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meli-lewis/goodreads_transform.ipynb

Created January 5, 2015 22:23
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goodreads_transform.ipynb
{
"metadata": {
"name": "",
"signature": "sha256:48c09451b2f75cd273ab19e19dbb5b35de12db156950707d2d31dd927cdff904"
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"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "code",
"collapsed": false,
"input": [
"import numpy as np\n",
"import pandas as pd"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 322
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"#import data\n",
"t1 = pd.read_csv(\"goodreads_export.csv\")"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 323
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"#check your columns\n",
"t1.columns"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 324,
"text": [
"Index([u'Book Id', u'Title', u'Author', u'Author l-f', u'Additional Authors', u'ISBN', u'ISBN13', u'My Rating', u'Average Rating', u'Publisher', u'Binding', u'Number of Pages', u'Year Published', u'Original Publication Year', u'Date Read', u'Date Added', u'Bookshelves', u'Bookshelves with positions', u'Exclusive Shelf', u'My Review', u'Spoiler', u'Private Notes', u'Read Count', u'Recommended For', u'Recommended By', u'Owned Copies', u'Original Purchase Date', u'Original Purchase Location', u'Condition', u'Condition Description', u'BCID'], dtype='object')"
]
}
],
"prompt_number": 324
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"t1['Bookshelves']"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 325,
"text": [
"0 to-read, fiction\n",
"1 to-read, fiction\n",
"2 to-read, graphic-novels\n",
"3 to-read, fiction, sf\n",
"4 non-fiction, history, to-read\n",
"5 non-fiction, history, to-read\n",
"6 history, non-fiction, to-read\n",
"7 to-read, history, non-fiction\n",
"8 to-read, education, history, non-fiction\n",
"9 design, non-fiction, vox-understand-world\n",
"10 to-read, non-fiction, politics, history, vox-u...\n",
"11 to-read, history, art, essays, non-fiction\n",
"12 to-read, non-fiction, history, queer, politics...\n",
"13 to-read, non-fiction, politics, health, vox-un...\n",
"14 to-read, fiction, vox-understand-world\n",
"...\n",
"485 non-fiction, philosophy\n",
"486 to-read, philosophy, non-fiction\n",
"487 non-fiction, technology, history\n",
"488 history, non-fiction, technology\n",
"489 NaN\n",
"490 non-fiction, science, history\n",
"491 non-fiction, productivity\n",
"492 to-read, memoir, non-fiction\n",
"493 science, non-fiction\n",
"494 to-read, history, non-fiction\n",
"495 non-fiction, food, cooking-reference\n",
"496 food, non-fiction\n",
"497 to-read, cooking-reference, non-fiction\n",
"498 non-fiction, cookbooks\n",
"499 non-fiction, cookbooks\n",
"Name: Bookshelves, Length: 500, dtype: object"
]
}
],
"prompt_number": 325
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"'''check for whether your ISBNs were output as a formula, which I \n",
"think Goodreads does in anticipation of import into Excel'''\n",
"a = t1.ix[0]['ISBN13']\n",
"print a"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"=\"9780452280397\"\n"
]
}
],
"prompt_number": 326
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# if the above begins with an equal sign, it is a formula\n",
"t1['ISBN13'] = t1['ISBN13'].str.replace('\"', '')\n",
"t1['ISBN13'] = t1['ISBN13'].str.replace('=', '')\n",
"t1['ISBN'] = t1['ISBN'].str.replace('\"', '')\n",
"t1['ISBN'] = t1['ISBN'].str.replace('=', '')"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 327
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"#make a new dataframe with just the ISBN and Bookshelves data\n",
"t2 = t1[['ISBN13','Bookshelves']]"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 328
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"t1"
],
"language": "python",
"metadata": {},
"outputs": [
{
"html": [
"<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\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> 5198</td>\n",
" <td> Paradise (Toni Morrison Trilogy, #3)</td>\n",
" <td> Toni Morrison</td>\n",
" <td> Morrison, Toni</td>\n",
" <td> NaN</td>\n",
" <td> 0452280397</td>\n",
" <td> 9780452280397</td>\n",
" <td> 0</td>\n",
" <td> 3.72</td>\n",
" <td> Plume (Penguin Books 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>1 </th>\n",
" <td> 37398</td>\n",
" <td> Jazz (Toni Morrison Trilogy, #2)</td>\n",
" <td> Toni Morrison</td>\n",
" <td> Morrison, Toni</td>\n",
" <td> NaN</td>\n",
" <td> 0452269652</td>\n",
" <td> 9780452269651</td>\n",
" <td> 0</td>\n",
" <td> 3.73</td>\n",
" <td> Plume</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> 769712</td>\n",
" <td> Palestine</td>\n",
" <td> Joe Sacco</td>\n",
" <td> Sacco, Joe</td>\n",
" <td> Edward W. Said</td>\n",
" <td> 156097432X</td>\n",
" <td> 9781560974321</td>\n",
" <td> 0</td>\n",
" <td> 4.19</td>\n",
" <td> Fantagraphics</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> 15800520</td>\n",
" <td> Ten Billion Days and One Hundred Billion Nights</td>\n",
" <td> Ryu Mitsuse</td>\n",
" <td> Mitsuse, Ryu</td>\n",
" <td> NaN</td>\n",
" <td> 142154931X</td>\n",
" <td> 9781421549316</td>\n",
" <td> 0</td>\n",
" <td> 3.50</td>\n",
" <td> Haikasoru</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> 550840</td>\n",
" <td> The Age of Revolution: 1789-1848</td>\n",
" <td> Eric J. Hobsbawm</td>\n",
" <td> Hobsbawm, Eric J.</td>\n",
" <td> NaN</td>\n",
" <td> 0679772537</td>\n",
" <td> 9780679772538</td>\n",
" <td> 0</td>\n",
" <td> 4.15</td>\n",
" <td> Vintage</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> 308059</td>\n",
" <td> The Age of Capital: 1848-1875</td>\n",
" <td> Eric J. Hobsbawm</td>\n",
" <td> Hobsbawm, Eric J.</td>\n",
" <td> NaN</td>\n",
" <td> 0679772545</td>\n",
" <td> 9780679772545</td>\n",
" <td> 0</td>\n",
" <td> 4.17</td>\n",
" <td> Vintage</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> 774198</td>\n",
" <td> The Age of Empire, 1875-1914</td>\n",
" <td> Eric J. Hobsbawm</td>\n",
" <td> Hobsbawm, Eric J.</td>\n",
" <td> NaN</td>\n",
" <td> 0679721754</td>\n",
" <td> 9780679721758</td>\n",
" <td> 0</td>\n",
" <td> 4.13</td>\n",
" <td> Vintage/Random House (NY)</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> 308060</td>\n",
" <td> The Age of Extremes: A History of the World 19...</td>\n",
" <td> Eric J. Hobsbawm</td>\n",
" <td> Hobsbawm, Eric J.</td>\n",
" <td> NaN</td>\n",
" <td> 0679730052</td>\n",
" <td> 9780679730057</td>\n",
" <td> 0</td>\n",
" <td> 4.17</td>\n",
" <td> Vintage</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> 20170991</td>\n",
" <td> The Teacher Wars: A History of America's Most ...</td>\n",
" <td> Dana Goldstein</td>\n",
" <td> Goldstein, Dana</td>\n",
" <td> NaN</td>\n",
" <td> 038553695X</td>\n",
" <td> 9780385536950</td>\n",
" <td> 0</td>\n",
" <td> 4.19</td>\n",
" <td> Doubleday</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> 840</td>\n",
" <td> The Design of Everyday Things</td>\n",
" <td> Donald A. Norman</td>\n",
" <td> Norman, Donald A.</td>\n",
" <td> NaN</td>\n",
" <td> 0465067107</td>\n",
" <td> 9780465067107</td>\n",
" <td> 5</td>\n",
" <td> 4.14</td>\n",
" <td> Basic 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>10 </th>\n",
" <td> 1503948</td>\n",
" <td> Gang of Five: Leaders at the Center of the Con...</td>\n",
" <td> Nina J. Easton</td>\n",
" <td> Easton, Nina J.</td>\n",
" <td> NaN</td>\n",
" <td> 0743203208</td>\n",
" <td> 9780743203203</td>\n",
" <td> 0</td>\n",
" <td> 3.33</td>\n",
" <td> Simon &amp; Schuster</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> 56472</td>\n",
" <td> The Gift: Imagination and the Erotic Life of P...</td>\n",
" <td> Lewis Hyde</td>\n",
" <td> Hyde, Lewis</td>\n",
" <td> NaN</td>\n",
" <td> 0394715195</td>\n",
" <td> 9780394715193</td>\n",
" <td> 0</td>\n",
" <td> 4.03</td>\n",
" <td> Vintage Books USA</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> 28212</td>\n",
" <td> And the Band Played On: Politics, People, and ...</td>\n",
" <td> Randy Shilts</td>\n",
" <td> Shilts, Randy</td>\n",
" <td> William Greider</td>\n",
" <td> 0312241356</td>\n",
" <td> 9780312241353</td>\n",
" <td> 0</td>\n",
" <td> 4.37</td>\n",
" <td> Stonewall Inn Editions</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> 6402544</td>\n",
" <td> The Healing of America: A Global Quest for Bet...</td>\n",
" <td> T.R. Reid</td>\n",
" <td> Reid, T.R.</td>\n",
" <td> NaN</td>\n",
" <td> 1594202346</td>\n",
" <td> 9781594202346</td>\n",
" <td> 0</td>\n",
" <td> 4.23</td>\n",
" <td> Penguin Press HC, The</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> 18428067</td>\n",
" <td> A Constellation of Vital Phenomena</td>\n",
" <td> Anthony Marra</td>\n",
" <td> Marra, Anthony</td>\n",
" <td> NaN</td>\n",
" <td> 0770436420</td>\n",
" <td> 9780770436421</td>\n",
" <td> 0</td>\n",
" <td> 4.14</td>\n",
" <td> Hogarth</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> 478</td>\n",
" <td> Bowling Alone: The Collapse and Revival of Ame...</td>\n",
" <td> Robert D. Putnam</td>\n",
" <td> Putnam, Robert D.</td>\n",
" <td> NaN</td>\n",
" <td> 0743203046</td>\n",
" <td> 9780743203043</td>\n",
" <td> 0</td>\n",
" <td> 3.72</td>\n",
" <td> Simon &amp; Schuster</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> 10956</td>\n",
" <td> The Virgin Suicides</td>\n",
" <td> Jeffrey Eugenides</td>\n",
" <td> Eugenides, Jeffrey</td>\n",
" <td> NaN</td>\n",
" <td> 0747560595</td>\n",
" <td> 9780747560593</td>\n",
" <td> 0</td>\n",
" <td> 3.81</td>\n",
" <td> Bloomsbury Publishing PLC</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> 18930</td>\n",
" <td> The Uses of Literature</td>\n",
" <td> Italo Calvino</td>\n",
" <td> Calvino, Italo</td>\n",
" <td> Patrick Creagh</td>\n",
" <td> 0156932504</td>\n",
" <td> 9780156932509</td>\n",
" <td> 0</td>\n",
" <td> 4.09</td>\n",
" <td> Mariner 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>18 </th>\n",
" <td> 48328</td>\n",
" <td> Revolutionary Road</td>\n",
" <td> Richard Yates</td>\n",
" <td> Yates, Richard</td>\n",
" <td> NaN</td>\n",
" <td> 0413757102</td>\n",
" <td> 9780413757104</td>\n",
" <td> 0</td>\n",
" <td> 3.86</td>\n",
" <td> Methuen</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> 74645</td>\n",
" <td> Mathematics: A Very Short Introduction</td>\n",
" <td> Timothy Gowers</td>\n",
" <td> Gowers, Timothy</td>\n",
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" <th>20 </th>\n",
" <td> 178788</td>\n",
" <td> The China Study: The Most Comprehensive Study ...</td>\n",
" <td> T. Colin Campbell</td>\n",
" <td> Campbell, T. Colin</td>\n",
" <td> Thomas M. Campbell II</td>\n",
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" <tr>\n",
" <th>21 </th>\n",
" <td> 1059680</td>\n",
" <td> Veganomicon: The Ultimate Vegan Cookbook</td>\n",
" <td> Isa Chandra Moskowitz</td>\n",
" <td> Moskowitz, Isa Chandra</td>\n",
" <td> Terry Hope Romero</td>\n",
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" <td> 9781569242643</td>\n",
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" <tr>\n",
" <th>22 </th>\n",
" <td> 10767466</td>\n",
" <td> Hark! A Vagrant</td>\n",
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" <tr>\n",
" <th>23 </th>\n",
" <td> 52588</td>\n",
" <td> Cunt: A Declaration of Independence</td>\n",
" <td> Inga Muscio</td>\n",
" <td> Muscio, Inga</td>\n",
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" <tr>\n",
" <th>24 </th>\n",
" <td> 16148398</td>\n",
" <td> Saga #1</td>\n",
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" <td> Vaughan, Brian K.</td>\n",
" <td> Fiona Staples</td>\n",
" <td> </td>\n",
" <td> </td>\n",
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" <td> 4.03</td>\n",
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" <tr>\n",
" <th>25 </th>\n",
" <td> 58652</td>\n",
" <td> Lost Girls (Lost Girls, #1-3)</td>\n",
" <td> Alan Moore</td>\n",
" <td> Moore, Alan</td>\n",
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" <td> 1891830740</td>\n",
" <td> 9781891830747</td>\n",
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" <tr>\n",
" <th>26 </th>\n",
" <td> 161275</td>\n",
" <td> Superman: Whatever Happened to the Man of Tomo...</td>\n",
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" <tr>\n",
" <th>27 </th>\n",
" <td> 107007</td>\n",
" <td> The League of Extraordinary Gentlemen, Vol. 2</td>\n",
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" <tr>\n",
" <th>28 </th>\n",
" <td> 1232967</td>\n",
" <td> Mastering the Art of French Cooking: Vol. 1</td>\n",
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" <td> Child, Julia</td>\n",
" <td> Simone Beck, Louisette Bertholle</td>\n",
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" <tr>\n",
" <th>29 </th>\n",
" <td> 20893985</td>\n",
" <td> Lucky Peach Issue 13</td>\n",
" <td> David Chang</td>\n",
" <td> Chang, David</td>\n",
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" <tr>\n",
" <th>470</th>\n",
" <td> 2527900</td>\n",
" <td> Nudge: Improving Decisions About Health, Wealt...</td>\n",
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" <tr>\n",
" <th>471</th>\n",
" <td> 96884</td>\n",
" <td> The Happiness Hypothesis: Finding Modern Truth...</td>\n",
" <td> Jonathan Haidt</td>\n",
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" <tr>\n",
" <th>472</th>\n",
" <td> 835623</td>\n",
" <td> How the Mind Works</td>\n",
" <td> Steven Pinker</td>\n",
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" <tr>\n",
" <th>473</th>\n",
" <td> 14142</td>\n",
" <td> The Art of Loving</td>\n",
" <td> Erich Fromm</td>\n",
" <td> Fromm, Erich</td>\n",
" <td> Peter D. Kramer, Rainer Funk</td>\n",
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" <td> Harper Perennial Modern Classics</td>\n",
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" <tr>\n",
" <th>474</th>\n",
" <td> 56627</td>\n",
" <td> Stumbling on Happiness</td>\n",
" <td> Daniel Gilbert</td>\n",
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" <tr>\n",
" <th>475</th>\n",
" <td> 2725</td>\n",
" <td> Illuminations</td>\n",
" <td> Walter Benjamin</td>\n",
" <td> Benjamin, Walter</td>\n",
" <td> Harry Zohn</td>\n",
" <td> 0805202412</td>\n",
" <td> 9780805202410</td>\n",
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" <tr>\n",
" <th>476</th>\n",
" <td> 2071</td>\n",
" <td> Freedom Evolves</td>\n",
" <td> Daniel C. Dennett</td>\n",
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" <tr>\n",
" <th>477</th>\n",
" <td> 514210</td>\n",
" <td> The Way of Zen</td>\n",
" <td> Alan W. Watts</td>\n",
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" <tr>\n",
" <th>478</th>\n",
" <td> 51715</td>\n",
" <td> Mythologies</td>\n",
" <td> Roland Barthes</td>\n",
" <td> Barthes, Roland</td>\n",
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" <tr>\n",
" <th>479</th>\n",
" <td> 38210</td>\n",
" <td> The Art of Happiness</td>\n",
" <td> Dalai Lama XIV</td>\n",
" <td> XIV, Dalai Lama</td>\n",
" <td> Howard C. Cutler</td>\n",
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" <td> 9781573221115</td>\n",
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" <tr>\n",
" <th>480</th>\n",
" <td> 4934</td>\n",
" <td> The Brothers Karamazov</td>\n",
" <td> Fyodor Dostoyevsky</td>\n",
" <td> Dostoyevsky, Fyodor</td>\n",
" <td> Richard Pevear, Larissa Volokhonsky</td>\n",
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" <td> 9780374528379</td>\n",
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" <tr>\n",
" <th>481</th>\n",
" <td> 123471</td>\n",
" <td> I Am a Strange Loop</td>\n",
" <td> Douglas R. Hofstadter</td>\n",
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" <tr>\n",
" <th>482</th>\n",
" <td> 2069</td>\n",
" <td> Consciousness Explained</td>\n",
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" <td> Dennett, Daniel C.</td>\n",
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" <tr>\n",
" <th>483</th>\n",
" <td> 402843</td>\n",
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" <td> Shunryu Suzuki</td>\n",
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" </tr>\n",
" <tr>\n",
" <th>484</th>\n",
" <td> 97412</td>\n",
" <td> On the Shortness of Life</td>\n",
" <td> Seneca</td>\n",
" <td> Seneca, Seneca</td>\n",
" <td> C.D.N. Costa</td>\n",
" <td> 0143036327</td>\n",
" <td> 9780143036326</td>\n",
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" <td> The Consolations of Philosophy</td>\n",
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" <th>486</th>\n",
" <td> 92307</td>\n",
" <td> Being and Time</td>\n",
" <td> Martin Heidegger</td>\n",
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" <tr>\n",
" <th>487</th>\n",
" <td> 8034188</td>\n",
" <td> Where Good Ideas Come From: The Natural Histor...</td>\n",
" <td> Steven Johnson</td>\n",
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" <td> 8701960</td>\n",
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" <th>489</th>\n",
" <td> 52036</td>\n",
" <td> Siddhartha</td>\n",
" <td> Hermann Hesse</td>\n",
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" <tr>\n",
" <th>490</th>\n",
" <td> 7247854</td>\n",
" <td> The Disappearing Spoon: And Other True Tales o...</td>\n",
" <td> Sam Kean</td>\n",
" <td> Kean, Sam</td>\n",
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" <th>491</th>\n",
" <td> 1633</td>\n",
" <td> Getting Things Done: The Art of Stress-Free Pr...</td>\n",
" <td> David Allen</td>\n",
" <td> Allen, David</td>\n",
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" <tr>\n",
" <th>492</th>\n",
" <td> 7815</td>\n",
" <td> The Year of Magical Thinking</td>\n",
" <td> Joan Didion</td>\n",
" <td> Didion, Joan</td>\n",
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" <th>493</th>\n",
" <td> 13839</td>\n",
" <td> The Botany of Desire: A Plant's-Eye View of th...</td>\n",
" <td> Michael Pollan</td>\n",
" <td> Pollan, Michael</td>\n",
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" <tr>\n",
" <th>494</th>\n",
" <td> 2767</td>\n",
" <td> A People's History of the United States</td>\n",
" <td> Howard Zinn</td>\n",
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" <tr>\n",
" <th>495</th>\n",
" <td> 101255</td>\n",
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" <td> Harold McGee</td>\n",
" <td> McGee, Harold</td>\n",
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" <td> Michael Ruhlman</td>\n",
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" <td> 603422</td>\n",
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"<p>500 rows \u00d7 31 columns</p>\n",
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" Book Id Title \\\n",
"0 5198 Paradise (Toni Morrison Trilogy, #3) \n",
"1 37398 Jazz (Toni Morrison Trilogy, #2) \n",
"2 769712 Palestine \n",
"3 15800520 Ten Billion Days and One Hundred Billion Nights \n",
"4 550840 The Age of Revolution: 1789-1848 \n",
"5 308059 The Age of Capital: 1848-1875 \n",
"6 774198 The Age of Empire, 1875-1914 \n",
"7 308060 The Age of Extremes: A History of the World 19... \n",
"8 20170991 The Teacher Wars: A History of America's Most ... \n",
"9 840 The Design of Everyday Things \n",
"10 1503948 Gang of Five: Leaders at the Center of the Con... \n",
"11 56472 The Gift: Imagination and the Erotic Life of P... \n",
"12 28212 And the Band Played On: Politics, People, and ... \n",
"13 6402544 The Healing of America: A Global Quest for Bet... \n",
"14 18428067 A Constellation of Vital Phenomena \n",
"15 478 Bowling Alone: The Collapse and Revival of Ame... \n",
"16 10956 The Virgin Suicides \n",
"17 18930 The Uses of Literature \n",
"18 48328 Revolutionary Road \n",
"19 74645 Mathematics: A Very Short Introduction \n",
"20 178788 The China Study: The Most Comprehensive Study ... \n",
"21 1059680 Veganomicon: The Ultimate Vegan Cookbook \n",
"22 10767466 Hark! A Vagrant \n",
"23 52588 Cunt: A Declaration of Independence \n",
"24 16148398 Saga #1 \n",
"25 58652 Lost Girls (Lost Girls, #1-3) \n",
"26 161275 Superman: Whatever Happened to the Man of Tomo... \n",
"27 107007 The League of Extraordinary Gentlemen, Vol. 2 \n",
"28 1232967 Mastering the Art of French Cooking: Vol. 1 \n",
"29 20893985 Lucky Peach Issue 13 \n",
".. ... ... \n",
"470 2527900 Nudge: Improving Decisions About Health, Wealt... \n",
"471 96884 The Happiness Hypothesis: Finding Modern Truth... \n",
"472 835623 How the Mind Works \n",
"473 14142 The Art of Loving \n",
"474 56627 Stumbling on Happiness \n",
"475 2725 Illuminations \n",
"476 2071 Freedom Evolves \n",
"477 514210 The Way of Zen \n",
"478 51715 Mythologies \n",
"479 38210 The Art of Happiness \n",
"480 4934 The Brothers Karamazov \n",
"481 123471 I Am a Strange Loop \n",
"482 2069 Consciousness Explained \n",
"483 402843 Zen Mind, Beginner's Mind: Informal Talks on Z... \n",
"484 97412 On the Shortness of Life \n",
"485 23419 The Consolations of Philosophy \n",
"486 92307 Being and Time \n",
"487 8034188 Where Good Ideas Come From: The Natural Histor... \n",
"488 8701960 The Information: A History, a Theory, a Flood \n",
"489 52036 Siddhartha \n",
"490 7247854 The Disappearing Spoon: And Other True Tales o... \n",
"491 1633 Getting Things Done: The Art of Stress-Free Pr... \n",
"492 7815 The Year of Magical Thinking \n",
"493 13839 The Botany of Desire: A Plant's-Eye View of th... \n",
"494 2767 A People's History of the United States \n",
"495 101255 On Food and Cooking: The Science and Lore of t... \n",
"496 3109 The Omnivore's Dilemma: A Natural History of F... \n",
"497 3931154 Ratio: The Simple Codes Behind the Craft of Ev... \n",
"498 603204 How To Cook Everything: Simple Recipes for Gre... \n",
"499 603422 The Moosewood Cookbook: Recipes from Moosewood... \n",
"\n",
" Author Author l-f \\\n",
"0 Toni Morrison Morrison, Toni \n",
"1 Toni Morrison Morrison, Toni \n",
"2 Joe Sacco Sacco, Joe \n",
"3 Ryu Mitsuse Mitsuse, Ryu \n",
"4 Eric J. Hobsbawm Hobsbawm, Eric J. \n",
"5 Eric J. Hobsbawm Hobsbawm, Eric J. \n",
"6 Eric J. Hobsbawm Hobsbawm, Eric J. \n",
"7 Eric J. Hobsbawm Hobsbawm, Eric J. \n",
"8 Dana Goldstein Goldstein, Dana \n",
"9 Donald A. Norman Norman, Donald A. \n",
"10 Nina J. Easton Easton, Nina J. \n",
"11 Lewis Hyde Hyde, Lewis \n",
"12 Randy Shilts Shilts, Randy \n",
"13 T.R. Reid Reid, T.R. \n",
"14 Anthony Marra Marra, Anthony \n",
"15 Robert D. Putnam Putnam, Robert D. \n",
"16 Jeffrey Eugenides Eugenides, Jeffrey \n",
"17 Italo Calvino Calvino, Italo \n",
"18 Richard Yates Yates, Richard \n",
"19 Timothy Gowers Gowers, Timothy \n",
"20 T. Colin Campbell Campbell, T. Colin \n",
"21 Isa Chandra Moskowitz Moskowitz, Isa Chandra \n",
"22 Kate Beaton Beaton, Kate \n",
"23 Inga Muscio Muscio, Inga \n",
"24 Brian K. Vaughan Vaughan, Brian K. \n",
"25 Alan Moore Moore, Alan \n",
"26 Alan Moore Moore, Alan \n",
"27 Alan Moore Moore, Alan \n",
"28 Julia Child Child, Julia \n",
"29 David Chang Chang, David \n",
".. ... ... \n",
"470 Richard H. Thaler Thaler, Richard H. \n",
"471 Jonathan Haidt Haidt, Jonathan \n",
"472 Steven Pinker Pinker, Steven \n",
"473 Erich Fromm Fromm, Erich \n",
"474 Daniel Gilbert Gilbert, Daniel \n",
"475 Walter Benjamin Benjamin, Walter \n",
"476 Daniel C. Dennett Dennett, Daniel C. \n",
"477 Alan W. Watts Watts, Alan W. \n",
"478 Roland Barthes Barthes, Roland \n",
"479 Dalai Lama XIV XIV, Dalai Lama \n",
"480 Fyodor Dostoyevsky Dostoyevsky, Fyodor \n",
"481 Douglas R. Hofstadter Hofstadter, Douglas R. \n",
"482 Daniel C. Dennett Dennett, Daniel C. \n",
"483 Shunryu Suzuki Suzuki, Shunryu \n",
"484 Seneca Seneca, Seneca \n",
"485 Alain de Botton Botton, Alain de \n",
"486 Martin Heidegger Heidegger, Martin \n",
"487 Steven Johnson Johnson, Steven \n",
"488 James Gleick Gleick, James \n",
"489 Hermann Hesse Hesse, Hermann \n",
"490 Sam Kean Kean, Sam \n",
"491 David Allen Allen, David \n",
"492 Joan Didion Didion, Joan \n",
"493 Michael Pollan Pollan, Michael \n",
"494 Howard Zinn Zinn, Howard \n",
"495 Harold McGee McGee, Harold \n",
"496 Michael Pollan Pollan, Michael \n",
"497 Michael Ruhlman Ruhlman, Michael \n",
"498 Mark Bittman Bittman, Mark \n",
"499 Mollie Katzen Katzen, Mollie \n",
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"496 NaN 1594200823 9781594200823 \n",
"497 NaN 1416566112 9781416566113 \n",
"498 NaN 0028610105 9780028610108 \n",
"499 NaN 0913668680 9780913668689 \n",
"\n",
" My Rating Average Rating Publisher \\\n",
"0 0 3.72 Plume (Penguin Books Ltd) \n",
"1 0 3.73 Plume \n",
"2 0 4.19 Fantagraphics \n",
"3 0 3.50 Haikasoru \n",
"4 0 4.15 Vintage \n",
"5 0 4.17 Vintage \n",
"6 0 4.13 Vintage/Random House (NY) \n",
"7 0 4.17 Vintage \n",
"8 0 4.19 Doubleday \n",
"9 5 4.14 Basic Books \n",
"10 0 3.33 Simon & Schuster \n",
"11 0 4.03 Vintage Books USA \n",
"12 0 4.37 Stonewall Inn Editions \n",
"13 0 4.23 Penguin Press HC, The \n",
"14 0 4.14 Hogarth \n",
"15 0 3.72 Simon & Schuster \n",
"16 0 3.81 Bloomsbury Publishing PLC \n",
"17 0 4.09 Mariner Books \n",
"18 0 3.86 Methuen \n",
"19 0 3.86 Oxford University Press, USA \n",
"20 1 4.19 BenBella Books \n",
"21 0 4.06 Da Capo Lifelong Books \n",
"22 5 4.30 Drawn and Quarterly \n",
"23 0 3.89 Seal Press \n",
"24 0 4.03 Image Comics \n",
"25 2 3.58 Top Shelf Productions \n",
"26 0 4.13 DC Comics \n",
"27 2 3.94 WildStorm \n",
"28 0 4.41 Knopf Publishing Group \n",
"29 0 4.69 Lucky Peach \n",
".. ... ... ... \n",
"470 5 3.74 Yale University Press \n",
"471 4 4.10 Basic Books \n",
"472 4 3.97 W. W. Norton & Company \n",
"473 0 3.99 Harper Perennial Modern Classics \n",
"474 5 3.77 Vintage \n",
"475 0 4.34 Schocken Books Inc \n",
"476 5 3.78 Penguin \n",
"477 0 4.15 Vintage \n",
"478 0 4.11 Hill and Wang \n",
"479 5 4.12 Riverhead Hardcover \n",
"480 0 4.28 Farrar, Straus and Giroux \n",
"481 0 3.89 Basic Books \n",
"482 4 3.88 Back Bay Books \n",
"483 5 4.22 Weatherhill \n",
"484 4 4.16 Penguin Books \n",
"485 4 3.95 Vintage Books USA \n",
"486 0 3.96 Harper & Row (NYC/Evanston) \n",
"487 5 4.03 Riverhead Hardcover \n",
"488 5 3.95 Knopf Doubleday Publishing Group \n",
"489 5 3.95 Bantam Books \n",
"490 5 3.88 Little, Brown and Company \n",
"491 5 3.95 Penguin Books \n",
"492 0 3.82 Vintage \n",
"493 5 4.04 Random House Trade Paperbacks \n",
"494 0 4.12 Harper Perennial Modern Classics \n",
"495 5 4.49 Scribner \n",
"496 5 4.16 The Penguin Press HC \n",
"497 0 4.07 Scribner \n",
"498 4 4.07 Wiley \n",
"499 5 3.95 Ten Speed Press \n",
"\n",
" ... Private Notes Read Count \\\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",
"470 ... NaN NaN \n",
"471 ... NaN NaN \n",
"472 ... NaN NaN \n",
"473 ... NaN NaN \n",
"474 ... NaN NaN \n",
"475 ... NaN NaN \n",
"476 ... NaN NaN \n",
"477 ... NaN NaN \n",
"478 ... NaN NaN \n",
"479 ... NaN NaN \n",
"480 ... NaN NaN \n",
"481 ... NaN NaN \n",
"482 ... NaN NaN \n",
"483 ... NaN NaN \n",
"484 ... NaN NaN \n",
"485 ... NaN NaN \n",
"486 ... NaN NaN \n",
"487 ... NaN NaN \n",
"488 ... NaN NaN \n",
"489 ... NaN NaN \n",
"490 ... NaN NaN \n",
"491 ... NaN NaN \n",
"492 ... NaN NaN \n",
"493 ... NaN NaN \n",
"494 ... NaN NaN \n",
"495 ... NaN NaN \n",
"496 ... NaN NaN \n",
"497 ... NaN NaN \n",
"498 ... NaN NaN \n",
"499 ... NaN NaN \n",
"\n",
" Recommended For Recommended By Owned Copies Original Purchase Date \\\n",
"0 NaN NaN 0 NaN \n",
"1 NaN NaN 0 NaN \n",
"2 NaN NaN 0 NaN \n",
"3 NaN NaN 0 NaN \n",
"4 NaN NaN 0 NaN \n",
"5 NaN NaN 0 NaN \n",
"6 NaN NaN 0 NaN \n",
"7 NaN NaN 0 NaN \n",
"8 NaN NaN 0 NaN \n",
"9 NaN NaN 0 NaN \n",
"10 NaN NaN 0 NaN \n",
"11 NaN NaN 0 NaN \n",
"12 NaN NaN 0 NaN \n",
"13 NaN NaN 0 NaN \n",
"14 NaN NaN 0 NaN \n",
"15 NaN NaN 0 NaN \n",
"16 NaN NaN 0 NaN \n",
"17 NaN NaN 0 NaN \n",
"18 NaN NaN 0 NaN \n",
"19 NaN NaN 0 NaN \n",
"20 NaN NaN 0 NaN \n",
"21 NaN NaN 0 NaN \n",
"22 NaN NaN 0 NaN \n",
"23 NaN NaN 0 NaN \n",
"24 NaN NaN 0 NaN \n",
"25 NaN NaN 0 NaN \n",
"26 NaN NaN 0 NaN \n",
"27 NaN NaN 0 NaN \n",
"28 NaN NaN 0 NaN \n",
"29 NaN NaN 0 NaN \n",
".. ... ... ... ... \n",
"470 NaN NaN 0 NaN \n",
"471 NaN NaN 0 NaN \n",
"472 NaN NaN 0 NaN \n",
"473 NaN NaN 0 NaN \n",
"474 NaN NaN 0 NaN \n",
"475 NaN NaN 0 NaN \n",
"476 NaN NaN 0 NaN \n",
"477 NaN NaN 0 NaN \n",
"478 NaN NaN 0 NaN \n",
"479 NaN NaN 0 NaN \n",
"480 NaN NaN 0 NaN \n",
"481 NaN NaN 0 NaN \n",
"482 NaN NaN 0 NaN \n",
"483 NaN NaN 0 NaN \n",
"484 NaN NaN 0 NaN \n",
"485 NaN NaN 0 NaN \n",
"486 NaN NaN 0 NaN \n",
"487 NaN NaN 0 NaN \n",
"488 NaN NaN 0 NaN \n",
"489 NaN NaN 0 NaN \n",
"490 NaN NaN 0 NaN \n",
"491 NaN NaN 0 NaN \n",
"492 NaN NaN 0 NaN \n",
"493 NaN NaN 0 NaN \n",
"494 NaN NaN 0 NaN \n",
"495 NaN NaN 0 NaN \n",
"496 NaN NaN 0 NaN \n",
"497 NaN NaN 0 NaN \n",
"498 NaN NaN 0 NaN \n",
"499 NaN NaN 0 NaN \n",
"\n",
" Original Purchase Location Condition Condition Description BCID \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",
"470 NaN NaN NaN NaN \n",
"471 NaN NaN NaN NaN \n",
"472 NaN NaN NaN NaN \n",
"473 NaN NaN NaN NaN \n",
"474 NaN NaN NaN NaN \n",
"475 NaN NaN NaN NaN \n",
"476 NaN NaN NaN NaN \n",
"477 NaN NaN NaN NaN \n",
"478 NaN NaN NaN NaN \n",
"479 NaN NaN NaN NaN \n",
"480 NaN NaN NaN NaN \n",
"481 NaN NaN NaN NaN \n",
"482 NaN NaN NaN NaN \n",
"483 NaN NaN NaN NaN \n",
"484 NaN NaN NaN NaN \n",
"485 NaN NaN NaN NaN \n",
"486 NaN NaN NaN NaN \n",
"487 NaN NaN NaN NaN \n",
"488 NaN NaN NaN NaN \n",
"489 NaN NaN NaN NaN \n",
"490 NaN NaN NaN NaN \n",
"491 NaN NaN NaN NaN \n",
"492 NaN NaN NaN NaN \n",
"493 NaN NaN NaN NaN \n",
"494 NaN NaN NaN NaN \n",
"495 NaN NaN NaN NaN \n",
"496 NaN NaN NaN NaN \n",
"497 NaN NaN NaN NaN \n",
"498 NaN NaN NaN NaN \n",
"499 NaN NaN NaN NaN \n",
"\n",
"[500 rows x 31 columns]"
]
}
],
"prompt_number": 330
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"t4.isnull().sum()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 332,
"text": [
"ISBN13 0\n",
"shelves 2\n",
"dtype: int64"
]
}
],
"prompt_number": 332
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"t1.to_csv('full_table.csv')"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 333
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"t4.to_csv('bookshelves.csv')"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 334
}
],
"metadata": {}
}
]
}
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