Shabda's book data.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    }
   ],
   "source": [
    "\"\"\"\n",
    "Shabda's book log\n",
    "\"\"\"\n",
    "%pylab inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "df = pd.read_csv('data/shabda_goodreads_export.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Book Id</th>\n",
       "      <th>Title</th>\n",
       "      <th>Author</th>\n",
       "      <th>Author l-f</th>\n",
       "      <th>Additional Authors</th>\n",
       "      <th>ISBN</th>\n",
       "      <th>ISBN13</th>\n",
       "      <th>My Rating</th>\n",
       "      <th>Average Rating</th>\n",
       "      <th>Publisher</th>\n",
       "      <th>...</th>\n",
       "      <th>Private Notes</th>\n",
       "      <th>Read Count</th>\n",
       "      <th>Recommended For</th>\n",
       "      <th>Recommended By</th>\n",
       "      <th>Owned Copies</th>\n",
       "      <th>Original Purchase Date</th>\n",
       "      <th>Original Purchase Location</th>\n",
       "      <th>Condition</th>\n",
       "      <th>Condition Description</th>\n",
       "      <th>BCID</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>386372</td>\n",
       "      <td>Mort (Discworld, #4; Death, #1)</td>\n",
       "      <td>Terry Pratchett</td>\n",
       "      <td>Pratchett, Terry</td>\n",
       "      <td>NaN</td>\n",
       "      <td>=\"0061020680\"</td>\n",
       "      <td>=\"9780061020681\"</td>\n",
       "      <td>0</td>\n",
       "      <td>4.17</td>\n",
       "      <td>HarperTorch</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>18807413</td>\n",
       "      <td>The Rámáyan of Válmíki</td>\n",
       "      <td>Vālmīki</td>\n",
       "      <td>Vālmīki, Vālmīki</td>\n",
       "      <td>Ralph T.H. Griffith</td>\n",
       "      <td>=\"\"</td>\n",
       "      <td>=\"\"</td>\n",
       "      <td>0</td>\n",
       "      <td>4.14</td>\n",
       "      <td>Public Domain Books</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>19031611</td>\n",
       "      <td>The Rocket Spanish Quick-Start Guide to Spanis...</td>\n",
       "      <td>Mauricio Evlampieff</td>\n",
       "      <td>Evlampieff, Mauricio</td>\n",
       "      <td>NaN</td>\n",
       "      <td>=\"\"</td>\n",
       "      <td>=\"9780992256821\"</td>\n",
       "      <td>2</td>\n",
       "      <td>2.80</td>\n",
       "      <td>Smashwords Edition</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>22573236</td>\n",
       "      <td>Because Dragons Love Milk</td>\n",
       "      <td>Marie Chow</td>\n",
       "      <td>Chow, Marie</td>\n",
       "      <td>NaN</td>\n",
       "      <td>=\"\"</td>\n",
       "      <td>=\"\"</td>\n",
       "      <td>4</td>\n",
       "      <td>4.56</td>\n",
       "      <td>Career Student, LLC</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>19187183</td>\n",
       "      <td>THE RAMAYANA</td>\n",
       "      <td>Ramesh Menon</td>\n",
       "      <td>Menon, Ramesh</td>\n",
       "      <td>NaN</td>\n",
       "      <td>=\"\"</td>\n",
       "      <td>=\"9789350292792\"</td>\n",
       "      <td>0</td>\n",
       "      <td>4.24</td>\n",
       "      <td>HarperCollins Publishers India</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>25239029</td>\n",
       "      <td>Into the Brambles</td>\n",
       "      <td>Daniel Greenfeld</td>\n",
       "      <td>Greenfeld, Daniel</td>\n",
       "      <td>Audrey Roy Greenfeld</td>\n",
       "      <td>=\"\"</td>\n",
       "      <td>=\"\"</td>\n",
       "      <td>0</td>\n",
       "      <td>4.67</td>\n",
       "      <td>Two Scoops Press</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>24080225</td>\n",
       "      <td>Mansarovar - Part 1 (Hindi)</td>\n",
       "      <td>Premchand</td>\n",
       "      <td>Premchand, Premchand</td>\n",
       "      <td>NaN</td>\n",
       "      <td>=\"\"</td>\n",
       "      <td>=\"\"</td>\n",
       "      <td>5</td>\n",
       "      <td>5.00</td>\n",
       "      <td>Sai ePublications</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>13141699</td>\n",
       "      <td>Good Omens</td>\n",
       "      <td>Terry Pratchett</td>\n",
       "      <td>Pratchett, Terry</td>\n",
       "      <td>Neil Gaiman</td>\n",
       "      <td>=\"\"</td>\n",
       "      <td>=\"\"</td>\n",
       "      <td>4</td>\n",
       "      <td>4.26</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>10962171</td>\n",
       "      <td>The Fresh Brew: Chronicles Of Business And Fre...</td>\n",
       "      <td>Amit Haralalka</td>\n",
       "      <td>Haralalka, Amit</td>\n",
       "      <td>Amitabh Thakur, A.P.J. Abdul Kalam</td>\n",
       "      <td>=\"8180460630\"</td>\n",
       "      <td>=\"9788180460630\"</td>\n",
       "      <td>0</td>\n",
       "      <td>3.10</td>\n",
       "      <td>Alchemy Business</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>105576</td>\n",
       "      <td>Five Point Someone: What Not to Do at IIT</td>\n",
       "      <td>Chetan Bhagat</td>\n",
       "      <td>Bhagat, Chetan</td>\n",
       "      <td>NaN</td>\n",
       "      <td>=\"8129104598\"</td>\n",
       "      <td>=\"9788129104595\"</td>\n",
       "      <td>3</td>\n",
       "      <td>3.46</td>\n",
       "      <td>Rupa and Co</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>105578</td>\n",
       "      <td>One Night at the Call Center</td>\n",
       "      <td>Chetan Bhagat</td>\n",
       "      <td>Bhagat, Chetan</td>\n",
       "      <td>NaN</td>\n",
       "      <td>=\"0345498321\"</td>\n",
       "      <td>=\"9780345498328\"</td>\n",
       "      <td>1</td>\n",
       "      <td>2.46</td>\n",
       "      <td>Ballantine Books</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>34494</td>\n",
       "      <td>The Wee Free Men (Discworld, #30; Tiffany Achi...</td>\n",
       "      <td>Terry Pratchett</td>\n",
       "      <td>Pratchett, Terry</td>\n",
       "      <td>NaN</td>\n",
       "      <td>=\"0060012382\"</td>\n",
       "      <td>=\"9780060012380\"</td>\n",
       "      <td>5</td>\n",
       "      <td>4.23</td>\n",
       "      <td>HarperTrophy</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>720987</td>\n",
       "      <td>Aunts Aren't Gentlemen (Jeeves, #15)</td>\n",
       "      <td>P.G. Wodehouse</td>\n",
       "      <td>Wodehouse, P.G.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>=\"0140041923\"</td>\n",
       "      <td>=\"9780140041927\"</td>\n",
       "      <td>4</td>\n",
       "      <td>4.20</td>\n",
       "      <td>Penguin Books</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>100692</td>\n",
       "      <td>The Game-Players of Titan</td>\n",
       "      <td>Philip K. Dick</td>\n",
       "      <td>Dick, Philip K.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>=\"0007115881\"</td>\n",
       "      <td>=\"9780007115884\"</td>\n",
       "      <td>4</td>\n",
       "      <td>3.63</td>\n",
       "      <td>Voyager Classics / HarperCollins</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>22034</td>\n",
       "      <td>The Godfather</td>\n",
       "      <td>Mario Puzo</td>\n",
       "      <td>Puzo, Mario</td>\n",
       "      <td>Robert Thompson, Peter Bart</td>\n",
       "      <td>=\"0451205766\"</td>\n",
       "      <td>=\"9780451205766\"</td>\n",
       "      <td>4</td>\n",
       "      <td>4.34</td>\n",
       "      <td>NAL</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>10588193</td>\n",
       "      <td>रश्मिरथी (Rashmirathi)</td>\n",
       "      <td>Ramdhari Singh 'Dinkar'</td>\n",
       "      <td>'Dinkar', Ramdhari Singh</td>\n",
       "      <td>NaN</td>\n",
       "      <td>=\"\"</td>\n",
       "      <td>=\"9788180313622\"</td>\n",
       "      <td>4</td>\n",
       "      <td>4.67</td>\n",
       "      <td>Lokbharti Prakashan</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>6092681</td>\n",
       "      <td>शतरंज के खिलाड़ी</td>\n",
       "      <td>Munshi Premchand</td>\n",
       "      <td>Premchand, Munshi</td>\n",
       "      <td>NaN</td>\n",
       "      <td>=\"\"</td>\n",
       "      <td>=\"9788188139040\"</td>\n",
       "      <td>4</td>\n",
       "      <td>4.08</td>\n",
       "      <td>Prabhat Prakashan</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>694226</td>\n",
       "      <td>गोदान</td>\n",
       "      <td>Munshi Premchand</td>\n",
       "      <td>Premchand, Munshi</td>\n",
       "      <td>NaN</td>\n",
       "      <td>=\"8172242190\"</td>\n",
       "      <td>=\"9788172242190\"</td>\n",
       "      <td>5</td>\n",
       "      <td>4.22</td>\n",
       "      <td>Jaico Publishing House</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>6667514</td>\n",
       "      <td>The Checklist Manifesto: How to Get Things Right</td>\n",
       "      <td>Atul Gawande</td>\n",
       "      <td>Gawande, Atul</td>\n",
       "      <td>NaN</td>\n",
       "      <td>=\"0805091742\"</td>\n",
       "      <td>=\"9780805091748\"</td>\n",
       "      <td>5</td>\n",
       "      <td>3.99</td>\n",
       "      <td>Metropolitan Books</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>64216</td>\n",
       "      <td>Guards! Guards! (Discworld, #8; City Watch #1)</td>\n",
       "      <td>Terry Pratchett</td>\n",
       "      <td>Pratchett, Terry</td>\n",
       "      <td>NaN</td>\n",
       "      <td>=\"0061020648\"</td>\n",
       "      <td>=\"9780061020643\"</td>\n",
       "      <td>5</td>\n",
       "      <td>4.28</td>\n",
       "      <td>HarperTorch</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>42432</td>\n",
       "      <td>God Emperor of Dune (Dune Chronicles, #4)</td>\n",
       "      <td>Frank Herbert</td>\n",
       "      <td>Herbert, Frank</td>\n",
       "      <td>NaN</td>\n",
       "      <td>=\"0575075066\"</td>\n",
       "      <td>=\"9780575075061\"</td>\n",
       "      <td>5</td>\n",
       "      <td>3.78</td>\n",
       "      <td>Victor Gollancz</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>112</td>\n",
       "      <td>Children of Dune (Dune Chronicles, #3)</td>\n",
       "      <td>Frank Herbert</td>\n",
       "      <td>Herbert, Frank</td>\n",
       "      <td>NaN</td>\n",
       "      <td>=\"0441104029\"</td>\n",
       "      <td>=\"9780441104024\"</td>\n",
       "      <td>4</td>\n",
       "      <td>3.87</td>\n",
       "      <td>Ace Books</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>20252</td>\n",
       "      <td>House Corrino (Prelude to Dune, #3)</td>\n",
       "      <td>Brian Herbert</td>\n",
       "      <td>Herbert, Brian</td>\n",
       "      <td>Kevin J. Anderson</td>\n",
       "      <td>=\"0553580337\"</td>\n",
       "      <td>=\"9780553580334\"</td>\n",
       "      <td>1</td>\n",
       "      <td>3.59</td>\n",
       "      <td>Spectra</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>99218</td>\n",
       "      <td>The Machine Crusade (Legends of Dune, #2)</td>\n",
       "      <td>Brian Herbert</td>\n",
       "      <td>Herbert, Brian</td>\n",
       "      <td>Kevin J. Anderson</td>\n",
       "      <td>=\"076534078X\"</td>\n",
       "      <td>=\"9780765340788\"</td>\n",
       "      <td>1</td>\n",
       "      <td>3.70</td>\n",
       "      <td>Tor Science Fiction</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>20253</td>\n",
       "      <td>House Harkonnen (Prelude to Dune, #2)</td>\n",
       "      <td>Brian Herbert</td>\n",
       "      <td>Herbert, Brian</td>\n",
       "      <td>Kevin J. Anderson</td>\n",
       "      <td>=\"0553580302\"</td>\n",
       "      <td>=\"9780553580303\"</td>\n",
       "      <td>1</td>\n",
       "      <td>3.60</td>\n",
       "      <td>Spectra Books</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>99219</td>\n",
       "      <td>The Butlerian Jihad (Legends of Dune, #1)</td>\n",
       "      <td>Brian Herbert</td>\n",
       "      <td>Herbert, Brian</td>\n",
       "      <td>Kevin J. Anderson</td>\n",
       "      <td>=\"0765340771\"</td>\n",
       "      <td>=\"9780765340771\"</td>\n",
       "      <td>1</td>\n",
       "      <td>3.53</td>\n",
       "      <td>Tor Books</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>761575</td>\n",
       "      <td>House Atreides (Prelude to Dune, #1)</td>\n",
       "      <td>Brian Herbert</td>\n",
       "      <td>Herbert, Brian</td>\n",
       "      <td>Kevin J. Anderson</td>\n",
       "      <td>=\"0553580272\"</td>\n",
       "      <td>=\"9780553580273\"</td>\n",
       "      <td>1</td>\n",
       "      <td>3.60</td>\n",
       "      <td>Bantam Spectra</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>106</td>\n",
       "      <td>Dune Messiah (Dune Chronicles, #2)</td>\n",
       "      <td>Frank Herbert</td>\n",
       "      <td>Herbert, Frank</td>\n",
       "      <td>NaN</td>\n",
       "      <td>=\"0441172695\"</td>\n",
       "      <td>=\"9780441172696\"</td>\n",
       "      <td>4</td>\n",
       "      <td>3.83</td>\n",
       "      <td>Ace Books</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>19032897</td>\n",
       "      <td>A Twist in the Tale</td>\n",
       "      <td>Jeffrey Archer</td>\n",
       "      <td>Archer, Jeffrey</td>\n",
       "      <td>NaN</td>\n",
       "      <td>=\"0330523503\"</td>\n",
       "      <td>=\"9780330523509\"</td>\n",
       "      <td>4</td>\n",
       "      <td>3.84</td>\n",
       "      <td>Pan Books (UK)</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>73968</td>\n",
       "      <td>Love Story (Love Story, #1)</td>\n",
       "      <td>Erich Segal</td>\n",
       "      <td>Segal, Erich</td>\n",
       "      <td>NaN</td>\n",
       "      <td>=\"0380017601\"</td>\n",
       "      <td>=\"9780380017607\"</td>\n",
       "      <td>4</td>\n",
       "      <td>3.58</td>\n",
       "      <td>Avon</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>4381</td>\n",
       "      <td>Fahrenheit 451</td>\n",
       "      <td>Ray Bradbury</td>\n",
       "      <td>Bradbury, Ray</td>\n",
       "      <td>NaN</td>\n",
       "      <td>=\"0307347974\"</td>\n",
       "      <td>=\"9780307347978\"</td>\n",
       "      <td>3</td>\n",
       "      <td>3.95</td>\n",
       "      <td>Plaza y Janes</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>18964701</td>\n",
       "      <td>Lord of the Flies</td>\n",
       "      <td>William Golding</td>\n",
       "      <td>Golding, William</td>\n",
       "      <td>NaN</td>\n",
       "      <td>=\"\"</td>\n",
       "      <td>=\"\"</td>\n",
       "      <td>3</td>\n",
       "      <td>3.61</td>\n",
       "      <td>Faber and Faber Fiction</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>17692848</td>\n",
       "      <td>Rendezvous with Rama (Rama, #1)</td>\n",
       "      <td>Arthur C. Clarke</td>\n",
       "      <td>Clarke, Arthur C.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>=\"\"</td>\n",
       "      <td>=\"\"</td>\n",
       "      <td>2</td>\n",
       "      <td>4.02</td>\n",
       "      <td>RosettaBooks</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>8244656</td>\n",
       "      <td>The Graveyard Book</td>\n",
       "      <td>Neil Gaiman</td>\n",
       "      <td>Gaiman, Neil</td>\n",
       "      <td>NaN</td>\n",
       "      <td>=\"\"</td>\n",
       "      <td>=\"\"</td>\n",
       "      <td>4</td>\n",
       "      <td>4.09</td>\n",
       "      <td>Bloomsbury</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>11467079</td>\n",
       "      <td>I Am Legend</td>\n",
       "      <td>Richard Matheson</td>\n",
       "      <td>Matheson, Richard</td>\n",
       "      <td>NaN</td>\n",
       "      <td>=\"\"</td>\n",
       "      <td>=\"\"</td>\n",
       "      <td>4</td>\n",
       "      <td>4.06</td>\n",
       "      <td>RosettaBooks</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>12008949</td>\n",
       "      <td>The Forever War</td>\n",
       "      <td>Joe Haldeman</td>\n",
       "      <td>Haldeman, Joe</td>\n",
       "      <td>NaN</td>\n",
       "      <td>=\"\"</td>\n",
       "      <td>=\"\"</td>\n",
       "      <td>5</td>\n",
       "      <td>4.13</td>\n",
       "      <td>Ridan Publishing</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>20818396</td>\n",
       "      <td>The Djen of Django</td>\n",
       "      <td>Javed Khan</td>\n",
       "      <td>Khan, Javed</td>\n",
       "      <td>Thejaswi Puthraya, Shabda Raaj</td>\n",
       "      <td>=\"\"</td>\n",
       "      <td>=\"\"</td>\n",
       "      <td>4</td>\n",
       "      <td>2.60</td>\n",
       "      <td>Agiliq</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>13499823</td>\n",
       "      <td>Django Design Patterns</td>\n",
       "      <td>Javed Khan</td>\n",
       "      <td>Khan, Javed</td>\n",
       "      <td>Shabda Raaj, Thejaswi Puthraya</td>\n",
       "      <td>=\"\"</td>\n",
       "      <td>=\"\"</td>\n",
       "      <td>4</td>\n",
       "      <td>3.31</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>21002135</td>\n",
       "      <td>How to Android: How to get more from your Andr...</td>\n",
       "      <td>Shabda Raaj</td>\n",
       "      <td>Raaj, Shabda</td>\n",
       "      <td>NaN</td>\n",
       "      <td>=\"\"</td>\n",
       "      <td>=\"\"</td>\n",
       "      <td>4</td>\n",
       "      <td>4.50</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>21952946</td>\n",
       "      <td>How to start and run a software consulting bus...</td>\n",
       "      <td>Shabda Raaj</td>\n",
       "      <td>Raaj, Shabda</td>\n",
       "      <td>NaN</td>\n",
       "      <td>=\"\"</td>\n",
       "      <td>=\"\"</td>\n",
       "      <td>4</td>\n",
       "      <td>4.67</td>\n",
       "      <td>Agiliq Info Solutions India Pvt Ltd</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>21787</td>\n",
       "      <td>The Princess Bride</td>\n",
       "      <td>William Goldman</td>\n",
       "      <td>Goldman, William</td>\n",
       "      <td>NaN</td>\n",
       "      <td>=\"0345418263\"</td>\n",
       "      <td>=\"9780345418265\"</td>\n",
       "      <td>3</td>\n",
       "      <td>4.24</td>\n",
       "      <td>Ballantine Books (Ballantine Reader's Circle)</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>6388978</td>\n",
       "      <td>Small Gods (Discworld, #13)</td>\n",
       "      <td>Terry Pratchett</td>\n",
       "      <td>Pratchett, Terry</td>\n",
       "      <td>NaN</td>\n",
       "      <td>=\"\"</td>\n",
       "      <td>=\"\"</td>\n",
       "      <td>4</td>\n",
       "      <td>4.25</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>20001248</td>\n",
       "      <td>Give War a Chance: Eyewitness Accounts of Mank...</td>\n",
       "      <td>P.J. O'Rourke</td>\n",
       "      <td>O'Rourke, P.J.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>=\"\"</td>\n",
       "      <td>=\"\"</td>\n",
       "      <td>3</td>\n",
       "      <td>3.84</td>\n",
       "      <td>Grove Press</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>19395347</td>\n",
       "      <td>The New New Thing: A Silicon Valley Story</td>\n",
       "      <td>Michael Lewis</td>\n",
       "      <td>Lewis, Michael</td>\n",
       "      <td>NaN</td>\n",
       "      <td>=\"\"</td>\n",
       "      <td>=\"9781444765373\"</td>\n",
       "      <td>0</td>\n",
       "      <td>3.65</td>\n",
       "      <td>Hodder</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>19095176</td>\n",
       "      <td>Value Averaging: The Safe and Easy Strategy fo...</td>\n",
       "      <td>Michael E. Edleson</td>\n",
       "      <td>Edleson, Michael E.</td>\n",
       "      <td>William J. Bernstein</td>\n",
       "      <td>=\"\"</td>\n",
       "      <td>=\"\"</td>\n",
       "      <td>2</td>\n",
       "      <td>3.76</td>\n",
       "      <td>Wiley</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>18844256</td>\n",
       "      <td>The Way to Go: A Thorough Introduction to the ...</td>\n",
       "      <td>Ivo Balbaert</td>\n",
       "      <td>Balbaert, Ivo</td>\n",
       "      <td>NaN</td>\n",
       "      <td>=\"1469769174\"</td>\n",
       "      <td>=\"9781469769172\"</td>\n",
       "      <td>0</td>\n",
       "      <td>3.49</td>\n",
       "      <td>iUniverse</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>11547135</td>\n",
       "      <td>A Song of Ice and Fire: Four Books in One</td>\n",
       "      <td>George R.R. Martin</td>\n",
       "      <td>Martin, George R.R.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>=\"\"</td>\n",
       "      <td>=\"\"</td>\n",
       "      <td>5</td>\n",
       "      <td>4.63</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105</th>\n",
       "      <td>11186726</td>\n",
       "      <td>The Light Fantastic (Discworld, #2)</td>\n",
       "      <td>Terry Pratchett</td>\n",
       "      <td>Pratchett, Terry</td>\n",
       "      <td>NaN</td>\n",
       "      <td>=\"\"</td>\n",
       "      <td>=\"\"</td>\n",
       "      <td>4</td>\n",
       "      <td>3.90</td>\n",
       "      <td>Transworld Digital</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106</th>\n",
       "      <td>12935683</td>\n",
       "      <td>American Gods</td>\n",
       "      <td>Neil Gaiman</td>\n",
       "      <td>Gaiman, Neil</td>\n",
       "      <td>NaN</td>\n",
       "      <td>=\"\"</td>\n",
       "      <td>=\"\"</td>\n",
       "      <td>5</td>\n",
       "      <td>4.10</td>\n",
       "      <td>Review</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>107</th>\n",
       "      <td>21185944</td>\n",
       "      <td>Flatland: A Romance of Many Dimensions (Illust...</td>\n",
       "      <td>Edwin A. Abbott</td>\n",
       "      <td>Abbott, Edwin A.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>=\"\"</td>\n",
       "      <td>=\"\"</td>\n",
       "      <td>4</td>\n",
       "      <td>3.80</td>\n",
       "      <td>Petra Books</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>6589966</td>\n",
       "      <td>Eat That Frog!: 21 Great Ways to Stop Procrast...</td>\n",
       "      <td>Brian Tracy</td>\n",
       "      <td>Tracy, Brian</td>\n",
       "      <td>NaN</td>\n",
       "      <td>=\"\"</td>\n",
       "      <td>=\"\"</td>\n",
       "      <td>4</td>\n",
       "      <td>3.78</td>\n",
       "      <td>Berrett-Koehler</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>18881450</td>\n",
       "      <td>Flowers For Algernon</td>\n",
       "      <td>Daniel Keyes</td>\n",
       "      <td>Keyes, Daniel</td>\n",
       "      <td>NaN</td>\n",
       "      <td>=\"\"</td>\n",
       "      <td>=\"\"</td>\n",
       "      <td>5</td>\n",
       "      <td>4.00</td>\n",
       "      <td>Gateway</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>13161570</td>\n",
       "      <td>More Than Human</td>\n",
       "      <td>Theodore Sturgeon</td>\n",
       "      <td>Sturgeon, Theodore</td>\n",
       "      <td>NaN</td>\n",
       "      <td>=\"\"</td>\n",
       "      <td>=\"\"</td>\n",
       "      <td>2</td>\n",
       "      <td>3.99</td>\n",
       "      <td>Gateway</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111</th>\n",
       "      <td>9479977</td>\n",
       "      <td>Hyperion (Hyperion, #1)</td>\n",
       "      <td>Dan Simmons</td>\n",
       "      <td>Simmons, Dan</td>\n",
       "      <td>NaN</td>\n",
       "      <td>=\"\"</td>\n",
       "      <td>=\"\"</td>\n",
       "      <td>4</td>\n",
       "      <td>4.17</td>\n",
       "      <td>Orion (August 5, 2010)</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112</th>\n",
       "      <td>11786839</td>\n",
       "      <td>The Diary of a Young Girl</td>\n",
       "      <td>Anne Frank</td>\n",
       "      <td>Frank, Anne</td>\n",
       "      <td>NaN</td>\n",
       "      <td>=\"\"</td>\n",
       "      <td>=\"\"</td>\n",
       "      <td>5</td>\n",
       "      <td>4.07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>113</th>\n",
       "      <td>8883476</td>\n",
       "      <td>Do Androids Dream of Electric Sheep?</td>\n",
       "      <td>Philip K. Dick</td>\n",
       "      <td>Dick, Philip K.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>=\"\"</td>\n",
       "      <td>=\"\"</td>\n",
       "      <td>5</td>\n",
       "      <td>4.06</td>\n",
       "      <td>Orion Publishing Group</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114</th>\n",
       "      <td>11343467</td>\n",
       "      <td>The Mote in God's Eye (Moties #1)</td>\n",
       "      <td>Larry Niven</td>\n",
       "      <td>Niven, Larry</td>\n",
       "      <td>Jerry Pournelle</td>\n",
       "      <td>=\"\"</td>\n",
       "      <td>=\"\"</td>\n",
       "      <td>3</td>\n",
       "      <td>4.05</td>\n",
       "      <td>Amazon Digital Services, Inc.</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115</th>\n",
       "      <td>12708687</td>\n",
       "      <td>Anansi Boys</td>\n",
       "      <td>Neil Gaiman</td>\n",
       "      <td>Gaiman, Neil</td>\n",
       "      <td>NaN</td>\n",
       "      <td>=\"\"</td>\n",
       "      <td>=\"\"</td>\n",
       "      <td>5</td>\n",
       "      <td>3.98</td>\n",
       "      <td>Headline Review</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116</th>\n",
       "      <td>23251016</td>\n",
       "      <td>Zero to One: Notes on Start Ups, or How to Bui...</td>\n",
       "      <td>Peter Thiel</td>\n",
       "      <td>Thiel, Peter</td>\n",
       "      <td>Blake Masters</td>\n",
       "      <td>=\"\"</td>\n",
       "      <td>=\"\"</td>\n",
       "      <td>2</td>\n",
       "      <td>4.13</td>\n",
       "      <td>Virgin Digital</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117</th>\n",
       "      <td>18423</td>\n",
       "      <td>The Left Hand of Darkness (Hainish Cycle, #4)</td>\n",
       "      <td>Ursula K. Le Guin</td>\n",
       "      <td>Guin, Ursula K. Le</td>\n",
       "      <td>NaN</td>\n",
       "      <td>=\"0441007317\"</td>\n",
       "      <td>=\"9780441007318\"</td>\n",
       "      <td>4</td>\n",
       "      <td>4.04</td>\n",
       "      <td>Ace</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>118 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Book Id                                              Title  \\\n",
       "0      386372                    Mort (Discworld, #4; Death, #1)   \n",
       "1    18807413                             The Rámáyan of Válmíki   \n",
       "2    19031611  The Rocket Spanish Quick-Start Guide to Spanis...   \n",
       "3    22573236                          Because Dragons Love Milk   \n",
       "4    19187183                                       THE RAMAYANA   \n",
       "5    25239029                                  Into the Brambles   \n",
       "6    24080225                        Mansarovar - Part 1 (Hindi)   \n",
       "7    13141699                                         Good Omens   \n",
       "8    10962171  The Fresh Brew: Chronicles Of Business And Fre...   \n",
       "9      105576          Five Point Someone: What Not to Do at IIT   \n",
       "10     105578                       One Night at the Call Center   \n",
       "11      34494  The Wee Free Men (Discworld, #30; Tiffany Achi...   \n",
       "12     720987               Aunts Aren't Gentlemen (Jeeves, #15)   \n",
       "13     100692                          The Game-Players of Titan   \n",
       "14      22034                                      The Godfather   \n",
       "15   10588193                             रश्मिरथी (Rashmirathi)   \n",
       "16    6092681                                   शतरंज के खिलाड़ी   \n",
       "17     694226                                              गोदान   \n",
       "18    6667514   The Checklist Manifesto: How to Get Things Right   \n",
       "19      64216     Guards! Guards! (Discworld, #8; City Watch #1)   \n",
       "20      42432          God Emperor of Dune (Dune Chronicles, #4)   \n",
       "21        112             Children of Dune (Dune Chronicles, #3)   \n",
       "22      20252                House Corrino (Prelude to Dune, #3)   \n",
       "23      99218          The Machine Crusade (Legends of Dune, #2)   \n",
       "24      20253              House Harkonnen (Prelude to Dune, #2)   \n",
       "25      99219          The Butlerian Jihad (Legends of Dune, #1)   \n",
       "26     761575               House Atreides (Prelude to Dune, #1)   \n",
       "27        106                 Dune Messiah (Dune Chronicles, #2)   \n",
       "28   19032897                                A Twist in the Tale   \n",
       "29      73968                        Love Story (Love Story, #1)   \n",
       "..        ...                                                ...   \n",
       "88       4381                                     Fahrenheit 451   \n",
       "89   18964701                                  Lord of the Flies   \n",
       "90   17692848                    Rendezvous with Rama (Rama, #1)   \n",
       "91    8244656                                 The Graveyard Book   \n",
       "92   11467079                                        I Am Legend   \n",
       "93   12008949                                    The Forever War   \n",
       "94   20818396                                 The Djen of Django   \n",
       "95   13499823                             Django Design Patterns   \n",
       "96   21002135  How to Android: How to get more from your Andr...   \n",
       "97   21952946  How to start and run a software consulting bus...   \n",
       "98      21787                                The Princess Bride    \n",
       "99    6388978                        Small Gods (Discworld, #13)   \n",
       "100  20001248  Give War a Chance: Eyewitness Accounts of Mank...   \n",
       "101  19395347          The New New Thing: A Silicon Valley Story   \n",
       "102  19095176  Value Averaging: The Safe and Easy Strategy fo...   \n",
       "103  18844256  The Way to Go: A Thorough Introduction to the ...   \n",
       "104  11547135          A Song of Ice and Fire: Four Books in One   \n",
       "105  11186726                The Light Fantastic (Discworld, #2)   \n",
       "106  12935683                                      American Gods   \n",
       "107  21185944  Flatland: A Romance of Many Dimensions (Illust...   \n",
       "108   6589966  Eat That Frog!: 21 Great Ways to Stop Procrast...   \n",
       "109  18881450                               Flowers For Algernon   \n",
       "110  13161570                                    More Than Human   \n",
       "111   9479977                            Hyperion (Hyperion, #1)   \n",
       "112  11786839                          The Diary of a Young Girl   \n",
       "113   8883476               Do Androids Dream of Electric Sheep?   \n",
       "114  11343467                  The Mote in God's Eye (Moties #1)   \n",
       "115  12708687                                        Anansi Boys   \n",
       "116  23251016  Zero to One: Notes on Start Ups, or How to Bui...   \n",
       "117     18423      The Left Hand of Darkness (Hainish Cycle, #4)   \n",
       "\n",
       "                      Author                Author l-f  \\\n",
       "0            Terry Pratchett          Pratchett, Terry   \n",
       "1                    Vālmīki          Vālmīki, Vālmīki   \n",
       "2        Mauricio Evlampieff      Evlampieff, Mauricio   \n",
       "3                 Marie Chow               Chow, Marie   \n",
       "4               Ramesh Menon             Menon, Ramesh   \n",
       "5           Daniel Greenfeld         Greenfeld, Daniel   \n",
       "6                  Premchand      Premchand, Premchand   \n",
       "7            Terry Pratchett          Pratchett, Terry   \n",
       "8             Amit Haralalka           Haralalka, Amit   \n",
       "9              Chetan Bhagat            Bhagat, Chetan   \n",
       "10             Chetan Bhagat            Bhagat, Chetan   \n",
       "11           Terry Pratchett          Pratchett, Terry   \n",
       "12            P.G. Wodehouse           Wodehouse, P.G.   \n",
       "13            Philip K. Dick           Dick, Philip K.   \n",
       "14                Mario Puzo               Puzo, Mario   \n",
       "15   Ramdhari Singh 'Dinkar'  'Dinkar', Ramdhari Singh   \n",
       "16          Munshi Premchand         Premchand, Munshi   \n",
       "17          Munshi Premchand         Premchand, Munshi   \n",
       "18              Atul Gawande             Gawande, Atul   \n",
       "19           Terry Pratchett          Pratchett, Terry   \n",
       "20             Frank Herbert            Herbert, Frank   \n",
       "21             Frank Herbert            Herbert, Frank   \n",
       "22             Brian Herbert            Herbert, Brian   \n",
       "23             Brian Herbert            Herbert, Brian   \n",
       "24             Brian Herbert            Herbert, Brian   \n",
       "25             Brian Herbert            Herbert, Brian   \n",
       "26             Brian Herbert            Herbert, Brian   \n",
       "27             Frank Herbert            Herbert, Frank   \n",
       "28            Jeffrey Archer           Archer, Jeffrey   \n",
       "29               Erich Segal              Segal, Erich   \n",
       "..                       ...                       ...   \n",
       "88              Ray Bradbury             Bradbury, Ray   \n",
       "89           William Golding          Golding, William   \n",
       "90          Arthur C. Clarke         Clarke, Arthur C.   \n",
       "91               Neil Gaiman              Gaiman, Neil   \n",
       "92          Richard Matheson         Matheson, Richard   \n",
       "93              Joe Haldeman             Haldeman, Joe   \n",
       "94                Javed Khan               Khan, Javed   \n",
       "95                Javed Khan               Khan, Javed   \n",
       "96               Shabda Raaj              Raaj, Shabda   \n",
       "97               Shabda Raaj              Raaj, Shabda   \n",
       "98           William Goldman          Goldman, William   \n",
       "99           Terry Pratchett          Pratchett, Terry   \n",
       "100            P.J. O'Rourke            O'Rourke, P.J.   \n",
       "101            Michael Lewis            Lewis, Michael   \n",
       "102       Michael E. Edleson       Edleson, Michael E.   \n",
       "103             Ivo Balbaert             Balbaert, Ivo   \n",
       "104       George R.R. Martin       Martin, George R.R.   \n",
       "105          Terry Pratchett          Pratchett, Terry   \n",
       "106              Neil Gaiman              Gaiman, Neil   \n",
       "107          Edwin A. Abbott          Abbott, Edwin A.   \n",
       "108              Brian Tracy              Tracy, Brian   \n",
       "109             Daniel Keyes             Keyes, Daniel   \n",
       "110        Theodore Sturgeon        Sturgeon, Theodore   \n",
       "111              Dan Simmons              Simmons, Dan   \n",
       "112               Anne Frank               Frank, Anne   \n",
       "113           Philip K. Dick           Dick, Philip K.   \n",
       "114              Larry Niven              Niven, Larry   \n",
       "115              Neil Gaiman              Gaiman, Neil   \n",
       "116              Peter Thiel              Thiel, Peter   \n",
       "117        Ursula K. Le Guin        Guin, Ursula K. Le   \n",
       "\n",
       "                     Additional Authors           ISBN            ISBN13  \\\n",
       "0                                   NaN  =\"0061020680\"  =\"9780061020681\"   \n",
       "1                   Ralph T.H. Griffith            =\"\"               =\"\"   \n",
       "2                                   NaN            =\"\"  =\"9780992256821\"   \n",
       "3                                   NaN            =\"\"               =\"\"   \n",
       "4                                   NaN            =\"\"  =\"9789350292792\"   \n",
       "5                  Audrey Roy Greenfeld            =\"\"               =\"\"   \n",
       "6                                   NaN            =\"\"               =\"\"   \n",
       "7                           Neil Gaiman            =\"\"               =\"\"   \n",
       "8    Amitabh Thakur, A.P.J. Abdul Kalam  =\"8180460630\"  =\"9788180460630\"   \n",
       "9                                   NaN  =\"8129104598\"  =\"9788129104595\"   \n",
       "10                                  NaN  =\"0345498321\"  =\"9780345498328\"   \n",
       "11                                  NaN  =\"0060012382\"  =\"9780060012380\"   \n",
       "12                                  NaN  =\"0140041923\"  =\"9780140041927\"   \n",
       "13                                  NaN  =\"0007115881\"  =\"9780007115884\"   \n",
       "14          Robert Thompson, Peter Bart  =\"0451205766\"  =\"9780451205766\"   \n",
       "15                                  NaN            =\"\"  =\"9788180313622\"   \n",
       "16                                  NaN            =\"\"  =\"9788188139040\"   \n",
       "17                                  NaN  =\"8172242190\"  =\"9788172242190\"   \n",
       "18                                  NaN  =\"0805091742\"  =\"9780805091748\"   \n",
       "19                                  NaN  =\"0061020648\"  =\"9780061020643\"   \n",
       "20                                  NaN  =\"0575075066\"  =\"9780575075061\"   \n",
       "21                                  NaN  =\"0441104029\"  =\"9780441104024\"   \n",
       "22                    Kevin J. Anderson  =\"0553580337\"  =\"9780553580334\"   \n",
       "23                    Kevin J. Anderson  =\"076534078X\"  =\"9780765340788\"   \n",
       "24                    Kevin J. Anderson  =\"0553580302\"  =\"9780553580303\"   \n",
       "25                    Kevin J. Anderson  =\"0765340771\"  =\"9780765340771\"   \n",
       "26                    Kevin J. Anderson  =\"0553580272\"  =\"9780553580273\"   \n",
       "27                                  NaN  =\"0441172695\"  =\"9780441172696\"   \n",
       "28                                  NaN  =\"0330523503\"  =\"9780330523509\"   \n",
       "29                                  NaN  =\"0380017601\"  =\"9780380017607\"   \n",
       "..                                  ...            ...               ...   \n",
       "88                                  NaN  =\"0307347974\"  =\"9780307347978\"   \n",
       "89                                  NaN            =\"\"               =\"\"   \n",
       "90                                  NaN            =\"\"               =\"\"   \n",
       "91                                  NaN            =\"\"               =\"\"   \n",
       "92                                  NaN            =\"\"               =\"\"   \n",
       "93                                  NaN            =\"\"               =\"\"   \n",
       "94       Thejaswi Puthraya, Shabda Raaj            =\"\"               =\"\"   \n",
       "95       Shabda Raaj, Thejaswi Puthraya            =\"\"               =\"\"   \n",
       "96                                  NaN            =\"\"               =\"\"   \n",
       "97                                  NaN            =\"\"               =\"\"   \n",
       "98                                  NaN  =\"0345418263\"  =\"9780345418265\"   \n",
       "99                                  NaN            =\"\"               =\"\"   \n",
       "100                                 NaN            =\"\"               =\"\"   \n",
       "101                                 NaN            =\"\"  =\"9781444765373\"   \n",
       "102                William J. Bernstein            =\"\"               =\"\"   \n",
       "103                                 NaN  =\"1469769174\"  =\"9781469769172\"   \n",
       "104                                 NaN            =\"\"               =\"\"   \n",
       "105                                 NaN            =\"\"               =\"\"   \n",
       "106                                 NaN            =\"\"               =\"\"   \n",
       "107                                 NaN            =\"\"               =\"\"   \n",
       "108                                 NaN            =\"\"               =\"\"   \n",
       "109                                 NaN            =\"\"               =\"\"   \n",
       "110                                 NaN            =\"\"               =\"\"   \n",
       "111                                 NaN            =\"\"               =\"\"   \n",
       "112                                 NaN            =\"\"               =\"\"   \n",
       "113                                 NaN            =\"\"               =\"\"   \n",
       "114                     Jerry Pournelle            =\"\"               =\"\"   \n",
       "115                                 NaN            =\"\"               =\"\"   \n",
       "116                       Blake Masters            =\"\"               =\"\"   \n",
       "117                                 NaN  =\"0441007317\"  =\"9780441007318\"   \n",
       "\n",
       "     My Rating  Average Rating                                      Publisher  \\\n",
       "0            0            4.17                                    HarperTorch   \n",
       "1            0            4.14                            Public Domain Books   \n",
       "2            2            2.80                             Smashwords Edition   \n",
       "3            4            4.56                            Career Student, LLC   \n",
       "4            0            4.24                 HarperCollins Publishers India   \n",
       "5            0            4.67                               Two Scoops Press   \n",
       "6            5            5.00                              Sai ePublications   \n",
       "7            4            4.26                                            NaN   \n",
       "8            0            3.10                               Alchemy Business   \n",
       "9            3            3.46                                    Rupa and Co   \n",
       "10           1            2.46                               Ballantine Books   \n",
       "11           5            4.23                                   HarperTrophy   \n",
       "12           4            4.20                                  Penguin Books   \n",
       "13           4            3.63               Voyager Classics / HarperCollins   \n",
       "14           4            4.34                                            NAL   \n",
       "15           4            4.67                            Lokbharti Prakashan   \n",
       "16           4            4.08                              Prabhat Prakashan   \n",
       "17           5            4.22                         Jaico Publishing House   \n",
       "18           5            3.99                             Metropolitan Books   \n",
       "19           5            4.28                                    HarperTorch   \n",
       "20           5            3.78                                Victor Gollancz   \n",
       "21           4            3.87                                      Ace Books   \n",
       "22           1            3.59                                        Spectra   \n",
       "23           1            3.70                            Tor Science Fiction   \n",
       "24           1            3.60                                  Spectra Books   \n",
       "25           1            3.53                                      Tor Books   \n",
       "26           1            3.60                                 Bantam Spectra   \n",
       "27           4            3.83                                      Ace Books   \n",
       "28           4            3.84                                 Pan Books (UK)   \n",
       "29           4            3.58                                           Avon   \n",
       "..         ...             ...                                            ...   \n",
       "88           3            3.95                                  Plaza y Janes   \n",
       "89           3            3.61                        Faber and Faber Fiction   \n",
       "90           2            4.02                                   RosettaBooks   \n",
       "91           4            4.09                                     Bloomsbury   \n",
       "92           4            4.06                                   RosettaBooks   \n",
       "93           5            4.13                               Ridan Publishing   \n",
       "94           4            2.60                                         Agiliq   \n",
       "95           4            3.31                                            NaN   \n",
       "96           4            4.50                                            NaN   \n",
       "97           4            4.67            Agiliq Info Solutions India Pvt Ltd   \n",
       "98           3            4.24  Ballantine Books (Ballantine Reader's Circle)   \n",
       "99           4            4.25                                            NaN   \n",
       "100          3            3.84                                    Grove Press   \n",
       "101          0            3.65                                         Hodder   \n",
       "102          2            3.76                                          Wiley   \n",
       "103          0            3.49                                      iUniverse   \n",
       "104          5            4.63                                            NaN   \n",
       "105          4            3.90                             Transworld Digital   \n",
       "106          5            4.10                                         Review   \n",
       "107          4            3.80                                    Petra Books   \n",
       "108          4            3.78                                Berrett-Koehler   \n",
       "109          5            4.00                                        Gateway   \n",
       "110          2            3.99                                        Gateway   \n",
       "111          4            4.17                         Orion (August 5, 2010)   \n",
       "112          5            4.07                                            NaN   \n",
       "113          5            4.06                         Orion Publishing Group   \n",
       "114          3            4.05                  Amazon Digital Services, Inc.   \n",
       "115          5            3.98                               Headline Review    \n",
       "116          2            4.13                                 Virgin Digital   \n",
       "117          4            4.04                                            Ace   \n",
       "\n",
       "    ...  Private Notes  Read Count  Recommended For  Recommended By  \\\n",
       "0   ...            NaN         NaN              NaN             NaN   \n",
       "1   ...            NaN         NaN              NaN             NaN   \n",
       "2   ...            NaN         NaN              NaN             NaN   \n",
       "3   ...            NaN         NaN              NaN             NaN   \n",
       "4   ...            NaN         NaN              NaN             NaN   \n",
       "5   ...            NaN         NaN              NaN             NaN   \n",
       "6   ...            NaN         NaN              NaN             NaN   \n",
       "7   ...            NaN         NaN              NaN             NaN   \n",
       "8   ...            NaN         NaN              NaN             NaN   \n",
       "9   ...            NaN         NaN              NaN             NaN   \n",
       "10  ...            NaN         NaN              NaN             NaN   \n",
       "11  ...            NaN         NaN              NaN             NaN   \n",
       "12  ...            NaN         NaN              NaN             NaN   \n",
       "13  ...            NaN         NaN              NaN             NaN   \n",
       "14  ...            NaN         NaN              NaN             NaN   \n",
       "15  ...            NaN         NaN              NaN             NaN   \n",
       "16  ...            NaN         NaN              NaN             NaN   \n",
       "17  ...            NaN         NaN              NaN             NaN   \n",
       "18  ...            NaN         NaN              NaN             NaN   \n",
       "19  ...            NaN         NaN              NaN             NaN   \n",
       "20  ...            NaN         NaN              NaN             NaN   \n",
       "21  ...            NaN         NaN              NaN             NaN   \n",
       "22  ...            NaN         NaN              NaN             NaN   \n",
       "23  ...            NaN         NaN              NaN             NaN   \n",
       "24  ...            NaN         NaN              NaN             NaN   \n",
       "25  ...            NaN         NaN              NaN             NaN   \n",
       "26  ...            NaN         NaN              NaN             NaN   \n",
       "27  ...            NaN         NaN              NaN             NaN   \n",
       "28  ...            NaN         NaN              NaN             NaN   \n",
       "29  ...            NaN         NaN              NaN             NaN   \n",
       "..  ...            ...         ...              ...             ...   \n",
       "88  ...            NaN         NaN              NaN             NaN   \n",
       "89  ...            NaN         NaN              NaN             NaN   \n",
       "90  ...            NaN         NaN              NaN             NaN   \n",
       "91  ...            NaN         NaN              NaN             NaN   \n",
       "92  ...            NaN         NaN              NaN             NaN   \n",
       "93  ...            NaN         NaN              NaN             NaN   \n",
       "94  ...            NaN         NaN              NaN             NaN   \n",
       "95  ...            NaN         NaN              NaN             NaN   \n",
       "96  ...            NaN         NaN              NaN             NaN   \n",
       "97  ...            NaN         NaN              NaN             NaN   \n",
       "98  ...            NaN         NaN              NaN             NaN   \n",
       "99  ...            NaN         NaN              NaN             NaN   \n",
       "100 ...            NaN         NaN              NaN             NaN   \n",
       "101 ...            NaN         NaN              NaN             NaN   \n",
       "102 ...            NaN         NaN              NaN             NaN   \n",
       "103 ...            NaN         NaN              NaN             NaN   \n",
       "104 ...            NaN         NaN              NaN             NaN   \n",
       "105 ...            NaN         NaN              NaN             NaN   \n",
       "106 ...            NaN         NaN              NaN             NaN   \n",
       "107 ...            NaN         NaN              NaN             NaN   \n",
       "108 ...            NaN         NaN              NaN             NaN   \n",
       "109 ...            NaN         NaN              NaN             NaN   \n",
       "110 ...            NaN         NaN              NaN             NaN   \n",
       "111 ...            NaN         NaN              NaN             NaN   \n",
       "112 ...            NaN         NaN              NaN             NaN   \n",
       "113 ...            NaN         NaN              NaN             NaN   \n",
       "114 ...            NaN         NaN              NaN             NaN   \n",
       "115 ...            NaN         NaN              NaN             NaN   \n",
       "116 ...            NaN         NaN              NaN             NaN   \n",
       "117 ...            NaN         NaN              NaN             NaN   \n",
       "\n",
       "    Owned Copies Original Purchase Date Original Purchase Location Condition  \\\n",
       "0              0                    NaN                        NaN       NaN   \n",
       "1              0                    NaN                        NaN       NaN   \n",
       "2              0                    NaN                        NaN       NaN   \n",
       "3              0                    NaN                        NaN       NaN   \n",
       "4              0                    NaN                        NaN       NaN   \n",
       "5              0                    NaN                        NaN       NaN   \n",
       "6              0                    NaN                        NaN       NaN   \n",
       "7              0                    NaN                        NaN       NaN   \n",
       "8              0                    NaN                        NaN       NaN   \n",
       "9              0                    NaN                        NaN       NaN   \n",
       "10             0                    NaN                        NaN       NaN   \n",
       "11             0                    NaN                        NaN       NaN   \n",
       "12             0                    NaN                        NaN       NaN   \n",
       "13             0                    NaN                        NaN       NaN   \n",
       "14             0                    NaN                        NaN       NaN   \n",
       "15             0                    NaN                        NaN       NaN   \n",
       "16             0                    NaN                        NaN       NaN   \n",
       "17             0                    NaN                        NaN       NaN   \n",
       "18             0                    NaN                        NaN       NaN   \n",
       "19             0                    NaN                        NaN       NaN   \n",
       "20             0                    NaN                        NaN       NaN   \n",
       "21             0                    NaN                        NaN       NaN   \n",
       "22             0                    NaN                        NaN       NaN   \n",
       "23             0                    NaN                        NaN       NaN   \n",
       "24             0                    NaN                        NaN       NaN   \n",
       "25             0                    NaN                        NaN       NaN   \n",
       "26             0                    NaN                        NaN       NaN   \n",
       "27             0                    NaN                        NaN       NaN   \n",
       "28             0                    NaN                        NaN       NaN   \n",
       "29             0                    NaN                        NaN       NaN   \n",
       "..           ...                    ...                        ...       ...   \n",
       "88             0                    NaN                        NaN       NaN   \n",
       "89             0                    NaN                        NaN       NaN   \n",
       "90             0                    NaN                        NaN       NaN   \n",
       "91             0                    NaN                        NaN       NaN   \n",
       "92             0                    NaN                        NaN       NaN   \n",
       "93             0                    NaN                        NaN       NaN   \n",
       "94             0                    NaN                        NaN       NaN   \n",
       "95             0                    NaN                        NaN       NaN   \n",
       "96             0                    NaN                        NaN       NaN   \n",
       "97             0                    NaN                        NaN       NaN   \n",
       "98             0                    NaN                        NaN       NaN   \n",
       "99             0                    NaN                        NaN       NaN   \n",
       "100            0                    NaN                        NaN       NaN   \n",
       "101            0                    NaN                        NaN       NaN   \n",
       "102            0                    NaN                        NaN       NaN   \n",
       "103            0                    NaN                        NaN       NaN   \n",
       "104            0                    NaN                        NaN       NaN   \n",
       "105            0                    NaN                        NaN       NaN   \n",
       "106            0                    NaN                        NaN       NaN   \n",
       "107            0                    NaN                        NaN       NaN   \n",
       "108            0                    NaN                        NaN       NaN   \n",
       "109            0                    NaN                        NaN       NaN   \n",
       "110            0                    NaN                        NaN       NaN   \n",
       "111            0                    NaN                        NaN       NaN   \n",
       "112            0                    NaN                        NaN       NaN   \n",
       "113            0                    NaN                        NaN       NaN   \n",
       "114            0                    NaN                        NaN       NaN   \n",
       "115            0                    NaN                        NaN       NaN   \n",
       "116            0                    NaN                        NaN       NaN   \n",
       "117            0                    NaN                        NaN       NaN   \n",
       "\n",
       "    Condition Description BCID  \n",
       "0                     NaN  NaN  \n",
       "1                     NaN  NaN  \n",
       "2                     NaN  NaN  \n",
       "3                     NaN  NaN  \n",
       "4                     NaN  NaN  \n",
       "5                     NaN  NaN  \n",
       "6                     NaN  NaN  \n",
       "7                     NaN  NaN  \n",
       "8                     NaN  NaN  \n",
       "9                     NaN  NaN  \n",
       "10                    NaN  NaN  \n",
       "11                    NaN  NaN  \n",
       "12                    NaN  NaN  \n",
       "13                    NaN  NaN  \n",
       "14                    NaN  NaN  \n",
       "15                    NaN  NaN  \n",
       "16                    NaN  NaN  \n",
       "17                    NaN  NaN  \n",
       "18                    NaN  NaN  \n",
       "19                    NaN  NaN  \n",
       "20                    NaN  NaN  \n",
       "21                    NaN  NaN  \n",
       "22                    NaN  NaN  \n",
       "23                    NaN  NaN  \n",
       "24                    NaN  NaN  \n",
       "25                    NaN  NaN  \n",
       "26                    NaN  NaN  \n",
       "27                    NaN  NaN  \n",
       "28                    NaN  NaN  \n",
       "29                    NaN  NaN  \n",
       "..                    ...  ...  \n",
       "88                    NaN  NaN  \n",
       "89                    NaN  NaN  \n",
       "90                    NaN  NaN  \n",
       "91                    NaN  NaN  \n",
       "92                    NaN  NaN  \n",
       "93                    NaN  NaN  \n",
       "94                    NaN  NaN  \n",
       "95                    NaN  NaN  \n",
       "96                    NaN  NaN  \n",
       "97                    NaN  NaN  \n",
       "98                    NaN  NaN  \n",
       "99                    NaN  NaN  \n",
       "100                   NaN  NaN  \n",
       "101                   NaN  NaN  \n",
       "102                   NaN  NaN  \n",
       "103                   NaN  NaN  \n",
       "104                   NaN  NaN  \n",
       "105                   NaN  NaN  \n",
       "106                   NaN  NaN  \n",
       "107                   NaN  NaN  \n",
       "108                   NaN  NaN  \n",
       "109                   NaN  NaN  \n",
       "110                   NaN  NaN  \n",
       "111                   NaN  NaN  \n",
       "112                   NaN  NaN  \n",
       "113                   NaN  NaN  \n",
       "114                   NaN  NaN  \n",
       "115                   NaN  NaN  \n",
       "116                   NaN  NaN  \n",
       "117                   NaN  NaN  \n",
       "\n",
       "[118 rows x 31 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "author_pivot = df.groupby('Author', squeeze=True).count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "auth_count_gt_two = author_pivot[author_pivot['Book Id']>2]['Title'].copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f9ac125ac90>"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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xIh4CvgG8tL1wRto79AobqR1AHyO1AxjHSO0A+hipHUAfI7UD6GOkdgB9jNQOYBwjrZ9h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\nyfx/cJwt4xr2qUkAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f9ac125a110>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "auth_list = map(lambda x: x, auth_count_gt_two.index)\n",
    "x=df.loc[auth_count_gt_two]\n",
    "pd.DataFrame({'Average Rating': x['Average Rating'], 'Author': x['Author']}).plot('Author',kind='bar')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "df1=df[['Title', 'Author', 'My Rating','Average Rating', 'Publisher']]\n",
    "df1 = df1.T.drop_duplicates().T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "df2 = pd.DataFrame({'rating':df1.groupby('Author').sum()['My Rating'],'count':author_pivot['Title']})\n",
    "df3 = pd.DataFrame({'rating':df1.groupby('Publisher').sum()['My Rating'],'count':publisher_pivot['Title']})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f9abaf011d0>"
      ]
     },
     "execution_count": 123,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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O4jQ8eiabYS3+NV59t+bhRI0iQ5IROJRqEQuT8U7rWfGXlJOODc1Xe5sUqC9o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\nmIMgCDpGGOYgCIKOEYY5CIKgY/x/FOdTo6lyQ2IAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f9abad6aa90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\"\"\"\n",
    "Average rating for author. Top 20\n",
    "\"\"\"\n",
    "pd.DataFrame({'rating':df2['rating']/df2['count']}).sort('rating', ascending=False)[:20].plot(kind='bar')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f9abaefb810>"
      ]
     },
     "execution_count": 122,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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C5k/n8b50br6bocNMOgPTMt/HvcCqOWMqyv17xmsF3Nbj8br+fQCTR3uM1fms9QMpKXge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\nofT/9RVlTB7tUVHGUqPJGvB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IiVR1R08lt9KGeNLRe5OMjo13Sxf9Q4DP08NFf4bMPhnm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\nAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f9abae9b5d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\"\"\"\n",
    "Average rating for publisher. Top 20\n",
    "\"\"\"\n",
    "pd.DataFrame({'rating':df3['rating']/df3['count']}).sort('rating', ascending=False)[:20].plot(kind='bar')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f9ac1b31c50>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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2dosn6eG2r60ZQ5eAt+xaEu4WnFQhabNpKsg9nbGaw6O0cXc73POYvmO7wma6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\n5oiIxvx/utZmRUK4JfYAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f9ac1b31450>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\"\"\"\n",
    "Authors with two or more entries.\n",
    "\"\"\"\n",
    "auth_count_gt_two.plot(kind='bar', colormap='Greens')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f9ac19bac50>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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k6WBgL2CZ7RsKlxYxZdkljL44E7hb0qOAjwAPA/6jbEkR05PAjr641/bdwLOB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\nqN8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f9ac1b31090>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\"\"\"\n",
    "Type of books read.\n",
    "\"\"\"\n",
    "binding_pivot = df.groupby('Binding').count()\n",
    "binding_pivot['Title'].plot(kind='bar')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f9ac19432d0>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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RVm67mkwLPpz0x14cEa9tYOMYMg7+/hHxw6ZjmMbebUh/bq9+70lkzPCVDWxc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\nRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f9ac1958990>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\"\"\"\n",
    "Plotting Favorite publishers with more than or equal to two entries.\n",
    "\"\"\"\n",
    "publisher_pivot = df.groupby('Publisher').count()\n",
    "publisher_pivot[publisher_pivot['Title']>=2]['Title'].plot(kind='bar')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}