Goodreads.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 136,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "b'Skipping line 3350: expected 12 fields, saw 13\\nSkipping line 4704: expected 12 fields, saw 13\\nSkipping line 5879: expected 12 fields, saw 13\\nSkipping line 8981: expected 12 fields, saw 13\\n'\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd \n",
    "\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "\n",
    "df = pd.read_csv('goodreadsbooks/books.csv', error_bad_lines = False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['year'] = pd.to_numeric(pd.DataFrame(df.publication_date.str.split('/').tolist()).ix[:,2])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 138,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 139,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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SCpSD/BTKcWh+iyV2lqTVgNdTeg4cBvyS0q9hPcqryctTVkPJfjuM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\nEm83JwaQCwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x12eec9bb860>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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/nqSTVJK7Jfl4kl+sql9Mku5+1ppUCAAAAMC6smrglOT0VZYBAAAAYFWrBk7d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\nkiRJkiRpUP8fVV44UpgMOvQAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x12e849a4e48>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "year_avg = {}\n",
    "\n",
    "idx, val, c = 0, 0, 0\n",
    "for i in range(len(df)):\n",
    "    year = (df['year'][i]//10) * 10\n",
    "    if year in year_avg:\n",
    "        year_avg[year]['rate'] += df['average_rating'][i]\n",
    "        year_avg[year]['count'] += 1\n",
    "    else:\n",
    "        year_avg[year] = {}\n",
    "        year_avg[year]['rate'] = df['average_rating'][i]\n",
    "        year_avg[year]['count'] = 1\n",
    "decade = []\n",
    "num_books = []\n",
    "avg_rating = []\n",
    "for item in sorted(year_avg):\n",
    "    decade.append(item)\n",
    "    avg_rating.append(year_avg[item]['rate']/year_avg[item]['count'])\n",
    "    num_books.append(year_avg[item]['count'])\n",
    "plt.title('AVERAGE RATINGS BY DECADE')\n",
    "plt.xlabel('YEAR')\n",
    "plt.ylabel('RATING')\n",
    "plt.bar(range(len(avg_rating)), avg_rating, align='center')\n",
    "plt.xticks(range(len(decade)), decade)\n",
    "plt.xticks(rotation=70)\n",
    "plt.gcf().set_size_inches(20, 10)\n",
    "plt.show()\n",
    "plt.title('NUMBER OF BOOK RECORDS IN GOODREADS BY DECADE')\n",
    "plt.xlabel('YEAR')\n",
    "plt.ylabel('NUMBER OF BOOKS')\n",
    "plt.bar(range(len(num_books)), num_books, align='center')\n",
    "plt.xticks(range(len(decade)), decade)\n",
    "plt.xticks(rotation=70)\n",
    "plt.gcf().set_size_inches(20, 10)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Meanings from the Data\n",
    "\n",
    "I had a suspicion that users have more positive outlook towards authors and works of the past, and wanted to verify this with Goodreads data. Goodreads has an api for querying through its collection of user reviews. I have adapted the dataset from kaggle available here - https://www.kaggle.com/jealousleopard/goodreadsbooks\n",
    "\n",
    "As for my suspicion, it does appear that books from the 1920's and 1930's are more highly rated as compared to other decades. But on looking at the data itself, it seems that a majority of the reviews are for books from 2000s. There are very little books available for review from the past, as not many (little-known or flop) books would have survived the test of time to land in the hands of the average reader in the era of Goodreads. However, recent times have seen a great influx of reviews on Goodreads mainly because of the volume of books being published and the easy accessibility of these books to the average user of the platform. The dataset seems to be heavily skewed, but it also reflects one idea - that only the most popular books of the past are well-known today, and that's why it appears that the past fared better in terms of the quality of literature.\n",
    "\n",
    "## Some more stats\n",
    "Below are some more generic stats plots from a preliminary EDA.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 140,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<bound method NDFrame.head of        bookID                                              title  \\\n",
       "0           1  Harry Potter and the Half-Blood Prince (Harry ...   \n",
       "1           2  Harry Potter and the Order of the Phoenix (Har...   \n",
       "2           4  Harry Potter and the Chamber of Secrets (Harry...   \n",
       "3           5  Harry Potter and the Prisoner of Azkaban (Harr...   \n",
       "4           8  Harry Potter Boxed Set  Books 1-5 (Harry Potte...   \n",
       "5           9  Unauthorized Harry Potter Book Seven News: \"Ha...   \n",
       "6          10       Harry Potter Collection (Harry Potter  #1-6)   \n",
       "7          12  The Ultimate Hitchhiker's Guide: Five Complete...   \n",
       "8          13  The Ultimate Hitchhiker's Guide to the Galaxy ...   \n",
       "9          14  The Hitchhiker's Guide to the Galaxy (Hitchhik...   \n",
       "10         16  The Hitchhiker's Guide to the Galaxy (Hitchhik...   \n",
       "11         18  The Ultimate Hitchhiker's Guide (Hitchhiker's ...   \n",
       "12         21               A Short History of Nearly Everything   \n",
       "13         22                        Bill Bryson's African Diary   \n",
       "14         23  Bryson's Dictionary of Troublesome Words: A Wr...   \n",
       "15         24                             In a Sunburned Country   \n",
       "16         25  I'm a Stranger Here Myself: Notes on Returning...   \n",
       "17         26  The Lost Continent: Travels in Small Town America   \n",
       "18         27          Neither Here nor There: Travels in Europe   \n",
       "19         28                          Notes from a Small Island   \n",
       "20         29  The Mother Tongue: English and How It Got That...   \n",
       "21         30  J.R.R. Tolkien 4-Book Boxed Set: The Hobbit an...   \n",
       "22         31  The Lord of the Rings (The Lord of the Rings  ...   \n",
       "23         34  The Fellowship of the Ring (The Lord of the Ri...   \n",
       "24         35  The Lord of the Rings (The Lord of the Rings  ...   \n",
       "25         36         The Lord of the Rings: Weapons and Warfare   \n",
       "26         37   The Lord of the Rings: Complete Visual Companion   \n",
       "27         45  Agile Web Development with Rails: A Pragmatic ...   \n",
       "28         50                         Hatchet (Brian's Saga  #1)   \n",
       "29         51  Hatchet: A Guide for Using \"Hatchet\" in the Cl...   \n",
       "...       ...                                                ...   \n",
       "11093   45530  Montaillou: Cathars and Catholics in a French ...   \n",
       "11094   45531         Montaillou  village occitan de 1294 à 1324   \n",
       "11095   45533  Montaillou: Cathars and Catholics in a French ...   \n",
       "11096   45536                                        On the Road   \n",
       "11097   45546  Undaunted Courage: The Pioneering First Missio...   \n",
       "11098   45549                                  Undaunted Courage   \n",
       "11099   45557   Co. Aytch: A Confederate Memoir of the Civil War   \n",
       "11100   45564                             Jonny Reb & Billy Yank   \n",
       "11101   45568                                      El Superzorro   \n",
       "11102   45570                                   Fantastic Mr Fox   \n",
       "11103   45572                 Fantastic Mr. Fox (Cover to Cover)   \n",
       "11104   45574                                     Ajax in Action   \n",
       "11105   45583                      Historia del rey transparente   \n",
       "11106   45585                                     Bella y oscura   \n",
       "11107   45592                       La tía Julia y el escribidor   \n",
       "11108   45595                       La Tía Julia y el Escribidor   \n",
       "11109   45604                        Narraciones Extraordinarias   \n",
       "11110   45607                             Las Crónicas de Narnia   \n",
       "11111   45615       O Trono de Prata (As Crónicas de Nárnia  #6)   \n",
       "11112   45616       A Última Batalha (As Crónicas de Nárnia  #7)   \n",
       "11113   45617  O Cavalo e o Seu Rapaz (As Crónicas de Nárnia ...   \n",
       "11114   45623   O Sobrinho do Mágico (As Crónicas de Nárnia  #1)   \n",
       "11115   45625  A Viagem do Caminheiro da Alvorada (As Crónica...   \n",
       "11116   45626     O Príncipe Caspian (As Crónicas de Nárnia  #4)   \n",
       "11117   45630                                  Whores for Gloria   \n",
       "11118   45631   Expelled from Eden: A William T. Vollmann Reader   \n",
       "11119   45633                        You Bright and Risen Angels   \n",
       "11120   45634                    The Ice-Shirt (Seven Dreams #1)   \n",
       "11121   45639                                        Poor People   \n",
       "11122   45641                        Las aventuras de Tom Sawyer   \n",
       "\n",
       "                                                 authors  average_rating  \\\n",
       "0                             J.K. Rowling/Mary GrandPré            4.57   \n",
       "1                             J.K. Rowling/Mary GrandPré            4.49   \n",
       "2                                           J.K. Rowling            4.42   \n",
       "3                             J.K. Rowling/Mary GrandPré            4.56   \n",
       "4                             J.K. Rowling/Mary GrandPré            4.78   \n",
       "5                                 W. Frederick Zimmerman            3.74   \n",
       "6                                           J.K. Rowling            4.73   \n",
       "7                                          Douglas Adams            4.38   \n",
       "8                                          Douglas Adams            4.38   \n",
       "9                                          Douglas Adams            4.22   \n",
       "10                             Douglas Adams/Stephen Fry            4.22   \n",
       "11                                         Douglas Adams            4.38   \n",
       "12                                           Bill Bryson            4.21   \n",
       "13                                           Bill Bryson            3.44   \n",
       "14                                           Bill Bryson            3.87   \n",
       "15                                           Bill Bryson            4.07   \n",
       "16                                           Bill Bryson            3.90   \n",
       "17                                           Bill Bryson            3.83   \n",
       "18                                           Bill Bryson            3.86   \n",
       "19                                           Bill Bryson            3.91   \n",
       "20                                           Bill Bryson            3.93   \n",
       "21                                        J.R.R. Tolkien            4.59   \n",
       "22                                        J.R.R. Tolkien            4.50   \n",
       "23                                        J.R.R. Tolkien            4.36   \n",
       "24                              J.R.R. Tolkien/Alan  Lee            4.50   \n",
       "25         Chris   Smith/Christopher  Lee/Richard Taylor            4.53   \n",
       "26                                           Jude Fisher            4.50   \n",
       "27     Dave Thomas/David Heinemeier Hansson/Leon Bree...            3.84   \n",
       "28                                          Gary Paulsen            3.72   \n",
       "29        Donna Ickes/Edward Sciranko/Keith Vasconcelles            4.00   \n",
       "...                                                  ...             ...   \n",
       "11093               Emmanuel Le Roy Ladurie/Barbara Bray            3.96   \n",
       "11094    Emmanuel Le Roy Ladurie/Emmanuel Le Roy-Ladurie            3.96   \n",
       "11095               Emmanuel Le Roy Ladurie/Barbara Bray            3.96   \n",
       "11096                          Jack Kerouac/Ann Charters            3.63   \n",
       "11097                                 Stephen E. Ambrose            4.21   \n",
       "11098                Stephen E. Ambrose/Barrett Whitener            4.21   \n",
       "11099                                     Sam R. Watkins            4.13   \n",
       "11100                                   Alexander Hunter            4.11   \n",
       "11101                           Roald Dahl/Horacio Elena            4.05   \n",
       "11102                              David Wood/Roald Dahl            4.09   \n",
       "11103                                         Roald Dahl            4.05   \n",
       "11104            Dave Crane/Eric Pascarello/Darren James            3.56   \n",
       "11105                                       Rosa Montero            3.90   \n",
       "11106                                       Rosa Montero            3.66   \n",
       "11107                                 Mario Vargas Llosa            3.92   \n",
       "11108                                 Mario Vargas Llosa            3.92   \n",
       "11109                                    Edgar Allan Poe            4.13   \n",
       "11110  C.S. Lewis/Margarita E. Valdes/Gemma Gallart/P...            4.26   \n",
       "11111                       C.S. Lewis/Ana Falcão Bastos            3.96   \n",
       "11112        C.S. Lewis/Pauline Baynes/Ana Falcão Bastos            4.03   \n",
       "11113        C.S. Lewis/Pauline Baynes/Ana Falcão Bastos            3.92   \n",
       "11114        C.S. Lewis/Pauline Baynes/Ana Falcão Bastos            4.04   \n",
       "11115        C.S. Lewis/Pauline Baynes/Ana Falcão Bastos            4.09   \n",
       "11116        C.S. Lewis/Pauline Baynes/Ana Falcão Bastos            3.97   \n",
       "11117                                William T. Vollmann            3.69   \n",
       "11118  William T. Vollmann/Larry McCaffery/Michael He...            4.06   \n",
       "11119                                William T. Vollmann            4.08   \n",
       "11120                                William T. Vollmann            3.96   \n",
       "11121                                William T. Vollmann            3.72   \n",
       "11122                                         Mark Twain            3.91   \n",
       "\n",
       "             isbn         isbn13 language_code    num_pages  ratings_count  \\\n",
       "0      0439785960  9780439785969           eng          652        2095690   \n",
       "1      0439358078  9780439358071           eng          870        2153167   \n",
       "2      0439554896  9780439554893           eng          352           6333   \n",
       "3      043965548X  9780439655484           eng          435        2339585   \n",
       "4      0439682584  9780439682589           eng         2690          41428   \n",
       "5      0976540606  9780976540601         en-US          152             19   \n",
       "6      0439827604  9780439827607           eng         3342          28242   \n",
       "7      0517226952  9780517226957           eng          815           3628   \n",
       "8      0345453743  9780345453747           eng          815         249558   \n",
       "9      1400052920  9781400052929           eng          215           4930   \n",
       "10     0739322206  9780739322208           eng            6           1266   \n",
       "11     0517149257  9780517149256           eng          815           2877   \n",
       "12     076790818X  9780767908184           eng          544         248558   \n",
       "13     0767915062  9780767915069           eng           55           7270   \n",
       "14     0767910435  9780767910439           eng          256           2088   \n",
       "15     0767903862  9780767903868           eng          335          72451   \n",
       "16     076790382X  9780767903820           eng          304          49240   \n",
       "17     0060920084  9780060920081           eng          299          45712   \n",
       "18     0380713802  9780380713806           eng          254          48701   \n",
       "19     0380727501  9780380727506           eng          324          80609   \n",
       "20     0380715430  9780380715435           eng          270          28489   \n",
       "21     0345538374  9780345538376           eng         1728         101233   \n",
       "22     0618517650  9780618517657           eng         1184           1710   \n",
       "23     0618346252  9780618346257           eng          398        2128944   \n",
       "24     0618260587  9780618260584         en-US         1216           1618   \n",
       "25     0618391002  9780618391004           eng          218          19822   \n",
       "26     0618510826  9780618510825           eng          224            359   \n",
       "27     097669400X  9780976694007           eng          558           1430   \n",
       "28     0689840926  9780689840920           eng          208         270244   \n",
       "29     1557344493  9781557344496           eng           48             36   \n",
       "...           ...            ...           ...          ...            ...   \n",
       "11093  0140137009  9780140137002           eng          400             80   \n",
       "11094  2070323285  9782070323289           fre          640             15   \n",
       "11095  0140054715  9780140054712         en-GB          400             17   \n",
       "11096  0142437255  9780142437254         en-US          307           3271   \n",
       "11097  074347788X  9780743477888           eng          592          41236   \n",
       "11098  1415918090  9781415918098           eng           22              8   \n",
       "11099  0684833247  9780684833248           eng          240             23   \n",
       "11100  1568520808  9781568520803           eng          635             14   \n",
       "11101  9681907191  9789681907198           spa           96            174   \n",
       "11102  057305133X  9780573051333         en-GB           74             65   \n",
       "11103  1855495090  9781855495098           eng           90              7   \n",
       "11104  1932394613  9781932394610         en-US          680            126   \n",
       "11105  8466318771  9788466318778           spa          592           1266   \n",
       "11106  843221728X  9788432217289           spa          204            293   \n",
       "11107  8466302298  9788466302296           spa          566            162   \n",
       "11108  8432203238  9788432203237           spa          447             25   \n",
       "11109  9583006408  9789583006401           spa          316             36   \n",
       "11110  0061199001  9780061199004           spa          816            186   \n",
       "11111  972233168X  9789722331685           por          168            141   \n",
       "11112  9722332201  9789722332200           por          149            211   \n",
       "11113  9722330551  9789722330558           por          160            207   \n",
       "11114  9722329987  9789722329989           por          147            396   \n",
       "11115  9722331329  9789722331326           por          176            161   \n",
       "11116  9722330977  9789722330978           por          160            215   \n",
       "11117  0140231579  9780140231571         en-US          160            932   \n",
       "11118  1560254416  9781560254416           eng          512            156   \n",
       "11119  0140110879  9780140110876           eng          635            783   \n",
       "11120  0140131965  9780140131963           eng          415            820   \n",
       "11121  0060878827  9780060878825           eng          434            769   \n",
       "11122  8497646983  9788497646987           spa          272            113   \n",
       "\n",
       "       text_reviews_count publication_date  \\\n",
       "0                   27591        9/16/2006   \n",
       "1                   29221         9/1/2004   \n",
       "2                     244        11/1/2003   \n",
       "3                   36325         5/1/2004   \n",
       "4                     164        9/13/2004   \n",
       "5                       1        4/26/2005   \n",
       "6                     808        9/12/2005   \n",
       "7                     254        11/1/2005   \n",
       "8                    4080        4/30/2002   \n",
       "9                     460         8/3/2004   \n",
       "10                    253        3/23/2005   \n",
       "11                    195        1/17/1996   \n",
       "12                   9396        9/14/2004   \n",
       "13                    499        12/3/2002   \n",
       "14                    131        9/14/2004   \n",
       "15                   4245        5/15/2001   \n",
       "16                   2211        6/28/2000   \n",
       "17                   2257        8/28/1990   \n",
       "18                   2238        3/28/1993   \n",
       "19                   3301        5/28/1997   \n",
       "20                   2085        9/28/1991   \n",
       "21                   1550        9/25/2012   \n",
       "22                     91       10/21/2004   \n",
       "23                  13670         9/5/2003   \n",
       "24                    140        10/1/2002   \n",
       "25                     46        11/5/2003   \n",
       "26                      6       11/15/2004   \n",
       "27                     59        7/28/2005   \n",
       "28                  12017         4/1/2000   \n",
       "29                      2        8/28/1994   \n",
       "...                   ...              ...   \n",
       "11093                  14        12/5/2002   \n",
       "11094                   2        6/31/1982   \n",
       "11095                   2        5/29/1980   \n",
       "11096                 342         1/3/2006   \n",
       "11097                1830        10/6/2003   \n",
       "11098                   2         3/8/2005   \n",
       "11099                   2        8/12/1997   \n",
       "11100                   2        5/31/1998   \n",
       "11101                  20         6/1/2000   \n",
       "11102                   2         1/5/2011   \n",
       "11103                   0        9/15/1995   \n",
       "11104                  10        11/3/2005   \n",
       "11105                  90         9/1/2006   \n",
       "11106                  31         3/1/2006   \n",
       "11107                  10         3/1/2001   \n",
       "11108                   4        7/10/1977   \n",
       "11109                   4         6/1/2004   \n",
       "11110                  11        11/7/2006   \n",
       "11111                  10        4/16/2004   \n",
       "11112                  24        7/17/2004   \n",
       "11113                  16        8/15/2003   \n",
       "11114                  37         4/8/2003   \n",
       "11115                  14         9/1/2004   \n",
       "11116                  11       10/11/2003   \n",
       "11117                 111         2/1/1994   \n",
       "11118                  20       12/21/2004   \n",
       "11119                  56        12/1/1988   \n",
       "11120                  95         8/1/1993   \n",
       "11121                 139        2/27/2007   \n",
       "11122                  12        5/28/2006   \n",
       "\n",
       "                                               publisher  year  \n",
       "0                                        Scholastic Inc.  2006  \n",
       "1                                        Scholastic Inc.  2004  \n",
       "2                                             Scholastic  2003  \n",
       "3                                        Scholastic Inc.  2004  \n",
       "4                                             Scholastic  2004  \n",
       "5                                           Nimble Books  2005  \n",
       "6                                             Scholastic  2005  \n",
       "7                                         Gramercy Books  2005  \n",
       "8                                          Del Rey Books  2002  \n",
       "9                                                  Crown  2004  \n",
       "10                                    Random House Audio  2005  \n",
       "11                                           Wings Books  1996  \n",
       "12                                        Broadway Books  2004  \n",
       "13                                        Broadway Books  2002  \n",
       "14                                        Broadway Books  2004  \n",
       "15                                        Broadway Books  2001  \n",
       "16                                        Broadway Books  2000  \n",
       "17                             William Morrow Paperbacks  1990  \n",
       "18                             William Morrow Paperbacks  1993  \n",
       "19                             William Morrow Paperbacks  1997  \n",
       "20                             William Morrow Paperbacks  1991  \n",
       "21                                      Ballantine Books  2012  \n",
       "22                             Houghton Mifflin Harcourt  2004  \n",
       "23                             Houghton Mifflin Harcourt  2003  \n",
       "24                             Houghton Mifflin Harcourt  2002  \n",
       "25                             Houghton Mifflin Harcourt  2003  \n",
       "26                             Houghton Mifflin Harcourt  2004  \n",
       "27                                   Pragmatic Bookshelf  2005  \n",
       "28     Atheneum Books for Young Readers: Richard Jack...  2000  \n",
       "29                             Teacher Created Resources  1994  \n",
       "...                                                  ...   ...  \n",
       "11093                                            Penguin  2002  \n",
       "11094                                     Folio histoire  1982  \n",
       "11095                                 Penguin Books Ltd.  1980  \n",
       "11096                                   Penguin Classics  2006  \n",
       "11097                                   Simon & Schuster  2003  \n",
       "11098                                      Books on Tape  2005  \n",
       "11099                                   Touchstone Books  1997  \n",
       "11100                                          Not Avail  1998  \n",
       "11101                                 Alfaguara Infantil  2000  \n",
       "11102                                  Samuel French Ltd  2011  \n",
       "11103                                     BBC Audiobooks  1995  \n",
       "11104                               Manning Publications  2005  \n",
       "11105                                   Punto de Lectura  2006  \n",
       "11106                                 Planeta Publishing  2006  \n",
       "11107                                               Suma  2001  \n",
       "11108                                        Seix Barral  1977  \n",
       "11109                             Panamericana Editorial  2004  \n",
       "11110                              HarperCollins Espanol  2006  \n",
       "11111                                 Editorial Presença  2004  \n",
       "11112                                 Editorial Presença  2004  \n",
       "11113                                 Editorial Presença  2003  \n",
       "11114                                 Editorial Presença  2003  \n",
       "11115                                 Editorial Presença  2004  \n",
       "11116                                 Editorial Presença  2003  \n",
       "11117                                      Penguin Books  1994  \n",
       "11118                                      Da Capo Press  2004  \n",
       "11119                                      Penguin Books  1988  \n",
       "11120                                      Penguin Books  1993  \n",
       "11121                                               Ecco  2007  \n",
       "11122                                      Edimat Libros  2006  \n",
       "\n",
       "[11123 rows x 13 columns]>"
      ]
     },
     "execution_count": 140,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Relation between number of ratings and rating"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 141,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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rSVJVFye5PMkrR1kYAAAAsHQapbOeLCa4SpJTktzYPb/fiGoBAAAAjtPWzZuy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\nAAAwY6QbYZLtCJVsTXUqoBeckuYLjq+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      "text/plain": [
       "<matplotlib.figure.Figure at 0x12eeccf6be0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.title('Number of Ratings vs Average Rating')\n",
    "plt.xlabel('Average Rating')\n",
    "plt.ylabel('Number of Ratings')\n",
    "plt.scatter(df[\"average_rating\"], df[\"ratings_count\"], 2)\n",
    "plt.gcf().set_size_inches(20, 10)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Relation between year and average rating"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 142,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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anOgxiCoNK4mIiIiIiGhSRKX6ISpNf6PS30YSlfMlvX+euOtatKZTeOKuawP3sXLxLLSm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\nyRknHZcrz3/crMuAidlvSNTd751mIQAAAADMzmo9iQAAANa1rTt35bw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      "text/plain": [
       "<matplotlib.figure.Figure at 0x12e84b6f588>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.title('Year vs Average Rating')\n",
    "plt.xlabel('Year')\n",
    "plt.ylabel('Average Ratings')\n",
    "plt.scatter(df[\"year\"], df[\"average_rating\"], 2)\n",
    "plt.gcf().set_size_inches(20, 10)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Relation between number of pages and average rating"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 143,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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+8y32NXdQN7OY6rL8QWO5x5fOKeflL94x7DO791k6p5zS/Bzv+C1PvE4wFKGi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qr+wcLnmf+Zd2387GSCuvtvktxcVd86OvV9ST4d84wpOmz5S1ip7t5dVT+T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\no2Jy9e1me6oAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x12e84b422b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.title('Number of Pages vs Average Rating')\n",
    "plt.ylabel('Average Rating')\n",
    "plt.xlabel('Number of Pages')\n",
    "plt.scatter(df[\"  num_pages\"], df[\"average_rating\"], 2)\n",
    "plt.gcf().set_size_inches(20, 10)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Relation between number of pages and number of ratings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 144,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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VdUmSh2cUXD2vtfbvky4MAAAAgPVtWUsFW2vXJnnrhGsBAAAAgK9a8q6CAAAA\nADANgisAAAAAurRocFVVt6uqD65VMQAAAAAwb9HgqrX2lST/XFX3WaN6AAAAACDJ8pqzn5nkiqp6\nb5LPzg+21p40saoAAAAAWPeWE1y9aOJVAAAAAMACSwZXrbX3VNWmJOe21vZU1dclOWnypQEAAACw\nni15V8Gq+tEkb07y+8PQWUn+fJJFAQAAAMCSwVWSn0jyqCQ3J0lrbX+Se0yyKGBtzB04lPN37c3c\ngUPTLgUAAAC+xnKCqy+01r44/6aqNiRpkysJWCs79+zLpfsPZueefdMuBQAAAL7GcoKr91TVC5Lc\nsar+U5I/SfK2yZYFx85soqXt2LY5jz739OzYtnnapQAAAMDXWM5dBZ+fZHuSDyT5r0nenuQ1kywK\nbgvzs4mSZPf2rVOupk9bNm303QAAANCt5dxV8CtVdVGSvRktEfxIa81SwXVs7sCh7NyzLzu2bc6W\nTRunXc5Rzc8iMpsIAAAAjk9LBldV9b1Jfi/JvyapJPetqv/aWnvHpIujT8fLTCaziQAAAOD4tpyl\ngi9L8l2ttSuTpKq+MclfJhFcrVNmMh2742XWGgAAAEzTcoKr6+ZDq8FHk1w3oXo4DpjJdOyOl1lr\nAAAAME1HDa6q6vuHl1dU1duTvCmjHlc/kOSyNagNTlhmrQEAAMDSFptx9cSx159M8h3D6+uTWNsE\nx8CsNQAAAFjaUYOr1tqz1rIQAAAAABi3nLsK3jfJTyU5Z3z/1tqTJlcWAAAAAOvdcpqz/3mSXUne\nluQrky2HE4W75gEAAADHajnB1edba6+ceCWcUNw1DwAAADhWt1vGPjur6oKq+raqetj8Y6mDqure\nVfW3VfXhqrqiqnYM43erqndV1f7heeMwXlX1yqq6sqreP36NqnrmsP/+qnrm2PiWqvrAcMwrq6pW\new1uWzu2bc6jzz3dXfMAAACAVVtOcPXNSX40ya8lednw+M1lHHdLkue21h6Q5JFJfqKqHpjk+Une\n3Vo7N8m7h/dJ8vgk5w6P5yT53WQUQiW5IMnWJI9IcsF8EDXs85yx484bxld0DW5783fNs0wQAAAA\nWK3lLBX8viTf0Fr74kpO3Fq7Nsm1w+tPV9WHk5yV5MlJvnPY7aIklyR53jC+u7XWkvxjVZ1WVWcO\n+76rtXZDklTVu5KcV1WXJDm1tfYPw/juJE9J8o6VXmOoFQAAAICOLGfG1T8nOe1YLlJV5yT51iR7\nk9xzPiganu8x7HZWkqvGDrt6GFts/OojjGcV11hY73OqaraqZq+//vqVfFQAAAAAbiPLmXF1zyT/\nUlWXJfnC/GBr7UnLuUBV3TkFwmGOAAAgAElEQVTJnyb5mdbazUMbqiPueoSxtorxRctZzjGttVcn\neXWSzMzMLHVOAAAAACZgOcHVBas9eVWdnFFo9cettT8bhj85vzxvWAp43TB+dZJ7jx1+dpJrhvHv\nXDB+yTB+9hH2X801AAAAAOjMkksFW2vvOdJjqeOGO/ztSvLh1tpvjW16a5L5OwM+M8lbxsbPH+78\n98gkNw3L/N6Z5LFVtXFoyv7YJO8ctn26qh45XOv8BedayTUAAAAA6MySM66q6tO5dTndKUlOTvLZ\n1tqpSxz6qCQ/kuQDVfW+YewFGd2d8E1VtT3JvyX5gWHb25N8T5Irk3wuybOSpLV2Q1VdmOSyYb8X\nzzdqT/LjSV6X5I4ZNWV/xzC+omsAAAAA0J8a3WBvBQdUPSXJI1prL5hMSX2ZmZlps7Oz0y4DAAAA\n4IRRVXOttZml9lvOXQUP01r78ySPWVVVAAAAALBMy1kq+P1jb2+XZCZL370PAAAAAI7Jcu4q+MSx\n17ck+XiSJ0+kGgAAAAAYLBlctdY0MAcAAABgzR01uKqqFy5yXGutXTiBegAAAAAgyeLN2T97hEeS\nbE/yvAnXBSs2d+BQzt+1N3MHDk27FAAAAOA2cNQZV621l82/rqq7JNmR5FlJLk7ysqMdB9Oyc8++\nXLr/YJJk9/atU64GAAAAOFaL9riqqrsl+dkkz0hyUZKHtdZMZ6FLO7ZtPuwZAAAAOL4t1uPqN5J8\nf5JXJ/nm1tpn1qwqWIUtmzaaaQUAAAAnkMV6XD03yb2S/FKSa6rq5uHx6aq6eW3KAwAAAGC9WqzH\n1WKhFgAAAABMlHAKAAAAgC4JrgAAAADokuAKAAAAgC4JrgAAAADokuAKAAAAgC4JrgAAAADokuAK\nAAAAgC4JrjihzB04lPN37c3cgUPTLgUAAAA4RoIrluV4CYR27tmXS/cfzM49+6ZdCgAAAHCMNky7\nAI4P84FQkuzevnXK1Rzdjm2bD3sGAAAAjl+CK5bleAmEtmza2HWwBgAAACyf4IplEQgBAAAAa02P\nKwAAAAC6JLgCAAAAoEuCKwAAAAC6JLgCAAAAoEuCKwAAAAC6JLiCBeYOHMr5u/Zm7sChaZcCAAAA\n65rgChbYuWdfLt1/MDv37Jt2KQAAALCubZh2AdCbHds2H/YMAAAATIfgChbYsmljdm/fOu0yAAAA\nYN2zVBAAAACALgmumCiNzgEAAIDVElwxURqdAwAAAKulxxUTpdE5AAAAsFqCKyZKo3MAAABgtSwV\nBAAAAKBLgivWhCbtAAAAwEoJrlgTmrQDAAAAK6XHFWtCk3YAAABgpQRXrAlN2gEAAICVslQQAAAA\ngC4JrgAAAADokuAKAAAAgC4JrmCV5g4cyvm79mbuwKFplwIAAAAnJMEVrNLOPfty6f6D2bln37RL\nAQAAgBOSuwrCKu3YtvmwZwAAAOC2JbiCVdqyaWN2b9867TIAAADghGWpIOuWHlUAAADQN8EV65Ye\nVQAAANA3SwVZt/SoAgAAgL4Jrli39KgCAACAvlkqCAAAAECXBFcAAAAAdElwBQAAAECXBFcAAAAA\ndElwBSswd+BQzt+1N3MHDk27FAAAADjhCa5gBXbu2ZdL9x/Mzj37pl0KAAAAnPA2TLsAOJ7s2Lb5\nsGcAAABgcgRXsAJbNm3M7u1bp10GAAAArAuWCgIAAADQJcEVJwyN0wEAAODEIrjihKFxOgAAAJxY\n9LjihKFxOgAAAJxYBFecMDROBwAAgBOLpYIAAAAAdElwBQAAAECXBFdMRM93+Ou5NgAAAOBWgism\nouc7/PVcGwAAAHArzdmZiJ7v8NdzbQAAAMCtqrU27Rq6NjMz02ZnZ6ddBgAAAMAJo6rmWmszS+1n\nqSAAAAAAXRJccdzRXB0AAADWB8EVXVosnNJcHQAAANYHzdnp0nw4lSS7t289bJvm6gAAALA+CK7o\n0mLh1JZNG78mzAIAAABOPIIruiScAgAAAPS4AgAAAKBLgisAAAAAuiS4AgAAAKBLgisAAAAAuiS4\nAgAAAKBLgisAAAAAuiS4AgAAAKBLgisAAAAAuiS4AgAAAKBLgisAAAAAuiS4AgAAAKBLgisAAAAA\nuiS4AgAAAKBLgivWzNyBQzl/197MHTg07VIAAACA44DgijWzc8++XLr/YHbu2TftUgAAAIDjwIZp\nF8D6sWPb5sOeAQAAABYjuGLNbNm0Mbu3b512GQAAAMBxwlJB1tyx9LrSJwsAAADWD8EVa24lva4W\nBlX6ZAEAAMD6Yakga24lva7mg6ok2b19qz5ZAAAAsI5Ua23aNXRtZmamzc7OTruMdWvuwKHs3LMv\nO7ZtzpZNG6ddDgAAAHAbqKq51trMUvtNbKlgVf1BVV1XVR8cG7tbVb2rqvYPzxuH8aqqV1bVlVX1\n/qp62Ngxzxz2319Vzxwb31JVHxiOeWVV1WqvQb/mG7oLrQAAAGD9mWSPq9clOW/B2POTvLu1dm6S\ndw/vk+TxSc4dHs9J8rvJKIRKckGSrUkekeSC+SBq2Oc5Y8edt5pr0BfN1wEAAIB5EwuuWmuXJrlh\nwfCTk1w0vL4oyVPGxne3kX9MclpVnZnkcUne1Vq7obV2KMm7kpw3bDu1tfYPbbTWcfeCc63kGnRE\n8/UTk0ASAACA1Vjruwres7V2bZIMz/cYxs9KctXYflcPY4uNX32E8dVc42tU1XOqaraqZq+//voV\nfUCOzY5tm/Poc0+fSPN14cn0CCQBAABYjbUOro6mjjDWVjG+mmt87WBrr26tzbTWZs4444wlTstt\naZI9rXoLT9ZTkDbJQBIAAIAT14Y1vt4nq+rM1tq1wzK964bxq5Pce2y/s5NcM4x/54LxS4bxs4+w\n/2quwToxH5r0Ep7MB2lJsnv71ilXM1nzgSQAAACsxFrPuHprkvk7Az4zyVvGxs8f7vz3yCQ3Dcv8\n3pnksVW1cWjK/tgk7xy2fbqqHjncTfD8BedayTVYJ3q7Q6FZSAAAALC4ic24qqo3ZDRb6vSqujqj\nuwP+WpI3VdX2JP+W5AeG3d+e5HuSXJnkc0melSSttRuq6sIklw37vbi1Nt/w/cczunPhHZO8Y3hk\npdeAaTELCQAAABZXo5vycTQzMzNtdnZ22mUAAAAAnDCqaq61NrPUfr00ZwcAAACAwwiuAAAAAOiS\n4AoAAACALgmuAAAAAOiS4AoAAACALgmumIq5A4dy/q69mTtwaNqlAAAAAJ0SXDEVO/fsy6X7D2bn\nnn3TLgUAAADo1IZpF8D6tGPb5sOeAQAAABYSXDEVWzZtzO7tW6ddBgAAANAxSwUBAAAA6JLgCgAA\nAIAuCa4AAAAA6JLgCgAAAIAuCa7o0tyBQzl/197MHTg07VIAAACAKRFcsSZWGkTt3LMvl+4/mJ17\n9k24MgAAAKBXG6ZdAOvDfBCVJLu3b11y/x3bNh/2DAAAAKw/givWxEqDqC2bNi4r4AIAAABOXJYK\nsibmg6gtmzZOu5Ql6a8FAAAAfRBc0ZXlhEaTDpaW6q8l2AIAAIC1YakgXVlOL6yV9staqaWWNU76\n+gAAAMCI4IquLKcX1rE0bp87cCg79+zLjm2bj7pscan+WhrHAwAAwNqo1tq0a+jazMxMm52dnXYZ\n3EbO37U3l+4/mEefe7rZUgAAADAlVTXXWptZaj8zrlhXzJYCAACA44fginVlqWWAAAAAQD/cVZB1\nzR0CAQAAoF+CK9a1+TsE7tyzb9qlAAAAAAtYKsi6pucVAAAA9Etwxbqm5xUAAAD0y1JBpkZ/qenw\nvQMAAHC8EFwxNfpLTYfvHQAAgOOFpYJMjf5S0+F7BwAA4HhRrbVp19C1mZmZNjs7O+0yoDtzBw5l\n55592bFtc7Zs2jjtclbseK8fAADgeFZVc621maX2s1SQ7oz3YNKPqV/H+5LD471+AACA9cBSQbox\nPwPm5s/fkvdddeNXxy/dfzBJct6Dz8xvvPNf8vOP+6b80Nb7TKtMBsf7ksPjvX4AAID1wFLBJVgq\nuHbO37U3l+4/mIeefdeceseTvxoozC/nevZFl+XQ576UjV93ci5/4WOnWqtlZgAAALB6lgrSvYXL\nAHds25xHn3t6fvDh98nNn78lF77tiiTJ7u1bs2XTxvz8474pG7/u5Pz8475pWeebJMvMAAAAYPIE\nV0zNfPjz7Isuy9yBQ9myaWN2b9+av/rgtXnfVTfmfVffdFgwdP+vv0u++ay75v5ff5dFz7cWYdJ8\nyGaZGQAAAEyOHldMzY5tm/OBT9yUQ5/7Unbu2Zfd27d+dfzmz9+StHZYMDQfTCX56r4Lzzf+PEnz\nIRsAAAAwOXpcLUGPq8laSa8ofaUAAADgxLDcHleCqyUIrqZDSAUAAAAnLs3ZmZrlNklfbD/NzwEA\nAADBFbe55YZOi+03jebna3lXQgAAAGBpgiuO6FhCnOWGTuc9+Mxs/LqTc96Dz/yabfPNz9dymeBS\ngZtgCwAAANaW4IojOpalessNnf7qg9fm0Oe+lL/64LWrLXNJKwmblgrcLF8EAACAtbVh2gXQp/nw\n5liX6i3WZP22usZi5sOmJNm9feui+84HbkezFvUCAAAAt3JXwSW4q+CxOX/X3ly6/2Aefe7pSwZH\nkzAenCVxp0IA/v/27j06zvq+8/jnK2ksS7IsC8vGMpbNTcbYBkQsYlqoSQLBbmMa2iSQkC2kB0ov\npEu3W7ZkT0xIvKeQ9emF3U2bpYYWurgJJS3EXmoDSRo32UTBDgLZxljYYMtGji2s+3VG89s/5nke\nnhmNNCPrNpber3M40jzzXH4z+lmXD9/v7wEAAEAO4K6CyAmjXWR9vNeRCrct0uoHAAAAAMC5hVZB\nTKhM7XepRtPaN1q0+gEAAAAAcG4huEJOmchwabQh2mQZaR0wAAAAAABmMloFkVOyvSPheLcUTiVa\nGAEAAAAASI+KK5yTJrKlcLLRwggAAAAAQHoEVzhnhFvqplPYk6stjAAAAAAATDVaBZGzUtsBwy11\n2bYUjvWaAAAAAABg6hBcYUqNFBRt3r5fuxtbtHn7fkmJ6qp11RUTWmXFelMAAAAAAOQOgitMqRGD\nIrOkj6lVVqmh17a6Y7r6ay9pW92xsx7PZIRjAAAAAAAgOwRXmFIjBUW31VapvDii22qr0h6bGnpt\n2XVQrT1Rbdl1MKtrp6v2mqgWRAAAAAAAMHoEV5hSIwVFO/c1q7Unqp37mtMemxp6PbB+hcqLI3pg\n/Yqsrk1bIAAAAAAAuc2cc1M9hpxWW1vr9uzZM9XDOCeE7/o3HhVL/vk2rK7Uzn3N43be1POP93kB\nAAAAAMDIzGyvc642035UXGHcZKpgGu0d+/xqrJ37miekMoq2QAAAAAAAchvBFcZNpoXNU4OtkYKs\n8HPTacH00YZ3AAAAAADMZARXGDeZKphSA6iRKrTCzw133rGGQFMRIrGuFgAAAAAA2SO4wojGM9wJ\nB1B7j7aqoy+mmiVlaSupsqmyGmsIlO74s3m9ozlmOlWPAQAAAAAw0QqmegDIbX64I0lP3712XM9b\n39Sm8uJI2uf9kGskfvjjfxztYuupx/vjGu3rHc0x2bwuAAAAAACQQMUVRnQ2FULZVCDdf9NylRdH\n1NoTPeuKqdQWws3b92t3Y4s2b9+f1VjStSD6r3fD6kqqqAAAAAAAmGIEVxjR2dx5L5sWvjXLyrX1\nrmuyDnz8AGpb3bHhAyUzSdLh093B86NtJzybOxlyd0IAAAAAACYGwRXGJF1FU7YVSKMJfPwAasuu\ng0GglHrtTRtXqrw4os7+WBA4nW011GiO406Bk4/3HAAAAABmBoIrjEm6iqbwOk7jFS5sWF2p8uKI\nbq+tCgKl1Gunq+I622qoswnVuFPg5OE9BwAAAICZgcXZkdFIi56nW+DcN54Lu+/c16zWnqgONHcE\n50p37XBoNtrF2s/WSO8BJgbvOQAAAADMDOacm+ox5LTa2lq3Z8+eqR7GlLrziTrtbmzRuuqKUQVQ\now2ORtr/bEKoTOMOn1NKBG0bVldq577mCQ+7AAAAAACYycxsr3OuNtN+VFwho5GqW0YKlMLVT9kY\nqUJrtOfKNO7U60nS7sYWNZxoV2tPNO0YJtpkVYgBAAAAAHCuYI2rGSzbBa5HWu8pvNZQNudL3Sf8\nOJsF0UezKHemdarC1/M/f2D9imDbZC8APpp1m1icHAAAAAAwE1BxNYONxxpU4aom/3wNJ9q19a5r\nkgIjv5qooy+m+qa24JqpYxhuHMHxvVHVH28fdszZthv6rz+8n3++O9YulfRBq+Fw1xpv4fcyU/XV\neK4fBgAAAABAriK4msGGa6XLpmUtvE94sXS/1e6xVw4lBSp+0FKzpCypqirbRbaD46vmjViV5e/X\n0RvV3KJI0mtI1xooDR/8jHYB8LG2+qXejXGk8bE4OQAAAABgJiC4msGGWzcqm2qedPusWVaurXdd\nk1TV5AsHLeFQZ6S1q8JB0P03LVdHX0xybsg5UveTpI6+2JDxpQt7Rgp+UseWqWJrPKugMgVT2a75\nxbpZAAAAAIBzGcEVhsimmme4fcKBSmpocv9Ny7V5+351DwyqZFa+brtm6Yh38EsNgubOLgjWgEpX\nzeXv9/Tda4Nrb1hdqTufqAuuET4u23ApXZuiNLRiazyroM5mMfp0aCkEAAAAAJzLCK4wRLrQJDWE\nyiZYSQ1NHnvlUFLwc/TMwSF38AtfZ8PqSjWcaNeG1ZWShgZD4XAqvD38Gm79xo9V39Smjr6Ynr/v\numHHOlJl0khtiiMFY7mAlkIAAAAAwLmM4ApZOZvKnXTrWDW39epEW58umDdbv339xUHFVbrrSFJr\nT1Q79zXrjrVLhwRD6cY0JIByLrGz/zEkvO/mHQeGDbiGa3N8+u61k76A+2hb/3IxTAMAAAAAIFsE\nV8jKaCp30i3cLiVClMp5RWo83a3KeUW6Y+3S4A5+4et09EbV0RfTtRedl1RxlW5MHX0xdfRGtfdo\nqyTpnqdeTari2nTLqrRrbkkpIdkIAddI4c9kVzTR+pd7WEcMAAAAACYOwRWykqlyJ/zHezhc8R+H\n17mSPmix27C6MmmdqzXLyjW3KKLdjS06+n53UsXV3qOt2rx9v2SmTRtXSlKwzz1Pvapl80vU2hNV\neXEkuM5oQqfhAq6Rgols2irH01iCMgKWiUGYCAAAAAATh+AKozLcnfVSwyopEU6lVkD5QY/fYtdw\non3IOlfh43fuaw5CrvDi6Ju379fh013q7B9UviVaCped51RTNW/EtsDUoCybxdpHG0xMZJAxlta/\nrForMWqsIwYAAAAAE4fgCkNks1B5w4l2LZtfovqmNklD14Hyw6nUCihfOJx69tVj6uiLae/R1iEL\nv9+xdmkQcpUWFqh6QYlKZkckSZ39g5KkynlFuriiJClAu+epV/XA+hV69tVjkpnknOqPtwdB2WvH\nWnXJwlJt2rgyY2CTukh8JumCjMkMiIYLF9ONi2qhsWMdMQAAAACYOHlTPQDkHj/MeOyVQ0Oeu/+m\n5SovjiSqpJwL7rLn//EeDmXuv2m5qheUKDbo9PL+k7rzibpgLSp//zvWLtXcoojqm9rSXi98zc7+\nmCrnFen5+67Tpo0rVVqYyF0r5hQG1w6Pb8uug6o/3q76pjYdPt2tmiVlemD9Cu9cg6pvatPmHQe0\n92hr0thS7dzXHLQsZiPdezHSe+rLNI5sha8V/ny4r1HqnRIBAAAAAMgVVFxhiJFan9YsK9fWu67J\nqnpozbJytXQPqLM/pm/uPiJJ6uiNam5RJFFptadJck7XXjx/xIqm1Gv6FUVf+rXLh9yVcM2yct1e\nW6WtP3pHNyxfoHdbunX4dLc6+2OaWxTRHWuX6rJFpfrCk3WJii3nhq062nu0VZt3HFB3f0w1S8qC\n65xN9VTq2l4jVbOljmO010z39RsumKJaCAAAAACQy8ylWQ8IH6itrXV79uyZ6mFMqdGEJqn7bqs7\npode2KdY3Km8OBK0FxbkmWLxxNzzK6TWVVdktQB8c3ufGk91qXrhHJUUFkjOadMtq4KxXf21l4IW\nxdceujnt+MPb3jrZqS27DuqB9St02aJSbd5xILFOllnQChkem9+6mGm86Yx07Ejv81iuOZVYQwsA\nAAAAkI6Z7XXO1Wbaj4orZJTNOkh+QNHRFwvCnqfvXqvLFpVq9QVlQbgkKah2Ko7ka/n5c3TbNUuH\nVE6ls3n7ftUfb1dxJNHheuR0lwa93HXzjgN6/r7rJCmouLq9tkrb6o5py66Dur22KumOhOFKo8de\nORS0Au7c1xyMv2ZJWbDYe7rqpbNpr8tUzZbtHRBz2XB3mDyXAjcAAAAAQG4guMIQqVUymRYblxTc\nPbBmSZnWVVd8cCdAL8gqL04sqL5mWbk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      "text/plain": [
       "<matplotlib.figure.Figure at 0x12e84bcb898>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.title('Number of Ratings vs Number of Pages')\n",
    "plt.xlabel('Number of Pages')\n",
    "plt.ylabel('Number of Ratings')\n",
    "plt.scatter(df[\"  num_pages\"], df[\"ratings_count\"], 2)\n",
    "plt.gcf().set_size_inches(20, 10)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Relation between number of pages and year"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 145,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Wa+3te/MhrbXbqupjSZ6f5MCqWtfNcjo8yY3dbjckOSLJDVW1Lsljk9w6b3zO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\nREREXjHhREREREREREREXv1/mQ35AecKtTEAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x12e84c2abe0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.title('Number of Pages vs Year')\n",
    "plt.xlabel('Year')\n",
    "plt.ylabel('Number of Pages')\n",
    "plt.scatter(df[\"year\"], df[\"  num_pages\"], 2)\n",
    "plt.gcf().set_size_inches(20, 10)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Highest rated books\n",
    "\n",
    "I've taken the average rating as a measure of highest rated books.\n",
    "\n",
    "We need to ensure ratings_count is substantial enough (I've taken as > 1000) as there were many books with single 5 star reviews, incorrectly making them the top rated.\n",
    "\n",
    "Seems like kids books are more highly (positively) rated, as their is not much to criticize about them. Adult and YA books tend to be more harshly judged. \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 146,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>bookID</th>\n",
       "      <th>title</th>\n",
       "      <th>authors</th>\n",
       "      <th>average_rating</th>\n",
       "      <th>isbn</th>\n",
       "      <th>isbn13</th>\n",
       "      <th>language_code</th>\n",
       "      <th>num_pages</th>\n",
       "      <th>ratings_count</th>\n",
       "      <th>text_reviews_count</th>\n",
       "      <th>publication_date</th>\n",
       "      <th>publisher</th>\n",
       "      <th>year</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>6587</th>\n",
       "      <td>24812</td>\n",
       "      <td>The Complete Calvin and Hobbes</td>\n",
       "      <td>Bill Watterson</td>\n",
       "      <td>4.82</td>\n",
       "      <td>0740748475</td>\n",
       "      <td>9780740748479</td>\n",
       "      <td>eng</td>\n",
       "      <td>1456</td>\n",
       "      <td>32213</td>\n",
       "      <td>930</td>\n",
       "      <td>9/6/2005</td>\n",
       "      <td>Andrews McMeel Publishing</td>\n",
       "      <td>2005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>8</td>\n",
       "      <td>Harry Potter Boxed Set  Books 1-5 (Harry Potte...</td>\n",
       "      <td>J.K. Rowling/Mary GrandPré</td>\n",
       "      <td>4.78</td>\n",
       "      <td>0439682584</td>\n",
       "      <td>9780439682589</td>\n",
       "      <td>eng</td>\n",
       "      <td>2690</td>\n",
       "      <td>41428</td>\n",
       "      <td>164</td>\n",
       "      <td>9/13/2004</td>\n",
       "      <td>Scholastic</td>\n",
       "      <td>2004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6589</th>\n",
       "      <td>24814</td>\n",
       "      <td>It's a Magical World (Calvin and Hobbes  #11)</td>\n",
       "      <td>Bill Watterson</td>\n",
       "      <td>4.76</td>\n",
       "      <td>0836221362</td>\n",
       "      <td>9780836221367</td>\n",
       "      <td>eng</td>\n",
       "      <td>176</td>\n",
       "      <td>23875</td>\n",
       "      <td>303</td>\n",
       "      <td>9/1/1996</td>\n",
       "      <td>Andrews McMeel Publishing</td>\n",
       "      <td>1996</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>10</td>\n",
       "      <td>Harry Potter Collection (Harry Potter  #1-6)</td>\n",
       "      <td>J.K. Rowling</td>\n",
       "      <td>4.73</td>\n",
       "      <td>0439827604</td>\n",
       "      <td>9780439827607</td>\n",
       "      <td>eng</td>\n",
       "      <td>3342</td>\n",
       "      <td>28242</td>\n",
       "      <td>808</td>\n",
       "      <td>9/12/2005</td>\n",
       "      <td>Scholastic</td>\n",
       "      <td>2005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6590</th>\n",
       "      <td>24816</td>\n",
       "      <td>Homicidal Psycho Jungle Cat (Calvin and Hobbes...</td>\n",
       "      <td>Bill Watterson</td>\n",
       "      <td>4.72</td>\n",
       "      <td>0836217691</td>\n",
       "      <td>9780836217698</td>\n",
       "      <td>eng</td>\n",
       "      <td>176</td>\n",
       "      <td>15365</td>\n",
       "      <td>290</td>\n",
       "      <td>9/6/1994</td>\n",
       "      <td>Andrews McMeel Publishing</td>\n",
       "      <td>1994</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6593</th>\n",
       "      <td>24820</td>\n",
       "      <td>Calvin and Hobbes: Sunday Pages 1985-1995: An ...</td>\n",
       "      <td>Bill Watterson</td>\n",
       "      <td>4.71</td>\n",
       "      <td>0740721356</td>\n",
       "      <td>9780740721359</td>\n",
       "      <td>eng</td>\n",
       "      <td>96</td>\n",
       "      <td>3613</td>\n",
       "      <td>85</td>\n",
       "      <td>9/17/2001</td>\n",
       "      <td>Andrews McMeel Publishing</td>\n",
       "      <td>2001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5614</th>\n",
       "      <td>20749</td>\n",
       "      <td>Study Bible: NIV</td>\n",
       "      <td>Anonymous</td>\n",
       "      <td>4.70</td>\n",
       "      <td>0310929555</td>\n",
       "      <td>9780310929550</td>\n",
       "      <td>eng</td>\n",
       "      <td>2198</td>\n",
       "      <td>4166</td>\n",
       "      <td>186</td>\n",
       "      <td>10/1/2002</td>\n",
       "      <td>Zondervan Publishing House</td>\n",
       "      <td>2002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6497</th>\n",
       "      <td>24520</td>\n",
       "      <td>The Complete Aubrey/Maturin Novels (5 Volumes)</td>\n",
       "      <td>Patrick O'Brian</td>\n",
       "      <td>4.70</td>\n",
       "      <td>039306011X</td>\n",
       "      <td>9780393060119</td>\n",
       "      <td>eng</td>\n",
       "      <td>6576</td>\n",
       "      <td>1338</td>\n",
       "      <td>81</td>\n",
       "      <td>10/17/2004</td>\n",
       "      <td>W. W. Norton  Company</td>\n",
       "      <td>2004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6591</th>\n",
       "      <td>24818</td>\n",
       "      <td>The Days Are Just Packed</td>\n",
       "      <td>Bill Watterson</td>\n",
       "      <td>4.69</td>\n",
       "      <td>0836217357</td>\n",
       "      <td>9780836217353</td>\n",
       "      <td>eng</td>\n",
       "      <td>176</td>\n",
       "      <td>20308</td>\n",
       "      <td>244</td>\n",
       "      <td>9/1/1993</td>\n",
       "      <td>Andrews McMeel Publishing</td>\n",
       "      <td>1993</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1530</th>\n",
       "      <td>5309</td>\n",
       "      <td>The Life and Times of Scrooge McDuck</td>\n",
       "      <td>Don Rosa</td>\n",
       "      <td>4.67</td>\n",
       "      <td>0911903968</td>\n",
       "      <td>9780911903966</td>\n",
       "      <td>eng</td>\n",
       "      <td>266</td>\n",
       "      <td>2467</td>\n",
       "      <td>149</td>\n",
       "      <td>6/1/2005</td>\n",
       "      <td>Gemstone Publishing</td>\n",
       "      <td>2005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6294</th>\n",
       "      <td>23753</td>\n",
       "      <td>The Absolute Sandman  Volume One</td>\n",
       "      <td>Neil Gaiman/Mike Dringenberg/Chris Bachalo/Mic...</td>\n",
       "      <td>4.65</td>\n",
       "      <td>1401210821</td>\n",
       "      <td>9781401210823</td>\n",
       "      <td>eng</td>\n",
       "      <td>612</td>\n",
       "      <td>15640</td>\n",
       "      <td>512</td>\n",
       "      <td>11/1/2006</td>\n",
       "      <td>Vertigo</td>\n",
       "      <td>2006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1056</th>\n",
       "      <td>3582</td>\n",
       "      <td>The New Annotated Sherlock Holmes: The Complet...</td>\n",
       "      <td>Arthur Conan Doyle/Leslie S. Klinger</td>\n",
       "      <td>4.64</td>\n",
       "      <td>0393059162</td>\n",
       "      <td>9780393059168</td>\n",
       "      <td>eng</td>\n",
       "      <td>1878</td>\n",
       "      <td>1411</td>\n",
       "      <td>54</td>\n",
       "      <td>11/30/2004</td>\n",
       "      <td>W. W. Norton &amp; Company</td>\n",
       "      <td>2004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9862</th>\n",
       "      <td>39661</td>\n",
       "      <td>The Shawshank Redemption: The Shooting Script</td>\n",
       "      <td>Frank Darabont/Stephen King</td>\n",
       "      <td>4.64</td>\n",
       "      <td>1557042462</td>\n",
       "      <td>9781557042460</td>\n",
       "      <td>eng</td>\n",
       "      <td>184</td>\n",
       "      <td>2406</td>\n",
       "      <td>29</td>\n",
       "      <td>9/30/2004</td>\n",
       "      <td>Newmarket Press</td>\n",
       "      <td>2004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6588</th>\n",
       "      <td>24813</td>\n",
       "      <td>The Calvin and Hobbes Tenth Anniversary Book</td>\n",
       "      <td>Bill Watterson</td>\n",
       "      <td>4.63</td>\n",
       "      <td>0836204387</td>\n",
       "      <td>9780836204384</td>\n",
       "      <td>eng</td>\n",
       "      <td>208</td>\n",
       "      <td>49122</td>\n",
       "      <td>368</td>\n",
       "      <td>9/5/1995</td>\n",
       "      <td>Andrews McMeel Publishing</td>\n",
       "      <td>1995</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6288</th>\n",
       "      <td>23721</td>\n",
       "      <td>Nausicaä of the Valley of the Wind  Vol. 6 (Na...</td>\n",
       "      <td>Hayao Miyazaki/Matt Thorn/Kaori Inoue/Joe Yama...</td>\n",
       "      <td>4.62</td>\n",
       "      <td>1591163544</td>\n",
       "      <td>9781591163541</td>\n",
       "      <td>eng</td>\n",
       "      <td>159</td>\n",
       "      <td>1776</td>\n",
       "      <td>33</td>\n",
       "      <td>8/10/2004</td>\n",
       "      <td>VIZ Media</td>\n",
       "      <td>2004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4763</th>\n",
       "      <td>17142</td>\n",
       "      <td>Collected Essays: Notes of a Native Son / Nobo...</td>\n",
       "      <td>James Baldwin/Toni Morrison</td>\n",
       "      <td>4.61</td>\n",
       "      <td>1883011523</td>\n",
       "      <td>9781883011529</td>\n",
       "      <td>eng</td>\n",
       "      <td>869</td>\n",
       "      <td>1495</td>\n",
       "      <td>75</td>\n",
       "      <td>2/1/1998</td>\n",
       "      <td>Library of America (NY)</td>\n",
       "      <td>1998</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6289</th>\n",
       "      <td>23722</td>\n",
       "      <td>Nausicaä of the Valley of the Wind  Vol. 5 (Na...</td>\n",
       "      <td>Hayao Miyazaki/Matt Thorn/Kaori Inoue/Joe Yama...</td>\n",
       "      <td>4.61</td>\n",
       "      <td>1591164125</td>\n",
       "      <td>9781591164128</td>\n",
       "      <td>eng</td>\n",
       "      <td>151</td>\n",
       "      <td>1904</td>\n",
       "      <td>28</td>\n",
       "      <td>6/30/2004</td>\n",
       "      <td>VIZ Media</td>\n",
       "      <td>2004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6290</th>\n",
       "      <td>23724</td>\n",
       "      <td>Nausicaä of the Valley of the Wind  Vol. 7 (Na...</td>\n",
       "      <td>Hayao Miyazaki/Matt Thorn/Kaori Inoue/Joe Yama...</td>\n",
       "      <td>4.61</td>\n",
       "      <td>1591163552</td>\n",
       "      <td>9781591163558</td>\n",
       "      <td>eng</td>\n",
       "      <td>223</td>\n",
       "      <td>1716</td>\n",
       "      <td>79</td>\n",
       "      <td>9/7/2004</td>\n",
       "      <td>VIZ Media</td>\n",
       "      <td>2004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2528</th>\n",
       "      <td>9325</td>\n",
       "      <td>Fullmetal Alchemist  Vol. 10</td>\n",
       "      <td>Hiromu Arakawa/Akira Watanabe</td>\n",
       "      <td>4.60</td>\n",
       "      <td>1421504618</td>\n",
       "      <td>9781421504612</td>\n",
       "      <td>eng</td>\n",
       "      <td>200</td>\n",
       "      <td>8989</td>\n",
       "      <td>151</td>\n",
       "      <td>11/21/2006</td>\n",
       "      <td>VIZ Media LLC</td>\n",
       "      <td>2006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6979</th>\n",
       "      <td>26426</td>\n",
       "      <td>Fullmetal Alchemist  Vol. 12 (Fullmetal Alchem...</td>\n",
       "      <td>Hiromu Arakawa/Akira Watanabe</td>\n",
       "      <td>4.60</td>\n",
       "      <td>1421508397</td>\n",
       "      <td>9781421508399</td>\n",
       "      <td>eng</td>\n",
       "      <td>192</td>\n",
       "      <td>7480</td>\n",
       "      <td>119</td>\n",
       "      <td>3/20/2007</td>\n",
       "      <td>VIZ Media LLC</td>\n",
       "      <td>2007</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      bookID                                              title  \\\n",
       "6587   24812                     The Complete Calvin and Hobbes   \n",
       "4          8  Harry Potter Boxed Set  Books 1-5 (Harry Potte...   \n",
       "6589   24814      It's a Magical World (Calvin and Hobbes  #11)   \n",
       "6         10       Harry Potter Collection (Harry Potter  #1-6)   \n",
       "6590   24816  Homicidal Psycho Jungle Cat (Calvin and Hobbes...   \n",
       "6593   24820  Calvin and Hobbes: Sunday Pages 1985-1995: An ...   \n",
       "5614   20749                                   Study Bible: NIV   \n",
       "6497   24520     The Complete Aubrey/Maturin Novels (5 Volumes)   \n",
       "6591   24818                           The Days Are Just Packed   \n",
       "1530    5309               The Life and Times of Scrooge McDuck   \n",
       "6294   23753                   The Absolute Sandman  Volume One   \n",
       "1056    3582  The New Annotated Sherlock Holmes: The Complet...   \n",
       "9862   39661      The Shawshank Redemption: The Shooting Script   \n",
       "6588   24813       The Calvin and Hobbes Tenth Anniversary Book   \n",
       "6288   23721  Nausicaä of the Valley of the Wind  Vol. 6 (Na...   \n",
       "4763   17142  Collected Essays: Notes of a Native Son / Nobo...   \n",
       "6289   23722  Nausicaä of the Valley of the Wind  Vol. 5 (Na...   \n",
       "6290   23724  Nausicaä of the Valley of the Wind  Vol. 7 (Na...   \n",
       "2528    9325                       Fullmetal Alchemist  Vol. 10   \n",
       "6979   26426  Fullmetal Alchemist  Vol. 12 (Fullmetal Alchem...   \n",
       "\n",
       "                                                authors  average_rating  \\\n",
       "6587                                     Bill Watterson            4.82   \n",
       "4                            J.K. Rowling/Mary GrandPré            4.78   \n",
       "6589                                     Bill Watterson            4.76   \n",
       "6                                          J.K. Rowling            4.73   \n",
       "6590                                     Bill Watterson            4.72   \n",
       "6593                                     Bill Watterson            4.71   \n",
       "5614                                          Anonymous            4.70   \n",
       "6497                                    Patrick O'Brian            4.70   \n",
       "6591                                     Bill Watterson            4.69   \n",
       "1530                                           Don Rosa            4.67   \n",
       "6294  Neil Gaiman/Mike Dringenberg/Chris Bachalo/Mic...            4.65   \n",
       "1056               Arthur Conan Doyle/Leslie S. Klinger            4.64   \n",
       "9862                        Frank Darabont/Stephen King            4.64   \n",
       "6588                                     Bill Watterson            4.63   \n",
       "6288  Hayao Miyazaki/Matt Thorn/Kaori Inoue/Joe Yama...            4.62   \n",
       "4763                        James Baldwin/Toni Morrison            4.61   \n",
       "6289  Hayao Miyazaki/Matt Thorn/Kaori Inoue/Joe Yama...            4.61   \n",
       "6290  Hayao Miyazaki/Matt Thorn/Kaori Inoue/Joe Yama...            4.61   \n",
       "2528                      Hiromu Arakawa/Akira Watanabe            4.60   \n",
       "6979                      Hiromu Arakawa/Akira Watanabe            4.60   \n",
       "\n",
       "            isbn         isbn13 language_code    num_pages  ratings_count  \\\n",
       "6587  0740748475  9780740748479           eng         1456          32213   \n",
       "4     0439682584  9780439682589           eng         2690          41428   \n",
       "6589  0836221362  9780836221367           eng          176          23875   \n",
       "6     0439827604  9780439827607           eng         3342          28242   \n",
       "6590  0836217691  9780836217698           eng          176          15365   \n",
       "6593  0740721356  9780740721359           eng           96           3613   \n",
       "5614  0310929555  9780310929550           eng         2198           4166   \n",
       "6497  039306011X  9780393060119           eng         6576           1338   \n",
       "6591  0836217357  9780836217353           eng          176          20308   \n",
       "1530  0911903968  9780911903966           eng          266           2467   \n",
       "6294  1401210821  9781401210823           eng          612          15640   \n",
       "1056  0393059162  9780393059168           eng         1878           1411   \n",
       "9862  1557042462  9781557042460           eng          184           2406   \n",
       "6588  0836204387  9780836204384           eng          208          49122   \n",
       "6288  1591163544  9781591163541           eng          159           1776   \n",
       "4763  1883011523  9781883011529           eng          869           1495   \n",
       "6289  1591164125  9781591164128           eng          151           1904   \n",
       "6290  1591163552  9781591163558           eng          223           1716   \n",
       "2528  1421504618  9781421504612           eng          200           8989   \n",
       "6979  1421508397  9781421508399           eng          192           7480   \n",
       "\n",
       "      text_reviews_count publication_date                   publisher  year  \n",
       "6587                 930         9/6/2005   Andrews McMeel Publishing  2005  \n",
       "4                    164        9/13/2004                  Scholastic  2004  \n",
       "6589                 303         9/1/1996   Andrews McMeel Publishing  1996  \n",
       "6                    808        9/12/2005                  Scholastic  2005  \n",
       "6590                 290         9/6/1994   Andrews McMeel Publishing  1994  \n",
       "6593                  85        9/17/2001   Andrews McMeel Publishing  2001  \n",
       "5614                 186        10/1/2002  Zondervan Publishing House  2002  \n",
       "6497                  81       10/17/2004       W. W. Norton  Company  2004  \n",
       "6591                 244         9/1/1993   Andrews McMeel Publishing  1993  \n",
       "1530                 149         6/1/2005         Gemstone Publishing  2005  \n",
       "6294                 512        11/1/2006                     Vertigo  2006  \n",
       "1056                  54       11/30/2004      W. W. Norton & Company  2004  \n",
       "9862                  29        9/30/2004             Newmarket Press  2004  \n",
       "6588                 368         9/5/1995   Andrews McMeel Publishing  1995  \n",
       "6288                  33        8/10/2004                   VIZ Media  2004  \n",
       "4763                  75         2/1/1998     Library of America (NY)  1998  \n",
       "6289                  28        6/30/2004                   VIZ Media  2004  \n",
       "6290                  79         9/7/2004                   VIZ Media  2004  \n",
       "2528                 151       11/21/2006               VIZ Media LLC  2006  \n",
       "6979                 119        3/20/2007               VIZ Media LLC  2007  "
      ]
     },
     "execution_count": 146,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df['ratings_count'] > 1000].nlargest(20, 'average_rating')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Most popular books\n",
    "\n",
    "I've taken the number of reviews as a measure of popularity. The higher the number of reviews a book has, the higher the number of people who've read it."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 147,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
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       "    .dataframe thead th {\n",
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       "    }\n",
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       "    .dataframe tbody tr th {\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>bookID</th>\n",
       "      <th>title</th>\n",
       "      <th>authors</th>\n",
       "      <th>average_rating</th>\n",
       "      <th>isbn</th>\n",
       "      <th>isbn13</th>\n",
       "      <th>language_code</th>\n",
       "      <th>num_pages</th>\n",
       "      <th>ratings_count</th>\n",
       "      <th>text_reviews_count</th>\n",
       "      <th>publication_date</th>\n",
       "      <th>publisher</th>\n",
       "      <th>year</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>10336</th>\n",
       "      <td>41865</td>\n",
       "      <td>Twilight (Twilight  #1)</td>\n",
       "      <td>Stephenie Meyer</td>\n",
       "      <td>3.59</td>\n",
       "      <td>0316015849</td>\n",
       "      <td>9780316015844</td>\n",
       "      <td>eng</td>\n",
       "      <td>501</td>\n",
       "      <td>4597666</td>\n",
       "      <td>94265</td>\n",
       "      <td>9/6/2006</td>\n",
       "      <td>Little  Brown and Company</td>\n",
       "      <td>2006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1697</th>\n",
       "      <td>5907</td>\n",
       "      <td>The Hobbit  or There and Back Again</td>\n",
       "      <td>J.R.R. Tolkien</td>\n",
       "      <td>4.27</td>\n",
       "      <td>0618260307</td>\n",
       "      <td>9780618260300</td>\n",
       "      <td>eng</td>\n",
       "      <td>366</td>\n",
       "      <td>2530894</td>\n",
       "      <td>32871</td>\n",
       "      <td>8/15/2002</td>\n",
       "      <td>Houghton Mifflin</td>\n",
       "      <td>2002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1462</th>\n",
       "      <td>5107</td>\n",
       "      <td>The Catcher in the Rye</td>\n",
       "      <td>J.D. Salinger</td>\n",
       "      <td>3.80</td>\n",
       "      <td>0316769177</td>\n",
       "      <td>9780316769174</td>\n",
       "      <td>eng</td>\n",
       "      <td>277</td>\n",
       "      <td>2457092</td>\n",
       "      <td>43499</td>\n",
       "      <td>1/30/2001</td>\n",
       "      <td>Back Bay Books</td>\n",
       "      <td>2001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>307</th>\n",
       "      <td>960</td>\n",
       "      <td>Angels &amp; Demons (Robert Langdon  #1)</td>\n",
       "      <td>Dan Brown</td>\n",
       "      <td>3.89</td>\n",
       "      <td>1416524797</td>\n",
       "      <td>9781416524793</td>\n",
       "      <td>eng</td>\n",
       "      <td>736</td>\n",
       "      <td>2418736</td>\n",
       "      <td>21303</td>\n",
       "      <td>4/1/2006</td>\n",
       "      <td>Pocket Books</td>\n",
       "      <td>2006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>5</td>\n",
       "      <td>Harry Potter and the Prisoner of Azkaban (Harr...</td>\n",
       "      <td>J.K. Rowling/Mary GrandPré</td>\n",
       "      <td>4.56</td>\n",
       "      <td>043965548X</td>\n",
       "      <td>9780439655484</td>\n",
       "      <td>eng</td>\n",
       "      <td>435</td>\n",
       "      <td>2339585</td>\n",
       "      <td>36325</td>\n",
       "      <td>5/1/2004</td>\n",
       "      <td>Scholastic Inc.</td>\n",
       "      <td>2004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4415</th>\n",
       "      <td>15881</td>\n",
       "      <td>Harry Potter and the Chamber of Secrets (Harry...</td>\n",
       "      <td>J.K. Rowling/Mary GrandPré</td>\n",
       "      <td>4.42</td>\n",
       "      <td>0439064864</td>\n",
       "      <td>9780439064866</td>\n",
       "      <td>eng</td>\n",
       "      <td>341</td>\n",
       "      <td>2293963</td>\n",
       "      <td>34692</td>\n",
       "      <td>6/2/1999</td>\n",
       "      <td>Arthur A. Levine Books / Scholastic Inc.</td>\n",
       "      <td>1999</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>Harry Potter and the Order of the Phoenix (Har...</td>\n",
       "      <td>J.K. Rowling/Mary GrandPré</td>\n",
       "      <td>4.49</td>\n",
       "      <td>0439358078</td>\n",
       "      <td>9780439358071</td>\n",
       "      <td>eng</td>\n",
       "      <td>870</td>\n",
       "      <td>2153167</td>\n",
       "      <td>29221</td>\n",
       "      <td>9/1/2004</td>\n",
       "      <td>Scholastic Inc.</td>\n",
       "      <td>2004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>34</td>\n",
       "      <td>The Fellowship of the Ring (The Lord of the Ri...</td>\n",
       "      <td>J.R.R. Tolkien</td>\n",
       "      <td>4.36</td>\n",
       "      <td>0618346252</td>\n",
       "      <td>9780618346257</td>\n",
       "      <td>eng</td>\n",
       "      <td>398</td>\n",
       "      <td>2128944</td>\n",
       "      <td>13670</td>\n",
       "      <td>9/5/2003</td>\n",
       "      <td>Houghton Mifflin Harcourt</td>\n",
       "      <td>2003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2114</th>\n",
       "      <td>7613</td>\n",
       "      <td>Animal Farm</td>\n",
       "      <td>George Orwell/Boris Grabnar/Peter Škerl</td>\n",
       "      <td>3.93</td>\n",
       "      <td>0452284244</td>\n",
       "      <td>9780452284241</td>\n",
       "      <td>eng</td>\n",
       "      <td>122</td>\n",
       "      <td>2111750</td>\n",
       "      <td>29677</td>\n",
       "      <td>5/6/2003</td>\n",
       "      <td>NAL</td>\n",
       "      <td>2003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Harry Potter and the Half-Blood Prince (Harry ...</td>\n",
       "      <td>J.K. Rowling/Mary GrandPré</td>\n",
       "      <td>4.57</td>\n",
       "      <td>0439785960</td>\n",
       "      <td>9780439785969</td>\n",
       "      <td>eng</td>\n",
       "      <td>652</td>\n",
       "      <td>2095690</td>\n",
       "      <td>27591</td>\n",
       "      <td>9/16/2006</td>\n",
       "      <td>Scholastic Inc.</td>\n",
       "      <td>2006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2116</th>\n",
       "      <td>7624</td>\n",
       "      <td>Lord of the Flies</td>\n",
       "      <td>William Golding</td>\n",
       "      <td>3.68</td>\n",
       "      <td>0140283331</td>\n",
       "      <td>9780140283334</td>\n",
       "      <td>eng</td>\n",
       "      <td>182</td>\n",
       "      <td>2036679</td>\n",
       "      <td>26199</td>\n",
       "      <td>10/1/1999</td>\n",
       "      <td>Penguin Books</td>\n",
       "      <td>1999</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5015</th>\n",
       "      <td>18135</td>\n",
       "      <td>Romeo and Juliet</td>\n",
       "      <td>William Shakespeare/Paul Werstine/Barbara A. M...</td>\n",
       "      <td>3.74</td>\n",
       "      <td>0743477111</td>\n",
       "      <td>9780743477116</td>\n",
       "      <td>eng</td>\n",
       "      <td>368</td>\n",
       "      <td>1893917</td>\n",
       "      <td>14637</td>\n",
       "      <td>1/1/2004</td>\n",
       "      <td>Simon Schuster</td>\n",
       "      <td>2004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7309</th>\n",
       "      <td>28187</td>\n",
       "      <td>The Lightning Thief (Percy Jackson and the Oly...</td>\n",
       "      <td>Rick Riordan</td>\n",
       "      <td>4.25</td>\n",
       "      <td>0786838655</td>\n",
       "      <td>9780786838653</td>\n",
       "      <td>eng</td>\n",
       "      <td>375</td>\n",
       "      <td>1766725</td>\n",
       "      <td>47951</td>\n",
       "      <td>3/1/2006</td>\n",
       "      <td>Disney Hyperion Books</td>\n",
       "      <td>2006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>294</th>\n",
       "      <td>890</td>\n",
       "      <td>Of Mice and Men</td>\n",
       "      <td>John Steinbeck</td>\n",
       "      <td>3.87</td>\n",
       "      <td>0142000671</td>\n",
       "      <td>9780142000670</td>\n",
       "      <td>eng</td>\n",
       "      <td>103</td>\n",
       "      <td>1755253</td>\n",
       "      <td>25554</td>\n",
       "      <td>1/8/2002</td>\n",
       "      <td>Penguin Books</td>\n",
       "      <td>2002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>310</th>\n",
       "      <td>968</td>\n",
       "      <td>The Da Vinci Code (Robert Langdon  #2)</td>\n",
       "      <td>Dan Brown</td>\n",
       "      <td>3.84</td>\n",
       "      <td>0307277674</td>\n",
       "      <td>9780307277671</td>\n",
       "      <td>eng</td>\n",
       "      <td>489</td>\n",
       "      <td>1679706</td>\n",
       "      <td>35877</td>\n",
       "      <td>3/28/2006</td>\n",
       "      <td>Anchor</td>\n",
       "      <td>2006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>284</th>\n",
       "      <td>865</td>\n",
       "      <td>The Alchemist</td>\n",
       "      <td>Paulo Coelho/Alan R. Clarke/Özdemir İnce</td>\n",
       "      <td>3.86</td>\n",
       "      <td>0061122416</td>\n",
       "      <td>9780061122415</td>\n",
       "      <td>eng</td>\n",
       "      <td>197</td>\n",
       "      <td>1631221</td>\n",
       "      <td>55843</td>\n",
       "      <td>5/1/1993</td>\n",
       "      <td>HarperCollins</td>\n",
       "      <td>1993</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1069</th>\n",
       "      <td>3636</td>\n",
       "      <td>The Giver (The Giver  #1)</td>\n",
       "      <td>Lois Lowry</td>\n",
       "      <td>4.13</td>\n",
       "      <td>0385732554</td>\n",
       "      <td>9780385732550</td>\n",
       "      <td>eng</td>\n",
       "      <td>208</td>\n",
       "      <td>1585589</td>\n",
       "      <td>56604</td>\n",
       "      <td>1/24/2006</td>\n",
       "      <td>Ember</td>\n",
       "      <td>2006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5270</th>\n",
       "      <td>19063</td>\n",
       "      <td>The Book Thief</td>\n",
       "      <td>Markus Zusak/Cao Xuân Việt Khương</td>\n",
       "      <td>4.37</td>\n",
       "      <td>0375831002</td>\n",
       "      <td>9780375831003</td>\n",
       "      <td>eng</td>\n",
       "      <td>552</td>\n",
       "      <td>1516367</td>\n",
       "      <td>86881</td>\n",
       "      <td>3/14/2006</td>\n",
       "      <td>Alfred A. Knopf</td>\n",
       "      <td>2006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>591</th>\n",
       "      <td>1934</td>\n",
       "      <td>Little Women</td>\n",
       "      <td>Louisa May Alcott</td>\n",
       "      <td>4.07</td>\n",
       "      <td>0451529308</td>\n",
       "      <td>9780451529305</td>\n",
       "      <td>eng</td>\n",
       "      <td>449</td>\n",
       "      <td>1479727</td>\n",
       "      <td>18458</td>\n",
       "      <td>4/6/2004</td>\n",
       "      <td>Signet Classics</td>\n",
       "      <td>2004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2764</th>\n",
       "      <td>10210</td>\n",
       "      <td>Jane Eyre</td>\n",
       "      <td>Charlotte Brontë/Michael Mason</td>\n",
       "      <td>4.12</td>\n",
       "      <td>0142437204</td>\n",
       "      <td>9780142437209</td>\n",
       "      <td>eng</td>\n",
       "      <td>532</td>\n",
       "      <td>1409369</td>\n",
       "      <td>27884</td>\n",
       "      <td>2/4/2003</td>\n",
       "      <td>Penguin</td>\n",
       "      <td>2003</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       bookID                                              title  \\\n",
       "10336   41865                            Twilight (Twilight  #1)   \n",
       "1697     5907                The Hobbit  or There and Back Again   \n",
       "1462     5107                             The Catcher in the Rye   \n",
       "307       960               Angels & Demons (Robert Langdon  #1)   \n",
       "3           5  Harry Potter and the Prisoner of Azkaban (Harr...   \n",
       "4415    15881  Harry Potter and the Chamber of Secrets (Harry...   \n",
       "1           2  Harry Potter and the Order of the Phoenix (Har...   \n",
       "23         34  The Fellowship of the Ring (The Lord of the Ri...   \n",
       "2114     7613                                        Animal Farm   \n",
       "0           1  Harry Potter and the Half-Blood Prince (Harry ...   \n",
       "2116     7624                                  Lord of the Flies   \n",
       "5015    18135                                   Romeo and Juliet   \n",
       "7309    28187  The Lightning Thief (Percy Jackson and the Oly...   \n",
       "294       890                                    Of Mice and Men   \n",
       "310       968             The Da Vinci Code (Robert Langdon  #2)   \n",
       "284       865                                      The Alchemist   \n",
       "1069     3636                          The Giver (The Giver  #1)   \n",
       "5270    19063                                     The Book Thief   \n",
       "591      1934                                       Little Women   \n",
       "2764    10210                                          Jane Eyre   \n",
       "\n",
       "                                                 authors  average_rating  \\\n",
       "10336                                    Stephenie Meyer            3.59   \n",
       "1697                                      J.R.R. Tolkien            4.27   \n",
       "1462                                       J.D. Salinger            3.80   \n",
       "307                                            Dan Brown            3.89   \n",
       "3                             J.K. Rowling/Mary GrandPré            4.56   \n",
       "4415                          J.K. Rowling/Mary GrandPré            4.42   \n",
       "1                             J.K. Rowling/Mary GrandPré            4.49   \n",
       "23                                        J.R.R. Tolkien            4.36   \n",
       "2114             George Orwell/Boris Grabnar/Peter Škerl            3.93   \n",
       "0                             J.K. Rowling/Mary GrandPré            4.57   \n",
       "2116                                     William Golding            3.68   \n",
       "5015   William Shakespeare/Paul Werstine/Barbara A. M...            3.74   \n",
       "7309                                        Rick Riordan            4.25   \n",
       "294                                       John Steinbeck            3.87   \n",
       "310                                            Dan Brown            3.84   \n",
       "284             Paulo Coelho/Alan R. Clarke/Özdemir İnce            3.86   \n",
       "1069                                          Lois Lowry            4.13   \n",
       "5270                   Markus Zusak/Cao Xuân Việt Khương            4.37   \n",
       "591                                    Louisa May Alcott            4.07   \n",
       "2764                      Charlotte Brontë/Michael Mason            4.12   \n",
       "\n",
       "             isbn         isbn13 language_code    num_pages  ratings_count  \\\n",
       "10336  0316015849  9780316015844           eng          501        4597666   \n",
       "1697   0618260307  9780618260300           eng          366        2530894   \n",
       "1462   0316769177  9780316769174           eng          277        2457092   \n",
       "307    1416524797  9781416524793           eng          736        2418736   \n",
       "3      043965548X  9780439655484           eng          435        2339585   \n",
       "4415   0439064864  9780439064866           eng          341        2293963   \n",
       "1      0439358078  9780439358071           eng          870        2153167   \n",
       "23     0618346252  9780618346257           eng          398        2128944   \n",
       "2114   0452284244  9780452284241           eng          122        2111750   \n",
       "0      0439785960  9780439785969           eng          652        2095690   \n",
       "2116   0140283331  9780140283334           eng          182        2036679   \n",
       "5015   0743477111  9780743477116           eng          368        1893917   \n",
       "7309   0786838655  9780786838653           eng          375        1766725   \n",
       "294    0142000671  9780142000670           eng          103        1755253   \n",
       "310    0307277674  9780307277671           eng          489        1679706   \n",
       "284    0061122416  9780061122415           eng          197        1631221   \n",
       "1069   0385732554  9780385732550           eng          208        1585589   \n",
       "5270   0375831002  9780375831003           eng          552        1516367   \n",
       "591    0451529308  9780451529305           eng          449        1479727   \n",
       "2764   0142437204  9780142437209           eng          532        1409369   \n",
       "\n",
       "       text_reviews_count publication_date  \\\n",
       "10336               94265         9/6/2006   \n",
       "1697                32871        8/15/2002   \n",
       "1462                43499        1/30/2001   \n",
       "307                 21303         4/1/2006   \n",
       "3                   36325         5/1/2004   \n",
       "4415                34692         6/2/1999   \n",
       "1                   29221         9/1/2004   \n",
       "23                  13670         9/5/2003   \n",
       "2114                29677         5/6/2003   \n",
       "0                   27591        9/16/2006   \n",
       "2116                26199        10/1/1999   \n",
       "5015                14637         1/1/2004   \n",
       "7309                47951         3/1/2006   \n",
       "294                 25554         1/8/2002   \n",
       "310                 35877        3/28/2006   \n",
       "284                 55843         5/1/1993   \n",
       "1069                56604        1/24/2006   \n",
       "5270                86881        3/14/2006   \n",
       "591                 18458         4/6/2004   \n",
       "2764                27884         2/4/2003   \n",
       "\n",
       "                                      publisher  year  \n",
       "10336                 Little  Brown and Company  2006  \n",
       "1697                           Houghton Mifflin  2002  \n",
       "1462                             Back Bay Books  2001  \n",
       "307                                Pocket Books  2006  \n",
       "3                               Scholastic Inc.  2004  \n",
       "4415   Arthur A. Levine Books / Scholastic Inc.  1999  \n",
       "1                               Scholastic Inc.  2004  \n",
       "23                    Houghton Mifflin Harcourt  2003  \n",
       "2114                                        NAL  2003  \n",
       "0                               Scholastic Inc.  2006  \n",
       "2116                              Penguin Books  1999  \n",
       "5015                             Simon Schuster  2004  \n",
       "7309                      Disney Hyperion Books  2006  \n",
       "294                               Penguin Books  2002  \n",
       "310                                      Anchor  2006  \n",
       "284                               HarperCollins  1993  \n",
       "1069                                      Ember  2006  \n",
       "5270                            Alfred A. Knopf  2006  \n",
       "591                             Signet Classics  2004  \n",
       "2764                                    Penguin  2003  "
      ]
     },
     "execution_count": 147,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df['ratings_count'] > 1000].nlargest(20, 'ratings_count')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Top Latest Books"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 148,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "<div>\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>bookID</th>\n",
       "      <th>title</th>\n",
       "      <th>authors</th>\n",
       "      <th>average_rating</th>\n",
       "      <th>isbn</th>\n",
       "      <th>isbn13</th>\n",
       "      <th>language_code</th>\n",
       "      <th>num_pages</th>\n",
       "      <th>ratings_count</th>\n",
       "      <th>text_reviews_count</th>\n",
       "      <th>publication_date</th>\n",
       "      <th>publisher</th>\n",
       "      <th>year</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>9664</th>\n",
       "      <td>38568</td>\n",
       "      <td>A Quick Bite (Argeneau #1)</td>\n",
       "      <td>Lynsay Sands</td>\n",
       "      <td>3.91</td>\n",
       "      <td>0060773758</td>\n",
       "      <td>9780060773755</td>\n",
       "      <td>eng</td>\n",
       "      <td>360</td>\n",
       "      <td>35275</td>\n",
       "      <td>1370</td>\n",
       "      <td>3/31/2020</td>\n",
       "      <td>Avon</td>\n",
       "      <td>2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10823</th>\n",
       "      <td>44184</td>\n",
       "      <td>Monster</td>\n",
       "      <td>Walter Dean Myers</td>\n",
       "      <td>3.72</td>\n",
       "      <td>0064407314</td>\n",
       "      <td>9780064407311</td>\n",
       "      <td>eng</td>\n",
       "      <td>281</td>\n",
       "      <td>56171</td>\n",
       "      <td>5341</td>\n",
       "      <td>3/5/2019</td>\n",
       "      <td>Amistad</td>\n",
       "      <td>2019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3981</th>\n",
       "      <td>14142</td>\n",
       "      <td>The Art of Loving</td>\n",
       "      <td>Erich Fromm/Peter D. Kramer/Rainer Funk</td>\n",
       "      <td>4.04</td>\n",
       "      <td>0061129739</td>\n",
       "      <td>9780061129735</td>\n",
       "      <td>eng</td>\n",
       "      <td>192</td>\n",
       "      <td>38148</td>\n",
       "      <td>1310</td>\n",
       "      <td>8/6/2019</td>\n",
       "      <td>Harper Perennial Modern Classics</td>\n",
       "      <td>2019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9636</th>\n",
       "      <td>38500</td>\n",
       "      <td>Women</td>\n",
       "      <td>Charles Bukowski</td>\n",
       "      <td>3.86</td>\n",
       "      <td>0061177598</td>\n",
       "      <td>9780061177590</td>\n",
       "      <td>eng</td>\n",
       "      <td>291</td>\n",
       "      <td>52415</td>\n",
       "      <td>2081</td>\n",
       "      <td>7/29/2014</td>\n",
       "      <td>Ecco</td>\n",
       "      <td>2014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9637</th>\n",
       "      <td>38501</td>\n",
       "      <td>Ham on Rye</td>\n",
       "      <td>Charles Bukowski</td>\n",
       "      <td>4.14</td>\n",
       "      <td>006117758X</td>\n",
       "      <td>9780061177583</td>\n",
       "      <td>eng</td>\n",
       "      <td>288</td>\n",
       "      <td>65829</td>\n",
       "      <td>2318</td>\n",
       "      <td>7/29/2014</td>\n",
       "      <td>Ecco</td>\n",
       "      <td>2014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2427</th>\n",
       "      <td>8852</td>\n",
       "      <td>Macbeth</td>\n",
       "      <td>William Shakespeare</td>\n",
       "      <td>3.90</td>\n",
       "      <td>0743477103</td>\n",
       "      <td>9780743477109</td>\n",
       "      <td>eng</td>\n",
       "      <td>249</td>\n",
       "      <td>592315</td>\n",
       "      <td>7791</td>\n",
       "      <td>7/1/2013</td>\n",
       "      <td>Simon  Schuster</td>\n",
       "      <td>2013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1320</th>\n",
       "      <td>4631</td>\n",
       "      <td>A Moveable Feast</td>\n",
       "      <td>Ernest Hemingway</td>\n",
       "      <td>4.04</td>\n",
       "      <td>0099285045</td>\n",
       "      <td>9780099285045</td>\n",
       "      <td>eng</td>\n",
       "      <td>192</td>\n",
       "      <td>82993</td>\n",
       "      <td>4808</td>\n",
       "      <td>9/6/2012</td>\n",
       "      <td>Vintage</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>30</td>\n",
       "      <td>J.R.R. Tolkien 4-Book Boxed Set: The Hobbit an...</td>\n",
       "      <td>J.R.R. Tolkien</td>\n",
       "      <td>4.59</td>\n",
       "      <td>0345538374</td>\n",
       "      <td>9780345538376</td>\n",
       "      <td>eng</td>\n",
       "      <td>1728</td>\n",
       "      <td>101233</td>\n",
       "      <td>1550</td>\n",
       "      <td>9/25/2012</td>\n",
       "      <td>Ballantine Books</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>368</th>\n",
       "      <td>1274</td>\n",
       "      <td>Men Are from Mars  Women Are from Venus</td>\n",
       "      <td>John Gray</td>\n",
       "      <td>3.55</td>\n",
       "      <td>0060574216</td>\n",
       "      <td>9780060574215</td>\n",
       "      <td>eng</td>\n",
       "      <td>368</td>\n",
       "      <td>132062</td>\n",
       "      <td>3303</td>\n",
       "      <td>4/3/2012</td>\n",
       "      <td>Harper Paperbacks</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10465</th>\n",
       "      <td>42607</td>\n",
       "      <td>As You Like It</td>\n",
       "      <td>William Shakespeare</td>\n",
       "      <td>3.83</td>\n",
       "      <td>074348486X</td>\n",
       "      <td>9780743484862</td>\n",
       "      <td>eng</td>\n",
       "      <td>263</td>\n",
       "      <td>62368</td>\n",
       "      <td>1291</td>\n",
       "      <td>8/23/2011</td>\n",
       "      <td>Simon Schuster</td>\n",
       "      <td>2011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>781</th>\n",
       "      <td>2547</td>\n",
       "      <td>The Prophet</td>\n",
       "      <td>Kahlil Gibran/جبران خليل جبران/Jihad El</td>\n",
       "      <td>4.23</td>\n",
       "      <td>000100039X</td>\n",
       "      <td>9780001000391</td>\n",
       "      <td>eng</td>\n",
       "      <td>127</td>\n",
       "      <td>184293</td>\n",
       "      <td>5418</td>\n",
       "      <td>1/1/2010</td>\n",
       "      <td>Rupa &amp; Co</td>\n",
       "      <td>2010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4735</th>\n",
       "      <td>17020</td>\n",
       "      <td>13 Little Blue Envelopes (Little Blue Envelope...</td>\n",
       "      <td>Maureen Johnson</td>\n",
       "      <td>3.64</td>\n",
       "      <td>0060541431</td>\n",
       "      <td>9780060541439</td>\n",
       "      <td>eng</td>\n",
       "      <td>322</td>\n",
       "      <td>70689</td>\n",
       "      <td>4067</td>\n",
       "      <td>12/21/2010</td>\n",
       "      <td>HarperCollins Publishers</td>\n",
       "      <td>2010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1556</th>\n",
       "      <td>5359</td>\n",
       "      <td>The Client</td>\n",
       "      <td>John Grisham</td>\n",
       "      <td>4.00</td>\n",
       "      <td>0385339089</td>\n",
       "      <td>9780385339087</td>\n",
       "      <td>eng</td>\n",
       "      <td>483</td>\n",
       "      <td>367399</td>\n",
       "      <td>1978</td>\n",
       "      <td>3/16/2010</td>\n",
       "      <td>Delta</td>\n",
       "      <td>2010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7795</th>\n",
       "      <td>30071</td>\n",
       "      <td>The Walking Dead  Book One (The Walking Dead #...</td>\n",
       "      <td>Robert Kirkman/Tony Moore/Charlie Adlard/Cliff...</td>\n",
       "      <td>4.35</td>\n",
       "      <td>1582406197</td>\n",
       "      <td>9781582406190</td>\n",
       "      <td>eng</td>\n",
       "      <td>304</td>\n",
       "      <td>34751</td>\n",
       "      <td>1346</td>\n",
       "      <td>10/5/2010</td>\n",
       "      <td>Image Comics</td>\n",
       "      <td>2010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2696</th>\n",
       "      <td>9915</td>\n",
       "      <td>Less Than Zero</td>\n",
       "      <td>Bret Easton Ellis</td>\n",
       "      <td>3.58</td>\n",
       "      <td>0679781498</td>\n",
       "      <td>9780679781493</td>\n",
       "      <td>eng</td>\n",
       "      <td>208</td>\n",
       "      <td>55900</td>\n",
       "      <td>2543</td>\n",
       "      <td>6/9/2010</td>\n",
       "      <td>Vintage Books</td>\n",
       "      <td>2010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1478</th>\n",
       "      <td>5157</td>\n",
       "      <td>Black and Blue</td>\n",
       "      <td>Anna Quindlen</td>\n",
       "      <td>3.88</td>\n",
       "      <td>0385333137</td>\n",
       "      <td>9780385333139</td>\n",
       "      <td>eng</td>\n",
       "      <td>288</td>\n",
       "      <td>75494</td>\n",
       "      <td>1386</td>\n",
       "      <td>8/25/2010</td>\n",
       "      <td>Delta Publishing</td>\n",
       "      <td>2010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1798</th>\n",
       "      <td>6334</td>\n",
       "      <td>Never Let Me Go</td>\n",
       "      <td>Kazuo Ishiguro</td>\n",
       "      <td>3.82</td>\n",
       "      <td>1400078776</td>\n",
       "      <td>9781400078776</td>\n",
       "      <td>eng</td>\n",
       "      <td>288</td>\n",
       "      <td>380646</td>\n",
       "      <td>22957</td>\n",
       "      <td>8/31/2010</td>\n",
       "      <td>Vintage Books</td>\n",
       "      <td>2010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>297</th>\n",
       "      <td>903</td>\n",
       "      <td>The Egypt Game</td>\n",
       "      <td>Zilpha Keatley Snyder</td>\n",
       "      <td>3.83</td>\n",
       "      <td>0808553038</td>\n",
       "      <td>9780808553038</td>\n",
       "      <td>eng</td>\n",
       "      <td>215</td>\n",
       "      <td>30231</td>\n",
       "      <td>1130</td>\n",
       "      <td>7/7/2009</td>\n",
       "      <td>Turtleback Books</td>\n",
       "      <td>2009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>329</th>\n",
       "      <td>1078</td>\n",
       "      <td>The Good Earth (House of Earth  #1)</td>\n",
       "      <td>Pearl S. Buck</td>\n",
       "      <td>3.98</td>\n",
       "      <td>1416500189</td>\n",
       "      <td>9781416500186</td>\n",
       "      <td>eng</td>\n",
       "      <td>418</td>\n",
       "      <td>200744</td>\n",
       "      <td>7656</td>\n",
       "      <td>3/4/2009</td>\n",
       "      <td>Howard Publishing Co</td>\n",
       "      <td>2009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10536</th>\n",
       "      <td>42933</td>\n",
       "      <td>Tai-Pan (Asian Saga  #2)</td>\n",
       "      <td>James Clavell</td>\n",
       "      <td>4.27</td>\n",
       "      <td>0440184622</td>\n",
       "      <td>9780440184621</td>\n",
       "      <td>eng</td>\n",
       "      <td>734</td>\n",
       "      <td>39315</td>\n",
       "      <td>778</td>\n",
       "      <td>9/1/2009</td>\n",
       "      <td>Dell</td>\n",
       "      <td>2009</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       bookID                                              title  \\\n",
       "9664    38568                         A Quick Bite (Argeneau #1)   \n",
       "10823   44184                                            Monster   \n",
       "3981    14142                                  The Art of Loving   \n",
       "9636    38500                                              Women   \n",
       "9637    38501                                         Ham on Rye   \n",
       "2427     8852                                            Macbeth   \n",
       "1320     4631                                   A Moveable Feast   \n",
       "21         30  J.R.R. Tolkien 4-Book Boxed Set: The Hobbit an...   \n",
       "368      1274            Men Are from Mars  Women Are from Venus   \n",
       "10465   42607                                     As You Like It   \n",
       "781      2547                                        The Prophet   \n",
       "4735    17020  13 Little Blue Envelopes (Little Blue Envelope...   \n",
       "1556     5359                                         The Client   \n",
       "7795    30071  The Walking Dead  Book One (The Walking Dead #...   \n",
       "2696     9915                                     Less Than Zero   \n",
       "1478     5157                                     Black and Blue   \n",
       "1798     6334                                    Never Let Me Go   \n",
       "297       903                                     The Egypt Game   \n",
       "329      1078                The Good Earth (House of Earth  #1)   \n",
       "10536   42933                           Tai-Pan (Asian Saga  #2)   \n",
       "\n",
       "                                                 authors  average_rating  \\\n",
       "9664                                        Lynsay Sands            3.91   \n",
       "10823                                  Walter Dean Myers            3.72   \n",
       "3981             Erich Fromm/Peter D. Kramer/Rainer Funk            4.04   \n",
       "9636                                    Charles Bukowski            3.86   \n",
       "9637                                    Charles Bukowski            4.14   \n",
       "2427                                 William Shakespeare            3.90   \n",
       "1320                                    Ernest Hemingway            4.04   \n",
       "21                                        J.R.R. Tolkien            4.59   \n",
       "368                                            John Gray            3.55   \n",
       "10465                                William Shakespeare            3.83   \n",
       "781              Kahlil Gibran/جبران خليل جبران/Jihad El            4.23   \n",
       "4735                                     Maureen Johnson            3.64   \n",
       "1556                                        John Grisham            4.00   \n",
       "7795   Robert Kirkman/Tony Moore/Charlie Adlard/Cliff...            4.35   \n",
       "2696                                   Bret Easton Ellis            3.58   \n",
       "1478                                       Anna Quindlen            3.88   \n",
       "1798                                      Kazuo Ishiguro            3.82   \n",
       "297                                Zilpha Keatley Snyder            3.83   \n",
       "329                                        Pearl S. Buck            3.98   \n",
       "10536                                      James Clavell            4.27   \n",
       "\n",
       "             isbn         isbn13 language_code    num_pages  ratings_count  \\\n",
       "9664   0060773758  9780060773755           eng          360          35275   \n",
       "10823  0064407314  9780064407311           eng          281          56171   \n",
       "3981   0061129739  9780061129735           eng          192          38148   \n",
       "9636   0061177598  9780061177590           eng          291          52415   \n",
       "9637   006117758X  9780061177583           eng          288          65829   \n",
       "2427   0743477103  9780743477109           eng          249         592315   \n",
       "1320   0099285045  9780099285045           eng          192          82993   \n",
       "21     0345538374  9780345538376           eng         1728         101233   \n",
       "368    0060574216  9780060574215           eng          368         132062   \n",
       "10465  074348486X  9780743484862           eng          263          62368   \n",
       "781    000100039X  9780001000391           eng          127         184293   \n",
       "4735   0060541431  9780060541439           eng          322          70689   \n",
       "1556   0385339089  9780385339087           eng          483         367399   \n",
       "7795   1582406197  9781582406190           eng          304          34751   \n",
       "2696   0679781498  9780679781493           eng          208          55900   \n",
       "1478   0385333137  9780385333139           eng          288          75494   \n",
       "1798   1400078776  9781400078776           eng          288         380646   \n",
       "297    0808553038  9780808553038           eng          215          30231   \n",
       "329    1416500189  9781416500186           eng          418         200744   \n",
       "10536  0440184622  9780440184621           eng          734          39315   \n",
       "\n",
       "       text_reviews_count publication_date                         publisher  \\\n",
       "9664                 1370        3/31/2020                              Avon   \n",
       "10823                5341         3/5/2019                           Amistad   \n",
       "3981                 1310         8/6/2019  Harper Perennial Modern Classics   \n",
       "9636                 2081        7/29/2014                              Ecco   \n",
       "9637                 2318        7/29/2014                              Ecco   \n",
       "2427                 7791         7/1/2013                   Simon  Schuster   \n",
       "1320                 4808         9/6/2012                           Vintage   \n",
       "21                   1550        9/25/2012                  Ballantine Books   \n",
       "368                  3303         4/3/2012                 Harper Paperbacks   \n",
       "10465                1291        8/23/2011                    Simon Schuster   \n",
       "781                  5418         1/1/2010                         Rupa & Co   \n",
       "4735                 4067       12/21/2010          HarperCollins Publishers   \n",
       "1556                 1978        3/16/2010                             Delta   \n",
       "7795                 1346        10/5/2010                      Image Comics   \n",
       "2696                 2543         6/9/2010                     Vintage Books   \n",
       "1478                 1386        8/25/2010                  Delta Publishing   \n",
       "1798                22957        8/31/2010                     Vintage Books   \n",
       "297                  1130         7/7/2009                  Turtleback Books   \n",
       "329                  7656         3/4/2009              Howard Publishing Co   \n",
       "10536                 778         9/1/2009                              Dell   \n",
       "\n",
       "       year  \n",
       "9664   2020  \n",
       "10823  2019  \n",
       "3981   2019  \n",
       "9636   2014  \n",
       "9637   2014  \n",
       "2427   2013  \n",
       "1320   2012  \n",
       "21     2012  \n",
       "368    2012  \n",
       "10465  2011  \n",
       "781    2010  \n",
       "4735   2010  \n",
       "1556   2010  \n",
       "7795   2010  \n",
       "2696   2010  \n",
       "1478   2010  \n",
       "1798   2010  \n",
       "297    2009  \n",
       "329    2009  \n",
       "10536  2009  "
      ]
     },
     "execution_count": 148,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df['ratings_count'] > 30000].sort_values('year', ascending=False)[:20]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## About the authors\n",
    "\n",
    "There are 6639 distinct authors."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 149,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['J.K. Rowling/Mary GrandPré',\n",
       " 'J.K. Rowling',\n",
       " 'W. Frederick Zimmerman',\n",
       " 'Douglas Adams',\n",
       " 'Douglas Adams/Stephen Fry',\n",
       " 'Bill Bryson',\n",
       " 'J.R.R. Tolkien',\n",
       " 'J.R.R. Tolkien/Alan  Lee',\n",
       " 'Chris   Smith/Christopher  Lee/Richard Taylor',\n",
       " 'Jude Fisher',\n",
       " 'Dave Thomas/David Heinemeier Hansson/Leon Breedt/Mike Clark/Thomas  Fuchs/Andreas  Schwarz',\n",
       " 'Gary Paulsen',\n",
       " 'Donna Ickes/Edward Sciranko/Keith Vasconcelles',\n",
       " 'Molly Hatchet',\n",
       " 'Dale Peck',\n",
       " 'Angela Knight/Sahara Kelly/Judy Mays/Marteeka Karland/Kate Douglas/Shelby Morgen/Lacey Savage/Kate Hill/Willa Okati',\n",
       " 'Delia Sherman',\n",
       " 'Patricia A. McKillip',\n",
       " 'Zilpha Keatley Snyder',\n",
       " 'Kate Horsley',\n",
       " 'Philippa Carr',\n",
       " 'Edward P. Jones',\n",
       " 'Edward P. Jones/Kevin R. Free',\n",
       " 'Satyajit Das',\n",
       " 'Mark Smylie',\n",
       " 'John McPhee/William Howarth',\n",
       " 'John McPhee',\n",
       " 'Wendy Wasserstein',\n",
       " 'Heidi Hayes Jacobs',\n",
       " 'Heidi Boyd',\n",
       " 'Heidi Baker/Rolland Baker',\n",
       " 'Johanna Spyri/Beverly Cleary/Angelo  Rinaldi',\n",
       " 'Rolland Baker/Heidi Baker',\n",
       " 'Heidi Murkoff/Sharon Mazel/Arlene Eisenberg/Sandee Hathaway/Mark D. Widome',\n",
       " 'Heidi Fleiss/Libby Keatinge',\n",
       " 'Frank Herbert',\n",
       " 'Brian Herbert',\n",
       " 'Frank Herbert/Brian Herbert/Kevin J. Anderson',\n",
       " 'Gary Russell',\n",
       " 'Bryce Courtenay',\n",
       " 'John C. Maxwell/Stephen R. Graves/Thomas G. Addington',\n",
       " 'Dave Lakhani',\n",
       " 'Louis E. Catron',\n",
       " 'Adam Ginsberg',\n",
       " 'Marsha Collier',\n",
       " 'Chris Malta/Lisa Suttora',\n",
       " 'Julia Wilkinson',\n",
       " 'Lucas Carlson/Leonard Richardson',\n",
       " 'Ruby Ann Boxcar',\n",
       " 'Rob Orsini',\n",
       " 'Leo Tolstoy/Richard Pevear/Larissa Volokhonsky',\n",
       " 'Leo Tolstoy/David Magarshack/Priscilla Meyer',\n",
       " 'Leo Tolstoy/Richard Pevear/Larissa Volokhonsky/John Bayley',\n",
       " 'Marianne Sturman/Leo Tolstoy',\n",
       " 'Leo Tolstoy/Amy Mandelker/Constance Garnett',\n",
       " 'Leo Tolstoy/Louise Maude/Aylmer Maude',\n",
       " 'Leo Tolstoy/Constance Garnett/Amy Mandelker',\n",
       " 'Gloria Goldreich',\n",
       " 'Anthony Thorlby',\n",
       " 'Mulk Raj Anand/E.M. Forster',\n",
       " 'John Banville',\n",
       " 'Eliot Ness/Oscar Fraley',\n",
       " 'Narendra Jadhav',\n",
       " 'V.T. Rajshekar/Y.N. Kly',\n",
       " 'Vasant Moon/Gail Omvedt/Eleanor Zelliot',\n",
       " 'Barry R. Cournoyer',\n",
       " 'John Carratello/Patty Carratello/Theresa Wright',\n",
       " 'George Smoot/Keay Davidson',\n",
       " \"Madeleine L'Engle\",\n",
       " 'Tara MacCarthy',\n",
       " 'Cynthia Harrod-Eagles',\n",
       " 'Charles Todd',\n",
       " 'Ewan McGregor/Charley Boorman/Robert Uhlig',\n",
       " 'Daniel Abraham',\n",
       " 'Charles Willeford/James Lee Burke',\n",
       " 'Charles Willeford/Lawrence Block',\n",
       " 'Charles Willeford/Elmore Leonard',\n",
       " 'Charles Willeford',\n",
       " 'Tom Wolfe',\n",
       " 'Edward Lear/Laura Huliska-Beith/Edward Mendelson',\n",
       " 'Quentin Blake',\n",
       " 'Henry Miller/Thomas H. Moore',\n",
       " 'Henry Miller',\n",
       " 'Henry Miller/Jiří Níl',\n",
       " 'Henry James/Patricia Crick',\n",
       " 'Henry James/Gabriel Brownstein/Mary Cregan',\n",
       " 'Marguerite Duras',\n",
       " 'Marguerite Duras/Barbara Bray',\n",
       " 'Marguerite Duras/Richard Seever',\n",
       " 'Kahlil Gibran/Suheil Bushrui/Salma H. Al-Kuzbari',\n",
       " 'Jean Gibran/جبران خليل جبران/Kahlil Gibran',\n",
       " 'Kahlil Gibran/John Walbridge/Robin Waterfield',\n",
       " 'Kahlil Gibran/جبران خليل جبران',\n",
       " 'Kahlil Gibran/جبران خليل جبران/Anthony Rizcallah Ferris',\n",
       " 'Robert Louis Stevenson',\n",
       " 'Robert Louis Stevenson/Scott McKowen',\n",
       " 'Robert Louis Stevenson/N.C. Wyeth/Timothy Meis',\n",
       " 'Robert Louis Stevenson/Milo Winter',\n",
       " 'Deidre S. Laiken/A.J. McAllister/Robert Louis Stevenson',\n",
       " 'Ralph Ginzburg',\n",
       " 'Gabriel García Márquez',\n",
       " 'Dr. Seuss',\n",
       " 'Debbie Raleigh',\n",
       " 'Kevin Henkes',\n",
       " 'Patrick Süskind',\n",
       " 'Robert A. Heinlein',\n",
       " 'Nick  Webb',\n",
       " 'Terry Jones',\n",
       " 'Douglas Adams/Christopher Cerf',\n",
       " 'Susan Nanus/Norton Juster',\n",
       " 'Harry G. Frankfurt',\n",
       " 'Nick Flynn',\n",
       " 'Garry Wills',\n",
       " 'Abraham Lincoln/Michael McCurdy',\n",
       " 'Don DeLillo',\n",
       " 'Thomas Pynchon',\n",
       " 'Thomas Pynchon/Christophe Claro/Brice Matthieussent',\n",
       " 'Richard Fariña/Thomas Pynchon',\n",
       " 'Joan Didion',\n",
       " 'Joan Didion/John Leonard',\n",
       " 'Joan Didion/David Thomson',\n",
       " 'Paul Auster/Art Spiegelman/Luc Sante',\n",
       " 'Paul Auster',\n",
       " 'Peter Moon/Preston B. Nichols/Nina Helms',\n",
       " 'Jared Diamond',\n",
       " 'Stephen Leeb/Glen C. Strathy',\n",
       " 'Joseph A. Tainter',\n",
       " 'Robert D. Putnam',\n",
       " 'Philip K. Howard',\n",
       " 'Joy Harjo/Gloria Bird/Beth Cuthand/Valerie Martinez/Patricia Blanco',\n",
       " 'Nikola Tesla',\n",
       " 'Marc J.  Seifer/William H. Terbo',\n",
       " 'Carol Dommermuth-Costa',\n",
       " 'Nikola Tesla/David Hatcher Childress',\n",
       " 'Julie Elizabeth Leto/Leslie Kelly/Kimberly Raye',\n",
       " 'Dave Thomas/Chad Fowler/Andy Hunt',\n",
       " 'Maureen Kelly/CliffsNotes/William Golding',\n",
       " 'William Golding',\n",
       " 'Victor Davis Hanson',\n",
       " 'Ephraim Sevela/Antonina W. Bouis',\n",
       " 'Alice Sebold',\n",
       " 'Sharyn McCrumb',\n",
       " 'Dave Shea/Molly E. Holzschlag',\n",
       " 'Elizabeth Castro',\n",
       " 'Michael Ochs/Patrick Javault/Ulrike Wasel',\n",
       " 'Chuck Klosterman',\n",
       " 'Jane Feather',\n",
       " 'Robert M. Pirsig',\n",
       " \"Kevin O'Malley/Carol Heyer/Scott Goto\",\n",
       " 'Ronald L. DiSanto/Thomas J. Steele',\n",
       " 'John Harold Haynes',\n",
       " 'Catharine M. Fishel/Bill Gardner',\n",
       " 'Leo Tolstoy/Hugh McLean',\n",
       " 'Leo Tolstoy/Henry Gifford/Aylmer Maude/Louise Maude',\n",
       " 'Leo Tolstoy/Constance Garnett',\n",
       " 'Ayn Rand/Leonard Peikoff',\n",
       " 'Ayn Rand',\n",
       " 'Ayn Rand/Nathaniel Branden',\n",
       " 'Ayn Rand/Nathaniel Branden/Alan Greenspan/Robert Hessen',\n",
       " 'Ayn Rand/Michael S. Berliner/Leonard Peikoff',\n",
       " 'J.J. Isler/Peter Isler',\n",
       " 'Colin  Wells',\n",
       " 'Billy Collins',\n",
       " 'Christopher Caswell',\n",
       " 'Kevin Trudeau',\n",
       " 'Bernard Malamud/Kevin Baker',\n",
       " 'Anne Tyler',\n",
       " 'Gary Colombo/Bonnie Lisle',\n",
       " 'Thomas E. Skidmore/Peter H. Smith',\n",
       " 'Philip Roth',\n",
       " 'Jon   Stewart',\n",
       " 'Gabriel García Márquez/Gregory Rabassa/J.S. Bernstein',\n",
       " 'Gabriel García Márquez/Edith Grossman',\n",
       " 'Brian Greene',\n",
       " 'Upasika Kee Nanayon/Thanissaro Bhikkhu',\n",
       " 'Rob Humphreys/Beth Chaplin/Rebecca Morrill',\n",
       " 'Lonely Planet/Sarah Johnstone/Steve Fallon',\n",
       " 'Lonely Planet/Sarah Johnstone/Tom Masters',\n",
       " 'Lonely Planet/Mark Honan',\n",
       " 'H.G. Bissinger',\n",
       " 'Neal Stephenson',\n",
       " 'Neal Stephenson/J. Frederick George',\n",
       " 'Neal Stephenson/Pedro Jorge Romero',\n",
       " 'Neal Stephenson/George F. Jewsbury/Stephen  Bury',\n",
       " 'Neal Stephenson/Guy Abadia',\n",
       " 'Dan Harrington/Bill Robertie',\n",
       " 'Donald A. Norman',\n",
       " 'Alex C. Jones/Diane M. Hanson/Stephen K. Ray',\n",
       " 'Paulo Coelho/Alan R. Clarke/James Noel Smith',\n",
       " 'Paulo Coelho/Alan R. Clarke/Özdemir İnce',\n",
       " 'Hiromu Arakawa/Akira Watanabe',\n",
       " 'Paulo Coelho/Alan R. Clarke/Mœbius',\n",
       " 'Robert   Harris',\n",
       " 'Edward Bulwer-Lytton/John Gregory Betancourt',\n",
       " 'John Steinbeck',\n",
       " 'Neil Strauss',\n",
       " 'Ellen Raskin',\n",
       " 'Arthur Golden',\n",
       " 'David        James/Peggy Mulloy/Rob Marshall/Arthur Golden',\n",
       " 'Mineko Iwasaki/Rande Brown',\n",
       " 'J. Torres/Eric  Kim',\n",
       " 'Margaret Johnson/Philip Prowse',\n",
       " 'Gary Chapman',\n",
       " 'Dan Brown',\n",
       " 'Dan Brown/Raúl Amundaray',\n",
       " 'Dan Brown/Daniel Roche',\n",
       " 'P.J. Parrish',\n",
       " 'Thomas J. Stanley/William D. Danko',\n",
       " 'Napoleon Hill',\n",
       " 'Mike   Mason',\n",
       " 'Riki Anne Wilchins',\n",
       " 'Donald J. Trump/Tony Schwartz',\n",
       " 'George S. Clason',\n",
       " 'Trevanian/Gisela Stege',\n",
       " 'David McCullough',\n",
       " 'Peter  Stone/Sherman Edwards',\n",
       " 'Robert J. Allison',\n",
       " 'Pearl S. Buck',\n",
       " 'Rick Warren',\n",
       " 'Eric Schlosser',\n",
       " 'Lisa See',\n",
       " 'John Grisham',\n",
       " 'Robert A. Caro',\n",
       " 'Stephen W. Frey',\n",
       " \"Bill Phillips/Michael D'Orso\",\n",
       " 'Pamela Peeke/Cindy Crawford',\n",
       " 'Bill Phillips',\n",
       " 'Robert G. Hagstrom/Bill Miller/Kenneth L. Fisher',\n",
       " 'Robert P. Miles/Tom Osborne',\n",
       " 'Marvin N. Olasky/John R. Perry',\n",
       " 'Barbara Park/Denise Brunkus',\n",
       " 'Sarah Mlynowski',\n",
       " 'Michael   Lewis',\n",
       " 'Frank McConnell',\n",
       " 'Ursula Ferrigno/Jason Lowe/Maxine  Clark',\n",
       " 'Giada De Laurentiis/Victoria Pearson',\n",
       " 'Giada De Laurentiis',\n",
       " 'Tyler Florence/Petrina Tinslay',\n",
       " 'Tyler Florence/JoAnn Cianciulli/Bill Bettencourt/Bobby Flay',\n",
       " 'Steven D. Levitt/Stephen J. Dubner',\n",
       " 'Barry Eisler',\n",
       " 'Yann Martel',\n",
       " 'Yann Martel/Nicole Martel/Emile Martel',\n",
       " 'Robert Templer',\n",
       " 'James Frey',\n",
       " 'Python Bonkers',\n",
       " 'James Pinocchio/Pablo Fenjves',\n",
       " 'James M. Kouzes/Barry Z. Posner',\n",
       " 'Donald T. Phillips',\n",
       " 'Gary Yukl',\n",
       " 'Rudolph W. Giuliani',\n",
       " 'John Gray',\n",
       " 'Ron  Louis/David Copeland',\n",
       " 'Jean M. Auel',\n",
       " 'Doug Walsh',\n",
       " 'Robert Greene/Joost Elffers',\n",
       " 'Steven Pressfield',\n",
       " 'Margaret Weis/Tracy Hickman',\n",
       " 'Thomas Harlan',\n",
       " 'Steven Pressfield/Robert McKee',\n",
       " 'Stephen J. Rosen/Steven Pressfield',\n",
       " 'David J. Danelo/Steven Pressfield',\n",
       " 'Plato/Walter Hamilton',\n",
       " 'Plato/Robin Waterfield',\n",
       " 'Plato/C.J. Rowe',\n",
       " 'Plato/Benjamin Jowett',\n",
       " 'Josef Pieper/Richard Winston/Clara Winston',\n",
       " 'Plato/C.D.C. Reeve',\n",
       " 'Plato/James H. Nichols Jr.',\n",
       " 'Plato/Walter Hamilton/Chris Emlyn-Jones',\n",
       " 'Herodotus/Aubrey de Sélincourt/John M. Marincola',\n",
       " 'Herodotus/Henry Francis Cary',\n",
       " 'Herodotus/Carolyn Dewald/Robin Waterfield',\n",
       " 'Herodotus/Aubrey de Sélincourt/Andrew Robert Burn',\n",
       " 'Herodotus/Jennifer Tolbert Roberts/Walter Blanco',\n",
       " 'Herodotus/Edward Henry Blakeney/George Rawlinson/Rosalind Thomas',\n",
       " 'Herodotus/Peter Grene',\n",
       " 'Homer/Robert Fagles/Bernard Knox',\n",
       " 'Homer/Stanley Lombardo/Sheila Murnaghan',\n",
       " 'Homer/Robert Fitzgerald/Andrew Ford',\n",
       " 'Homer/E.V. Rieu/Peter Jones/D.C.H. Rieu',\n",
       " 'Homer/W.H.D. Rouse',\n",
       " 'Homer/Sheila Murnaghan/Stanley Lombardo',\n",
       " 'Homer/Robert Fitzgerald/D.S. Carne-Ross',\n",
       " 'Homer/Richmond Lattimore',\n",
       " 'Virgil/Barbara Weiden Boyd',\n",
       " 'Virgil/Henry Rushton Fairclough/G.P. Goold',\n",
       " 'Ed Roberson',\n",
       " 'Virgil/Cecil Day-Lewis',\n",
       " 'Paul  Kirk',\n",
       " 'William Shakespeare/Stephen Orgel/A.R. Braunmuller',\n",
       " 'William Shakespeare',\n",
       " 'William Shakespeare/Harold Bloom/Rex Gibson',\n",
       " 'Reduced Shakespeare Company/Adam Long/Daniel Singer/Jess Winfield',\n",
       " 'Paulo Coelho/Alan R. Clarke',\n",
       " 'Paulo Coelho',\n",
       " 'Paulo Coelho/Margaret Jull Costa',\n",
       " 'Paulo Coelho/Clifford E. Landers',\n",
       " 'Paulo Coelho/Margaret Jull Costa/Kâmuran Şipal',\n",
       " 'Carla Lynn Stockton',\n",
       " 'William Shakespeare/Terri Mategrano',\n",
       " 'Giorgio De Santillana/Hertha Von Dechend',\n",
       " 'Thucydides/C.F. Smith',\n",
       " 'Thucydides/Paul Woodruff',\n",
       " 'Thucydides/Steven Lattimore',\n",
       " 'Thucydides/Jennifer Tolbert Roberts/Walter Blanco',\n",
       " 'Cynthia W. Shelmerdine',\n",
       " 'Euripides/Richmond Lattimore/David Grene/Rex Warner/Ralph Gladstone',\n",
       " 'Euripides/David Grene/Richmond Lattimore/Emily Townsend Vermeule/Elizabeth Wyckoff/William Arrowsmith',\n",
       " 'Euripides/David Grene/Richmond Lattimore/William Arrowsmith/Frank William Jones/Charles R. Walker',\n",
       " 'Anne Carson/Euripides',\n",
       " 'Euripides/Moses Hadas/John Maclean',\n",
       " 'Euripides/David Grene/Richmond Lattimore/William Arrowsmith/John Frederick Nims/Ronald Frederick Willetts',\n",
       " 'Euripides/David Grene/Richmond Lattimore/Witter Bynner/William Arrowsmith',\n",
       " 'Euripides/John Davie/Richard Rutherford',\n",
       " 'Euripides/David Kovacs',\n",
       " 'Euripides/Donald J. Mastronarde',\n",
       " 'Euripides/Reginald Gibbons/Peter H. Burian',\n",
       " 'Euripides/David Thompson/J. Michael Walton',\n",
       " 'Euripides',\n",
       " 'Wole Soyinka',\n",
       " 'Euripides/James Morwood/Robin Waterfield',\n",
       " 'Euripides/William Arrowsmith',\n",
       " 'Euripides/Georgia Ann Machemer/Michael   Collier',\n",
       " 'William Allan',\n",
       " 'Robert J. Milch',\n",
       " 'Euripides/Pantelis Michelakis',\n",
       " 'Euripides/David Grene/Richmond Lattimore',\n",
       " 'Aeschylus/David Grene/Richmond Lattimore',\n",
       " 'Aeschylus/David Grene/Richmond Lattimore/Seth Benardete',\n",
       " 'Aeschylus/Alan Shapiro/Peter H. Burian',\n",
       " 'Aeschylus/Robert Fagles/William Bedell Stanford',\n",
       " 'Aeschylus/Peter Meineck/Helene P. Foley',\n",
       " 'Aeschylus/Philip Vellacott',\n",
       " 'Aeschylus/Ted Hughes',\n",
       " 'Aeschylus/David R. Slavitt/Smith Palmer Bovie',\n",
       " 'Aeschylus/Richmond Lattimore/David Grene',\n",
       " 'Simon Goldhill',\n",
       " 'Aeschylus/George Thomson/Richard Seaford',\n",
       " 'Aeschylus/E.D.A. Morshead',\n",
       " 'Sophocles/David Grene/Richmond Lattimore/John Moore/Michael Jameson',\n",
       " 'Sophocles/Paul Roche',\n",
       " 'Sophocles/Robert Fitzgerald/Dudley Fitts',\n",
       " 'Sophocles/Robert Fagles/Bernard Knox',\n",
       " 'Sophocles/Peter Meineck/Paul Woodruff',\n",
       " 'Sophocles/David Grene/Charles Segal',\n",
       " 'Sophocles/E.F. Watling',\n",
       " 'Sophocles/Edith Hall/H.D.F. Kitto',\n",
       " 'Sophocles/J.E. Thomas',\n",
       " 'Sophocles/Roger D. Dawe',\n",
       " 'Sophocles/Bernard Knox/Cynthia Brantley Johnson',\n",
       " 'Aristophanes/William Arrowsmith/Richmond Lattimore/Douglass Parker',\n",
       " 'Aristophanes/Jeffrey Henderson',\n",
       " 'Aristophanes/Moses Hadas',\n",
       " 'Aristophanes/David R. Slavitt',\n",
       " 'Aristophanes/Peter Meineck',\n",
       " 'Aristophanes/Alan H. Sommerstein',\n",
       " 'Aristophanes/Kenneth James Dover',\n",
       " 'Aristophanes/David B. Barrett',\n",
       " 'Aristophanes/Dudley Fitts',\n",
       " 'W. John Campbell',\n",
       " 'Douglas M. MacDowell',\n",
       " 'Aristophanes/Douglass Parker',\n",
       " 'Aristophanes/S. Douglas Olson',\n",
       " 'Aristophanes/Sarah Ruden',\n",
       " 'Aristophanes/Alan H. Sommerstein/David B. Barrett/David Brett',\n",
       " 'Andrea Wilson Nightingale',\n",
       " 'Mark Haddon',\n",
       " 'George Pelecanos',\n",
       " 'Annie Proulx',\n",
       " 'David    Allen',\n",
       " 'Geoffrey M. Bellman',\n",
       " 'Ricardo Piglia',\n",
       " 'Ricardo Piglia/Amanda Hopkinson',\n",
       " \"Karen  O'Connor/Larry J. Sabato\",\n",
       " 'Ernesto Sabato',\n",
       " 'Augustine of Hippo/John E. Rotelle/Maria Boulding',\n",
       " 'Augustine of Hippo/Thomas Merton/Marcus Dods',\n",
       " 'Augustine of Hippo/Bruce Harbert/John E. Rotelle',\n",
       " 'Peter R.L. Brown',\n",
       " 'Augustine of Hippo/D.W. Robertson Jr.',\n",
       " 'Augustine of Hippo/Peter R.L. Brown/Frank Sheed',\n",
       " 'Henry Chadwick',\n",
       " 'Augustine of Hippo/Boniface Ramsey/Edmund Hill',\n",
       " 'Anthony Bourdain',\n",
       " 'Ovid/Allen Mandelbaum',\n",
       " 'Ovid/David Raeburn/Denis Feeney',\n",
       " 'Ovid/Bernard Knox/Charles    Martin',\n",
       " 'Ovid/William Scovil Anderson',\n",
       " 'Norma Goldman/Jacob E. Nyenhuis',\n",
       " 'Ovid/J.H. Mozley/G.P. Goold',\n",
       " 'Ovid/Peter Green',\n",
       " 'Ovid/Frank Justus Miller',\n",
       " 'Norma Goldman/Michael  Rossi',\n",
       " 'Michael C.J. Putnam',\n",
       " 'Charles Segal',\n",
       " 'Sophocles/Reginald Gibbons/Charles Segal',\n",
       " 'Richard Johnsonbaugh/Martin Kalin',\n",
       " 'Homer/Robert Fitzgerald',\n",
       " 'Daniel Pinchbeck',\n",
       " 'Daniel Pinchbeck/Lee Fukui',\n",
       " 'Jon Ronson',\n",
       " 'Daniel Duane',\n",
       " 'Jon Krakauer',\n",
       " 'John Eldredge',\n",
       " 'Jung Chang',\n",
       " 'Nelson DeMille',\n",
       " 'Catherine Coulter',\n",
       " 'Jack London/Avi',\n",
       " 'Judy Sierra/Marc Brown',\n",
       " 'Charles P. Rubenstein',\n",
       " 'Barbara Ehrenreich',\n",
       " 'Michel Foucault/Robert Hurley',\n",
       " 'Sue Birtwistle/Sue Conklin/Susie Conklin',\n",
       " 'Jane Austen',\n",
       " 'Jane Austen/Vivien Jones',\n",
       " 'Jane Austen/George Saintsbury/Hugh  Thomson',\n",
       " 'Jane Austen/Carol Howard',\n",
       " 'David  Roberts/Jon Krakauer',\n",
       " 'Valerian Albanov/Jon Krakauer/David  Roberts/Alison Anderson/Валериан Альбанов',\n",
       " 'Thomas L. Friedman',\n",
       " 'David McClung/Peter Schaerer',\n",
       " 'Arthur J. Roth',\n",
       " 'Louisa May Alcott',\n",
       " 'Louisa May Alcott/Scott McKowen',\n",
       " 'Louisa May Alcott/Paula Danziger',\n",
       " 'Louisa May Alcott/Jessie Willcox Smith/Frank T. Merrill',\n",
       " 'Louisa May Alcott/Elaine Showalter',\n",
       " 'Charles Dickens/Keith Cox/Cynthia Brantley Johnson',\n",
       " \"Charles Dickens/Gillen D'Arcy Wood\",\n",
       " 'SparkNotes',\n",
       " 'Charles Dickens/Simon Schama',\n",
       " 'James B. Stewart',\n",
       " 'Julia Golding',\n",
       " 'Charles Dickens',\n",
       " 'Charles Dickens/Mary Gaitskill/Hablot Knight Browne',\n",
       " 'Charles Dickens/Gish Jen',\n",
       " 'Daniel Pool',\n",
       " 'Jane Smiley',\n",
       " 'Charles Dickens/Patricia Ingham/Hablot Knight Browne',\n",
       " 'Colleen Sexton',\n",
       " 'Philip Nel',\n",
       " \"Sean O'Brien\",\n",
       " 'Aristophanes/B.B. Rogers',\n",
       " 'Radcliffe G. Edmonds III',\n",
       " 'Aristophanes/Robert Mayhew',\n",
       " 'Aristophanes/F.W. Hall/W.M. Geldart',\n",
       " 'Paul Anthony Cartledge',\n",
       " 'Raymond Chandler/Frank MacShane',\n",
       " 'Raymond Chandler/Tom Hiney',\n",
       " 'Raymond Chandler',\n",
       " 'Paul Murray',\n",
       " 'Patti   Davis',\n",
       " 'Masaki Yamada/Yuji Oniki/Carl Gustav Horn',\n",
       " 'Daniel C. Dennett',\n",
       " 'Nicholas Humphrey/Daniel C. Dennett',\n",
       " 'Douglas R. Hofstadter/Daniel C. Dennett',\n",
       " 'Stephen Hawking',\n",
       " 'Stephen Hawking/Leonard Mlodinow',\n",
       " 'David Filkin/Stephen Hawking',\n",
       " 'Stephen Hawking/Kip S. Thorne/Igor Novikov/Timothy Ferris/Alan Lightman/Richard     Price',\n",
       " 'John Boslough',\n",
       " 'Stephen Hawking/Roger Penrose',\n",
       " 'Lawrence M. Krauss/Stephen Hawking',\n",
       " 'Phillip Glasier',\n",
       " 'Timothy Ferris',\n",
       " 'Ayn Rand/Robert Mayhew/Peter   Schwartz',\n",
       " 'Ayn Rand/Leonard Peikoff/David Harriman',\n",
       " 'Nancy L. Mace/Peter V. Rabins',\n",
       " 'Jorge Cruise',\n",
       " 'Thom Hartmann/Joseph Chilton Pearce/Neale Donald Walsch',\n",
       " 'Michael Cunningham',\n",
       " 'Malcolm Gladwell',\n",
       " 'Ted Dekker',\n",
       " 'Mark Hoppus/Anne Hoppus/Alex Gaskarth',\n",
       " 'Jane Austen/Hugh  Thomson',\n",
       " 'Karen Joy Fowler',\n",
       " 'Jane Austen/Deirdre Le Faye',\n",
       " 'Jane Austen/James Kinsley/Anna Massey/Richard S. Hartmetz/Maurgaux Motin/Deidre Shauna Lynch',\n",
       " 'Kim Wilson/Tom Carpenter',\n",
       " 'Ernest Hemingway/Donald Sutherland',\n",
       " 'Jeanne Sallade Criswell/Gary Carey',\n",
       " 'Julian Barnes',\n",
       " 'Gustave Flaubert/Francis Steegmuller',\n",
       " 'Gustave Flaubert/Douglas Parmée',\n",
       " 'Gustave Flaubert/Roger Whitehouse/Geoffrey Wall',\n",
       " 'Gustave Flaubert/Robert Baldick/Geoffrey Wall',\n",
       " 'Jean-Paul Sartre/Carol Cosman',\n",
       " 'Jeffrey Eugenides',\n",
       " 'Doris Kearns Goodwin',\n",
       " 'Thomas May/John   Adams',\n",
       " 'Abigail Adams/Frank Shuffelton',\n",
       " 'Joseph J. Ellis',\n",
       " 'John  Adams/John Patrick Diggins',\n",
       " 'Ruth Westheimer',\n",
       " 'Jennifer Watson',\n",
       " 'David D. Burns',\n",
       " 'Elisabeth Kübler-Ross',\n",
       " 'Lynne Ann DeSpelder/Albert Lee Strickland',\n",
       " 'Mark Shepard',\n",
       " 'Stephen R. Covey',\n",
       " 'Dan Millman',\n",
       " 'Dan Millman/Robert D. San Souci/T. Taylor Bruce',\n",
       " 'Lance Armstrong/Sally Jenkins',\n",
       " 'John Wilcockson/Graham   Watson',\n",
       " 'Truman Capote/Reynolds Price',\n",
       " 'Truman Capote',\n",
       " 'Margaret Truman',\n",
       " 'Truman Capote/Scott Brick',\n",
       " 'Steven Johnson',\n",
       " 'Temple Grandin/Margaret M. Scariano',\n",
       " 'Iris Fry',\n",
       " 'Edith Wharton/Laszlo Kubinyi',\n",
       " 'Edith Wharton/R.W.B. Lewis',\n",
       " 'Edith Wharton/Maureen Howard',\n",
       " 'Edith Wharton/Cynthia Griffin Wolff',\n",
       " 'Edith Wharton',\n",
       " 'Zilpha Keatley Snyder/Alton Raible',\n",
       " 'Douglas Adams/John Lloyd',\n",
       " 'J.R.R. Tolkien/Humphrey Carpenter/Christopher Tolkien',\n",
       " 'J.R.R. Tolkien/Christopher Tolkien',\n",
       " 'Ruth S. Noel/J.R.R. Tolkien',\n",
       " 'J.R.R. Tolkien/Christina Scull/Wayne G. Hammond',\n",
       " 'E.V. Gordon/A.R. Taylor',\n",
       " 'Sarah M.  Anderson/Karen Swenson',\n",
       " 'Jeffery Deaver',\n",
       " 'Paul Yee',\n",
       " 'Herman Melville/William Hootkins',\n",
       " 'Jan Needle/Patrick Benson/Herman Melville',\n",
       " 'Herman Melville/Carl F. Hovde',\n",
       " 'Michael J. Davey/Duncan Wu',\n",
       " 'Geraldine McCaughrean/Victor G. Ambrus/Herman Melville',\n",
       " 'Edward F. Edinger',\n",
       " 'Julian Markels',\n",
       " 'Elizabeth A. Schultz',\n",
       " 'Steve Martini',\n",
       " 'Terry Pratchett',\n",
       " 'Mark Twain/Grover Gardner',\n",
       " 'Susan  Griffith',\n",
       " 'Theocritus/Kenneth James Dover',\n",
       " 'Hesiod/Glenn W. Most',\n",
       " 'Wole Soyinka/Simon Gikandi',\n",
       " 'H.G. Wells/Patrick Parrinder/Steven McLean/Marina Warner',\n",
       " 'H.G. Wells/Cynthia Brantley Johnson/Benjamin Beard',\n",
       " 'Joseph McMoneagle',\n",
       " 'H.G. Wells/Melvin Burgess',\n",
       " 'H.G. Wells/John R. Hammond',\n",
       " 'H.G. Wells/Ursula K. Le Guin',\n",
       " 'H.G. Wells/Edward Mendelson/Patrick Parrinder',\n",
       " 'Umberto Eco',\n",
       " 'Henri J.M. Nouwen',\n",
       " 'Timothy B. Tyson',\n",
       " 'José Saramago/Giovanni Pontiero',\n",
       " 'José Saramago/Margaret Jull Costa',\n",
       " 'José Saramago/Peter Sís/Margaret Jull Costa',\n",
       " 'José Saramago/Pilar del Río',\n",
       " 'Kahlil Gibran',\n",
       " 'Kahlil Gibran/جبران خليل جبران/Jihad El',\n",
       " 'Kahlil Gibran/جبران خليل جبران/H.M. Nahmad/Robert Hillyer',\n",
       " 'Jack Kerouac',\n",
       " 'Jack Kerouac/Ann Charters',\n",
       " 'Mark Stevens/Annalyn Swan',\n",
       " 'Julie Sylvester/David Sylvester',\n",
       " 'David  Allen/Tina Blythe/Gene Thompson-Grove',\n",
       " 'Sun Tzu/Mark McNeilly',\n",
       " 'Al Ries/Jack Trout',\n",
       " 'Seth Godin/Malcolm Gladwell',\n",
       " 'Clayton M. Christensen/L.J. Ganser',\n",
       " 'Charles Dickens/David Trotter/Charlotte Mitchell',\n",
       " 'Charles Dickens/Edgar Rosenberg',\n",
       " 'Erasmus/Martin Luther/Philip S. Watson/E. Gordon Rupp',\n",
       " 'Harper Lee',\n",
       " 'Harper Lee/Sissy Spacek',\n",
       " 'David H. Chilton',\n",
       " 'Jonathan Swift',\n",
       " 'Jonathan Swift/Jesse Gale',\n",
       " 'Xavier de C./Xavier de C./Joseph Rowe',\n",
       " 'Henry James/R.D. Gooder',\n",
       " 'Henry James/Myra Jehlen',\n",
       " 'Henry James/Leo Bersani',\n",
       " 'Henry James/John Hollander/David Bromwich',\n",
       " 'Geoffrey Chaucer/Nevill Coghill',\n",
       " 'Geoffrey Chaucer/David  Wright',\n",
       " 'Geoffrey Chaucer/Jill Mann',\n",
       " 'Geoffrey Chaucer/Vincent Foster Hopper',\n",
       " 'Helen  Cooper',\n",
       " 'Geoffrey Chaucer/Brian Stone',\n",
       " 'Geoffrey Chaucer',\n",
       " 'Geoffrey Chaucer/Larry Dean Benson/F.N. Robinson',\n",
       " 'Geoffrey Chaucer/Theodore Morrison',\n",
       " 'Mark Kurlansky',\n",
       " 'Deloris Jordan/Kadir Nelson/Roslyn M. Jordan',\n",
       " 'Monique Truong',\n",
       " 'Abdul Rahman Munif/Peter Theroux',\n",
       " 'Kim Stanley Robinson',\n",
       " 'Walter Benjamin/Hannah Arendt/Harry Zohn/Leon Wieseltier',\n",
       " 'Saul Steinberg/Joel Smith/Charles Simic',\n",
       " 'Philip Dutre',\n",
       " 'David Guterson',\n",
       " 'Dave Pelzer',\n",
       " 'William S. Pollack/Mary Pipher',\n",
       " 'Douglas Coupland',\n",
       " 'Jean Aitchison/Diana M. Lewis',\n",
       " 'Ernest Becker/Sam Keen/Daniel Goleman',\n",
       " 'Howard Zinn',\n",
       " 'Howard Zinn/Kathy Emery/Ellen Gordon Reeves',\n",
       " 'Richard Hollis',\n",
       " 'Lisa Lowe',\n",
       " 'Jonathan Hale',\n",
       " 'David Bodanis',\n",
       " 'Rolland Hein/Clyde S. Kilby',\n",
       " \"Madeleine L'Engle/Giotto di Bondone\",\n",
       " \"Madeleine L'Engle/Mary Chambers\",\n",
       " 'Friedrich Nietzsche/Raymond Geuss/Ronald Speirs',\n",
       " 'Friedrich Nietzsche/Francis Golffing',\n",
       " 'Friedrich Nietzsche',\n",
       " 'Friedrich Nietzsche/Michael Tanner/Shaun Whiteside',\n",
       " 'Alastair Lamb',\n",
       " 'Mark Twain/David Lionel Smith/Sherley Anne Williams',\n",
       " 'Mark Twain/Michael Prichard',\n",
       " 'Katherine Paterson/Donna Diamond',\n",
       " 'Katherine Paterson',\n",
       " 'Emil M. Cioran/Richard Howard',\n",
       " 'Tanya Huff',\n",
       " 'Tracy Chevalier',\n",
       " 'Rosalind Laker',\n",
       " 'Tom Hunter/Tracy Chevalier/Colin Wiggins',\n",
       " 'Tite Kubo',\n",
       " 'Tsugumi Ohba/Takeshi Obata/大場 つぐみ/小畑 健',\n",
       " 'Tsugumi Ohba/Takeshi Obata',\n",
       " 'Valerie Parv',\n",
       " 'Patrick Süskind/John E. Woods',\n",
       " 'Patrick Süskind/Jean-Jacques Sempé',\n",
       " 'Gary Paulsen/Steve Chorney',\n",
       " 'Mike  Rowe/Ronald Radano',\n",
       " 'Daniel Defoe/Virginia Woolf',\n",
       " 'Daniel Defoe/John J. Richetti',\n",
       " 'Daniel Defoe/Michael Shinagel',\n",
       " 'Daniel Defoe/Avi',\n",
       " 'Daniel Defoe',\n",
       " 'Daniel Defoe/Manuel Schonhorn/Charles   Johnson',\n",
       " 'Mark Twain/Paul Baender/Dahlia Armon/Walter Blair',\n",
       " 'Mark Twain/Lee Nelson',\n",
       " 'Mark Twain/Guy Cardwell/Louis J. Budd',\n",
       " 'Mark Twain/Guy Cardwell/John Seelye/Walter Trier',\n",
       " 'Mark Twain/E.W. Kemble',\n",
       " 'Mark Twain/George Saunders',\n",
       " 'Mark Twain/Michael Patrick Hearn/E.W. Kemble',\n",
       " 'Mark Twain',\n",
       " 'Mark Twain/Lin Salamo/Victor Fischer/Michael B. Frank',\n",
       " 'Mark Twain/Charles Neider',\n",
       " 'Mark Twain/Louis J. Budd',\n",
       " 'James Hilton',\n",
       " 'Louisa May Alcott/C. Michael Dudash/Stephen W. Hines',\n",
       " 'Nancy Friday',\n",
       " 'Frances Hodgson Burnett',\n",
       " 'Frances Hodgson Burnett/Sandra M. Gilbert',\n",
       " 'Martha Hailey DuBose/Frances Hodgson Burnett/Lucy Corvino/Arthur Pober',\n",
       " 'Frances Hodgson Burnett/Alison Lurie',\n",
       " 'Frances Hodgson Burnett/Nancy Bond',\n",
       " 'Ann Thwaite',\n",
       " 'Amy Cotler/Frances Hodgson Burnett/Prudence See',\n",
       " 'Thomas Sowell',\n",
       " 'Selina Shirley Hastings/Juan Wijngaard',\n",
       " 'Alcoholics Anonymous',\n",
       " 'Overeaters Anonymous',\n",
       " 'Kimon Nicolaides/Mamie Harmon',\n",
       " 'Andrew Weil',\n",
       " 'Bernard Malamud/Jonathan Safran Foer',\n",
       " 'Bernard Malamud/Robert Giroux',\n",
       " 'Bernard Malamud/Jonathan Rosen',\n",
       " 'Lawrence M. Lasher',\n",
       " 'Bernard Malamud/Aleksandar Hemon',\n",
       " 'Matthew Barber/Elizabeth von Arnim',\n",
       " 'Elizabeth von Arnim',\n",
       " 'E.M. Forster',\n",
       " 'E.M. Forster/Benjamin DeMott',\n",
       " 'Lionel Trilling/E.M. Forster',\n",
       " 'E.M. Forster/Gilbert Adair/Elizabeth Heine',\n",
       " 'P.N. Furbank',\n",
       " 'Robert Hellenga',\n",
       " 'Gordon S. Wood',\n",
       " 'Gordon Korman',\n",
       " 'Deborah  Gordon',\n",
       " 'Ivo Andrić/William H. McNeill',\n",
       " 'Jean Estoril',\n",
       " 'Ivo Andrić/Pascale Delpech',\n",
       " 'Jean Estoril/Mabel Esther Allan',\n",
       " 'Plato/Reginald E. Allen',\n",
       " 'Aristotle/W.S. Hett',\n",
       " 'Aristophanes/Peter Meineck/Ian C. Storey',\n",
       " 'Euripides/Gilbert Murray',\n",
       " 'David Grene/Richmond Lattimore/Aeschylus/Sophocles/Euripides',\n",
       " 'Alan Brennert',\n",
       " 'Eric Jensen',\n",
       " 'Angus Gellatly/Oscar Zárate/Richard Appignanesi',\n",
       " 'Isabel Allende/Margaret Sayers Peden',\n",
       " 'Isabel Allende',\n",
       " 'Isabel Allende/Richard D. Woods/Kenneth M. Taggart',\n",
       " 'Ivo Andrić/Ernst E. Jonas',\n",
       " 'Jean Estoril/Jenny Sanders',\n",
       " 'Mark Kurlansky/S.D. Schindler',\n",
       " 'Mark Kurlansky/Dalai Lama XIV',\n",
       " 'Open City Magazine/James Purdy/Daniel Pinchbeck/Michael Cunningham/Deborah Garrison/Rem Koolhaas/Rick Moody/Strawberry Saroyan/Debra Garrison',\n",
       " 'Wallace Stegner/Jackson J. Benson',\n",
       " 'Steve Krug',\n",
       " 'Louis de Bernières',\n",
       " 'Faïza Guène/Sarah    Adams',\n",
       " 'Lawrence Otis Graham',\n",
       " 'Otis Williams/Patricia Romanowski',\n",
       " 'Colleen McCullough',\n",
       " 'Jill Colella/CliffsNotes',\n",
       " 'Mitch Albom',\n",
       " \"Tim O'Brien\",\n",
       " 'Nicholas Sparks',\n",
       " 'Nicholas Sparks/Micah Sparks',\n",
       " 'Nicholas Sparks/Ramón González Férriz',\n",
       " 'Gwyn Hyman Rubio',\n",
       " 'Lori Avocato/Dana Cameron/Mary Dahiem/Suzanne Macpherson/Cait London/Kerrelyn Sparks/Mary Daheim',\n",
       " 'Marisha Pessl',\n",
       " 'Lois Beckwith',\n",
       " 'Harry G. Frankfurt/Baruch Spinoza',\n",
       " 'Janet Evanovich',\n",
       " 'Jayne Ann Krentz',\n",
       " 'Sarah Ban Breathnach',\n",
       " 'Marjorie Weinman Sharmat/Mitchell Sharmat/Denise Brunkus',\n",
       " 'George E. Stanley',\n",
       " 'Kaho Miyasaka',\n",
       " 'Fulton J. Sheen',\n",
       " 'George MacDonald/Michael R. Phillips',\n",
       " 'Ivan Turgenev/Constance Garnett',\n",
       " 'Jane Moore',\n",
       " 'Amanda Clark',\n",
       " \"Justin   O'Brien\",\n",
       " 'Antonio Gramsci',\n",
       " 'L.M. Montgomery',\n",
       " 'L.M. Montgomery/Mary Henley Rubio/Elizabeth Hillman Waterston',\n",
       " 'L.M. Montgomery/Rea Wilmshurst',\n",
       " \"L.M. Montgomery/Susan O'Malley\",\n",
       " 'Arthur Conan Doyle',\n",
       " 'Arthur Conan Doyle/Leslie S. Klinger',\n",
       " 'E.J. Wagner',\n",
       " 'Arthur Conan Doyle/John Gielgud/Ralph Richardson/Orson Welles',\n",
       " 'Nick Rennison',\n",
       " 'NOT A BOOK',\n",
       " 'Arthur Conan Doyle/Paul Bachem',\n",
       " 'Eric Tyson',\n",
       " 'Eric Tyson/Rich Tennant',\n",
       " 'Clare Naylor',\n",
       " 'Bruce H. Wilkinson/David Kopp/Heather Harpham Kopp',\n",
       " 'Lois Lowry',\n",
       " 'Bill Brittain/Andrew Glass',\n",
       " 'Jack Weatherford',\n",
       " 'Claire Messud',\n",
       " 'Zadie Smith',\n",
       " 'Libba Bray',\n",
       " 'Kym Douglas/Cindy Pearlman',\n",
       " 'Anna Sewell',\n",
       " 'Ann Patchett',\n",
       " 'Norman Sherry',\n",
       " 'Graham Greene/Pico Iyer',\n",
       " 'Graham Greene/John Updike',\n",
       " 'Graham Greene',\n",
       " 'Graham Greene/Christopher Hitchens',\n",
       " 'Graham Greene/Paul Theroux',\n",
       " 'Graham Greene/Robert  Stone',\n",
       " 'Chuck Palahniuk',\n",
       " 'Herman Melville/Warner Berthoff',\n",
       " 'Herman Melville/Robert Penn Warren',\n",
       " 'Herman Melville/G. Thomas Tanselle',\n",
       " 'Herman Melville/Harrison Hayford',\n",
       " 'Herman Melville/Harold Beaver',\n",
       " 'Helen Ericson',\n",
       " 'Maya Gold',\n",
       " 'Ian Fleming',\n",
       " 'Madeleine Brent',\n",
       " 'Jack Kerouac/George Condo',\n",
       " 'Noel Streatfeild',\n",
       " 'Noel Streatfeild/Diane Goode',\n",
       " 'Rumer Godden/Gary Blythe',\n",
       " 'Rumer Godden',\n",
       " 'Rumer Godden/Christian Birmingham',\n",
       " 'Anne Chisholm',\n",
       " 'Jonathan Franzen',\n",
       " 'Lisa Whelchel/Stormie Omartian',\n",
       " 'P.D. James',\n",
       " 'Henri Blocher',\n",
       " 'Nina Bangs',\n",
       " 'Michael Jan Friedman',\n",
       " 'P.D. James/Christa Seibicke',\n",
       " 'Miguel de Cervantes Saavedra/Edith Grossman/Harold Bloom',\n",
       " 'Miguel de Cervantes Saavedra/John Rutherford/Roberto González Echevarría',\n",
       " 'Miguel de Cervantes Saavedra/Walter Starkie',\n",
       " 'Miguel de Cervantes Saavedra/Tobias Smollett/Carlos Fuentes',\n",
       " 'Vladimir Nabokov/Fredson Bowers/Guy Davenport/Miguel de Cervantes Saavedra/Samuel Putnam',\n",
       " 'Marianne Sturman',\n",
       " 'J.A. Jance',\n",
       " 'Fern Michaels',\n",
       " 'Eric Klinenberg',\n",
       " \"Lora Leigh/Sherri L. King/Lorie O'Clare/Jaci Burton\",\n",
       " 'Ruth Prawer Jhabvala',\n",
       " 'Sarah Macdonald',\n",
       " 'Joel Salatin/Michael Pollan',\n",
       " 'Nicole Krauss',\n",
       " 'Thomas E. Woods Jr.',\n",
       " 'Tom Standage',\n",
       " 'Karen Armstrong',\n",
       " 'Ernest Hemingway/William Hurt',\n",
       " 'Barbara Fairchild',\n",
       " 'Ina Garten/Melanie Acevedo',\n",
       " 'Diane Johnson',\n",
       " 'Leonard Michaels/Diane Johnson',\n",
       " 'Diane Johnson/Carlos Milla Soler/Roberto Fernandez Sastre',\n",
       " 'Laura Dave',\n",
       " 'Dan Simmons/Carlos Alberto Gardini',\n",
       " 'Dan Simmons',\n",
       " 'J. Michael Straczynski/Dan Jurgens',\n",
       " 'Dan Simmons/Joachim Körber',\n",
       " 'Dan Simmons/Guy Abadia',\n",
       " 'Michael Chabon',\n",
       " 'Michael Chabon/Glen David Gold/Bill Sienkiewicz/Howard Chaykin/Gene Colan/Steve Lieber/Eric Wight/Kevin  McCarthy',\n",
       " 'Max Lucado',\n",
       " 'Paulo Coelho/Amanda Hopkinson/Nick Caistor',\n",
       " 'J.D. Salinger',\n",
       " 'Brenda Walpole',\n",
       " 'Bret Easton Ellis',\n",
       " 'Scott Turow',\n",
       " 'Pete Hautman',\n",
       " 'Ronald B. Flowers',\n",
       " 'Thomas  Moore',\n",
       " 'Elizabeth Clare Prophet',\n",
       " 'Arielle Ford/Deepak Chopra',\n",
       " 'Viktor E. Frankl/Harold S. Kushner/William J. Winslade/Isle Lasch',\n",
       " 'Viktor E. Frankl/Gordon W. Allport/Ilse Lasch',\n",
       " 'Eric R. Kandel',\n",
       " 'Peter Kent',\n",
       " 'Andy Hunt/Dave Thomas',\n",
       " 'Johanna Rothman/Esther Derby',\n",
       " 'Anne Hoppus',\n",
       " 'Brigid Avison',\n",
       " 'Roderick Townley',\n",
       " 'Ray Oldenburg',\n",
       " 'James C. Collins/Jerry I. Porras',\n",
       " 'Amy Sedaris',\n",
       " \"David Sedaris/Richard Yates/Dorothy Parker/Joyce Carol Oates/Lorrie Moore/Flannery O'Connor/Amy Hempel/Akhil   Sharma/Tim Johnston/Tobias Wolff/Sarah Vowell/Charles Baxter/Jhumpa Lahiri/Katherine Mansfield/Alice Munro/Jean Thompson/Frank Gannon/Patricia Highsmith/Jincy Willett\",\n",
       " 'Ben Mezrich',\n",
       " 'Pat Williams/Peggy Matthews Rose',\n",
       " 'Efrem Smith/Phil   Jackson',\n",
       " 'Tom Stanton',\n",
       " 'James Ellroy',\n",
       " 'Hans Blumenberg',\n",
       " 'Greg  Taylor',\n",
       " 'Larry Burkett',\n",
       " 'Robert Anton Wilson',\n",
       " 'Dan Brown/Paul Michael',\n",
       " 'Dan Brown/Juanjo Estrella',\n",
       " 'Bart D. Ehrman',\n",
       " 'Nick Hornby/Sarah Vowell/Jess Walter/Jennie Erdal/Joshua Ferris',\n",
       " 'Nick Hornby',\n",
       " 'Nick Hornby/D.J. Taylor/Huw Richards/Chris Pierson/Roddy Doyle/Harry Ritchie/Harry Pearson/Olly Wicken/Graham Brack/Matt Nation/Ed Horton/Don  Watson',\n",
       " 'Ruth Downie',\n",
       " 'Middlesex Borough Heritage Committee',\n",
       " 'Stephen J. Burn',\n",
       " 'Anthony Kiedis',\n",
       " 'Éric-Emmanuel Schmitt',\n",
       " 'Sonallah Ibrahim/صنع الله إبراهيم/Anthony Calderbank',\n",
       " 'Sarah Dessen',\n",
       " 'Dale Brown/Jim DeFelice',\n",
       " 'Chris  Williams/Sandy Petersen',\n",
       " 'Aidan Hartley',\n",
       " 'Anderson Cooper',\n",
       " 'Michael Herr',\n",
       " 'Bentley Little',\n",
       " 'Robert D. Siegel/Todd Hanson/Carol Kolb/The Onion',\n",
       " 'Ian Whybrow/Deborah Allwright',\n",
       " 'Joanne Rocklin/Meredith Johnson',\n",
       " 'Anthony Loyd',\n",
       " 'Anthony Shadid',\n",
       " 'Suketu Mehta',\n",
       " 'Andrew X. Pham',\n",
       " 'Chanrithy Him',\n",
       " 'Loung Ung',\n",
       " 'Ray Bradbury/Christopher Hurt',\n",
       " 'John Steinbeck/Robert DeMott/Mick Wiggins',\n",
       " 'Kelly McGrath Vlcek/CliffsNotes/John Steinbeck',\n",
       " 'Neil Gaiman',\n",
       " 'Jon Meacham',\n",
       " 'Stephen Oppenheimer',\n",
       " 'Yona Zeldis McDonough/Nancy Harrison/Jill Weber',\n",
       " 'Harrison Edward Livingstone',\n",
       " 'Robert Dallek',\n",
       " 'Augusten Burroughs',\n",
       " 'M. Scott Peck',\n",
       " 'John Irving',\n",
       " 'Atul Gawande/Susanne Kuhlmann-Krieg',\n",
       " 'Judith Viorst/Richard  Hull',\n",
       " 'Helen Fielding',\n",
       " 'Carlos Ruiz Zafón',\n",
       " 'Ruby K. Payne',\n",
       " 'Carlos Ruiz Zafón/Lucia Graves',\n",
       " 'David A. Black/David Heinemeier Hansson',\n",
       " 'E.L. Konigsburg',\n",
       " 'Sylvia Engdahl',\n",
       " 'Sylvia Engdahl/Lois Lowry',\n",
       " 'Jonathan Safran Foer',\n",
       " 'Matt Ridley',\n",
       " 'David W. Mount',\n",
       " 'James Shreeve',\n",
       " 'Glen David Gold',\n",
       " 'Sandra Boynton',\n",
       " 'Doreen Cronin/Betsy Lewin',\n",
       " 'Lisa Wheeler/Ponder Goembel',\n",
       " 'Charles A. Peek/CliffsNotes/Joseph Heller',\n",
       " 'Joseph Heller',\n",
       " 'Liza Dalby',\n",
       " \"New Scientist/Mick O'Hare\",\n",
       " 'Gabriel García Márquez/Curt Meyer-Clason',\n",
       " 'Ernest Hemingway/John Hemingway/Patrick Hemingway/Gregory H. Hemingway/Charles Scribner Jr.',\n",
       " 'Mark Bailey/Edward Hemingway',\n",
       " 'Ernest Hemingway',\n",
       " 'Sven Regener/John Brownjohn',\n",
       " 'Carlene Fredericka Brennen/Hilary Hemingway',\n",
       " 'Ernest Hemingway/Charlton Heston',\n",
       " 'F. Scott Fitzgerald/Matthew J. Bruccoli',\n",
       " 'F. Scott Fitzgerald/Matthew J. Bruccoli/Judith S. Baughman',\n",
       " 'F. Scott Fitzgerald/Dave Page/Patricia Hampl',\n",
       " 'F. Scott Fitzgerald/Arnold Goldman/Richard Godden',\n",
       " 'Kathleen Parkinson/F. Scott Fitzgerald',\n",
       " 'F. Scott Fitzgerald/Tim Robbins',\n",
       " 'F. Scott Fitzgerald/Alexander Scourby',\n",
       " 'Kate Maurer/F. Scott Fitzgerald/CliffsNotes',\n",
       " 'F. Scott Fitzgerald',\n",
       " 'Noah Gordon',\n",
       " 'Noah Gordon/Mirjana Cvekić/Ljiljana Cvekić',\n",
       " 'Noah Eli Gordon',\n",
       " 'Noah Gordon/Elsa Mateo',\n",
       " 'Mark Haddon/Peter   Sutton',\n",
       " 'Paula S. Fass',\n",
       " 'Steven L. Layne',\n",
       " 'F. Scott Fitzgerald/James L.W. West III',\n",
       " 'Sun Tzu/Samuel B. Griffith',\n",
       " 'Scott   Cunningham/Peter Kuper/Seth Tobocman/Sabrina Jones',\n",
       " 'Time-Life Books',\n",
       " 'George Lucas',\n",
       " \"Robert L. O'Connell/John    Batchelor\",\n",
       " 'John Warry/Phillip de ste. Croix',\n",
       " 'John Steinbeck/Susan Shillinglaw',\n",
       " 'John Steinbeck/Elaine Steinbeck/Robert DeMott',\n",
       " 'John Steinbeck/Richard Astro',\n",
       " 'Dava Sobel/William J.H. Andrewes/William J. H. Andrewes',\n",
       " 'Dava Sobel/Neil Armstrong',\n",
       " 'Rebecca Aberg/Jeanne Clidas',\n",
       " 'William Andrewes',\n",
       " 'Gavin Menzies',\n",
       " 'Kristi Gold',\n",
       " 'Nathaniel Philbrick',\n",
       " 'Lerone Bennett Jr.',\n",
       " 'Salman Rushdie',\n",
       " 'Salman Rushdie/Paul Birkbeck',\n",
       " 'Steve McConnell',\n",
       " 'Dale Carnegie',\n",
       " 'Dale Carnegie/Dorothy Carnegie',\n",
       " 'Dale Carnegie/Stuart R. Levine/Michael A. Crom',\n",
       " 'Alice   Miller/Ruth Ward',\n",
       " 'Alice   Miller',\n",
       " 'Spencer Johnson/Kenneth H. Blanchard',\n",
       " 'W. Chan Kim/Renée Mauborgne',\n",
       " 'Joseph Conrad',\n",
       " 'Joseph Conrad/Cedric Watts',\n",
       " 'Frank McCourt',\n",
       " 'Jerome K. Jerome',\n",
       " 'Jerome K. Jerome/Jeremy Lewis',\n",
       " 'Haruki Murakami/Philip Gabriel',\n",
       " 'Fyodor Dostoyevsky/Constance Garnett/Manuel Komroff/John Bayley',\n",
       " 'Fyodor Dostoyevsky/Fyodor Dostoevsky/Richard Pevear/Larissa Volokhonsky',\n",
       " 'Fyodor Dostoyevsky/David McDuff',\n",
       " 'Fyodor Dostoyevsky/Richard Pevear/Larissa Volokhonsky',\n",
       " 'Fyodor Dostoyevsky/Simon Vance/Thomas R. Beyer Jr.',\n",
       " 'Fyodor Dostoyevsky/Constance Garnett/Maire Jaanus',\n",
       " 'James Lamar Roberts/Gary Carey',\n",
       " \"Peter Menzel/Faith D'Aluisio\",\n",
       " 'Eric Carle',\n",
       " 'Don    Wood',\n",
       " 'Elinor J. Pinczes/Bonnie Mackain',\n",
       " 'Amitav Ghosh',\n",
       " 'Geneen Roth',\n",
       " 'Dave Eggers',\n",
       " 'Lisa McCourt/Cyd Moore',\n",
       " 'Geraldine Brooks',\n",
       " 'Tanya Remer Altmann/American Academy of Pediatrics',\n",
       " 'Stephen King/Bernie Wrightson',\n",
       " 'Kurt Vonnegut Jr./Daniel Simon',\n",
       " 'Kurt Vonnegut Jr.',\n",
       " 'Harold Bloom/Terry Southern/David H. Goldsmith/James Lundquist/Lawrence R. Broer/Peter J. Reed/Loree Rackstraw/William S. Doxey/Jerome Klinkowitz/Richard Giannone/John L. Simons/Leonard Mustazza/Zoltan Ab di-Nagy/Peter Freese/Wendy B. Faris',\n",
       " 'Anita Diamant',\n",
       " 'Sandra Hack Polaski',\n",
       " 'Ann Finding',\n",
       " 'Tracy Chevalier/Marie-Odile Fortier-Masek',\n",
       " 'Christopher   Clark',\n",
       " 'Jean Rabe',\n",
       " ...]"
      ]
     },
     "execution_count": 149,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['authors'].unique().tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 150,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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+SJoPeLft+3NrqZLSUlnSqAzAjuln/12Ee2a4qIpJPjLbpvbFeYjP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\nrkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x12e84d2d358>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.title('Most Prolific Authors')\n",
    "plt.xlabel('Author')\n",
    "plt.ylabel('Number of Books')\n",
    "df['authors'].value_counts().head(20).plot(kind = 'bar', figsize=(20, 10), color='rgbkymc')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 151,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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37kBL+oTtk8ooawZJmwM7A8sCJwEn2n4o31Nvt71UUYGzQV6wXwyc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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x12e84e568d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.title('Most Prolific Publishers')\n",
    "plt.xlabel('Publisher')\n",
    "plt.ylabel('Number of Books')\n",
    "df['publisher'].value_counts().head(20).plot(kind = 'bar', figsize=(20, 10), color='rgbkymc')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## A short description of the dataset\n",
    "------------------------------------------------------\n",
    "\n",
    " - The top author is P.G. Wodehouse with 40 books. \n",
    " - The top title is The Brothers Karamazov.\n",
    " - The top language is English, followed by Spanish and French.\n",
    " - The top publisher is Vintage."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 152,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>title</th>\n",
       "      <th>authors</th>\n",
       "      <th>language_code</th>\n",
       "      <th>publisher</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>11123</td>\n",
       "      <td>11123</td>\n",
       "      <td>11123</td>\n",
       "      <td>11123</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>unique</th>\n",
       "      <td>10348</td>\n",
       "      <td>6639</td>\n",
       "      <td>27</td>\n",
       "      <td>2290</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>top</th>\n",
       "      <td>The Brothers Karamazov</td>\n",
       "      <td>P.G. Wodehouse</td>\n",
       "      <td>eng</td>\n",
       "      <td>Vintage</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>freq</th>\n",
       "      <td>9</td>\n",
       "      <td>40</td>\n",
       "      <td>8908</td>\n",
       "      <td>318</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                         title         authors language_code publisher\n",
       "count                    11123           11123         11123     11123\n",
       "unique                   10348            6639            27      2290\n",
       "top     The Brothers Karamazov  P.G. Wodehouse           eng   Vintage\n",
       "freq                         9              40          8908       318"
      ]
     },
     "execution_count": 152,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "categoricalVars = ['title', 'authors', 'language_code', 'publisher']\n",
    "df[categoricalVars].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 153,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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N4BRJP6WjSixJr5q23fbfretYFnE8cAbw5DrdagXlHNSTT1J6WY6q\nc26m3MDuKeF0OHCxpO9Tjj9bA2+Q9BuU41MX6jjnaObO3xcCx9XjfS/OlvQE4H2URIkprUR6M2p5\ncfTE9j3pp2psS9svah3EIs6Z8n2f1CKQ9HCaoV6s/A3wHMoXdAklSXILsNz2xQ3DGw3qj6dM8/tr\n25+q238PeKHtwxuGNxiS7qL0axKwbX1Mfb6N7S4GKCO198zrgBdSYvwqcJI72pEH1Kfi5ZRG1wYu\nsv2FxiEtqt7d+VPbf9o6lqGod5jfZPuDrWNZjKSTgPWYu4h+JfCg7YPbRTVfvch/KSVZ8gJKrGfY\n/lrTwCaoLK7wE0r/pjdTemt82Pb3mwY2RtJ+lOn7XfbKAZB0E6UC4lrGbsLY/udmQQ1c3YeWuaPF\nPsbV+O6mrGR9EGXfOcV2F5Wrksb7xW0I7ANcaXvFjLc0I2l7SnwCzrd9feOQ5pH0bdu7SLpq7Hrt\nGtvPbh3bOEkbANtTPscb3Emj8HGSPg/8E/PP38+2vWCT6XWljh/2sL2yPt8A2LCzhNgozhW2P9c6\nloVIOpHSS/na1rGsidbfdxJO8Ws3kbx7iNLg/M1u3HgdVg1KZurporoOnE+2/YrWsSxE0uW2d524\ngOmqSbekj1D6uYw3ofy+B7DSlqY0Gm6pThP4Y1ZfxaqbKicNZ/WY1S70e7z4H5H0RMpd+z/qqcks\nQO0Z+DeLbWtJ0jWUpN28Xjm2u6m+k/SPvX2306g0cl3tgraz49D3KTcvLwK+0es0xVHCqfa6ezpl\noP/lTiotV1MrSz5t+w9axwKrjosz9TRttk4z3gf4Zu03tS1wmu3dGoc2xNXAVrvO7fDa91u2n9M6\njsVoACtRSvouZRzxQzqr/u1x38mUuhl6H0TVOzzjF1cGbgMuaF19NcWpwIcpzbihTMs4jQ4acveU\nUFqM7QclbS5pfdvdzFufYgh9Kn4XeOaoMkzSyZQ7+F2RNL7C0jJgOWX1pZ6cSRlAnUdZKbNH35R0\nAh2vHlM9KGnbURVOTdZ38ZlK2hV4ku0vj7bZ/n91qtXb2kU206spNzrGvWbKtpa67pVT3SDpVMrU\n7XtHG3sb7DF/CtCGlOuNf2kUyyw7UK579gbeX6tfrrH9soXfts59A9hbZVW18ymrMx9An9P/AO4C\nnt46iDFXUK5/RlOO561iRV/NzY8GvgL8tqRTKC06XtM0ojn7TTyf/Bx7OwbdLWmv0RhM0nOZ66HT\ni69J2p+ysmzPFSfnSnorfa9E+eLWASygu30nCafZeh9EfXvKticC75P0Wdt/va4DWoBsf3rs+d9L\n+rNm0YyR9DrgibbfV5/fQlkpSMARtj+60Psb+BFl8HwW8w/Cf9UsotUNoU/FjcBWwCjh+NtAbysa\nQflZHJ0oHqAM+j7fLpypNrb9562DWMSoP8Wx9ffRSbe3yo23UXokjao/n0pZhbQH72P6QOS7lP29\ni89S0oHAfwW2rsfJkcfRXzP7rnvlVBtREk0vHNvW3WDP9rzjoqTTKNdvPXmQskjFg5Rq759QplL2\nRrbvqtdHH7L9XtWV1nowsV8voyTyupl+M97UvFY7/TtKErRHr6L0ivwHykIah9q+rW1IhedWAzuc\n1RN4P5e0o+2rW8U3xSHAybXiDuB2yo2PnryF0svwAUn3MFeV09WCOcxfiXI8MdZNsrbngoUe951M\nqZuhtzLINSVpI2DlaCpTDyT9T0on/88wt9rABpSqp6YZa0mXU1Yk/Fl9flWd2rAh8LVeSjolfdr2\nKyXdQWnOPI/tY6e8rYmxqpyNKBeDv6I0yL2il4uD2mdqV+Cyumk3ylTPuygn315K83cFjmRi2dUe\nSnZHJL2Dcsz5UutYZplx0v0F8O1efiZh1TK7h1OmOACcC3ywh34Vkq61/awZr3Uz7a9Ok96aKSvA\nAd+x3U1Cp05dGl30d9crZ8gkbQd80fbTWscyUntGXkvp23Ver99zTS69gXKt8Trb1y20/69rki5j\nrqryAeD/AH/W240PSQdTVsTdErga2INyrtxnwTeuQ5JeQOlluTdlMH81ZbpnN5WgtcJyF+AsyrHy\nJcDllKmep9t+b8PwVqk9clZQ+sE+gXLda9vHNQ1swrQkqO0L20W0OpVFu75i+xeS/hLYGXh7h1Xp\nXetp30nCaYYhDKJmGe+d0wNJPxx7Ol7WB+Vg3CxjLekK28vHnh9p+1318eW2d20V27g6V/jFlAqX\n502+3lOZaU8HuFkk/Q5zVS5MPu7l5CvpRuCtlEaUXTXslXQnc5/ZJpTlie+jwztmQ/iZBJD0OUoi\n7JS66UDgN23/53ZRFZJumjV4X+i1GLbe2wsASBKlauiXY5tvBf5isvKpJUl/SBnc70Y5Vq6kDO7P\nbxrYhHp+PJzS1+e9krYGDrN9aOPQgOl9DCV9p6cbMVCS9JQbW5fY3rFOoTzW9gGNQ5tHpT/orsDz\nKSu63m17+7ZRzZH0VWB/27+szzehVGS9jHIjc4eW8Y2orN56B2U1sFUzY2x/oFlQE4aQBIW5/VnS\nXsC7gA8AR9pu3oplSHradzKlbrZDgb+QdB+lBLq7QdQkSY+lrIpwc+tYJvw5/WaqNx1/MpZsWgZs\n1iSi6T5GmWe/NfOnU/bYE2AzYOexA9zRlAPc71B6GzQb3Eu62PZelBLyaT0WfkaZOtRFwgn4v7bP\nbh3ENLYfB6WpMPAB218cvSapt2V2u/2ZnLDdRKXQBSqNpXtwnsrS3keN936QdCzwj+3Cmm+0j08k\nRKGjc/iU2Fa9RCcxjum9vQC2XavSu1lMYRrbZwJn1sTDi4HDgCMo1cA9uYtyg+NASa9g/g2ZZiQd\nQqm82kbS+BT4xwHfbBPVgu6xfY8kJG1g+4ZaedcNSedTplh9i7Kf72q7t2meW1EStCP3A//W9t2S\n7p3xnha2tP2i1kEs4lDmkqDPHyVBG8c0zehc8xLgY7bPlHRMw3iGqpt9Jwmn2TallLhvbfs4SVsB\nWzSOaZUZF6x3UwbKvS2ZfpTtz9VM9b6UTPVH6aBpOKWB3jtsHzWx/Tigm2W+bR8PHC/po7YPaR3P\nIro5wE2qyaZVyZJJkjaj3HX+yLqMawFHSzqJ0ri114a9TwWOkLR8rHR8+QJ/voVufyYnXCVpD9uX\nAEjanX4GUocDJwE3SRpNQ9yRUil2cLOoJiy2j/eg59imGEKPNoCVkna1fXnrQGZRWTZ9R+AmyuD+\nlcxN6+7JKUyprO3AqcCXmTJdtqcq7zE3S3oC8AVKE+Tb6a+R/Xco5+tnUqaA3aGykllPza5PBS6R\ndGZ9vh9wWp2S3NNKjyslPct2dwvQjOk+CVrdIunjwH8E3lOnKy5rHNMQdbPvZErdDJI+SjnRvsD2\nv1dZreNrvUyxGpKxvkjvBq61fWov0/7qTncSJeM/qiRYNYgaVUTEmqtVbC+j3BmHcoA7i5JoPNF2\nbw3E55G0he0uVtWT9PeUaV/XMXfh786ms1xJmSJyPKX5+isoq2V2U20wlJ9JSdcD21F6kkBJlF1P\n+e7dw5QRlZXznlGfXmf7Bwv9+Ri2obQXqNPOt6MsrPEr6GeJ6hFJR1Du1o+qvXeiVHt305Ab5lUC\nxxKR9LuUG9lfcYerDNepNq+lJBp/y/YGjUOaR9JyynRUARfbnrZwUlP1GPQ0ykI599LnMegMyvd8\nGGWhj9uB9Wz/ftPAJkjaGHgRZcz4PUlbAM+y3U0hwFD0su8k4TTDaI74eGJEHTVGnUbSMbaPaR3H\nJEnnALdQMtXLKZVYl/X0WU4Mor7ruix5rJ1eDnBDp44atc4ycYx8DaUS5jdtb9k0sAlD+JlUaXg9\nUw+9u8b1es6JpVOrqTemVAh2215g1r7T0z4zlL4kkvah9I/rubI2loDKitF7U67N/5myYuZFtruZ\nJj0UQzgGjes9CRqPLJlSN9v9tZGeYVXjzJ5Ki6f5A+CY1kFM8V8omer3276jZqrftsh71ql6l/4H\nUAZR9Pk5DobtKyi9ceLhuUTSDrZ7Khuf9LHRA9ufqo1S39gwnqmG8DPZ64XpAno958TS6bq9wMhA\n9p2h9CV5LaWydj3GKmuBJJweeTairJp4hTtawXOIBnIMWsWdLI4Tjw6pcJpB0kHAAZQG1ydTlro8\nyvbpTQNbQC/T1IZu2gooES3UKVbb0nGJdjx65ZzzyJf2AktnCNXeMIzK2oiIGI5UOM1g+xRJVwD7\nUAZ5L7V9feOwFtNbo96h0uJ/JGKd6H3Fk3h0yznnkW/3UXsBANu3S1q/dVAD1X21dzWEytqIiBiI\nVDgNXJ3q98eUlaJWJRB7aio8NJKW2e59+mRExDqXc86ji6RLgT2By2viaXNKhVMq2x6hUlkbERFL\nKRVOw3cmZXnd85jrDxD/SpODKKkUOWUQFRExT845jy7HA2cAT5b0Tmp7gbYhxa9ZKmsjImLJpMJp\n4CRdbXvH1nEMnaSVlEHUFYwNomx/vllQERGdyTnn0UfS9sy1Fzh/AO0FIiIiohNJOA2cpHcAK21/\nqXUsQ5ZBVETE4nLOiYiIiIg1lYTTwEm6E9gYuA+4n7m59o9vGtjAZBAVEbG4nHMiIiIiYk0l4TRw\nkpYBBwFb2z5O0lbAFrYvbRzaoGQQFRGxuJxzIiIiImJNLWsdQDxsHwb2AA6sz+8ETmgXzmBtCrwG\neHdNMj0D2LdpRBER/ck5JyIiIiLWSBJOw7e77TcC9wDYvh1Yv21Ig5RBVETE4nLOiYiIiIg18tjW\nAcTDdr+kxwAGkLQ58FDbkAZpd9s7S7oKyiBKUgZRERHz5ZwTEREREWskFU7DdzxwBvBkSe8ELgbe\n1TakQcogKiJicTnnRERERMQaSdPwRwBJ2wP7UBpdn2/7+sYhDY6kg4ADgJ2Bk4EVwFG2T28aWERE\nZ3LOiYiIiIg1kYRTRJVBVERERERERMTSSMIpIiIiIiIiIiKWVHo4RURERERERETEkkrCKSIiIiIi\nIiIillQSThERERGLkPTL1jFEREREDEkSThERERERERERsaSScIqIiIhYC5L2k3SppKsknSfpKXX7\nMZI+Ienrkn4g6U1j7/lLSTdIOlfSaZLeWrd/XdIu9fGTJP2oPn6qpIskXVl/7Vm3L5P0EUnXSTpH\n0pckraivLZd0oaQrJH1V0hbr+KOJiIiISMIpIiIiYi1dDOxheyfgM8ARY69tD/wesBtwtKT1akJp\nf2An4OXALmvwb/wU2Nf2zsABwPF1+8uBpwLPAg4GngMgaT3gQ8AK28uBTwDvfBj/x4iIiIi18tjW\nAUREREQM1JbAZ2sF0frAD8de+6Lte4F7Jf0UeAqwF3Cm7bsBJJ29Bv/GesAJknYEHgSeXrfvBZxu\n+yHgVkkX1O3bAc8EzpUE8Bjgxw/j/xgRERGxVpJwioiIiFg7HwL+yvZZkp4HHDP22r1jjx+kXHNp\ngb/rAeYqzzcc2/5m4CfAs+vr99Tts/4uAdfZfs4axB8RERHxa5MpdRERERFrZ1Pglvr41Wvw5y8G\n9pO0oaRNgJeMvfYjYHl9vGLi3/hxrWR6JaViafR37V97OT0FeF7dfiOwuaRVU+wkPeNf9b+KiIiI\nWAJJOEVEREQsbmNJN4/9eguloul0SRcBty32F9i+HDgLuAb4X8C3gZ/Xl98PHCJpJfCksbd9BHi1\npEso0+l+Vbd/HrgZ+Cfg48ClwM9t30dJWL1H0jXA1cCea//fjoiIiFg7st06hoiIiIhHBUmb2P6l\npI2BbwB/YvvKh/l3bQZcBjzX9q1LGW9ERETE2koPp4iIiIh150RJO1D6NJ28tsmm6hxJT6A0LH97\nkk0RERHRk1Q4RURERERERETEkkoPp4iIiIiIiIiIWFJJOEVERERERERExJJKwikiIiIiIiIiIpZU\nEk4REREREREREbGkknCKiIiIiIiIiIgl9f8BkJ3JFywkoj4AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x12e84f1add8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.title('Languages on Goodreads')\n",
    "plt.xlabel('Language')\n",
    "plt.ylabel('Count')\n",
    "df['language_code'].value_counts().plot(kind = 'bar', figsize=(20, 10), color='rgbkymc')\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "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": "3.6.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}