       "5057            4.09      288.0        41304.0   \n",
+       "\n",
+       "                                    title_and_subtitle  \\\n",
+       "24                                             Gravity   \n",
+       "475                                            Traitor   \n",
+       "478   Yeats is Dead!: A Novel by Fifteen Irish Writers   \n",
+       "491                                     Blackwood Farm   \n",
+       "1090                                  The Silmarillion   \n",
+       "1435                        Stranger in a Strange Land   \n",
+       "1439                              Visions from Nowhere   \n",
+       "2845                                            Replay   \n",
+       "2860              The lion, the witch and the wardrobe   \n",
+       "3288                                   Wizard's Castle   \n",
+       "3289                                      Time Quartet   \n",
+       "3563                      20,000 Leagues Under the Sea   \n",
+       "4483          The Voyage of the Jerle Shannara Trilogy   \n",
+       "4979                    The Darkness that Comes Before   \n",
+       "5040                                    Use of Weapons   \n",
+       "5057                               The Gods Themselves   \n",
+       "\n",
+       "                                     tagged_description simple_categories  \n",
+       "24    9780006513087 Emma Watson a research physician...        Nonfiction  \n",
+       "475   9780099410355 From the depths of catastrophe, ...           Fiction  \n",
+       "478   9780099422341 In aid of Amnesty International,...           Fiction  \n",
+       "491   9780099446729 Lestat Is Back, Saviour And Demo...           Fiction  \n",
+       "1090  9780261102422 Tolkien's Silmarillion is the co...           Fiction  \n",
+       "1435  9780340837955 Epic, entertaining, Stranger in ...           Fiction  \n",
+       "1439  9780345251220 The first novel in the series, \"...           Fiction  \n",
+       "2845  9780575075597 At forty-three Jeff Winston is t...           Fiction  \n",
+       "2860  9780590254762 Four English school children ent...        Nonfiction  \n",
+       "3288  9780739423851 Howl's moving castle - Eldest of...           Fiction  \n",
+       "3289  9780739439708 Blending magic with quantum phys...           Fiction  \n",
+       "3563  9780760728505 Retells the adventures of a Fren...           Fiction  \n",
+       "4483  9781416502043 When the body of a half-drowned ...           Fiction  \n",
+       "4979  9781841494081 A score of centuries has passed ...        Nonfiction  \n",
+       "5040  9781857231359 The man known as Cheradenine Zak...        Nonfiction  \n",
+       "5057  9781857989342 In the year 2100, mankind on Ear...           Fiction  "
+      ]
+     },
+     "execution_count": 32,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "books[books[\"categories\"].str.lower().isin([\n",
+    "    \"romance\",\n",
+    "    \"science fiction\",\n",
+    "    \"fantasy\",\n",
+    "    \"mystery\",\n",
+    "    \"thriller\",\n",
+    "    \"horror\",\n",
+    "    \"scifi\",\n",
+    "    \"comedy\",\n",
+    "    \"crime\",\n",
+    "    \"historical\"\n",
+    "])]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "id": "2e9a8477",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "books.to_csv(\"books_with_categories.csv\",index=False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "6d4ef731",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "base",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.12.3"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}