Teaser.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "%matplotlib inline \n",
    "#this line above prepares IPython notebook for working with matplotlib\n",
    "import numpy as np # imports a fast numerical programming library\n",
    "import scipy as sp #imports stats functions, amongst other things\n",
    "import matplotlib as mpl # this actually imports matplotlib\n",
    "import matplotlib.cm as cm #allows us easy access to colormaps\n",
    "import matplotlib.pyplot as plt #sets up plotting under plt\n",
    "import pandas as pd #lets us handle data as dataframes\n",
    "#sets up pandas table display\n",
    "pd.set_option('display.width', 500)\n",
    "pd.set_option('display.max_columns', 100)\n",
    "pd.set_option('display.notebook_repr_html', True)\n",
    "import seaborn as sns #sets up styles and gives us more plotting options"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Get Cheatsheet:\n",
    "\n",
    "from https://drive.google.com/folderview?id=0ByIrJAE4KMTtaGhRcXkxNHhmY2M&usp=sharing\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "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>rating</th>\n",
       "      <th>review_count</th>\n",
       "      <th>isbn</th>\n",
       "      <th>booktype</th>\n",
       "      <th>author_url</th>\n",
       "      <th>year</th>\n",
       "      <th>genre_urls</th>\n",
       "      <th>dir</th>\n",
       "      <th>rating_count</th>\n",
       "      <th>name</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>4.40</td>\n",
       "      <td>136455</td>\n",
       "      <td>0439023483</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/153394.S...</td>\n",
       "      <td>2008</td>\n",
       "      <td>/genres/young-adult|/genres/science-fiction|/g...</td>\n",
       "      <td>dir01/2767052-the-hunger-games.html</td>\n",
       "      <td>2958974</td>\n",
       "      <td>The Hunger Games (The Hunger Games, #1)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4.41</td>\n",
       "      <td>16648</td>\n",
       "      <td>0439358078</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/1077326....</td>\n",
       "      <td>2003</td>\n",
       "      <td>/genres/fantasy|/genres/young-adult|/genres/fi...</td>\n",
       "      <td>dir01/2.Harry_Potter_and_the_Order_of_the_Phoe...</td>\n",
       "      <td>1284478</td>\n",
       "      <td>Harry Potter and the Order of the Phoenix (Har...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3.56</td>\n",
       "      <td>85746</td>\n",
       "      <td>0316015849</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/941441.S...</td>\n",
       "      <td>2005</td>\n",
       "      <td>/genres/young-adult|/genres/fantasy|/genres/ro...</td>\n",
       "      <td>dir01/41865.Twilight.html</td>\n",
       "      <td>2579564</td>\n",
       "      <td>Twilight (Twilight, #1)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4.23</td>\n",
       "      <td>47906</td>\n",
       "      <td>0061120081</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/1825.Har...</td>\n",
       "      <td>1960</td>\n",
       "      <td>/genres/classics|/genres/fiction|/genres/histo...</td>\n",
       "      <td>dir01/2657.To_Kill_a_Mockingbird.html</td>\n",
       "      <td>2078123</td>\n",
       "      <td>To Kill a Mockingbird</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4.23</td>\n",
       "      <td>34772</td>\n",
       "      <td>0679783261</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/1265.Jan...</td>\n",
       "      <td>1813</td>\n",
       "      <td>/genres/classics|/genres/fiction|/genres/roman...</td>\n",
       "      <td>dir01/1885.Pride_and_Prejudice.html</td>\n",
       "      <td>1388992</td>\n",
       "      <td>Pride and Prejudice</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   rating review_count        isbn         booktype                                         author_url  year                                         genre_urls                                                dir rating_count                                               name\n",
       "0    4.40       136455  0439023483  good_reads:book  https://www.goodreads.com/author/show/153394.S...  2008  /genres/young-adult|/genres/science-fiction|/g...                dir01/2767052-the-hunger-games.html      2958974            The Hunger Games (The Hunger Games, #1)\n",
       "1    4.41        16648  0439358078  good_reads:book  https://www.goodreads.com/author/show/1077326....  2003  /genres/fantasy|/genres/young-adult|/genres/fi...  dir01/2.Harry_Potter_and_the_Order_of_the_Phoe...      1284478  Harry Potter and the Order of the Phoenix (Har...\n",
       "2    3.56        85746  0316015849  good_reads:book  https://www.goodreads.com/author/show/941441.S...  2005  /genres/young-adult|/genres/fantasy|/genres/ro...                          dir01/41865.Twilight.html      2579564                            Twilight (Twilight, #1)\n",
       "3    4.23        47906  0061120081  good_reads:book  https://www.goodreads.com/author/show/1825.Har...  1960  /genres/classics|/genres/fiction|/genres/histo...              dir01/2657.To_Kill_a_Mockingbird.html      2078123                              To Kill a Mockingbird\n",
       "4    4.23        34772  0679783261  good_reads:book  https://www.goodreads.com/author/show/1265.Jan...  1813  /genres/classics|/genres/fiction|/genres/roman...                dir01/1885.Pride_and_Prejudice.html      1388992                                Pride and Prejudice"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df=pd.read_csv(\"all.csv\", header=None,\n",
    "               names=[\"rating\", 'review_count', 'isbn', 'booktype','author_url', 'year', 'genre_urls', 'dir','rating_count', 'name'],\n",
    ")\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##Vectorization\n",
    "\n",
    "The python numerical stack is based on a concept called vectorization. You have seen this in spreadsheets where you manipulate an entire column.\n",
    "\n",
    "Whats the idea? It is that cpu's have some ability to carry out multiple things at one time, and we should use it to increase speed. But its also something else: there is a simplicity of notation. For example, see the following"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<type 'list'>\n",
      "=============\n",
      "1\n",
      "4\n",
      "9\n",
      "16\n",
      "25\n"
     ]
    }
   ],
   "source": [
    "a=[1,2,3,4,5]\n",
    "b=[1,2,3,4,5]\n",
    "print type(a)\n",
    "print \"=============\"\n",
    "for index,aitem in enumerate(a):\n",
    "    print a[index]*b[index]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<type 'numpy.ndarray'>\n",
      "[ 1  4  9 16 25]\n"
     ]
    }
   ],
   "source": [
    "a=np.array([1,2,3,4,5])\n",
    "print type(a)\n",
    "b=np.array([1,2,3,4,5])\n",
    "\n",
    "print a*b"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([2, 3, 4, 5, 6])"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a+1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##Pandas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "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>rating</th>\n",
       "      <th>review_count</th>\n",
       "      <th>isbn</th>\n",
       "      <th>booktype</th>\n",
       "      <th>author_url</th>\n",
       "      <th>year</th>\n",
       "      <th>genre_urls</th>\n",
       "      <th>dir</th>\n",
       "      <th>rating_count</th>\n",
       "      <th>name</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>4.40</td>\n",
       "      <td>136455</td>\n",
       "      <td>0439023483</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/153394.S...</td>\n",
       "      <td>2008</td>\n",
       "      <td>/genres/young-adult|/genres/science-fiction|/g...</td>\n",
       "      <td>dir01/2767052-the-hunger-games.html</td>\n",
       "      <td>2958974</td>\n",
       "      <td>The Hunger Games (The Hunger Games, #1)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4.41</td>\n",
       "      <td>16648</td>\n",
       "      <td>0439358078</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/1077326....</td>\n",
       "      <td>2003</td>\n",
       "      <td>/genres/fantasy|/genres/young-adult|/genres/fi...</td>\n",
       "      <td>dir01/2.Harry_Potter_and_the_Order_of_the_Phoe...</td>\n",
       "      <td>1284478</td>\n",
       "      <td>Harry Potter and the Order of the Phoenix (Har...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3.56</td>\n",
       "      <td>85746</td>\n",
       "      <td>0316015849</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/941441.S...</td>\n",
       "      <td>2005</td>\n",
       "      <td>/genres/young-adult|/genres/fantasy|/genres/ro...</td>\n",
       "      <td>dir01/41865.Twilight.html</td>\n",
       "      <td>2579564</td>\n",
       "      <td>Twilight (Twilight, #1)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4.23</td>\n",
       "      <td>47906</td>\n",
       "      <td>0061120081</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/1825.Har...</td>\n",
       "      <td>1960</td>\n",
       "      <td>/genres/classics|/genres/fiction|/genres/histo...</td>\n",
       "      <td>dir01/2657.To_Kill_a_Mockingbird.html</td>\n",
       "      <td>2078123</td>\n",
       "      <td>To Kill a Mockingbird</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4.23</td>\n",
       "      <td>34772</td>\n",
       "      <td>0679783261</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/1265.Jan...</td>\n",
       "      <td>1813</td>\n",
       "      <td>/genres/classics|/genres/fiction|/genres/roman...</td>\n",
       "      <td>dir01/1885.Pride_and_Prejudice.html</td>\n",
       "      <td>1388992</td>\n",
       "      <td>Pride and Prejudice</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   rating review_count        isbn         booktype                                         author_url  year                                         genre_urls                                                dir rating_count                                               name\n",
       "0    4.40       136455  0439023483  good_reads:book  https://www.goodreads.com/author/show/153394.S...  2008  /genres/young-adult|/genres/science-fiction|/g...                dir01/2767052-the-hunger-games.html      2958974            The Hunger Games (The Hunger Games, #1)\n",
       "1    4.41        16648  0439358078  good_reads:book  https://www.goodreads.com/author/show/1077326....  2003  /genres/fantasy|/genres/young-adult|/genres/fi...  dir01/2.Harry_Potter_and_the_Order_of_the_Phoe...      1284478  Harry Potter and the Order of the Phoenix (Har...\n",
       "2    3.56        85746  0316015849  good_reads:book  https://www.goodreads.com/author/show/941441.S...  2005  /genres/young-adult|/genres/fantasy|/genres/ro...                          dir01/41865.Twilight.html      2579564                            Twilight (Twilight, #1)\n",
       "3    4.23        47906  0061120081  good_reads:book  https://www.goodreads.com/author/show/1825.Har...  1960  /genres/classics|/genres/fiction|/genres/histo...              dir01/2657.To_Kill_a_Mockingbird.html      2078123                              To Kill a Mockingbird\n",
       "4    4.23        34772  0679783261  good_reads:book  https://www.goodreads.com/author/show/1265.Jan...  1813  /genres/classics|/genres/fiction|/genres/roman...                dir01/1885.Pride_and_Prejudice.html      1388992                                Pride and Prejudice"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df=pd.read_csv(\"all.csv\", header=None,\n",
    "               names=[\"rating\", 'review_count', 'isbn', 'booktype','author_url', 'year', 'genre_urls', 'dir','rating_count', 'name'],\n",
    ")\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Notice we have a table! A spreadsheet! And it indexed the rows. Lets see the types of the columns...\n",
    "\n",
    "![](files/pandastruct.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "rating          float64\n",
       "review_count     object\n",
       "isbn             object\n",
       "booktype         object\n",
       "author_url       object\n",
       "year            float64\n",
       "genre_urls       object\n",
       "dir              object\n",
       "rating_count     object\n",
       "name             object\n",
       "dtype: object"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(6000, 10)"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index([u'rating', u'review_count', u'isbn', u'booktype', u'author_url', u'year', u'genre_urls', u'dir', u'rating_count', u'name'], dtype='object')"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(pandas.core.series.Series, pandas.core.frame.DataFrame)"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(df.rating), type(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.066666666666666666"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "100*np.mean(df.rating < 3.0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "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>rating</th>\n",
       "      <th>review_count</th>\n",
       "      <th>isbn</th>\n",
       "      <th>booktype</th>\n",
       "      <th>author_url</th>\n",
       "      <th>year</th>\n",
       "      <th>genre_urls</th>\n",
       "      <th>dir</th>\n",
       "      <th>rating_count</th>\n",
       "      <th>name</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>4.58</td>\n",
       "      <td>1314</td>\n",
       "      <td>0345538374</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/656983.J...</td>\n",
       "      <td>1973</td>\n",
       "      <td>/genres/fantasy|/genres/classics|/genres/scien...</td>\n",
       "      <td>dir01/30.J_R_R_Tolkien_4_Book_Boxed_Set.html</td>\n",
       "      <td>68495</td>\n",
       "      <td>J.R.R. Tolkien 4-Book Boxed Set</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>162</th>\n",
       "      <td>4.55</td>\n",
       "      <td>15777</td>\n",
       "      <td>075640407X</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/108424.P...</td>\n",
       "      <td>2007</td>\n",
       "      <td>/genres/fantasy|/genres/fiction</td>\n",
       "      <td>dir02/186074.The_Name_of_the_Wind.html</td>\n",
       "      <td>210018</td>\n",
       "      <td>The Name of the Wind (The Kingkiller Chronicle...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>222</th>\n",
       "      <td>4.53</td>\n",
       "      <td>15256</td>\n",
       "      <td>055357342X</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/346732.G...</td>\n",
       "      <td>2000</td>\n",
       "      <td>/genres/fantasy|/genres/fiction|/genres/fantas...</td>\n",
       "      <td>dir03/62291.A_Storm_of_Swords.html</td>\n",
       "      <td>327992</td>\n",
       "      <td>A Storm of Swords (A Song of Ice and Fire, #3)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>242</th>\n",
       "      <td>4.53</td>\n",
       "      <td>5404</td>\n",
       "      <td>0545265355</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/153394.S...</td>\n",
       "      <td>2010</td>\n",
       "      <td>/genres/young-adult|/genres/fiction|/genres/fa...</td>\n",
       "      <td>dir03/7938275-the-hunger-games-trilogy-boxset....</td>\n",
       "      <td>102330</td>\n",
       "      <td>The Hunger Games Trilogy Boxset (The Hunger Ga...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>249</th>\n",
       "      <td>4.80</td>\n",
       "      <td>644</td>\n",
       "      <td>0740748475</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/13778.Bi...</td>\n",
       "      <td>2005</td>\n",
       "      <td>/genres/sequential-art|/genres/comics|/genres/...</td>\n",
       "      <td>dir03/24812.The_Complete_Calvin_and_Hobbes.html</td>\n",
       "      <td>22674</td>\n",
       "      <td>The Complete Calvin and Hobbes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>284</th>\n",
       "      <td>4.58</td>\n",
       "      <td>15195</td>\n",
       "      <td>1406321346</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/150038.C...</td>\n",
       "      <td>2013</td>\n",
       "      <td>/genres/fantasy|/genres/young-adult|/genres/fa...</td>\n",
       "      <td>dir03/18335634-clockwork-princess.html</td>\n",
       "      <td>130161</td>\n",
       "      <td>Clockwork Princess (The Infernal Devices, #3)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>304</th>\n",
       "      <td>4.54</td>\n",
       "      <td>572</td>\n",
       "      <td>0140259449</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/1265.Jan...</td>\n",
       "      <td>1933</td>\n",
       "      <td>/genres/classics|/genres/fiction|/genres/roman...</td>\n",
       "      <td>dir04/14905.The_Complete_Novels.html</td>\n",
       "      <td>17539</td>\n",
       "      <td>The Complete Novels</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>386</th>\n",
       "      <td>4.55</td>\n",
       "      <td>8820</td>\n",
       "      <td>0756404738</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/108424.P...</td>\n",
       "      <td>2011</td>\n",
       "      <td>/genres/fantasy|/genres/fantasy|/genres/epic-f...</td>\n",
       "      <td>dir04/1215032.The_Wise_Man_s_Fear.html</td>\n",
       "      <td>142499</td>\n",
       "      <td>The Wise Man's Fear (The Kingkiller Chronicle,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>400</th>\n",
       "      <td>4.53</td>\n",
       "      <td>9292</td>\n",
       "      <td>1423140605</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/15872.Ri...</td>\n",
       "      <td>2012</td>\n",
       "      <td>/genres/fantasy|/genres/young-adult|/genres/fa...</td>\n",
       "      <td>dir05/12127750-the-mark-of-athena.html</td>\n",
       "      <td>128412</td>\n",
       "      <td>The Mark of Athena (The Heroes of Olympus, #3)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>475</th>\n",
       "      <td>4.57</td>\n",
       "      <td>824</td>\n",
       "      <td>1416997857</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/150038.C...</td>\n",
       "      <td>2009</td>\n",
       "      <td>/genres/fantasy|/genres/young-adult|/genres/fa...</td>\n",
       "      <td>dir05/6485421-the-mortal-instruments-boxed-set...</td>\n",
       "      <td>39720</td>\n",
       "      <td>The Mortal Instruments Boxed Set (The Mortal I...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>483</th>\n",
       "      <td>4.59</td>\n",
       "      <td>2622</td>\n",
       "      <td>0312362153</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/4430.She...</td>\n",
       "      <td>2008</td>\n",
       "      <td>/genres/romance|/genres/paranormal-romance|/ge...</td>\n",
       "      <td>dir05/2299110.Acheron.html</td>\n",
       "      <td>35028</td>\n",
       "      <td>Acheron (Dark-Hunter, #8)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>554</th>\n",
       "      <td>4.54</td>\n",
       "      <td>4809</td>\n",
       "      <td>0385341679</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/48206.Ka...</td>\n",
       "      <td>2011</td>\n",
       "      <td>/genres/fantasy|/genres/urban-fantasy|/genres/...</td>\n",
       "      <td>dir06/7304203-shadowfever.html</td>\n",
       "      <td>52812</td>\n",
       "      <td>Shadowfever (Fever, #5)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>577</th>\n",
       "      <td>4.60</td>\n",
       "      <td>5732</td>\n",
       "      <td>0765326353</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/38550.Br...</td>\n",
       "      <td>2010</td>\n",
       "      <td>/genres/science-fiction-fantasy|/genres/fantas...</td>\n",
       "      <td>dir06/7235533-the-way-of-kings.html</td>\n",
       "      <td>76551</td>\n",
       "      <td>The Way of Kings (The Stormlight Archive, #1)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>620</th>\n",
       "      <td>4.54</td>\n",
       "      <td>7767</td>\n",
       "      <td>1423146727</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/15872.Ri...</td>\n",
       "      <td>2013</td>\n",
       "      <td>/genres/fantasy|/genres/young-adult|/genres/fa...</td>\n",
       "      <td>dir07/12127810-the-house-of-hades.html</td>\n",
       "      <td>72082</td>\n",
       "      <td>The House of Hades (The Heroes of Olympus, #4)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>840</th>\n",
       "      <td>4.57</td>\n",
       "      <td>431</td>\n",
       "      <td>1423113497</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/15872.Ri...</td>\n",
       "      <td>2008</td>\n",
       "      <td>/genres/fantasy|/genres/young-adult|/genres/fa...</td>\n",
       "      <td>dir09/3165162-percy-jackson-and-the-olympians-...</td>\n",
       "      <td>22937</td>\n",
       "      <td>Percy Jackson and the Olympians Boxed Set (Per...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>883</th>\n",
       "      <td>4.58</td>\n",
       "      <td>558</td>\n",
       "      <td>0140286802</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/500.Jorg...</td>\n",
       "      <td>1998</td>\n",
       "      <td>/genres/short-stories|/genres/literature|/genr...</td>\n",
       "      <td>dir09/17961.Collected_Fictions.html</td>\n",
       "      <td>12596</td>\n",
       "      <td>Collected Fictions</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>911</th>\n",
       "      <td>4.85</td>\n",
       "      <td>26</td>\n",
       "      <td>1491732954</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/8189303....</td>\n",
       "      <td>2014</td>\n",
       "      <td>/genres/fiction</td>\n",
       "      <td>dir10/22242097-honor-and-polygamy.html</td>\n",
       "      <td>97</td>\n",
       "      <td>Honor and Polygamy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>935</th>\n",
       "      <td>4.64</td>\n",
       "      <td>148</td>\n",
       "      <td>1595142711</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/137902.R...</td>\n",
       "      <td>2009</td>\n",
       "      <td>/genres/paranormal|/genres/vampires|/genres/yo...</td>\n",
       "      <td>dir10/6339989-vampire-academy-collection.html</td>\n",
       "      <td>21743</td>\n",
       "      <td>Vampire Academy Collection (Vampire Academy, #...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>938</th>\n",
       "      <td>4.51</td>\n",
       "      <td>11011</td>\n",
       "      <td>1481426303</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/150038.C...</td>\n",
       "      <td>2014</td>\n",
       "      <td>/genres/fantasy|/genres/young-adult|/genres/fa...</td>\n",
       "      <td>dir10/8755785-city-of-heavenly-fire.html</td>\n",
       "      <td>69924</td>\n",
       "      <td>City of Heavenly Fire (The Mortal Instruments,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>953</th>\n",
       "      <td>4.56</td>\n",
       "      <td>27</td>\n",
       "      <td>1477276068</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/6621980....</td>\n",
       "      <td>2012</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir10/16243767-crossing-the-seas.html</td>\n",
       "      <td>90</td>\n",
       "      <td>Crossing the Seas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>958</th>\n",
       "      <td>4.57</td>\n",
       "      <td>38199</td>\n",
       "      <td>0545010225</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/1077326....</td>\n",
       "      <td>2007</td>\n",
       "      <td>/genres/fantasy|/genres/young-adult|/genres/fa...</td>\n",
       "      <td>dir10/136251.Harry_Potter_and_the_Deathly_Hall...</td>\n",
       "      <td>1245866</td>\n",
       "      <td>Harry Potter and the Deathly Hallows (Harry Po...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1033</th>\n",
       "      <td>4.56</td>\n",
       "      <td>1304</td>\n",
       "      <td>0007119550</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/346732.G...</td>\n",
       "      <td>2000</td>\n",
       "      <td>/genres/fiction|/genres/fantasy|/genres/epic-f...</td>\n",
       "      <td>dir11/147915.A_Storm_of_Swords.html</td>\n",
       "      <td>41161</td>\n",
       "      <td>A Storm of Swords (A Song of Ice and Fire, #3-2)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1109</th>\n",
       "      <td>4.70</td>\n",
       "      <td>23</td>\n",
       "      <td>NaN</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/7488658....</td>\n",
       "      <td>2013</td>\n",
       "      <td>/genres/romance</td>\n",
       "      <td>dir12/19181419-a-bird-without-wings.html</td>\n",
       "      <td>56</td>\n",
       "      <td>A Bird Without Wings</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1127</th>\n",
       "      <td>4.52</td>\n",
       "      <td>644</td>\n",
       "      <td>0141183047</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/7816.Fer...</td>\n",
       "      <td>1982</td>\n",
       "      <td>/genres/poetry|/genres/fiction|/genres/philoso...</td>\n",
       "      <td>dir12/45974.The_Book_of_Disquiet.html</td>\n",
       "      <td>7463</td>\n",
       "      <td>The Book of Disquiet</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1151</th>\n",
       "      <td>4.64</td>\n",
       "      <td>84</td>\n",
       "      <td>1491877928</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/7271860....</td>\n",
       "      <td>2013</td>\n",
       "      <td>/genres/war|/genres/historical-fiction|/genres...</td>\n",
       "      <td>dir12/18501652-the-guardian-of-secrets-and-her...</td>\n",
       "      <td>167</td>\n",
       "      <td>The Guardian of Secrets and Her Deathly Pact</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1186</th>\n",
       "      <td>4.51</td>\n",
       "      <td>4853</td>\n",
       "      <td>1619630621</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/3433047....</td>\n",
       "      <td>2013</td>\n",
       "      <td>/genres/fantasy|/genres/young-adult|/genres/ro...</td>\n",
       "      <td>dir12/17167166-crown-of-midnight.html</td>\n",
       "      <td>34142</td>\n",
       "      <td>Crown of Midnight (Throne of Glass, #2)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1202</th>\n",
       "      <td>4.59</td>\n",
       "      <td>1260</td>\n",
       "      <td>0310902711</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/5158478....</td>\n",
       "      <td>1972</td>\n",
       "      <td>/genres/religion|/genres/christian|/genres/non...</td>\n",
       "      <td>dir13/280111.Holy_Bible.html</td>\n",
       "      <td>25584</td>\n",
       "      <td>Holy Bible</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1260</th>\n",
       "      <td>4.60</td>\n",
       "      <td>1943</td>\n",
       "      <td>0842377506</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/6492.Fra...</td>\n",
       "      <td>1993</td>\n",
       "      <td>/genres/christian-fiction|/genres/historical-f...</td>\n",
       "      <td>dir13/95617.A_Voice_in_the_Wind.html</td>\n",
       "      <td>37923</td>\n",
       "      <td>A Voice in the Wind (Mark of the Lion, #1)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1268</th>\n",
       "      <td>4.52</td>\n",
       "      <td>215</td>\n",
       "      <td>1557091528</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/63859.Ja...</td>\n",
       "      <td>1787</td>\n",
       "      <td>/genres/history|/genres/non-fiction|/genres/po...</td>\n",
       "      <td>dir13/89959.The_Constitution_of_the_United_Sta...</td>\n",
       "      <td>12894</td>\n",
       "      <td>The Constitution of the United States of America</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1300</th>\n",
       "      <td>4.61</td>\n",
       "      <td>24</td>\n",
       "      <td>1499227299</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/7414345....</td>\n",
       "      <td>2014</td>\n",
       "      <td>/genres/paranormal|/genres/vampires|/genres/pa...</td>\n",
       "      <td>dir14/22090082-vampire-princess-rising.html</td>\n",
       "      <td>128</td>\n",
       "      <td>Vampire Princess Rising (The Winters Family Sa...</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5532</th>\n",
       "      <td>4.86</td>\n",
       "      <td>4</td>\n",
       "      <td>1477504540</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/5989528....</td>\n",
       "      <td>2013</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir56/17695243-call-of-the-lost-ages.html</td>\n",
       "      <td>7</td>\n",
       "      <td>Call Of The Lost Ages</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5549</th>\n",
       "      <td>4.62</td>\n",
       "      <td>13</td>\n",
       "      <td>0882408704</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/947.Will...</td>\n",
       "      <td>1899</td>\n",
       "      <td>/genres/classics|/genres/fiction|/genres/poetr...</td>\n",
       "      <td>dir56/17134346-the-complete-works-of-william-s...</td>\n",
       "      <td>217</td>\n",
       "      <td>The Complete Works of William Shakespeare</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5557</th>\n",
       "      <td>4.61</td>\n",
       "      <td>14</td>\n",
       "      <td>NaN</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/32401.Al...</td>\n",
       "      <td>2006</td>\n",
       "      <td>/genres/fantasy|/genres/young-adult</td>\n",
       "      <td>dir56/13488552-the-books-of-pellinor.html</td>\n",
       "      <td>394</td>\n",
       "      <td>The Books of Pellinor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5563</th>\n",
       "      <td>4.70</td>\n",
       "      <td>30</td>\n",
       "      <td>NaN</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/7153266....</td>\n",
       "      <td>2014</td>\n",
       "      <td>/genres/childrens</td>\n",
       "      <td>dir56/20445451-children-s-book.html</td>\n",
       "      <td>57</td>\n",
       "      <td>Children's book</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5564</th>\n",
       "      <td>5.00</td>\n",
       "      <td>9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/7738947....</td>\n",
       "      <td>2014</td>\n",
       "      <td>/genres/romance|/genres/new-adult</td>\n",
       "      <td>dir56/21902777-untainted.html</td>\n",
       "      <td>14</td>\n",
       "      <td>Untainted (Photographer Trilogy, #3)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5584</th>\n",
       "      <td>4.75</td>\n",
       "      <td>3</td>\n",
       "      <td>1481959824</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/5100743....</td>\n",
       "      <td>2013</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir56/17606460-why-not-world.html</td>\n",
       "      <td>8</td>\n",
       "      <td>Why Not-World</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5588</th>\n",
       "      <td>4.66</td>\n",
       "      <td>190</td>\n",
       "      <td>NaN</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/4942228....</td>\n",
       "      <td>2011</td>\n",
       "      <td>/genres/romance|/genres/m-m-romance|/genres/sc...</td>\n",
       "      <td>dir56/11737700-fade.html</td>\n",
       "      <td>996</td>\n",
       "      <td>Fade (In the company of shadows, #4)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5591</th>\n",
       "      <td>4.58</td>\n",
       "      <td>31</td>\n",
       "      <td>1500118680</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/7738947....</td>\n",
       "      <td>2014</td>\n",
       "      <td>/genres/romance|/genres/new-adult</td>\n",
       "      <td>dir56/22023804-logan-s-story.html</td>\n",
       "      <td>45</td>\n",
       "      <td>Logan's Story (Sand &amp; Clay, #0.5)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5601</th>\n",
       "      <td>4.66</td>\n",
       "      <td>312</td>\n",
       "      <td>0842384898</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/5158478....</td>\n",
       "      <td>1902</td>\n",
       "      <td>/genres/christian|/genres/religion|/genres/non...</td>\n",
       "      <td>dir57/930470.Holy_Bible.html</td>\n",
       "      <td>2666</td>\n",
       "      <td>Holy Bible</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5607</th>\n",
       "      <td>4.66</td>\n",
       "      <td>513</td>\n",
       "      <td>0007444397</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/4659154....</td>\n",
       "      <td>2011</td>\n",
       "      <td>/genres/non-fiction|/genres/biography</td>\n",
       "      <td>dir57/11792612-dare-to-dream.html</td>\n",
       "      <td>5572</td>\n",
       "      <td>Dare to Dream (100% Official)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5619</th>\n",
       "      <td>4.52</td>\n",
       "      <td>462</td>\n",
       "      <td>0991190920</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/7092218....</td>\n",
       "      <td>2014</td>\n",
       "      <td>/genres/fantasy|/genres/paranormal|/genres/fai...</td>\n",
       "      <td>dir57/18188649-escaping-destiny.html</td>\n",
       "      <td>3795</td>\n",
       "      <td>Escaping Destiny (The Fae Chronicles, #3)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5635</th>\n",
       "      <td>4.54</td>\n",
       "      <td>958</td>\n",
       "      <td>0778315703</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/4480131....</td>\n",
       "      <td>2013</td>\n",
       "      <td>/genres/erotica|/genres/bdsm|/genres/adult-fic...</td>\n",
       "      <td>dir57/17251444-the-mistress.html</td>\n",
       "      <td>4869</td>\n",
       "      <td>The Mistress (The Original Sinners, #4)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5642</th>\n",
       "      <td>4.70</td>\n",
       "      <td>158</td>\n",
       "      <td>1417642165</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/13778.Bi...</td>\n",
       "      <td>1992</td>\n",
       "      <td>/genres/sequential-art|/genres/comics|/genres/...</td>\n",
       "      <td>dir57/70487.Calvin_and_Hobbes.html</td>\n",
       "      <td>9224</td>\n",
       "      <td>Calvin and Hobbes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5657</th>\n",
       "      <td>4.80</td>\n",
       "      <td>8</td>\n",
       "      <td>1469908530</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/4695431....</td>\n",
       "      <td>2012</td>\n",
       "      <td>/genres/fantasy</td>\n",
       "      <td>dir57/15734769-myrtle-mae-and-the-mirror-in-th...</td>\n",
       "      <td>10</td>\n",
       "      <td>Myrtle Mae and the Mirror in the Attic (The Ma...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5665</th>\n",
       "      <td>4.53</td>\n",
       "      <td>61</td>\n",
       "      <td>NaN</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/7738947....</td>\n",
       "      <td>2014</td>\n",
       "      <td>/genres/romance|/genres/new-adult|/genres/myst...</td>\n",
       "      <td>dir57/20975446-tainted-pictures.html</td>\n",
       "      <td>103</td>\n",
       "      <td>Tainted Pictures (Photographer Trilogy, #2)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5683</th>\n",
       "      <td>4.56</td>\n",
       "      <td>204</td>\n",
       "      <td>NaN</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/3097905....</td>\n",
       "      <td>NaN</td>\n",
       "      <td>/genres/fantasy|/genres/young-adult|/genres/ro...</td>\n",
       "      <td>dir57/12474623-tiger-s-dream.html</td>\n",
       "      <td>895</td>\n",
       "      <td>Tiger's Dream (The Tiger Saga, #5)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5692</th>\n",
       "      <td>5.00</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/5989528....</td>\n",
       "      <td>2012</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir57/14288412-abstraction-in-theory---laws-of...</td>\n",
       "      <td>6</td>\n",
       "      <td>Abstraction In Theory - Laws Of Physical Trans...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5716</th>\n",
       "      <td>4.67</td>\n",
       "      <td>34</td>\n",
       "      <td>0810117134</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/205563.M...</td>\n",
       "      <td>1970</td>\n",
       "      <td>/genres/classics|/genres/fiction|/genres/histo...</td>\n",
       "      <td>dir58/1679497.The_Fortress.html</td>\n",
       "      <td>1335</td>\n",
       "      <td>The Fortress</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5717</th>\n",
       "      <td>4.71</td>\n",
       "      <td>4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/5838022....</td>\n",
       "      <td>2012</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir58/13741511-american-amaranth.html</td>\n",
       "      <td>14</td>\n",
       "      <td>American Amaranth</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5718</th>\n",
       "      <td>4.60</td>\n",
       "      <td>656</td>\n",
       "      <td>1613725132</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/1122775....</td>\n",
       "      <td>2012</td>\n",
       "      <td>/genres/romance|/genres/m-m-romance|/genres/ro...</td>\n",
       "      <td>dir58/13246997-armed-dangerous.html</td>\n",
       "      <td>5268</td>\n",
       "      <td>Armed &amp; Dangerous (Cut &amp; Run, #5)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5726</th>\n",
       "      <td>4.55</td>\n",
       "      <td>106</td>\n",
       "      <td>1594170347</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/5158478....</td>\n",
       "      <td>1952</td>\n",
       "      <td>/genres/religion|/genres/reference|/genres/rel...</td>\n",
       "      <td>dir58/147635.Holy_Bible.html</td>\n",
       "      <td>1750</td>\n",
       "      <td>Holy Bible</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5729</th>\n",
       "      <td>4.83</td>\n",
       "      <td>16</td>\n",
       "      <td>NaN</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/7058502....</td>\n",
       "      <td>2014</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir58/22312293-the-keeper.html</td>\n",
       "      <td>29</td>\n",
       "      <td>The Keeper (The Keeper, #5)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5753</th>\n",
       "      <td>4.61</td>\n",
       "      <td>811</td>\n",
       "      <td>1937551865</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/1122775....</td>\n",
       "      <td>2013</td>\n",
       "      <td>/genres/romance|/genres/m-m-romance|/genres/ro...</td>\n",
       "      <td>dir58/16159276-touch-geaux.html</td>\n",
       "      <td>4212</td>\n",
       "      <td>Touch &amp; Geaux (Cut &amp; Run, #7)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5764</th>\n",
       "      <td>4.54</td>\n",
       "      <td>228</td>\n",
       "      <td>NaN</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/2112402....</td>\n",
       "      <td>2013</td>\n",
       "      <td>/genres/non-fiction|/genres/self-help|/genres/...</td>\n",
       "      <td>dir58/18479831-staying-strong.html</td>\n",
       "      <td>2343</td>\n",
       "      <td>Staying Strong</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5778</th>\n",
       "      <td>4.63</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/4808225....</td>\n",
       "      <td>2010</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir58/11187937-un-spoken.html</td>\n",
       "      <td>19</td>\n",
       "      <td>(Un) Spoken</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5806</th>\n",
       "      <td>4.57</td>\n",
       "      <td>121</td>\n",
       "      <td>0679777458</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/8361.Dor...</td>\n",
       "      <td>1966</td>\n",
       "      <td>/genres/historical-fiction|/genres/fiction|/ge...</td>\n",
       "      <td>dir59/351211.The_Disorderly_Knights.html</td>\n",
       "      <td>2177</td>\n",
       "      <td>The Disorderly Knights (The Lymond Chronicles,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5873</th>\n",
       "      <td>4.55</td>\n",
       "      <td>103</td>\n",
       "      <td>144247372X</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/2876763....</td>\n",
       "      <td>2012</td>\n",
       "      <td>/genres/fantasy|/genres/paranormal|/genres/ang...</td>\n",
       "      <td>dir59/14367071-the-complete-hush-hush-saga.html</td>\n",
       "      <td>2869</td>\n",
       "      <td>The Complete Hush, Hush Saga</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5874</th>\n",
       "      <td>4.78</td>\n",
       "      <td>18</td>\n",
       "      <td>2851944371</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/318835.O...</td>\n",
       "      <td>1972</td>\n",
       "      <td>/genres/poetry|/genres/fiction|/genres/nobel-p...</td>\n",
       "      <td>dir59/2014000.Le_Monogramme.html</td>\n",
       "      <td>565</td>\n",
       "      <td>Le Monogramme</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5880</th>\n",
       "      <td>4.61</td>\n",
       "      <td>123</td>\n",
       "      <td>NaN</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/4942228....</td>\n",
       "      <td>2010</td>\n",
       "      <td>/genres/romance|/genres/m-m-romance|/genres/sc...</td>\n",
       "      <td>dir59/10506860-the-interludes.html</td>\n",
       "      <td>1031</td>\n",
       "      <td>The Interludes (In the company of shadows, #3)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5957</th>\n",
       "      <td>4.72</td>\n",
       "      <td>104</td>\n",
       "      <td>178048044X</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/20248.J_...</td>\n",
       "      <td>2010</td>\n",
       "      <td>/genres/romance|/genres/paranormal|/genres/vam...</td>\n",
       "      <td>dir60/10780042-j-r-ward-collection.html</td>\n",
       "      <td>1788</td>\n",
       "      <td>J. R. Ward Collection</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>224 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      rating review_count        isbn         booktype                                         author_url  year                                         genre_urls                                                dir rating_count                                               name\n",
       "17      4.58         1314  0345538374  good_reads:book  https://www.goodreads.com/author/show/656983.J...  1973  /genres/fantasy|/genres/classics|/genres/scien...       dir01/30.J_R_R_Tolkien_4_Book_Boxed_Set.html        68495                    J.R.R. Tolkien 4-Book Boxed Set\n",
       "162     4.55        15777  075640407X  good_reads:book  https://www.goodreads.com/author/show/108424.P...  2007                    /genres/fantasy|/genres/fiction             dir02/186074.The_Name_of_the_Wind.html       210018  The Name of the Wind (The Kingkiller Chronicle...\n",
       "222     4.53        15256  055357342X  good_reads:book  https://www.goodreads.com/author/show/346732.G...  2000  /genres/fantasy|/genres/fiction|/genres/fantas...                 dir03/62291.A_Storm_of_Swords.html       327992     A Storm of Swords (A Song of Ice and Fire, #3)\n",
       "242     4.53         5404  0545265355  good_reads:book  https://www.goodreads.com/author/show/153394.S...  2010  /genres/young-adult|/genres/fiction|/genres/fa...  dir03/7938275-the-hunger-games-trilogy-boxset....       102330  The Hunger Games Trilogy Boxset (The Hunger Ga...\n",
       "249     4.80          644  0740748475  good_reads:book  https://www.goodreads.com/author/show/13778.Bi...  2005  /genres/sequential-art|/genres/comics|/genres/...    dir03/24812.The_Complete_Calvin_and_Hobbes.html        22674                     The Complete Calvin and Hobbes\n",
       "284     4.58        15195  1406321346  good_reads:book  https://www.goodreads.com/author/show/150038.C...  2013  /genres/fantasy|/genres/young-adult|/genres/fa...             dir03/18335634-clockwork-princess.html       130161      Clockwork Princess (The Infernal Devices, #3)\n",
       "304     4.54          572  0140259449  good_reads:book  https://www.goodreads.com/author/show/1265.Jan...  1933  /genres/classics|/genres/fiction|/genres/roman...               dir04/14905.The_Complete_Novels.html        17539                                The Complete Novels\n",
       "386     4.55         8820  0756404738  good_reads:book  https://www.goodreads.com/author/show/108424.P...  2011  /genres/fantasy|/genres/fantasy|/genres/epic-f...             dir04/1215032.The_Wise_Man_s_Fear.html       142499  The Wise Man's Fear (The Kingkiller Chronicle,...\n",
       "400     4.53         9292  1423140605  good_reads:book  https://www.goodreads.com/author/show/15872.Ri...  2012  /genres/fantasy|/genres/young-adult|/genres/fa...             dir05/12127750-the-mark-of-athena.html       128412     The Mark of Athena (The Heroes of Olympus, #3)\n",
       "475     4.57          824  1416997857  good_reads:book  https://www.goodreads.com/author/show/150038.C...  2009  /genres/fantasy|/genres/young-adult|/genres/fa...  dir05/6485421-the-mortal-instruments-boxed-set...        39720  The Mortal Instruments Boxed Set (The Mortal I...\n",
       "483     4.59         2622  0312362153  good_reads:book  https://www.goodreads.com/author/show/4430.She...  2008  /genres/romance|/genres/paranormal-romance|/ge...                         dir05/2299110.Acheron.html        35028                          Acheron (Dark-Hunter, #8)\n",
       "554     4.54         4809  0385341679  good_reads:book  https://www.goodreads.com/author/show/48206.Ka...  2011  /genres/fantasy|/genres/urban-fantasy|/genres/...                     dir06/7304203-shadowfever.html        52812                            Shadowfever (Fever, #5)\n",
       "577     4.60         5732  0765326353  good_reads:book  https://www.goodreads.com/author/show/38550.Br...  2010  /genres/science-fiction-fantasy|/genres/fantas...                dir06/7235533-the-way-of-kings.html        76551      The Way of Kings (The Stormlight Archive, #1)\n",
       "620     4.54         7767  1423146727  good_reads:book  https://www.goodreads.com/author/show/15872.Ri...  2013  /genres/fantasy|/genres/young-adult|/genres/fa...             dir07/12127810-the-house-of-hades.html        72082     The House of Hades (The Heroes of Olympus, #4)\n",
       "840     4.57          431  1423113497  good_reads:book  https://www.goodreads.com/author/show/15872.Ri...  2008  /genres/fantasy|/genres/young-adult|/genres/fa...  dir09/3165162-percy-jackson-and-the-olympians-...        22937  Percy Jackson and the Olympians Boxed Set (Per...\n",
       "883     4.58          558  0140286802  good_reads:book  https://www.goodreads.com/author/show/500.Jorg...  1998  /genres/short-stories|/genres/literature|/genr...                dir09/17961.Collected_Fictions.html        12596                                 Collected Fictions\n",
       "911     4.85           26  1491732954  good_reads:book  https://www.goodreads.com/author/show/8189303....  2014                                    /genres/fiction             dir10/22242097-honor-and-polygamy.html           97                                 Honor and Polygamy\n",
       "935     4.64          148  1595142711  good_reads:book  https://www.goodreads.com/author/show/137902.R...  2009  /genres/paranormal|/genres/vampires|/genres/yo...      dir10/6339989-vampire-academy-collection.html        21743  Vampire Academy Collection (Vampire Academy, #...\n",
       "938     4.51        11011  1481426303  good_reads:book  https://www.goodreads.com/author/show/150038.C...  2014  /genres/fantasy|/genres/young-adult|/genres/fa...           dir10/8755785-city-of-heavenly-fire.html        69924  City of Heavenly Fire (The Mortal Instruments,...\n",
       "953     4.56           27  1477276068  good_reads:book  https://www.goodreads.com/author/show/6621980....  2012                                                NaN              dir10/16243767-crossing-the-seas.html           90                                  Crossing the Seas\n",
       "958     4.57        38199  0545010225  good_reads:book  https://www.goodreads.com/author/show/1077326....  2007  /genres/fantasy|/genres/young-adult|/genres/fa...  dir10/136251.Harry_Potter_and_the_Deathly_Hall...      1245866  Harry Potter and the Deathly Hallows (Harry Po...\n",
       "1033    4.56         1304  0007119550  good_reads:book  https://www.goodreads.com/author/show/346732.G...  2000  /genres/fiction|/genres/fantasy|/genres/epic-f...                dir11/147915.A_Storm_of_Swords.html        41161   A Storm of Swords (A Song of Ice and Fire, #3-2)\n",
       "1109    4.70           23         NaN  good_reads:book  https://www.goodreads.com/author/show/7488658....  2013                                    /genres/romance           dir12/19181419-a-bird-without-wings.html           56                               A Bird Without Wings\n",
       "1127    4.52          644  0141183047  good_reads:book  https://www.goodreads.com/author/show/7816.Fer...  1982  /genres/poetry|/genres/fiction|/genres/philoso...              dir12/45974.The_Book_of_Disquiet.html         7463                               The Book of Disquiet\n",
       "1151    4.64           84  1491877928  good_reads:book  https://www.goodreads.com/author/show/7271860....  2013  /genres/war|/genres/historical-fiction|/genres...  dir12/18501652-the-guardian-of-secrets-and-her...          167       The Guardian of Secrets and Her Deathly Pact\n",
       "1186    4.51         4853  1619630621  good_reads:book  https://www.goodreads.com/author/show/3433047....  2013  /genres/fantasy|/genres/young-adult|/genres/ro...              dir12/17167166-crown-of-midnight.html        34142            Crown of Midnight (Throne of Glass, #2)\n",
       "1202    4.59         1260  0310902711  good_reads:book  https://www.goodreads.com/author/show/5158478....  1972  /genres/religion|/genres/christian|/genres/non...                       dir13/280111.Holy_Bible.html        25584                                         Holy Bible\n",
       "1260    4.60         1943  0842377506  good_reads:book  https://www.goodreads.com/author/show/6492.Fra...  1993  /genres/christian-fiction|/genres/historical-f...               dir13/95617.A_Voice_in_the_Wind.html        37923         A Voice in the Wind (Mark of the Lion, #1)\n",
       "1268    4.52          215  1557091528  good_reads:book  https://www.goodreads.com/author/show/63859.Ja...  1787  /genres/history|/genres/non-fiction|/genres/po...  dir13/89959.The_Constitution_of_the_United_Sta...        12894   The Constitution of the United States of America\n",
       "1300    4.61           24  1499227299  good_reads:book  https://www.goodreads.com/author/show/7414345....  2014  /genres/paranormal|/genres/vampires|/genres/pa...        dir14/22090082-vampire-princess-rising.html          128  Vampire Princess Rising (The Winters Family Sa...\n",
       "...      ...          ...         ...              ...                                                ...   ...                                                ...                                                ...          ...                                                ...\n",
       "5532    4.86            4  1477504540  good_reads:book  https://www.goodreads.com/author/show/5989528....  2013                                                NaN          dir56/17695243-call-of-the-lost-ages.html            7                              Call Of The Lost Ages\n",
       "5549    4.62           13  0882408704  good_reads:book  https://www.goodreads.com/author/show/947.Will...  1899  /genres/classics|/genres/fiction|/genres/poetr...  dir56/17134346-the-complete-works-of-william-s...          217          The Complete Works of William Shakespeare\n",
       "5557    4.61           14         NaN  good_reads:book  https://www.goodreads.com/author/show/32401.Al...  2006                /genres/fantasy|/genres/young-adult          dir56/13488552-the-books-of-pellinor.html          394                              The Books of Pellinor\n",
       "5563    4.70           30         NaN  good_reads:book  https://www.goodreads.com/author/show/7153266....  2014                                  /genres/childrens                dir56/20445451-children-s-book.html           57                                    Children's book\n",
       "5564    5.00            9         NaN  good_reads:book  https://www.goodreads.com/author/show/7738947....  2014                  /genres/romance|/genres/new-adult                      dir56/21902777-untainted.html           14               Untainted (Photographer Trilogy, #3)\n",
       "5584    4.75            3  1481959824  good_reads:book  https://www.goodreads.com/author/show/5100743....  2013                                                NaN                  dir56/17606460-why-not-world.html            8                                      Why Not-World\n",
       "5588    4.66          190         NaN  good_reads:book  https://www.goodreads.com/author/show/4942228....  2011  /genres/romance|/genres/m-m-romance|/genres/sc...                           dir56/11737700-fade.html          996               Fade (In the company of shadows, #4)\n",
       "5591    4.58           31  1500118680  good_reads:book  https://www.goodreads.com/author/show/7738947....  2014                  /genres/romance|/genres/new-adult                  dir56/22023804-logan-s-story.html           45                  Logan's Story (Sand & Clay, #0.5)\n",
       "5601    4.66          312  0842384898  good_reads:book  https://www.goodreads.com/author/show/5158478....  1902  /genres/christian|/genres/religion|/genres/non...                       dir57/930470.Holy_Bible.html         2666                                         Holy Bible\n",
       "5607    4.66          513  0007444397  good_reads:book  https://www.goodreads.com/author/show/4659154....  2011              /genres/non-fiction|/genres/biography                  dir57/11792612-dare-to-dream.html         5572                      Dare to Dream (100% Official)\n",
       "5619    4.52          462  0991190920  good_reads:book  https://www.goodreads.com/author/show/7092218....  2014  /genres/fantasy|/genres/paranormal|/genres/fai...               dir57/18188649-escaping-destiny.html         3795          Escaping Destiny (The Fae Chronicles, #3)\n",
       "5635    4.54          958  0778315703  good_reads:book  https://www.goodreads.com/author/show/4480131....  2013  /genres/erotica|/genres/bdsm|/genres/adult-fic...                   dir57/17251444-the-mistress.html         4869            The Mistress (The Original Sinners, #4)\n",
       "5642    4.70          158  1417642165  good_reads:book  https://www.goodreads.com/author/show/13778.Bi...  1992  /genres/sequential-art|/genres/comics|/genres/...                 dir57/70487.Calvin_and_Hobbes.html         9224                                  Calvin and Hobbes\n",
       "5657    4.80            8  1469908530  good_reads:book  https://www.goodreads.com/author/show/4695431....  2012                                    /genres/fantasy  dir57/15734769-myrtle-mae-and-the-mirror-in-th...           10  Myrtle Mae and the Mirror in the Attic (The Ma...\n",
       "5665    4.53           61         NaN  good_reads:book  https://www.goodreads.com/author/show/7738947....  2014  /genres/romance|/genres/new-adult|/genres/myst...               dir57/20975446-tainted-pictures.html          103        Tainted Pictures (Photographer Trilogy, #2)\n",
       "5683    4.56          204         NaN  good_reads:book  https://www.goodreads.com/author/show/3097905....   NaN  /genres/fantasy|/genres/young-adult|/genres/ro...                  dir57/12474623-tiger-s-dream.html          895                 Tiger's Dream (The Tiger Saga, #5)\n",
       "5692    5.00            0         NaN  good_reads:book  https://www.goodreads.com/author/show/5989528....  2012                                                NaN  dir57/14288412-abstraction-in-theory---laws-of...            6  Abstraction In Theory - Laws Of Physical Trans...\n",
       "5716    4.67           34  0810117134  good_reads:book  https://www.goodreads.com/author/show/205563.M...  1970  /genres/classics|/genres/fiction|/genres/histo...                    dir58/1679497.The_Fortress.html         1335                                       The Fortress\n",
       "5717    4.71            4         NaN  good_reads:book  https://www.goodreads.com/author/show/5838022....  2012                                                NaN              dir58/13741511-american-amaranth.html           14                                  American Amaranth\n",
       "5718    4.60          656  1613725132  good_reads:book  https://www.goodreads.com/author/show/1122775....  2012  /genres/romance|/genres/m-m-romance|/genres/ro...                dir58/13246997-armed-dangerous.html         5268                  Armed & Dangerous (Cut & Run, #5)\n",
       "5726    4.55          106  1594170347  good_reads:book  https://www.goodreads.com/author/show/5158478....  1952  /genres/religion|/genres/reference|/genres/rel...                       dir58/147635.Holy_Bible.html         1750                                         Holy Bible\n",
       "5729    4.83           16         NaN  good_reads:book  https://www.goodreads.com/author/show/7058502....  2014                                                NaN                     dir58/22312293-the-keeper.html           29                        The Keeper (The Keeper, #5)\n",
       "5753    4.61          811  1937551865  good_reads:book  https://www.goodreads.com/author/show/1122775....  2013  /genres/romance|/genres/m-m-romance|/genres/ro...                    dir58/16159276-touch-geaux.html         4212                      Touch & Geaux (Cut & Run, #7)\n",
       "5764    4.54          228         NaN  good_reads:book  https://www.goodreads.com/author/show/2112402....  2013  /genres/non-fiction|/genres/self-help|/genres/...                 dir58/18479831-staying-strong.html         2343                                     Staying Strong\n",
       "5778    4.63            0         NaN  good_reads:book  https://www.goodreads.com/author/show/4808225....  2010                                                NaN                      dir58/11187937-un-spoken.html           19                                        (Un) Spoken\n",
       "5806    4.57          121  0679777458  good_reads:book  https://www.goodreads.com/author/show/8361.Dor...  1966  /genres/historical-fiction|/genres/fiction|/ge...           dir59/351211.The_Disorderly_Knights.html         2177  The Disorderly Knights (The Lymond Chronicles,...\n",
       "5873    4.55          103  144247372X  good_reads:book  https://www.goodreads.com/author/show/2876763....  2012  /genres/fantasy|/genres/paranormal|/genres/ang...    dir59/14367071-the-complete-hush-hush-saga.html         2869                       The Complete Hush, Hush Saga\n",
       "5874    4.78           18  2851944371  good_reads:book  https://www.goodreads.com/author/show/318835.O...  1972  /genres/poetry|/genres/fiction|/genres/nobel-p...                   dir59/2014000.Le_Monogramme.html          565                                      Le Monogramme\n",
       "5880    4.61          123         NaN  good_reads:book  https://www.goodreads.com/author/show/4942228....  2010  /genres/romance|/genres/m-m-romance|/genres/sc...                 dir59/10506860-the-interludes.html         1031     The Interludes (In the company of shadows, #3)\n",
       "5957    4.72          104  178048044X  good_reads:book  https://www.goodreads.com/author/show/20248.J_...  2010  /genres/romance|/genres/paranormal|/genres/vam...            dir60/10780042-j-r-ward-collection.html         1788                              J. R. Ward Collection\n",
       "\n",
       "[224 rows x 10 columns]"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.query(\"rating > 4.5\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x10b4be550>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.rating.hist();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "4.04220073358 4.04220073358 4.05\n"
     ]
    },
    {
     "data": {
      "image/png": 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o8MfGxur222+XdOa8THBwsPbv36+YmBhJUqdOnbR9+3ZZrVZFR0crJCREISEh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\nAQAwEYIfAAATIfgBADCR/wMwAOJIiynE+wAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10a81cf90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set_context(\"notebook\")\n",
    "meanrat=df.rating.mean()\n",
    "print meanrat, np.mean(df.rating), df.rating.median()\n",
    "with sns.axes_style(\"whitegrid\"):\n",
    "    df.rating.hist(bins=30, alpha=0.4);\n",
    "    plt.axvline(meanrat, 0, 0.75, color='r', label='Mean')\n",
    "    plt.xlabel(\"average rating of book\")\n",
    "    plt.ylabel(\"Counts\")\n",
    "    plt.title(\"Ratings Histogram\")\n",
    "    plt.legend()\n",
    "    #sns.despine()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(5993, 10)"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = df[df.year.notnull()]\n",
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "df.rating_count=df.rating_count.astype(int)\n",
    "df.review_count=df.review_count.astype(int)\n",
    "df.year=df.year.astype(int)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "rating          float64\n",
       "review_count      int64\n",
       "isbn             object\n",
       "booktype         object\n",
       "author_url       object\n",
       "year              int64\n",
       "genre_urls       object\n",
       "dir              object\n",
       "rating_count      int64\n",
       "name             object\n",
       "dtype: object"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "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>rating</th>\n",
       "      <th>review_count</th>\n",
       "      <th>isbn</th>\n",
       "      <th>booktype</th>\n",
       "      <th>author_url</th>\n",
       "      <th>year</th>\n",
       "      <th>genre_urls</th>\n",
       "      <th>dir</th>\n",
       "      <th>rating_count</th>\n",
       "      <th>name</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>953</th>\n",
       "      <td>4.56</td>\n",
       "      <td>27</td>\n",
       "      <td>1477276068</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/6621980....</td>\n",
       "      <td>2012</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir10/16243767-crossing-the-seas.html</td>\n",
       "      <td>90</td>\n",
       "      <td>Crossing the Seas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1515</th>\n",
       "      <td>4.56</td>\n",
       "      <td>8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/394525.T...</td>\n",
       "      <td>2013</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir16/18136407-crashing-down-to-earth.html</td>\n",
       "      <td>75</td>\n",
       "      <td>Crashing Down to Earth</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1693</th>\n",
       "      <td>4.21</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/3110785._</td>\n",
       "      <td>2009</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir17/7425765.html</td>\n",
       "      <td>67</td>\n",
       "      <td>Ð¡Ð»ÑÐ½ÑÐµ Ð½ÐµÐ´Ð¾ÑÐµÐ³Ð°ÐµÐ¼Ð¾</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1752</th>\n",
       "      <td>3.85</td>\n",
       "      <td>41</td>\n",
       "      <td>140921818X</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/7337562....</td>\n",
       "      <td>13</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir18/5548850-the-day-jesus-rode-into-croydon....</td>\n",
       "      <td>94</td>\n",
       "      <td>The Day Jesus Rode Into Croydon</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1942</th>\n",
       "      <td>4.66</td>\n",
       "      <td>8</td>\n",
       "      <td>0992382009</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/7574275....</td>\n",
       "      <td>2014</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir20/19532388-letters-from-your-soul.html</td>\n",
       "      <td>29</td>\n",
       "      <td>Letters from your soul</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2034</th>\n",
       "      <td>4.92</td>\n",
       "      <td>2</td>\n",
       "      <td>147930414X</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/6467808....</td>\n",
       "      <td>2012</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir21/20363899-happy-halloween.html</td>\n",
       "      <td>49</td>\n",
       "      <td>Happy Halloween</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2067</th>\n",
       "      <td>4.16</td>\n",
       "      <td>24</td>\n",
       "      <td>0804844399</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/6894841....</td>\n",
       "      <td>2012</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir21/18343754-a-capitalist-in-north-korea.html</td>\n",
       "      <td>57</td>\n",
       "      <td>A Capitalist in North Korea</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2145</th>\n",
       "      <td>5.00</td>\n",
       "      <td>3</td>\n",
       "      <td>1300589469</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/6906561....</td>\n",
       "      <td>2012</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir22/17287259-a-book-about-absolutely-nothing...</td>\n",
       "      <td>63</td>\n",
       "      <td>A Book About Absolutely Nothing.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2170</th>\n",
       "      <td>4.65</td>\n",
       "      <td>12</td>\n",
       "      <td>NaN</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/6565853....</td>\n",
       "      <td>2012</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir22/17904495-curse-of-the-salute.html</td>\n",
       "      <td>31</td>\n",
       "      <td>Curse of The Salute</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2190</th>\n",
       "      <td>4.33</td>\n",
       "      <td>31</td>\n",
       "      <td>0987434853</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/4443219....</td>\n",
       "      <td>2013</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir22/18251020-life-song.html</td>\n",
       "      <td>40</td>\n",
       "      <td>Life Song</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2476</th>\n",
       "      <td>3.53</td>\n",
       "      <td>3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/5139623....</td>\n",
       "      <td>2013</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir25/17563755-miscellaneous-stuff-stuff.html</td>\n",
       "      <td>15</td>\n",
       "      <td>Miscellaneous Stuff &amp; Stuff</td>\n",
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       "    <tr>\n",
       "      <th>2734</th>\n",
       "      <td>4.08</td>\n",
       "      <td>5095</td>\n",
       "      <td>0192833987</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/128382.L...</td>\n",
       "      <td>1869</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir28/656.War_and_Peace.html</td>\n",
       "      <td>117775</td>\n",
       "      <td>War and Peace</td>\n",
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       "    <tr>\n",
       "      <th>2865</th>\n",
       "      <td>4.93</td>\n",
       "      <td>0</td>\n",
       "      <td>9789898541</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/7458878....</td>\n",
       "      <td>2012</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir29/19065420-la-os-fortes-e-decis-es-dif-cei...</td>\n",
       "      <td>14</td>\n",
       "      <td>LaÃ§os fortes e decisÃµes difÃ­ceis</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2868</th>\n",
       "      <td>4.94</td>\n",
       "      <td>6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/8127793....</td>\n",
       "      <td>2014</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir29/21864814-nik-nassa-the-mark-of-destiny.html</td>\n",
       "      <td>16</td>\n",
       "      <td>Nik Nassa &amp; the Mark of Destiny</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2877</th>\n",
       "      <td>3.53</td>\n",
       "      <td>10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/8193887....</td>\n",
       "      <td>2014</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir29/22174792.html</td>\n",
       "      <td>19</td>\n",
       "      <td>Ø§ÙØµÙØª Ø±ÙØ­</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2903</th>\n",
       "      <td>5.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0983002282</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/6589034....</td>\n",
       "      <td>2012</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir30/17608096-obscured-darkness.html</td>\n",
       "      <td>8</td>\n",
       "      <td>Obscured Darkness (Family Secrets #2)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2909</th>\n",
       "      <td>5.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0983002215</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/6589034....</td>\n",
       "      <td>2011</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir30/16200303-family-secrets.html</td>\n",
       "      <td>9</td>\n",
       "      <td>Family Secrets</td>\n",
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       "    <tr>\n",
       "      <th>2920</th>\n",
       "      <td>4.93</td>\n",
       "      <td>6</td>\n",
       "      <td>1453634819</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/4808225....</td>\n",
       "      <td>2010</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir30/11187861-the-years-distilled.html</td>\n",
       "      <td>28</td>\n",
       "      <td>The Years Distilled</td>\n",
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       "    <tr>\n",
       "      <th>2928</th>\n",
       "      <td>4.73</td>\n",
       "      <td>1</td>\n",
       "      <td>0983002274</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/6589034....</td>\n",
       "      <td>2012</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir30/16173867-mortal.html</td>\n",
       "      <td>11</td>\n",
       "      <td>Mortal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3225</th>\n",
       "      <td>4.00</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/6520851....</td>\n",
       "      <td>2012</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir33/15992396-take-a-deep-breath---21-top-tip...</td>\n",
       "      <td>11</td>\n",
       "      <td>Take a Deep Breath - 21 Top Tips for Relaxed, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3229</th>\n",
       "      <td>4.40</td>\n",
       "      <td>19</td>\n",
       "      <td>1625108737</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/6978127....</td>\n",
       "      <td>2013</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir33/17871711-the-mystery-of-revenge.html</td>\n",
       "      <td>55</td>\n",
       "      <td>The Mystery of Revenge</td>\n",
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       "    <tr>\n",
       "      <th>3238</th>\n",
       "      <td>4.35</td>\n",
       "      <td>20</td>\n",
       "      <td>NaN</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/7243654....</td>\n",
       "      <td>2013</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir33/18397370-the-real-book-of-the-dead.html</td>\n",
       "      <td>40</td>\n",
       "      <td>The Real Book of the Dead</td>\n",
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       "    <tr>\n",
       "      <th>3258</th>\n",
       "      <td>4.63</td>\n",
       "      <td>20</td>\n",
       "      <td>NaN</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/7058502....</td>\n",
       "      <td>2013</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir33/19571104-the-keeper.html</td>\n",
       "      <td>54</td>\n",
       "      <td>The Keeper (The Keeper, #3)</td>\n",
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       "    <tr>\n",
       "      <th>3289</th>\n",
       "      <td>4.61</td>\n",
       "      <td>4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/7243654....</td>\n",
       "      <td>2013</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir33/18626461-messages-from-heaven.html</td>\n",
       "      <td>31</td>\n",
       "      <td>Messages From Heaven</td>\n",
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       "    <tr>\n",
       "      <th>3688</th>\n",
       "      <td>4.53</td>\n",
       "      <td>9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/6440482....</td>\n",
       "      <td>2012</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir37/15745506-the-oaks.html</td>\n",
       "      <td>19</td>\n",
       "      <td>The Oaks (Royal Oaks, #1)</td>\n",
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       "    <tr>\n",
       "      <th>3786</th>\n",
       "      <td>4.00</td>\n",
       "      <td>4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/7843984....</td>\n",
       "      <td>2014</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir38/22049639-the-eagle-s-secret.html</td>\n",
       "      <td>28</td>\n",
       "      <td>The Eagle's Secret</td>\n",
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       "    <tr>\n",
       "      <th>3803</th>\n",
       "      <td>3.98</td>\n",
       "      <td>8</td>\n",
       "      <td>1608622835</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/4875841....</td>\n",
       "      <td>2011</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir39/11451865-hillbilly-tales-from-the-smoky-...</td>\n",
       "      <td>40</td>\n",
       "      <td>Hillbilly Tales from the Smoky Mountains - And...</td>\n",
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       "    <tr>\n",
       "      <th>3868</th>\n",
       "      <td>4.43</td>\n",
       "      <td>1</td>\n",
       "      <td>1606191934</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/2941486....</td>\n",
       "      <td>2012</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir39/15894829-the-case-of-the-cosmological-ki...</td>\n",
       "      <td>30</td>\n",
       "      <td>The Case of the Cosmological Killer (Displaced...</td>\n",
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       "    <tr>\n",
       "      <th>4383</th>\n",
       "      <td>4.29</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/5077755....</td>\n",
       "      <td>2011</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir44/12260642-i-am-an-island.html</td>\n",
       "      <td>14</td>\n",
       "      <td>I am an Island</td>\n",
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       "    <tr>\n",
       "      <th>4384</th>\n",
       "      <td>4.06</td>\n",
       "      <td>6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/5831594....</td>\n",
       "      <td>2012</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir44/13638968-undying.html</td>\n",
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       "      <td>Undying (Undying, #1)</td>\n",
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       "    <tr>\n",
       "      <th>4387</th>\n",
       "      <td>4.36</td>\n",
       "      <td>5</td>\n",
       "      <td>1494884631</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/7754245....</td>\n",
       "      <td>2014</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir44/20497446-it-s-not-what-you-think.html</td>\n",
       "      <td>14</td>\n",
       "      <td>It's Not What You Think (It's Not What You Thi...</td>\n",
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       "    <tr>\n",
       "      <th>4389</th>\n",
       "      <td>4.29</td>\n",
       "      <td>9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/7801640....</td>\n",
       "      <td>2013</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir44/20578084-we-got-zombies-on-the-lawn-agai...</td>\n",
       "      <td>14</td>\n",
       "      <td>We Got Zombies On The Lawn Again, Ma (Ax Hande...</td>\n",
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       "    <tr>\n",
       "      <th>4405</th>\n",
       "      <td>4.88</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/8433703....</td>\n",
       "      <td>2014</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir45/22884686-my-two-cents.html</td>\n",
       "      <td>8</td>\n",
       "      <td>My Two Cents</td>\n",
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       "    <tr>\n",
       "      <th>4410</th>\n",
       "      <td>4.37</td>\n",
       "      <td>11</td>\n",
       "      <td>NaN</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/7380017....</td>\n",
       "      <td>2013</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir45/18769784-hard-up-ardon-1.html</td>\n",
       "      <td>27</td>\n",
       "      <td>Hard Up, Ardon #1</td>\n",
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       "    <tr>\n",
       "      <th>4472</th>\n",
       "      <td>4.79</td>\n",
       "      <td>5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/6585024....</td>\n",
       "      <td>2013</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir45/18081150-tilt.html</td>\n",
       "      <td>14</td>\n",
       "      <td>Tilt (Dreams of Chaos #2)</td>\n",
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       "    <tr>\n",
       "      <th>4473</th>\n",
       "      <td>5.00</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/6896621....</td>\n",
       "      <td>2012</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir45/17259227-patience-s-love.html</td>\n",
       "      <td>7</td>\n",
       "      <td>Patience's Love</td>\n",
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       "    <tr>\n",
       "      <th>4524</th>\n",
       "      <td>4.46</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/4808225....</td>\n",
       "      <td>2011</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir46/11187936-fresh.html</td>\n",
       "      <td>24</td>\n",
       "      <td>Fresh</td>\n",
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       "    <tr>\n",
       "      <th>4763</th>\n",
       "      <td>4.56</td>\n",
       "      <td>8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/4087195....</td>\n",
       "      <td>2010</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir48/8466114-in-the-name-of-revenge.html</td>\n",
       "      <td>16</td>\n",
       "      <td>In the Name of Revenge (Ivanovich, #1)</td>\n",
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       "    <tr>\n",
       "      <th>5411</th>\n",
       "      <td>4.25</td>\n",
       "      <td>3</td>\n",
       "      <td>1450556566</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/3335237....</td>\n",
       "      <td>2010</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir55/8176759-a-terrace-on-the-tower-of-babel....</td>\n",
       "      <td>12</td>\n",
       "      <td>A Terrace On The Tower Of Babel</td>\n",
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       "    <tr>\n",
       "      <th>5429</th>\n",
       "      <td>4.45</td>\n",
       "      <td>5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/7373870....</td>\n",
       "      <td>2013</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir55/18752404-it-comes-natural---understandin...</td>\n",
       "      <td>11</td>\n",
       "      <td>It Comes Natural - Understanding Natural and I...</td>\n",
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       "    <tr>\n",
       "      <th>5433</th>\n",
       "      <td>4.60</td>\n",
       "      <td>3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/8187644....</td>\n",
       "      <td>2014</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir55/22038750-new-zigon---the-founder-s-curse...</td>\n",
       "      <td>5</td>\n",
       "      <td>New Zigon - The Founder's Curse</td>\n",
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       "    <tr>\n",
       "      <th>5435</th>\n",
       "      <td>4.48</td>\n",
       "      <td>6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/5132169....</td>\n",
       "      <td>2014</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir55/22671084-bound-anthology.html</td>\n",
       "      <td>23</td>\n",
       "      <td>Bound Anthology</td>\n",
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       "    <tr>\n",
       "      <th>5443</th>\n",
       "      <td>4.15</td>\n",
       "      <td>14</td>\n",
       "      <td>0982816308</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/4524500....</td>\n",
       "      <td>2010</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir55/9972090-secrets-of-jewish-wealth-reveale...</td>\n",
       "      <td>61</td>\n",
       "      <td>Secrets of Jewish Wealth Revealed!</td>\n",
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       "    <tr>\n",
       "      <th>5458</th>\n",
       "      <td>4.25</td>\n",
       "      <td>3</td>\n",
       "      <td>1311059164</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/8507331....</td>\n",
       "      <td>2014</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir55/23118840-liliana.html</td>\n",
       "      <td>8</td>\n",
       "      <td>Liliana</td>\n",
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       "    <tr>\n",
       "      <th>5479</th>\n",
       "      <td>4.66</td>\n",
       "      <td>4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/7456408....</td>\n",
       "      <td>2013</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir55/19055068-churning-waters.html</td>\n",
       "      <td>32</td>\n",
       "      <td>Churning Waters</td>\n",
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       "    <tr>\n",
       "      <th>5480</th>\n",
       "      <td>4.83</td>\n",
       "      <td>3</td>\n",
       "      <td>1495416739</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/7399883....</td>\n",
       "      <td>2014</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir55/20773953-this-land-of-streams.html</td>\n",
       "      <td>6</td>\n",
       "      <td>This Land of Streams</td>\n",
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       "    <tr>\n",
       "      <th>5494</th>\n",
       "      <td>3.81</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/5077755....</td>\n",
       "      <td>2008</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir55/12260599-huey-lambert-s-walking-nuclear-...</td>\n",
       "      <td>16</td>\n",
       "      <td>Huey Lambert's Walking Nuclear Circus</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5498</th>\n",
       "      <td>4.80</td>\n",
       "      <td>34</td>\n",
       "      <td>1933455098</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/5834131....</td>\n",
       "      <td>2012</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir55/13645330-syrian-folktales.html</td>\n",
       "      <td>50</td>\n",
       "      <td>Syrian Folktales</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5500</th>\n",
       "      <td>4.71</td>\n",
       "      <td>12</td>\n",
       "      <td>NaN</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/5895074....</td>\n",
       "      <td>2011</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir56/16075193-fantacia.html</td>\n",
       "      <td>31</td>\n",
       "      <td>Fantacia (Voxian, #1)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5516</th>\n",
       "      <td>4.62</td>\n",
       "      <td>12</td>\n",
       "      <td>0974056049</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/503388.B...</td>\n",
       "      <td>2006</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir56/6319131-the-peace-of-the-spirit-within.html</td>\n",
       "      <td>68</td>\n",
       "      <td>The Peace of the Spirit Within</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5532</th>\n",
       "      <td>4.86</td>\n",
       "      <td>4</td>\n",
       "      <td>1477504540</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/5989528....</td>\n",
       "      <td>2013</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir56/17695243-call-of-the-lost-ages.html</td>\n",
       "      <td>7</td>\n",
       "      <td>Call Of The Lost Ages</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5560</th>\n",
       "      <td>4.00</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/7518486._</td>\n",
       "      <td>2013</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir56/21569585.html</td>\n",
       "      <td>10</td>\n",
       "      <td>Ø§Ù",
       "ÙØ§Ù ÙØ¯Ù",
       "Ø§Ø¡</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5565</th>\n",
       "      <td>4.50</td>\n",
       "      <td>5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/8262567....</td>\n",
       "      <td>2014</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir56/22524731-five-years---the-meeting.html</td>\n",
       "      <td>10</td>\n",
       "      <td>Five Years - The Meeting</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5584</th>\n",
       "      <td>4.75</td>\n",
       "      <td>3</td>\n",
       "      <td>1481959824</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/5100743....</td>\n",
       "      <td>2013</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir56/17606460-why-not-world.html</td>\n",
       "      <td>8</td>\n",
       "      <td>Why Not-World</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5618</th>\n",
       "      <td>4.44</td>\n",
       "      <td>4</td>\n",
       "      <td>1495907791</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/7399883....</td>\n",
       "      <td>2014</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir57/20835408-the-afternoon-when-she-died.html</td>\n",
       "      <td>9</td>\n",
       "      <td>The Afternoon When She Died</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5692</th>\n",
       "      <td>5.00</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/5989528....</td>\n",
       "      <td>2012</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir57/14288412-abstraction-in-theory---laws-of...</td>\n",
       "      <td>6</td>\n",
       "      <td>Abstraction In Theory - Laws Of Physical Trans...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5717</th>\n",
       "      <td>4.71</td>\n",
       "      <td>4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/5838022....</td>\n",
       "      <td>2012</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir58/13741511-american-amaranth.html</td>\n",
       "      <td>14</td>\n",
       "      <td>American Amaranth</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5729</th>\n",
       "      <td>4.83</td>\n",
       "      <td>16</td>\n",
       "      <td>NaN</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/7058502....</td>\n",
       "      <td>2014</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir58/22312293-the-keeper.html</td>\n",
       "      <td>29</td>\n",
       "      <td>The Keeper (The Keeper, #5)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5778</th>\n",
       "      <td>4.63</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/4808225....</td>\n",
       "      <td>2010</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir58/11187937-un-spoken.html</td>\n",
       "      <td>19</td>\n",
       "      <td>(Un) Spoken</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      rating  review_count        isbn         booktype                                         author_url  year genre_urls                                                dir  rating_count                                               name\n",
       "953     4.56            27  1477276068  good_reads:book  https://www.goodreads.com/author/show/6621980....  2012        NaN              dir10/16243767-crossing-the-seas.html            90                                  Crossing the Seas\n",
       "1515    4.56             8         NaN  good_reads:book  https://www.goodreads.com/author/show/394525.T...  2013        NaN         dir16/18136407-crashing-down-to-earth.html            75                             Crashing Down to Earth\n",
       "1693    4.21             7         NaN  good_reads:book    https://www.goodreads.com/author/show/3110785._  2009        NaN                                 dir17/7425765.html            67                Ð¡Ð»ÑÐ½ÑÐµ Ð½ÐµÐ´Ð¾ÑÐµÐ³Ð°ÐµÐ¼Ð¾\n",
       "1752    3.85            41  140921818X  good_reads:book  https://www.goodreads.com/author/show/7337562....    13        NaN  dir18/5548850-the-day-jesus-rode-into-croydon....            94                    The Day Jesus Rode Into Croydon\n",
       "1942    4.66             8  0992382009  good_reads:book  https://www.goodreads.com/author/show/7574275....  2014        NaN         dir20/19532388-letters-from-your-soul.html            29                             Letters from your soul\n",
       "2034    4.92             2  147930414X  good_reads:book  https://www.goodreads.com/author/show/6467808....  2012        NaN                dir21/20363899-happy-halloween.html            49                                    Happy Halloween\n",
       "2067    4.16            24  0804844399  good_reads:book  https://www.goodreads.com/author/show/6894841....  2012        NaN    dir21/18343754-a-capitalist-in-north-korea.html            57                        A Capitalist in North Korea\n",
       "2145    5.00             3  1300589469  good_reads:book  https://www.goodreads.com/author/show/6906561....  2012        NaN  dir22/17287259-a-book-about-absolutely-nothing...            63                   A Book About Absolutely Nothing.\n",
       "2170    4.65            12         NaN  good_reads:book  https://www.goodreads.com/author/show/6565853....  2012        NaN            dir22/17904495-curse-of-the-salute.html            31                                Curse of The Salute\n",
       "2190    4.33            31  0987434853  good_reads:book  https://www.goodreads.com/author/show/4443219....  2013        NaN                      dir22/18251020-life-song.html            40                                          Life Song\n",
       "2476    3.53             3         NaN  good_reads:book  https://www.goodreads.com/author/show/5139623....  2013        NaN      dir25/17563755-miscellaneous-stuff-stuff.html            15                        Miscellaneous Stuff & Stuff\n",
       "2734    4.08          5095  0192833987  good_reads:book  https://www.goodreads.com/author/show/128382.L...  1869        NaN                       dir28/656.War_and_Peace.html        117775                                      War and Peace\n",
       "2865    4.93             0  9789898541  good_reads:book  https://www.goodreads.com/author/show/7458878....  2012        NaN  dir29/19065420-la-os-fortes-e-decis-es-dif-cei...            14                LaÃ§os fortes e decisÃµes difÃ­ceis\n",
       "2868    4.94             6         NaN  good_reads:book  https://www.goodreads.com/author/show/8127793....  2014        NaN  dir29/21864814-nik-nassa-the-mark-of-destiny.html            16                    Nik Nassa & the Mark of Destiny\n",
       "2877    3.53            10         NaN  good_reads:book  https://www.goodreads.com/author/show/8193887....  2014        NaN                                dir29/22174792.html            19                                  Ø§ÙØµÙØª Ø±ÙØ­\n",
       "2903    5.00             0  0983002282  good_reads:book  https://www.goodreads.com/author/show/6589034....  2012        NaN              dir30/17608096-obscured-darkness.html             8              Obscured Darkness (Family Secrets #2)\n",
       "2909    5.00             0  0983002215  good_reads:book  https://www.goodreads.com/author/show/6589034....  2011        NaN                 dir30/16200303-family-secrets.html             9                                     Family Secrets\n",
       "2920    4.93             6  1453634819  good_reads:book  https://www.goodreads.com/author/show/4808225....  2010        NaN            dir30/11187861-the-years-distilled.html            28                                The Years Distilled\n",
       "2928    4.73             1  0983002274  good_reads:book  https://www.goodreads.com/author/show/6589034....  2012        NaN                         dir30/16173867-mortal.html            11                                             Mortal\n",
       "3225    4.00             0         NaN  good_reads:book  https://www.goodreads.com/author/show/6520851....  2012        NaN  dir33/15992396-take-a-deep-breath---21-top-tip...            11  Take a Deep Breath - 21 Top Tips for Relaxed, ...\n",
       "3229    4.40            19  1625108737  good_reads:book  https://www.goodreads.com/author/show/6978127....  2013        NaN         dir33/17871711-the-mystery-of-revenge.html            55                             The Mystery of Revenge\n",
       "3238    4.35            20         NaN  good_reads:book  https://www.goodreads.com/author/show/7243654....  2013        NaN      dir33/18397370-the-real-book-of-the-dead.html            40                          The Real Book of the Dead\n",
       "3258    4.63            20         NaN  good_reads:book  https://www.goodreads.com/author/show/7058502....  2013        NaN                     dir33/19571104-the-keeper.html            54                        The Keeper (The Keeper, #3)\n",
       "3289    4.61             4         NaN  good_reads:book  https://www.goodreads.com/author/show/7243654....  2013        NaN           dir33/18626461-messages-from-heaven.html            31                               Messages From Heaven\n",
       "3688    4.53             9         NaN  good_reads:book  https://www.goodreads.com/author/show/6440482....  2012        NaN                       dir37/15745506-the-oaks.html            19                          The Oaks (Royal Oaks, #1)\n",
       "3786    4.00             4         NaN  good_reads:book  https://www.goodreads.com/author/show/7843984....  2014        NaN             dir38/22049639-the-eagle-s-secret.html            28                                 The Eagle's Secret\n",
       "3803    3.98             8  1608622835  good_reads:book  https://www.goodreads.com/author/show/4875841....  2011        NaN  dir39/11451865-hillbilly-tales-from-the-smoky-...            40  Hillbilly Tales from the Smoky Mountains - And...\n",
       "3868    4.43             1  1606191934  good_reads:book  https://www.goodreads.com/author/show/2941486....  2012        NaN  dir39/15894829-the-case-of-the-cosmological-ki...            30  The Case of the Cosmological Killer (Displaced...\n",
       "4383    4.29             2         NaN  good_reads:book  https://www.goodreads.com/author/show/5077755....  2011        NaN                 dir44/12260642-i-am-an-island.html            14                                     I am an Island\n",
       "4384    4.06             6         NaN  good_reads:book  https://www.goodreads.com/author/show/5831594....  2012        NaN                        dir44/13638968-undying.html            32                              Undying (Undying, #1)\n",
       "4387    4.36             5  1494884631  good_reads:book  https://www.goodreads.com/author/show/7754245....  2014        NaN        dir44/20497446-it-s-not-what-you-think.html            14  It's Not What You Think (It's Not What You Thi...\n",
       "4389    4.29             9         NaN  good_reads:book  https://www.goodreads.com/author/show/7801640....  2013        NaN  dir44/20578084-we-got-zombies-on-the-lawn-agai...            14  We Got Zombies On The Lawn Again, Ma (Ax Hande...\n",
       "4405    4.88             1         NaN  good_reads:book  https://www.goodreads.com/author/show/8433703....  2014        NaN                   dir45/22884686-my-two-cents.html             8                                       My Two Cents\n",
       "4410    4.37            11         NaN  good_reads:book  https://www.goodreads.com/author/show/7380017....  2013        NaN                dir45/18769784-hard-up-ardon-1.html            27                                  Hard Up, Ardon #1\n",
       "4472    4.79             5         NaN  good_reads:book  https://www.goodreads.com/author/show/6585024....  2013        NaN                           dir45/18081150-tilt.html            14                          Tilt (Dreams of Chaos #2)\n",
       "4473    5.00             0         NaN  good_reads:book  https://www.goodreads.com/author/show/6896621....  2012        NaN                dir45/17259227-patience-s-love.html             7                                    Patience's Love\n",
       "4524    4.46             2         NaN  good_reads:book  https://www.goodreads.com/author/show/4808225....  2011        NaN                          dir46/11187936-fresh.html            24                                              Fresh\n",
       "4763    4.56             8         NaN  good_reads:book  https://www.goodreads.com/author/show/4087195....  2010        NaN          dir48/8466114-in-the-name-of-revenge.html            16             In the Name of Revenge (Ivanovich, #1)\n",
       "5411    4.25             3  1450556566  good_reads:book  https://www.goodreads.com/author/show/3335237....  2010        NaN  dir55/8176759-a-terrace-on-the-tower-of-babel....            12                    A Terrace On The Tower Of Babel\n",
       "5429    4.45             5         NaN  good_reads:book  https://www.goodreads.com/author/show/7373870....  2013        NaN  dir55/18752404-it-comes-natural---understandin...            11  It Comes Natural - Understanding Natural and I...\n",
       "5433    4.60             3         NaN  good_reads:book  https://www.goodreads.com/author/show/8187644....  2014        NaN  dir55/22038750-new-zigon---the-founder-s-curse...             5                    New Zigon - The Founder's Curse\n",
       "5435    4.48             6         NaN  good_reads:book  https://www.goodreads.com/author/show/5132169....  2014        NaN                dir55/22671084-bound-anthology.html            23                                    Bound Anthology\n",
       "5443    4.15            14  0982816308  good_reads:book  https://www.goodreads.com/author/show/4524500....  2010        NaN  dir55/9972090-secrets-of-jewish-wealth-reveale...            61                 Secrets of Jewish Wealth Revealed!\n",
       "5458    4.25             3  1311059164  good_reads:book  https://www.goodreads.com/author/show/8507331....  2014        NaN                        dir55/23118840-liliana.html             8                                            Liliana\n",
       "5479    4.66             4         NaN  good_reads:book  https://www.goodreads.com/author/show/7456408....  2013        NaN                dir55/19055068-churning-waters.html            32                                    Churning Waters\n",
       "5480    4.83             3  1495416739  good_reads:book  https://www.goodreads.com/author/show/7399883....  2014        NaN           dir55/20773953-this-land-of-streams.html             6                               This Land of Streams\n",
       "5494    3.81             7         NaN  good_reads:book  https://www.goodreads.com/author/show/5077755....  2008        NaN  dir55/12260599-huey-lambert-s-walking-nuclear-...            16              Huey Lambert's Walking Nuclear Circus\n",
       "5498    4.80            34  1933455098  good_reads:book  https://www.goodreads.com/author/show/5834131....  2012        NaN               dir55/13645330-syrian-folktales.html            50                                   Syrian Folktales\n",
       "5500    4.71            12         NaN  good_reads:book  https://www.goodreads.com/author/show/5895074....  2011        NaN                       dir56/16075193-fantacia.html            31                              Fantacia (Voxian, #1)\n",
       "5516    4.62            12  0974056049  good_reads:book  https://www.goodreads.com/author/show/503388.B...  2006        NaN  dir56/6319131-the-peace-of-the-spirit-within.html            68                     The Peace of the Spirit Within\n",
       "5532    4.86             4  1477504540  good_reads:book  https://www.goodreads.com/author/show/5989528....  2013        NaN          dir56/17695243-call-of-the-lost-ages.html             7                              Call Of The Lost Ages\n",
       "5560    4.00             1         NaN  good_reads:book    https://www.goodreads.com/author/show/7518486._  2013        NaN                                dir56/21569585.html            10                              Ø§Ù",
       "ÙØ§Ù ÙØ¯Ù",
       "Ø§Ø¡\n",
       "5565    4.50             5         NaN  good_reads:book  https://www.goodreads.com/author/show/8262567....  2014        NaN       dir56/22524731-five-years---the-meeting.html            10                           Five Years - The Meeting\n",
       "5584    4.75             3  1481959824  good_reads:book  https://www.goodreads.com/author/show/5100743....  2013        NaN                  dir56/17606460-why-not-world.html             8                                      Why Not-World\n",
       "5618    4.44             4  1495907791  good_reads:book  https://www.goodreads.com/author/show/7399883....  2014        NaN    dir57/20835408-the-afternoon-when-she-died.html             9                        The Afternoon When She Died\n",
       "5692    5.00             0         NaN  good_reads:book  https://www.goodreads.com/author/show/5989528....  2012        NaN  dir57/14288412-abstraction-in-theory---laws-of...             6  Abstraction In Theory - Laws Of Physical Trans...\n",
       "5717    4.71             4         NaN  good_reads:book  https://www.goodreads.com/author/show/5838022....  2012        NaN              dir58/13741511-american-amaranth.html            14                                  American Amaranth\n",
       "5729    4.83            16         NaN  good_reads:book  https://www.goodreads.com/author/show/7058502....  2014        NaN                     dir58/22312293-the-keeper.html            29                        The Keeper (The Keeper, #5)\n",
       "5778    4.63             0         NaN  good_reads:book  https://www.goodreads.com/author/show/4808225....  2010        NaN                      dir58/11187937-un-spoken.html            19                                        (Un) Spoken"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df.genre_urls.isnull()]"
   ]
  },
  {
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   },
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       "      <th></th>\n",
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       "      <th>953</th>\n",
       "      <td>4.56</td>\n",
       "      <td>27</td>\n",
       "      <td>1477276068</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/6621980....</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>dir10/16243767-crossing-the-seas.html</td>\n",
       "      <td>90</td>\n",
       "      <td>Crossing the Seas</td>\n",
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       "      <th>1515</th>\n",
       "      <td>4.56</td>\n",
       "      <td>8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/394525.T...</td>\n",
       "      <td>2013</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir16/18136407-crashing-down-to-earth.html</td>\n",
       "      <td>75</td>\n",
       "      <td>Crashing Down to Earth</td>\n",
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       "      <th>1693</th>\n",
       "      <td>4.21</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/3110785._</td>\n",
       "      <td>2009</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir17/7425765.html</td>\n",
       "      <td>67</td>\n",
       "      <td>Ð¡Ð»ÑÐ½ÑÐµ Ð½ÐµÐ´Ð¾ÑÐµÐ³Ð°ÐµÐ¼Ð¾</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1752</th>\n",
       "      <td>3.85</td>\n",
       "      <td>41</td>\n",
       "      <td>140921818X</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/7337562....</td>\n",
       "      <td>13</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir18/5548850-the-day-jesus-rode-into-croydon....</td>\n",
       "      <td>94</td>\n",
       "      <td>The Day Jesus Rode Into Croydon</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1942</th>\n",
       "      <td>4.66</td>\n",
       "      <td>8</td>\n",
       "      <td>0992382009</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/7574275....</td>\n",
       "      <td>2014</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir20/19532388-letters-from-your-soul.html</td>\n",
       "      <td>29</td>\n",
       "      <td>Letters from your soul</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2034</th>\n",
       "      <td>4.92</td>\n",
       "      <td>2</td>\n",
       "      <td>147930414X</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/6467808....</td>\n",
       "      <td>2012</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir21/20363899-happy-halloween.html</td>\n",
       "      <td>49</td>\n",
       "      <td>Happy Halloween</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2067</th>\n",
       "      <td>4.16</td>\n",
       "      <td>24</td>\n",
       "      <td>0804844399</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/6894841....</td>\n",
       "      <td>2012</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir21/18343754-a-capitalist-in-north-korea.html</td>\n",
       "      <td>57</td>\n",
       "      <td>A Capitalist in North Korea</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2145</th>\n",
       "      <td>5.00</td>\n",
       "      <td>3</td>\n",
       "      <td>1300589469</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/6906561....</td>\n",
       "      <td>2012</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir22/17287259-a-book-about-absolutely-nothing...</td>\n",
       "      <td>63</td>\n",
       "      <td>A Book About Absolutely Nothing.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2170</th>\n",
       "      <td>4.65</td>\n",
       "      <td>12</td>\n",
       "      <td>NaN</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/6565853....</td>\n",
       "      <td>2012</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir22/17904495-curse-of-the-salute.html</td>\n",
       "      <td>31</td>\n",
       "      <td>Curse of The Salute</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2190</th>\n",
       "      <td>4.33</td>\n",
       "      <td>31</td>\n",
       "      <td>0987434853</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/4443219....</td>\n",
       "      <td>2013</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir22/18251020-life-song.html</td>\n",
       "      <td>40</td>\n",
       "      <td>Life Song</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2476</th>\n",
       "      <td>3.53</td>\n",
       "      <td>3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/5139623....</td>\n",
       "      <td>2013</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir25/17563755-miscellaneous-stuff-stuff.html</td>\n",
       "      <td>15</td>\n",
       "      <td>Miscellaneous Stuff &amp; Stuff</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2734</th>\n",
       "      <td>4.08</td>\n",
       "      <td>5095</td>\n",
       "      <td>0192833987</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/128382.L...</td>\n",
       "      <td>1869</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir28/656.War_and_Peace.html</td>\n",
       "      <td>117775</td>\n",
       "      <td>War and Peace</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2865</th>\n",
       "      <td>4.93</td>\n",
       "      <td>0</td>\n",
       "      <td>9789898541</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/7458878....</td>\n",
       "      <td>2012</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir29/19065420-la-os-fortes-e-decis-es-dif-cei...</td>\n",
       "      <td>14</td>\n",
       "      <td>LaÃ§os fortes e decisÃµes difÃ­ceis</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2868</th>\n",
       "      <td>4.94</td>\n",
       "      <td>6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/8127793....</td>\n",
       "      <td>2014</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir29/21864814-nik-nassa-the-mark-of-destiny.html</td>\n",
       "      <td>16</td>\n",
       "      <td>Nik Nassa &amp; the Mark of Destiny</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2877</th>\n",
       "      <td>3.53</td>\n",
       "      <td>10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/8193887....</td>\n",
       "      <td>2014</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir29/22174792.html</td>\n",
       "      <td>19</td>\n",
       "      <td>Ø§ÙØµÙØª Ø±ÙØ­</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2903</th>\n",
       "      <td>5.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0983002282</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/6589034....</td>\n",
       "      <td>2012</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir30/17608096-obscured-darkness.html</td>\n",
       "      <td>8</td>\n",
       "      <td>Obscured Darkness (Family Secrets #2)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2909</th>\n",
       "      <td>5.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0983002215</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/6589034....</td>\n",
       "      <td>2011</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir30/16200303-family-secrets.html</td>\n",
       "      <td>9</td>\n",
       "      <td>Family Secrets</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2920</th>\n",
       "      <td>4.93</td>\n",
       "      <td>6</td>\n",
       "      <td>1453634819</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/4808225....</td>\n",
       "      <td>2010</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir30/11187861-the-years-distilled.html</td>\n",
       "      <td>28</td>\n",
       "      <td>The Years Distilled</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2928</th>\n",
       "      <td>4.73</td>\n",
       "      <td>1</td>\n",
       "      <td>0983002274</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/6589034....</td>\n",
       "      <td>2012</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir30/16173867-mortal.html</td>\n",
       "      <td>11</td>\n",
       "      <td>Mortal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3225</th>\n",
       "      <td>4.00</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/6520851....</td>\n",
       "      <td>2012</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir33/15992396-take-a-deep-breath---21-top-tip...</td>\n",
       "      <td>11</td>\n",
       "      <td>Take a Deep Breath - 21 Top Tips for Relaxed, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3229</th>\n",
       "      <td>4.40</td>\n",
       "      <td>19</td>\n",
       "      <td>1625108737</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/6978127....</td>\n",
       "      <td>2013</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir33/17871711-the-mystery-of-revenge.html</td>\n",
       "      <td>55</td>\n",
       "      <td>The Mystery of Revenge</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3238</th>\n",
       "      <td>4.35</td>\n",
       "      <td>20</td>\n",
       "      <td>NaN</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/7243654....</td>\n",
       "      <td>2013</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir33/18397370-the-real-book-of-the-dead.html</td>\n",
       "      <td>40</td>\n",
       "      <td>The Real Book of the Dead</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3258</th>\n",
       "      <td>4.63</td>\n",
       "      <td>20</td>\n",
       "      <td>NaN</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/7058502....</td>\n",
       "      <td>2013</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir33/19571104-the-keeper.html</td>\n",
       "      <td>54</td>\n",
       "      <td>The Keeper (The Keeper, #3)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3289</th>\n",
       "      <td>4.61</td>\n",
       "      <td>4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/7243654....</td>\n",
       "      <td>2013</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir33/18626461-messages-from-heaven.html</td>\n",
       "      <td>31</td>\n",
       "      <td>Messages From Heaven</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3688</th>\n",
       "      <td>4.53</td>\n",
       "      <td>9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/6440482....</td>\n",
       "      <td>2012</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir37/15745506-the-oaks.html</td>\n",
       "      <td>19</td>\n",
       "      <td>The Oaks (Royal Oaks, #1)</td>\n",
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       "    <tr>\n",
       "      <th>3786</th>\n",
       "      <td>4.00</td>\n",
       "      <td>4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/7843984....</td>\n",
       "      <td>2014</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir38/22049639-the-eagle-s-secret.html</td>\n",
       "      <td>28</td>\n",
       "      <td>The Eagle's Secret</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3803</th>\n",
       "      <td>3.98</td>\n",
       "      <td>8</td>\n",
       "      <td>1608622835</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/4875841....</td>\n",
       "      <td>2011</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir39/11451865-hillbilly-tales-from-the-smoky-...</td>\n",
       "      <td>40</td>\n",
       "      <td>Hillbilly Tales from the Smoky Mountains - And...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3868</th>\n",
       "      <td>4.43</td>\n",
       "      <td>1</td>\n",
       "      <td>1606191934</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/2941486....</td>\n",
       "      <td>2012</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir39/15894829-the-case-of-the-cosmological-ki...</td>\n",
       "      <td>30</td>\n",
       "      <td>The Case of the Cosmological Killer (Displaced...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4383</th>\n",
       "      <td>4.29</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/5077755....</td>\n",
       "      <td>2011</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir44/12260642-i-am-an-island.html</td>\n",
       "      <td>14</td>\n",
       "      <td>I am an Island</td>\n",
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       "    <tr>\n",
       "      <th>4384</th>\n",
       "      <td>4.06</td>\n",
       "      <td>6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/5831594....</td>\n",
       "      <td>2012</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir44/13638968-undying.html</td>\n",
       "      <td>32</td>\n",
       "      <td>Undying (Undying, #1)</td>\n",
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       "    <tr>\n",
       "      <th>4387</th>\n",
       "      <td>4.36</td>\n",
       "      <td>5</td>\n",
       "      <td>1494884631</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/7754245....</td>\n",
       "      <td>2014</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir44/20497446-it-s-not-what-you-think.html</td>\n",
       "      <td>14</td>\n",
       "      <td>It's Not What You Think (It's Not What You Thi...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4389</th>\n",
       "      <td>4.29</td>\n",
       "      <td>9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/7801640....</td>\n",
       "      <td>2013</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir44/20578084-we-got-zombies-on-the-lawn-agai...</td>\n",
       "      <td>14</td>\n",
       "      <td>We Got Zombies On The Lawn Again, Ma (Ax Hande...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4405</th>\n",
       "      <td>4.88</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/8433703....</td>\n",
       "      <td>2014</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir45/22884686-my-two-cents.html</td>\n",
       "      <td>8</td>\n",
       "      <td>My Two Cents</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4410</th>\n",
       "      <td>4.37</td>\n",
       "      <td>11</td>\n",
       "      <td>NaN</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/7380017....</td>\n",
       "      <td>2013</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir45/18769784-hard-up-ardon-1.html</td>\n",
       "      <td>27</td>\n",
       "      <td>Hard Up, Ardon #1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4472</th>\n",
       "      <td>4.79</td>\n",
       "      <td>5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/6585024....</td>\n",
       "      <td>2013</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir45/18081150-tilt.html</td>\n",
       "      <td>14</td>\n",
       "      <td>Tilt (Dreams of Chaos #2)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4473</th>\n",
       "      <td>5.00</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/6896621....</td>\n",
       "      <td>2012</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir45/17259227-patience-s-love.html</td>\n",
       "      <td>7</td>\n",
       "      <td>Patience's Love</td>\n",
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       "    <tr>\n",
       "      <th>4524</th>\n",
       "      <td>4.46</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/4808225....</td>\n",
       "      <td>2011</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir46/11187936-fresh.html</td>\n",
       "      <td>24</td>\n",
       "      <td>Fresh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4763</th>\n",
       "      <td>4.56</td>\n",
       "      <td>8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/4087195....</td>\n",
       "      <td>2010</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir48/8466114-in-the-name-of-revenge.html</td>\n",
       "      <td>16</td>\n",
       "      <td>In the Name of Revenge (Ivanovich, #1)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5411</th>\n",
       "      <td>4.25</td>\n",
       "      <td>3</td>\n",
       "      <td>1450556566</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/3335237....</td>\n",
       "      <td>2010</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir55/8176759-a-terrace-on-the-tower-of-babel....</td>\n",
       "      <td>12</td>\n",
       "      <td>A Terrace On The Tower Of Babel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5429</th>\n",
       "      <td>4.45</td>\n",
       "      <td>5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/7373870....</td>\n",
       "      <td>2013</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir55/18752404-it-comes-natural---understandin...</td>\n",
       "      <td>11</td>\n",
       "      <td>It Comes Natural - Understanding Natural and I...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5433</th>\n",
       "      <td>4.60</td>\n",
       "      <td>3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/8187644....</td>\n",
       "      <td>2014</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir55/22038750-new-zigon---the-founder-s-curse...</td>\n",
       "      <td>5</td>\n",
       "      <td>New Zigon - The Founder's Curse</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5435</th>\n",
       "      <td>4.48</td>\n",
       "      <td>6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/5132169....</td>\n",
       "      <td>2014</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir55/22671084-bound-anthology.html</td>\n",
       "      <td>23</td>\n",
       "      <td>Bound Anthology</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5443</th>\n",
       "      <td>4.15</td>\n",
       "      <td>14</td>\n",
       "      <td>0982816308</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/4524500....</td>\n",
       "      <td>2010</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir55/9972090-secrets-of-jewish-wealth-reveale...</td>\n",
       "      <td>61</td>\n",
       "      <td>Secrets of Jewish Wealth Revealed!</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5458</th>\n",
       "      <td>4.25</td>\n",
       "      <td>3</td>\n",
       "      <td>1311059164</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/8507331....</td>\n",
       "      <td>2014</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir55/23118840-liliana.html</td>\n",
       "      <td>8</td>\n",
       "      <td>Liliana</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5479</th>\n",
       "      <td>4.66</td>\n",
       "      <td>4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/7456408....</td>\n",
       "      <td>2013</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir55/19055068-churning-waters.html</td>\n",
       "      <td>32</td>\n",
       "      <td>Churning Waters</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5480</th>\n",
       "      <td>4.83</td>\n",
       "      <td>3</td>\n",
       "      <td>1495416739</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/7399883....</td>\n",
       "      <td>2014</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir55/20773953-this-land-of-streams.html</td>\n",
       "      <td>6</td>\n",
       "      <td>This Land of Streams</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5494</th>\n",
       "      <td>3.81</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/5077755....</td>\n",
       "      <td>2008</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir55/12260599-huey-lambert-s-walking-nuclear-...</td>\n",
       "      <td>16</td>\n",
       "      <td>Huey Lambert's Walking Nuclear Circus</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5498</th>\n",
       "      <td>4.80</td>\n",
       "      <td>34</td>\n",
       "      <td>1933455098</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/5834131....</td>\n",
       "      <td>2012</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir55/13645330-syrian-folktales.html</td>\n",
       "      <td>50</td>\n",
       "      <td>Syrian Folktales</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5500</th>\n",
       "      <td>4.71</td>\n",
       "      <td>12</td>\n",
       "      <td>NaN</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/5895074....</td>\n",
       "      <td>2011</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir56/16075193-fantacia.html</td>\n",
       "      <td>31</td>\n",
       "      <td>Fantacia (Voxian, #1)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5516</th>\n",
       "      <td>4.62</td>\n",
       "      <td>12</td>\n",
       "      <td>0974056049</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/503388.B...</td>\n",
       "      <td>2006</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir56/6319131-the-peace-of-the-spirit-within.html</td>\n",
       "      <td>68</td>\n",
       "      <td>The Peace of the Spirit Within</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5532</th>\n",
       "      <td>4.86</td>\n",
       "      <td>4</td>\n",
       "      <td>1477504540</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/5989528....</td>\n",
       "      <td>2013</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir56/17695243-call-of-the-lost-ages.html</td>\n",
       "      <td>7</td>\n",
       "      <td>Call Of The Lost Ages</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5560</th>\n",
       "      <td>4.00</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/7518486._</td>\n",
       "      <td>2013</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir56/21569585.html</td>\n",
       "      <td>10</td>\n",
       "      <td>Ø§Ù",
       "ÙØ§Ù ÙØ¯Ù",
       "Ø§Ø¡</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5565</th>\n",
       "      <td>4.50</td>\n",
       "      <td>5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/8262567....</td>\n",
       "      <td>2014</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir56/22524731-five-years---the-meeting.html</td>\n",
       "      <td>10</td>\n",
       "      <td>Five Years - The Meeting</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5584</th>\n",
       "      <td>4.75</td>\n",
       "      <td>3</td>\n",
       "      <td>1481959824</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/5100743....</td>\n",
       "      <td>2013</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir56/17606460-why-not-world.html</td>\n",
       "      <td>8</td>\n",
       "      <td>Why Not-World</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5618</th>\n",
       "      <td>4.44</td>\n",
       "      <td>4</td>\n",
       "      <td>1495907791</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/7399883....</td>\n",
       "      <td>2014</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir57/20835408-the-afternoon-when-she-died.html</td>\n",
       "      <td>9</td>\n",
       "      <td>The Afternoon When She Died</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5692</th>\n",
       "      <td>5.00</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/5989528....</td>\n",
       "      <td>2012</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir57/14288412-abstraction-in-theory---laws-of...</td>\n",
       "      <td>6</td>\n",
       "      <td>Abstraction In Theory - Laws Of Physical Trans...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5717</th>\n",
       "      <td>4.71</td>\n",
       "      <td>4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/5838022....</td>\n",
       "      <td>2012</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir58/13741511-american-amaranth.html</td>\n",
       "      <td>14</td>\n",
       "      <td>American Amaranth</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5729</th>\n",
       "      <td>4.83</td>\n",
       "      <td>16</td>\n",
       "      <td>NaN</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/7058502....</td>\n",
       "      <td>2014</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir58/22312293-the-keeper.html</td>\n",
       "      <td>29</td>\n",
       "      <td>The Keeper (The Keeper, #5)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5778</th>\n",
       "      <td>4.63</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>good_reads:book</td>\n",
       "      <td>https://www.goodreads.com/author/show/4808225....</td>\n",
       "      <td>2010</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dir58/11187937-un-spoken.html</td>\n",
       "      <td>19</td>\n",
       "      <td>(Un) Spoken</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      rating  review_count        isbn         booktype                                         author_url  year genre_urls                                                dir  rating_count                                               name\n",
       "953     4.56            27  1477276068  good_reads:book  https://www.goodreads.com/author/show/6621980....  2012        NaN              dir10/16243767-crossing-the-seas.html            90                                  Crossing the Seas\n",
       "1515    4.56             8         NaN  good_reads:book  https://www.goodreads.com/author/show/394525.T...  2013        NaN         dir16/18136407-crashing-down-to-earth.html            75                             Crashing Down to Earth\n",
       "1693    4.21             7         NaN  good_reads:book    https://www.goodreads.com/author/show/3110785._  2009        NaN                                 dir17/7425765.html            67                Ð¡Ð»ÑÐ½ÑÐµ Ð½ÐµÐ´Ð¾ÑÐµÐ³Ð°ÐµÐ¼Ð¾\n",
       "1752    3.85            41  140921818X  good_reads:book  https://www.goodreads.com/author/show/7337562....    13        NaN  dir18/5548850-the-day-jesus-rode-into-croydon....            94                    The Day Jesus Rode Into Croydon\n",
       "1942    4.66             8  0992382009  good_reads:book  https://www.goodreads.com/author/show/7574275....  2014        NaN         dir20/19532388-letters-from-your-soul.html            29                             Letters from your soul\n",
       "2034    4.92             2  147930414X  good_reads:book  https://www.goodreads.com/author/show/6467808....  2012        NaN                dir21/20363899-happy-halloween.html            49                                    Happy Halloween\n",
       "2067    4.16            24  0804844399  good_reads:book  https://www.goodreads.com/author/show/6894841....  2012        NaN    dir21/18343754-a-capitalist-in-north-korea.html            57                        A Capitalist in North Korea\n",
       "2145    5.00             3  1300589469  good_reads:book  https://www.goodreads.com/author/show/6906561....  2012        NaN  dir22/17287259-a-book-about-absolutely-nothing...            63                   A Book About Absolutely Nothing.\n",
       "2170    4.65            12         NaN  good_reads:book  https://www.goodreads.com/author/show/6565853....  2012        NaN            dir22/17904495-curse-of-the-salute.html            31                                Curse of The Salute\n",
       "2190    4.33            31  0987434853  good_reads:book  https://www.goodreads.com/author/show/4443219....  2013        NaN                      dir22/18251020-life-song.html            40                                          Life Song\n",
       "2476    3.53             3         NaN  good_reads:book  https://www.goodreads.com/author/show/5139623....  2013        NaN      dir25/17563755-miscellaneous-stuff-stuff.html            15                        Miscellaneous Stuff & Stuff\n",
       "2734    4.08          5095  0192833987  good_reads:book  https://www.goodreads.com/author/show/128382.L...  1869        NaN                       dir28/656.War_and_Peace.html        117775                                      War and Peace\n",
       "2865    4.93             0  9789898541  good_reads:book  https://www.goodreads.com/author/show/7458878....  2012        NaN  dir29/19065420-la-os-fortes-e-decis-es-dif-cei...            14                LaÃ§os fortes e decisÃµes difÃ­ceis\n",
       "2868    4.94             6         NaN  good_reads:book  https://www.goodreads.com/author/show/8127793....  2014        NaN  dir29/21864814-nik-nassa-the-mark-of-destiny.html            16                    Nik Nassa & the Mark of Destiny\n",
       "2877    3.53            10         NaN  good_reads:book  https://www.goodreads.com/author/show/8193887....  2014        NaN                                dir29/22174792.html            19                                  Ø§ÙØµÙØª Ø±ÙØ­\n",
       "2903    5.00             0  0983002282  good_reads:book  https://www.goodreads.com/author/show/6589034....  2012        NaN              dir30/17608096-obscured-darkness.html             8              Obscured Darkness (Family Secrets #2)\n",
       "2909    5.00             0  0983002215  good_reads:book  https://www.goodreads.com/author/show/6589034....  2011        NaN                 dir30/16200303-family-secrets.html             9                                     Family Secrets\n",
       "2920    4.93             6  1453634819  good_reads:book  https://www.goodreads.com/author/show/4808225....  2010        NaN            dir30/11187861-the-years-distilled.html            28                                The Years Distilled\n",
       "2928    4.73             1  0983002274  good_reads:book  https://www.goodreads.com/author/show/6589034....  2012        NaN                         dir30/16173867-mortal.html            11                                             Mortal\n",
       "3225    4.00             0         NaN  good_reads:book  https://www.goodreads.com/author/show/6520851....  2012        NaN  dir33/15992396-take-a-deep-breath---21-top-tip...            11  Take a Deep Breath - 21 Top Tips for Relaxed, ...\n",
       "3229    4.40            19  1625108737  good_reads:book  https://www.goodreads.com/author/show/6978127....  2013        NaN         dir33/17871711-the-mystery-of-revenge.html            55                             The Mystery of Revenge\n",
       "3238    4.35            20         NaN  good_reads:book  https://www.goodreads.com/author/show/7243654....  2013        NaN      dir33/18397370-the-real-book-of-the-dead.html            40                          The Real Book of the Dead\n",
       "3258    4.63            20         NaN  good_reads:book  https://www.goodreads.com/author/show/7058502....  2013        NaN                     dir33/19571104-the-keeper.html            54                        The Keeper (The Keeper, #3)\n",
       "3289    4.61             4         NaN  good_reads:book  https://www.goodreads.com/author/show/7243654....  2013        NaN           dir33/18626461-messages-from-heaven.html            31                               Messages From Heaven\n",
       "3688    4.53             9         NaN  good_reads:book  https://www.goodreads.com/author/show/6440482....  2012        NaN                       dir37/15745506-the-oaks.html            19                          The Oaks (Royal Oaks, #1)\n",
       "3786    4.00             4         NaN  good_reads:book  https://www.goodreads.com/author/show/7843984....  2014        NaN             dir38/22049639-the-eagle-s-secret.html            28                                 The Eagle's Secret\n",
       "3803    3.98             8  1608622835  good_reads:book  https://www.goodreads.com/author/show/4875841....  2011        NaN  dir39/11451865-hillbilly-tales-from-the-smoky-...            40  Hillbilly Tales from the Smoky Mountains - And...\n",
       "3868    4.43             1  1606191934  good_reads:book  https://www.goodreads.com/author/show/2941486....  2012        NaN  dir39/15894829-the-case-of-the-cosmological-ki...            30  The Case of the Cosmological Killer (Displaced...\n",
       "4383    4.29             2         NaN  good_reads:book  https://www.goodreads.com/author/show/5077755....  2011        NaN                 dir44/12260642-i-am-an-island.html            14                                     I am an Island\n",
       "4384    4.06             6         NaN  good_reads:book  https://www.goodreads.com/author/show/5831594....  2012        NaN                        dir44/13638968-undying.html            32                              Undying (Undying, #1)\n",
       "4387    4.36             5  1494884631  good_reads:book  https://www.goodreads.com/author/show/7754245....  2014        NaN        dir44/20497446-it-s-not-what-you-think.html            14  It's Not What You Think (It's Not What You Thi...\n",
       "4389    4.29             9         NaN  good_reads:book  https://www.goodreads.com/author/show/7801640....  2013        NaN  dir44/20578084-we-got-zombies-on-the-lawn-agai...            14  We Got Zombies On The Lawn Again, Ma (Ax Hande...\n",
       "4405    4.88             1         NaN  good_reads:book  https://www.goodreads.com/author/show/8433703....  2014        NaN                   dir45/22884686-my-two-cents.html             8                                       My Two Cents\n",
       "4410    4.37            11         NaN  good_reads:book  https://www.goodreads.com/author/show/7380017....  2013        NaN                dir45/18769784-hard-up-ardon-1.html            27                                  Hard Up, Ardon #1\n",
       "4472    4.79             5         NaN  good_reads:book  https://www.goodreads.com/author/show/6585024....  2013        NaN                           dir45/18081150-tilt.html            14                          Tilt (Dreams of Chaos #2)\n",
       "4473    5.00             0         NaN  good_reads:book  https://www.goodreads.com/author/show/6896621....  2012        NaN                dir45/17259227-patience-s-love.html             7                                    Patience's Love\n",
       "4524    4.46             2         NaN  good_reads:book  https://www.goodreads.com/author/show/4808225....  2011        NaN                          dir46/11187936-fresh.html            24                                              Fresh\n",
       "4763    4.56             8         NaN  good_reads:book  https://www.goodreads.com/author/show/4087195....  2010        NaN          dir48/8466114-in-the-name-of-revenge.html            16             In the Name of Revenge (Ivanovich, #1)\n",
       "5411    4.25             3  1450556566  good_reads:book  https://www.goodreads.com/author/show/3335237....  2010        NaN  dir55/8176759-a-terrace-on-the-tower-of-babel....            12                    A Terrace On The Tower Of Babel\n",
       "5429    4.45             5         NaN  good_reads:book  https://www.goodreads.com/author/show/7373870....  2013        NaN  dir55/18752404-it-comes-natural---understandin...            11  It Comes Natural - Understanding Natural and I...\n",
       "5433    4.60             3         NaN  good_reads:book  https://www.goodreads.com/author/show/8187644....  2014        NaN  dir55/22038750-new-zigon---the-founder-s-curse...             5                    New Zigon - The Founder's Curse\n",
       "5435    4.48             6         NaN  good_reads:book  https://www.goodreads.com/author/show/5132169....  2014        NaN                dir55/22671084-bound-anthology.html            23                                    Bound Anthology\n",
       "5443    4.15            14  0982816308  good_reads:book  https://www.goodreads.com/author/show/4524500....  2010        NaN  dir55/9972090-secrets-of-jewish-wealth-reveale...            61                 Secrets of Jewish Wealth Revealed!\n",
       "5458    4.25             3  1311059164  good_reads:book  https://www.goodreads.com/author/show/8507331....  2014        NaN                        dir55/23118840-liliana.html             8                                            Liliana\n",
       "5479    4.66             4         NaN  good_reads:book  https://www.goodreads.com/author/show/7456408....  2013        NaN                dir55/19055068-churning-waters.html            32                                    Churning Waters\n",
       "5480    4.83             3  1495416739  good_reads:book  https://www.goodreads.com/author/show/7399883....  2014        NaN           dir55/20773953-this-land-of-streams.html             6                               This Land of Streams\n",
       "5494    3.81             7         NaN  good_reads:book  https://www.goodreads.com/author/show/5077755....  2008        NaN  dir55/12260599-huey-lambert-s-walking-nuclear-...            16              Huey Lambert's Walking Nuclear Circus\n",
       "5498    4.80            34  1933455098  good_reads:book  https://www.goodreads.com/author/show/5834131....  2012        NaN               dir55/13645330-syrian-folktales.html            50                                   Syrian Folktales\n",
       "5500    4.71            12         NaN  good_reads:book  https://www.goodreads.com/author/show/5895074....  2011        NaN                       dir56/16075193-fantacia.html            31                              Fantacia (Voxian, #1)\n",
       "5516    4.62            12  0974056049  good_reads:book  https://www.goodreads.com/author/show/503388.B...  2006        NaN  dir56/6319131-the-peace-of-the-spirit-within.html            68                     The Peace of the Spirit Within\n",
       "5532    4.86             4  1477504540  good_reads:book  https://www.goodreads.com/author/show/5989528....  2013        NaN          dir56/17695243-call-of-the-lost-ages.html             7                              Call Of The Lost Ages\n",
       "5560    4.00             1         NaN  good_reads:book    https://www.goodreads.com/author/show/7518486._  2013        NaN                                dir56/21569585.html            10                              Ø§Ù",
       "ÙØ§Ù ÙØ¯Ù",
       "Ø§Ø¡\n",
       "5565    4.50             5         NaN  good_reads:book  https://www.goodreads.com/author/show/8262567....  2014        NaN       dir56/22524731-five-years---the-meeting.html            10                           Five Years - The Meeting\n",
       "5584    4.75             3  1481959824  good_reads:book  https://www.goodreads.com/author/show/5100743....  2013        NaN                  dir56/17606460-why-not-world.html             8                                      Why Not-World\n",
       "5618    4.44             4  1495907791  good_reads:book  https://www.goodreads.com/author/show/7399883....  2014        NaN    dir57/20835408-the-afternoon-when-she-died.html             9                        The Afternoon When She Died\n",
       "5692    5.00             0         NaN  good_reads:book  https://www.goodreads.com/author/show/5989528....  2012        NaN  dir57/14288412-abstraction-in-theory---laws-of...             6  Abstraction In Theory - Laws Of Physical Trans...\n",
       "5717    4.71             4         NaN  good_reads:book  https://www.goodreads.com/author/show/5838022....  2012        NaN              dir58/13741511-american-amaranth.html            14                                  American Amaranth\n",
       "5729    4.83            16         NaN  good_reads:book  https://www.goodreads.com/author/show/7058502....  2014        NaN                     dir58/22312293-the-keeper.html            29                        The Keeper (The Keeper, #5)\n",
       "5778    4.63             0         NaN  good_reads:book  https://www.goodreads.com/author/show/4808225....  2010        NaN                      dir58/11187937-un-spoken.html            19                                        (Un) Spoken"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df.genre_urls.isnull()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "rating          float64\n",
       "review_count      int64\n",
       "isbn             object\n",
       "booktype         object\n",
       "author_url       object\n",
       "year              int64\n",
       "genre_urls       object\n",
       "dir              object\n",
       "rating_count      int64\n",
       "name             object\n",
       "dtype: object"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "df['author']=df.author_url.map(lambda x: \".\".join(x.split('/')[-1].split('.')[1:]))\n",
    "df['booktype']=df.booktype.map(lambda x: x.split(':')[-1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "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>rating</th>\n",
       "      <th>review_count</th>\n",
       "      <th>isbn</th>\n",
       "      <th>booktype</th>\n",
       "      <th>author_url</th>\n",
       "      <th>year</th>\n",
       "      <th>genre_urls</th>\n",
       "      <th>dir</th>\n",
       "      <th>rating_count</th>\n",
       "      <th>name</th>\n",
       "      <th>author</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>4.40</td>\n",
       "      <td>136455</td>\n",
       "      <td>0439023483</td>\n",
       "      <td>book</td>\n",
       "      <td>https://www.goodreads.com/author/show/153394.S...</td>\n",
       "      <td>2008</td>\n",
       "      <td>/genres/young-adult|/genres/science-fiction|/g...</td>\n",
       "      <td>dir01/2767052-the-hunger-games.html</td>\n",
       "      <td>2958974</td>\n",
       "      <td>The Hunger Games (The Hunger Games, #1)</td>\n",
       "      <td>Suzanne_Collins</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4.41</td>\n",
       "      <td>16648</td>\n",
       "      <td>0439358078</td>\n",
       "      <td>book</td>\n",
       "      <td>https://www.goodreads.com/author/show/1077326....</td>\n",
       "      <td>2003</td>\n",
       "      <td>/genres/fantasy|/genres/young-adult|/genres/fi...</td>\n",
       "      <td>dir01/2.Harry_Potter_and_the_Order_of_the_Phoe...</td>\n",
       "      <td>1284478</td>\n",
       "      <td>Harry Potter and the Order of the Phoenix (Har...</td>\n",
       "      <td>J_K_Rowling</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3.56</td>\n",
       "      <td>85746</td>\n",
       "      <td>0316015849</td>\n",
       "      <td>book</td>\n",
       "      <td>https://www.goodreads.com/author/show/941441.S...</td>\n",
       "      <td>2005</td>\n",
       "      <td>/genres/young-adult|/genres/fantasy|/genres/ro...</td>\n",
       "      <td>dir01/41865.Twilight.html</td>\n",
       "      <td>2579564</td>\n",
       "      <td>Twilight (Twilight, #1)</td>\n",
       "      <td>Stephenie_Meyer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4.23</td>\n",
       "      <td>47906</td>\n",
       "      <td>0061120081</td>\n",
       "      <td>book</td>\n",
       "      <td>https://www.goodreads.com/author/show/1825.Har...</td>\n",
       "      <td>1960</td>\n",
       "      <td>/genres/classics|/genres/fiction|/genres/histo...</td>\n",
       "      <td>dir01/2657.To_Kill_a_Mockingbird.html</td>\n",
       "      <td>2078123</td>\n",
       "      <td>To Kill a Mockingbird</td>\n",
       "      <td>Harper_Lee</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4.23</td>\n",
       "      <td>34772</td>\n",
       "      <td>0679783261</td>\n",
       "      <td>book</td>\n",
       "      <td>https://www.goodreads.com/author/show/1265.Jan...</td>\n",
       "      <td>1813</td>\n",
       "      <td>/genres/classics|/genres/fiction|/genres/roman...</td>\n",
       "      <td>dir01/1885.Pride_and_Prejudice.html</td>\n",
       "      <td>1388992</td>\n",
       "      <td>Pride and Prejudice</td>\n",
       "      <td>Jane_Austen</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   rating  review_count        isbn booktype                                         author_url  year                                         genre_urls                                                dir  rating_count                                               name           author\n",
       "0    4.40        136455  0439023483     book  https://www.goodreads.com/author/show/153394.S...  2008  /genres/young-adult|/genres/science-fiction|/g...                dir01/2767052-the-hunger-games.html       2958974            The Hunger Games (The Hunger Games, #1)  Suzanne_Collins\n",
       "1    4.41         16648  0439358078     book  https://www.goodreads.com/author/show/1077326....  2003  /genres/fantasy|/genres/young-adult|/genres/fi...  dir01/2.Harry_Potter_and_the_Order_of_the_Phoe...       1284478  Harry Potter and the Order of the Phoenix (Har...      J_K_Rowling\n",
       "2    3.56         85746  0316015849     book  https://www.goodreads.com/author/show/941441.S...  2005  /genres/young-adult|/genres/fantasy|/genres/ro...                          dir01/41865.Twilight.html       2579564                            Twilight (Twilight, #1)  Stephenie_Meyer\n",
       "3    4.23         47906  0061120081     book  https://www.goodreads.com/author/show/1825.Har...  1960  /genres/classics|/genres/fiction|/genres/histo...              dir01/2657.To_Kill_a_Mockingbird.html       2078123                              To Kill a Mockingbird       Harper_Lee\n",
       "4    4.23         34772  0679783261     book  https://www.goodreads.com/author/show/1265.Jan...  1813  /genres/classics|/genres/fiction|/genres/roman...                dir01/1885.Pride_and_Prejudice.html       1388992                                Pride and Prejudice      Jane_Austen"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x10ad73b50>"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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HXuLOGz7COee8cx5HJknS/OjrYAdYMnw6S089a76HIUlST/AcuyRJBTHYJUkqiMEuSVJB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\nY5QfQS3uAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10ad73690>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.review_count.hist(bins=np.arange(0, 40000, 400))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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o0+Z7B+bSiVeO88z/PM3XvvbkfO/KSVm58lx6e3vnezckSQvcjCIeEW8CPpKZl0fEjwI7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\nD18k4BsAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10ae12d90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.review_count.hist(bins=100)\n",
    "plt.xscale(\"log\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x10b87ff10>"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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HgMYMOuVrKWVnkg90i7fWWg8NuX0A4NyGPnN/f0bh/qtJvn/gbQMAPQwd7q+otR5L8lSS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\nTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10a37c490>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.rating_count.hist(bins=100, log=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "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>rating</th>\n",
       "      <th>review_count</th>\n",
       "      <th>isbn</th>\n",
       "      <th>booktype</th>\n",
       "      <th>author_url</th>\n",
       "      <th>year</th>\n",
       "      <th>genre_urls</th>\n",
       "      <th>dir</th>\n",
       "      <th>rating_count</th>\n",
       "      <th>name</th>\n",
       "      <th>author</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>3.68</td>\n",
       "      <td>5785</td>\n",
       "      <td>0143039954</td>\n",
       "      <td>book</td>\n",
       "      <td>https://www.goodreads.com/author/show/903.Homer</td>\n",
       "      <td>-800</td>\n",
       "      <td>/genres/classics|/genres/fiction|/genres/poetr...</td>\n",
       "      <td>dir01/1381.The_Odyssey.html</td>\n",
       "      <td>560248</td>\n",
       "      <td>The Odyssey</td>\n",
       "      <td>Homer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>246</th>\n",
       "      <td>4.01</td>\n",
       "      <td>365</td>\n",
       "      <td>0147712556</td>\n",
       "      <td>book</td>\n",
       "      <td>https://www.goodreads.com/author/show/903.Homer</td>\n",
       "      <td>-800</td>\n",
       "      <td>/genres/classics|/genres/fantasy|/genres/mytho...</td>\n",
       "      <td>dir03/1375.The_Iliad_The_Odyssey.html</td>\n",
       "      <td>35123</td>\n",
       "      <td>The Iliad/The Odyssey</td>\n",
       "      <td>Homer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>455</th>\n",
       "      <td>3.85</td>\n",
       "      <td>1499</td>\n",
       "      <td>0140449140</td>\n",
       "      <td>book</td>\n",
       "      <td>https://www.goodreads.com/author/show/879.Plato</td>\n",
       "      <td>-380</td>\n",
       "      <td>/genres/philosophy|/genres/classics|/genres/no...</td>\n",
       "      <td>dir05/30289.The_Republic.html</td>\n",
       "      <td>82022</td>\n",
       "      <td>The Republic</td>\n",
       "      <td>Plato</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>596</th>\n",
       "      <td>3.77</td>\n",
       "      <td>1240</td>\n",
       "      <td>0679729526</td>\n",
       "      <td>book</td>\n",
       "      <td>https://www.goodreads.com/author/show/919.Virgil</td>\n",
       "      <td>-29</td>\n",
       "      <td>/genres/classics|/genres/poetry|/genres/fictio...</td>\n",
       "      <td>dir06/12914.The_Aeneid.html</td>\n",
       "      <td>60308</td>\n",
       "      <td>The Aeneid</td>\n",
       "      <td>Virgil</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>629</th>\n",
       "      <td>3.64</td>\n",
       "      <td>1231</td>\n",
       "      <td>1580495931</td>\n",
       "      <td>book</td>\n",
       "      <td>https://www.goodreads.com/author/show/1002.Sop...</td>\n",
       "      <td>-429</td>\n",
       "      <td>/genres/classics|/genres/plays|/genres/drama|/...</td>\n",
       "      <td>dir07/1554.Oedipus_Rex.html</td>\n",
       "      <td>93192</td>\n",
       "      <td>Oedipus Rex</td>\n",
       "      <td>Sophocles</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>674</th>\n",
       "      <td>3.92</td>\n",
       "      <td>3559</td>\n",
       "      <td>1590302257</td>\n",
       "      <td>book</td>\n",
       "      <td>https://www.goodreads.com/author/show/1771.Sun...</td>\n",
       "      <td>-512</td>\n",
       "      <td>/genres/non-fiction|/genres/politics|/genres/c...</td>\n",
       "      <td>dir07/10534.The_Art_of_War.html</td>\n",
       "      <td>114619</td>\n",
       "      <td>The Art of War</td>\n",
       "      <td>Sun_Tzu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>746</th>\n",
       "      <td>4.06</td>\n",
       "      <td>1087</td>\n",
       "      <td>0140449183</td>\n",
       "      <td>book</td>\n",
       "      <td>https://www.goodreads.com/author/show/5158478....</td>\n",
       "      <td>-500</td>\n",
       "      <td>/genres/classics|/genres/spirituality|/genres/...</td>\n",
       "      <td>dir08/99944.The_Bhagavad_Gita.html</td>\n",
       "      <td>31634</td>\n",
       "      <td>The Bhagavad Gita</td>\n",
       "      <td>Anonymous</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>777</th>\n",
       "      <td>3.52</td>\n",
       "      <td>1038</td>\n",
       "      <td>1580493882</td>\n",
       "      <td>book</td>\n",
       "      <td>https://www.goodreads.com/author/show/1002.Sop...</td>\n",
       "      <td>-442</td>\n",
       "      <td>/genres/drama|/genres/fiction|/genres/classics...</td>\n",
       "      <td>dir08/7728.Antigone.html</td>\n",
       "      <td>49084</td>\n",
       "      <td>Antigone</td>\n",
       "      <td>Sophocles</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1233</th>\n",
       "      <td>3.94</td>\n",
       "      <td>704</td>\n",
       "      <td>015602764X</td>\n",
       "      <td>book</td>\n",
       "      <td>https://www.goodreads.com/author/show/1002.Sop...</td>\n",
       "      <td>-400</td>\n",
       "      <td>/genres/classics|/genres/plays|/genres/drama|/...</td>\n",
       "      <td>dir13/1540.The_Oedipus_Cycle.html</td>\n",
       "      <td>36008</td>\n",
       "      <td>The Oedipus Cycle</td>\n",
       "      <td>Sophocles</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1397</th>\n",
       "      <td>4.03</td>\n",
       "      <td>890</td>\n",
       "      <td>0192840509</td>\n",
       "      <td>book</td>\n",
       "      <td>https://www.goodreads.com/author/show/12452.Aesop</td>\n",
       "      <td>-560</td>\n",
       "      <td>/genres/classics|/genres/childrens|/genres/lit...</td>\n",
       "      <td>dir14/21348.Aesop_s_Fables.html</td>\n",
       "      <td>71259</td>\n",
       "      <td>Aesop's Fables</td>\n",
       "      <td>Aesop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1398</th>\n",
       "      <td>3.60</td>\n",
       "      <td>1644</td>\n",
       "      <td>0141026286</td>\n",
       "      <td>book</td>\n",
       "      <td>https://www.goodreads.com/author/show/5158478....</td>\n",
       "      <td>-1500</td>\n",
       "      <td>/genres/religion|/genres/literature|/genres/an...</td>\n",
       "      <td>dir14/19351.The_Epic_of_Gilgamesh.html</td>\n",
       "      <td>42026</td>\n",
       "      <td>The Epic of Gilgamesh</td>\n",
       "      <td>Anonymous</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1428</th>\n",
       "      <td>3.80</td>\n",
       "      <td>539</td>\n",
       "      <td>0486275485</td>\n",
       "      <td>book</td>\n",
       "      <td>https://www.goodreads.com/author/show/973.Euri...</td>\n",
       "      <td>-431</td>\n",
       "      <td>/genres/classics|/genres/plays|/genres/drama|/...</td>\n",
       "      <td>dir15/752900.Medea.html</td>\n",
       "      <td>29858</td>\n",
       "      <td>Medea</td>\n",
       "      <td>Euripides</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1815</th>\n",
       "      <td>3.96</td>\n",
       "      <td>493</td>\n",
       "      <td>0140443339</td>\n",
       "      <td>book</td>\n",
       "      <td>https://www.goodreads.com/author/show/990.Aesc...</td>\n",
       "      <td>-458</td>\n",
       "      <td>/genres/classics|/genres/plays|/genres/drama|/...</td>\n",
       "      <td>dir19/1519.The_Oresteia.html</td>\n",
       "      <td>18729</td>\n",
       "      <td>The Oresteia</td>\n",
       "      <td>Aeschylus</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1882</th>\n",
       "      <td>4.02</td>\n",
       "      <td>377</td>\n",
       "      <td>0872205541</td>\n",
       "      <td>book</td>\n",
       "      <td>https://www.goodreads.com/author/show/879.Plato</td>\n",
       "      <td>-400</td>\n",
       "      <td>/genres/philosophy|/genres/classics|/genres/no...</td>\n",
       "      <td>dir19/22632.The_Trial_and_Death_of_Socrates.html</td>\n",
       "      <td>18712</td>\n",
       "      <td>The Trial and Death of Socrates</td>\n",
       "      <td>Plato</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2078</th>\n",
       "      <td>3.84</td>\n",
       "      <td>399</td>\n",
       "      <td>0140440399</td>\n",
       "      <td>book</td>\n",
       "      <td>https://www.goodreads.com/author/show/957.Thuc...</td>\n",
       "      <td>-411</td>\n",
       "      <td>/genres/history|/genres/classics|/genres/non-f...</td>\n",
       "      <td>dir21/261243.The_History_of_the_Peloponnesian_...</td>\n",
       "      <td>17212</td>\n",
       "      <td>The History of the Peloponnesian War</td>\n",
       "      <td>Thucydides</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2527</th>\n",
       "      <td>3.94</td>\n",
       "      <td>506</td>\n",
       "      <td>0140449086</td>\n",
       "      <td>book</td>\n",
       "      <td>https://www.goodreads.com/author/show/901.Hero...</td>\n",
       "      <td>-440</td>\n",
       "      <td>/genres/history|/genres/classics|/genres/non-f...</td>\n",
       "      <td>dir26/1362.The_Histories.html</td>\n",
       "      <td>20570</td>\n",
       "      <td>The Histories</td>\n",
       "      <td>Herodotus</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3133</th>\n",
       "      <td>4.30</td>\n",
       "      <td>131</td>\n",
       "      <td>0872203492</td>\n",
       "      <td>book</td>\n",
       "      <td>https://www.goodreads.com/author/show/879.Plato</td>\n",
       "      <td>-400</td>\n",
       "      <td>/genres/philosophy|/genres/classics|/genres/no...</td>\n",
       "      <td>dir32/9462.Complete_Works.html</td>\n",
       "      <td>7454</td>\n",
       "      <td>Complete Works</td>\n",
       "      <td>Plato</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3274</th>\n",
       "      <td>3.88</td>\n",
       "      <td>411</td>\n",
       "      <td>0140449493</td>\n",
       "      <td>book</td>\n",
       "      <td>https://www.goodreads.com/author/show/2192.Ari...</td>\n",
       "      <td>-350</td>\n",
       "      <td>/genres/philosophy|/genres/classics|/genres/no...</td>\n",
       "      <td>dir33/19068.The_Nicomachean_Ethics.html</td>\n",
       "      <td>16534</td>\n",
       "      <td>The Nicomachean Ethics</td>\n",
       "      <td>Aristotle</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3757</th>\n",
       "      <td>3.82</td>\n",
       "      <td>364</td>\n",
       "      <td>0872206033</td>\n",
       "      <td>book</td>\n",
       "      <td>https://www.goodreads.com/author/show/1011.Ari...</td>\n",
       "      <td>-411</td>\n",
       "      <td>/genres/plays|/genres/classics|/genres/drama|/...</td>\n",
       "      <td>dir38/1591.Lysistrata.html</td>\n",
       "      <td>18070</td>\n",
       "      <td>Lysistrata</td>\n",
       "      <td>Aristophanes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4402</th>\n",
       "      <td>3.99</td>\n",
       "      <td>516</td>\n",
       "      <td>0140449272</td>\n",
       "      <td>book</td>\n",
       "      <td>https://www.goodreads.com/author/show/879.Plato</td>\n",
       "      <td>-370</td>\n",
       "      <td>/genres/non-fiction|/genres/classics|/genres/p...</td>\n",
       "      <td>dir45/81779.The_Symposium.html</td>\n",
       "      <td>18457</td>\n",
       "      <td>The Symposium</td>\n",
       "      <td>Plato</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4475</th>\n",
       "      <td>4.11</td>\n",
       "      <td>281</td>\n",
       "      <td>0865163480</td>\n",
       "      <td>book</td>\n",
       "      <td>https://www.goodreads.com/author/show/879.Plato</td>\n",
       "      <td>-390</td>\n",
       "      <td>/genres/philosophy|/genres/classics|/genres/no...</td>\n",
       "      <td>dir45/73945.Apology.html</td>\n",
       "      <td>11478</td>\n",
       "      <td>Apology</td>\n",
       "      <td>Plato</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5367</th>\n",
       "      <td>4.07</td>\n",
       "      <td>133</td>\n",
       "      <td>0872206335</td>\n",
       "      <td>book</td>\n",
       "      <td>https://www.goodreads.com/author/show/879.Plato</td>\n",
       "      <td>-360</td>\n",
       "      <td>/genres/philosophy|/genres/classics|/genres/no...</td>\n",
       "      <td>dir54/30292.Five_Dialogues.html</td>\n",
       "      <td>9964</td>\n",
       "      <td>Five Dialogues</td>\n",
       "      <td>Plato</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      rating  review_count        isbn booktype                                         author_url  year                                         genre_urls                                                dir  rating_count                                  name        author\n",
       "47      3.68          5785  0143039954     book    https://www.goodreads.com/author/show/903.Homer  -800  /genres/classics|/genres/fiction|/genres/poetr...                        dir01/1381.The_Odyssey.html        560248                           The Odyssey         Homer\n",
       "246     4.01           365  0147712556     book    https://www.goodreads.com/author/show/903.Homer  -800  /genres/classics|/genres/fantasy|/genres/mytho...              dir03/1375.The_Iliad_The_Odyssey.html         35123                 The Iliad/The Odyssey         Homer\n",
       "455     3.85          1499  0140449140     book    https://www.goodreads.com/author/show/879.Plato  -380  /genres/philosophy|/genres/classics|/genres/no...                      dir05/30289.The_Republic.html         82022                          The Republic         Plato\n",
       "596     3.77          1240  0679729526     book   https://www.goodreads.com/author/show/919.Virgil   -29  /genres/classics|/genres/poetry|/genres/fictio...                        dir06/12914.The_Aeneid.html         60308                            The Aeneid        Virgil\n",
       "629     3.64          1231  1580495931     book  https://www.goodreads.com/author/show/1002.Sop...  -429  /genres/classics|/genres/plays|/genres/drama|/...                        dir07/1554.Oedipus_Rex.html         93192                           Oedipus Rex     Sophocles\n",
       "674     3.92          3559  1590302257     book  https://www.goodreads.com/author/show/1771.Sun...  -512  /genres/non-fiction|/genres/politics|/genres/c...                    dir07/10534.The_Art_of_War.html        114619                        The Art of War       Sun_Tzu\n",
       "746     4.06          1087  0140449183     book  https://www.goodreads.com/author/show/5158478....  -500  /genres/classics|/genres/spirituality|/genres/...                 dir08/99944.The_Bhagavad_Gita.html         31634                     The Bhagavad Gita     Anonymous\n",
       "777     3.52          1038  1580493882     book  https://www.goodreads.com/author/show/1002.Sop...  -442  /genres/drama|/genres/fiction|/genres/classics...                           dir08/7728.Antigone.html         49084                              Antigone     Sophocles\n",
       "1233    3.94           704  015602764X     book  https://www.goodreads.com/author/show/1002.Sop...  -400  /genres/classics|/genres/plays|/genres/drama|/...                  dir13/1540.The_Oedipus_Cycle.html         36008                     The Oedipus Cycle     Sophocles\n",
       "1397    4.03           890  0192840509     book  https://www.goodreads.com/author/show/12452.Aesop  -560  /genres/classics|/genres/childrens|/genres/lit...                    dir14/21348.Aesop_s_Fables.html         71259                        Aesop's Fables         Aesop\n",
       "1398    3.60          1644  0141026286     book  https://www.goodreads.com/author/show/5158478.... -1500  /genres/religion|/genres/literature|/genres/an...             dir14/19351.The_Epic_of_Gilgamesh.html         42026                 The Epic of Gilgamesh     Anonymous\n",
       "1428    3.80           539  0486275485     book  https://www.goodreads.com/author/show/973.Euri...  -431  /genres/classics|/genres/plays|/genres/drama|/...                            dir15/752900.Medea.html         29858                                 Medea     Euripides\n",
       "1815    3.96           493  0140443339     book  https://www.goodreads.com/author/show/990.Aesc...  -458  /genres/classics|/genres/plays|/genres/drama|/...                       dir19/1519.The_Oresteia.html         18729                          The Oresteia     Aeschylus\n",
       "1882    4.02           377  0872205541     book    https://www.goodreads.com/author/show/879.Plato  -400  /genres/philosophy|/genres/classics|/genres/no...   dir19/22632.The_Trial_and_Death_of_Socrates.html         18712       The Trial and Death of Socrates         Plato\n",
       "2078    3.84           399  0140440399     book  https://www.goodreads.com/author/show/957.Thuc...  -411  /genres/history|/genres/classics|/genres/non-f...  dir21/261243.The_History_of_the_Peloponnesian_...         17212  The History of the Peloponnesian War    Thucydides\n",
       "2527    3.94           506  0140449086     book  https://www.goodreads.com/author/show/901.Hero...  -440  /genres/history|/genres/classics|/genres/non-f...                      dir26/1362.The_Histories.html         20570                         The Histories     Herodotus\n",
       "3133    4.30           131  0872203492     book    https://www.goodreads.com/author/show/879.Plato  -400  /genres/philosophy|/genres/classics|/genres/no...                     dir32/9462.Complete_Works.html          7454                        Complete Works         Plato\n",
       "3274    3.88           411  0140449493     book  https://www.goodreads.com/author/show/2192.Ari...  -350  /genres/philosophy|/genres/classics|/genres/no...            dir33/19068.The_Nicomachean_Ethics.html         16534                The Nicomachean Ethics     Aristotle\n",
       "3757    3.82           364  0872206033     book  https://www.goodreads.com/author/show/1011.Ari...  -411  /genres/plays|/genres/classics|/genres/drama|/...                         dir38/1591.Lysistrata.html         18070                            Lysistrata  Aristophanes\n",
       "4402    3.99           516  0140449272     book    https://www.goodreads.com/author/show/879.Plato  -370  /genres/non-fiction|/genres/classics|/genres/p...                     dir45/81779.The_Symposium.html         18457                         The Symposium         Plato\n",
       "4475    4.11           281  0865163480     book    https://www.goodreads.com/author/show/879.Plato  -390  /genres/philosophy|/genres/classics|/genres/no...                           dir45/73945.Apology.html         11478                               Apology         Plato\n",
       "5367    4.07           133  0872206335     book    https://www.goodreads.com/author/show/879.Plato  -360  /genres/philosophy|/genres/classics|/genres/no...                    dir54/30292.Five_Dialogues.html          9964                        Five Dialogues         Plato"
      ]
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WFrBm0+0jcL19zkLSOlxbK/ZOsrKI+XPkvxefQGetG+4HZNjm5zHhtBZFOneAqpCTnncZ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\nPxtVvum0I3bQAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10be95350>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(df.year, df.rating, lw=0, alpha=.08)\n",
    "plt.xlim([1900,2010])\n",
    "plt.xlabel(\"Year\")\n",
    "plt.ylabel(\"Rating\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-1500 ['The Epic of Gilgamesh']\n",
      "-800 ['The Iliad/The Odyssey']\n",
      "-560 [\"Aesop's Fables\"]\n",
      "-512 ['The Art of War']\n",
      "-500 ['The Bhagavad Gita']\n",
      "-458 ['The Oresteia']\n",
      "-442 ['Antigone']\n",
      "-440 ['The Histories']\n",
      "-431 ['Medea']\n",
      "-429 ['Oedipus Rex']\n",
      "-411 ['The History of the Peloponnesian War']\n",
      "-400 ['Complete Works']\n",
      "-390 ['Apology']\n",
      "-380 ['The Republic']\n",
      "-370 ['The Symposium']\n",
      "-360 ['Five Dialogues']\n",
      "-350 ['The Nicomachean Ethics']\n",
      "-29 ['The Aeneid']\n",
      "4 ['The Seven Spiritual Laws of Success']\n",
      "8 ['Metamorphoses']\n",
      "13 ['The Day Jesus Rode Into Croydon']\n",
      "100 ['The New Oxford Annotated Bible, New Revised Standard Version']\n",
      "121 ['The Twelve Caesars']\n",
      "130 ['Holy Bible']\n",
      "158 ['The Golden Ass']\n",
      "174 ['Meditations']\n",
      "200 ['The Garden of Eden']\n",
      "201 ['Fe Fi FOE Comes']\n",
      "213 ['Na\\xc3\\x83\\xc2\\xafve. Super']\n",
      "397 ['Confessions']\n",
      "632 ['The Quran']\n",
      "800 ['Beowulf']\n",
      "900 ['The Arabian Nights']\n",
      "968 ['La B\\xc3\\x83\\xc2\\xaate humaine (Les Rougon-Macquart, #17)']\n",
      "1002 ['The Pillow Book']\n",
      "1008 ['The Tale of Genji']\n",
      "1010 ['Shahnameh']\n",
      "1100 ['Rubaiyat of Omar Khayyam']\n",
      "1106 ['The T\\xc3\\x83\\xc2\\xa1in']\n",
      "1140 ['Poema de M\\xc3\\x83\\xc2\\xado Cid']\n",
      "1200 ['The Poetic Edda']\n",
      "1215 [ '\\xc3\\x99\\xc2\\x85\\xc3\\x98\\xc2\\xab\\xc3\\x99\\xc2\\x86\\xc3\\x99\\xc2\\x88\\xc3\\x9b\\xc2\\x8c \\xc3\\x99\\xc2\\x85\\xc3\\x98\\xc2\\xb9\\xc3\\x99\\xc2\\x86\\xc3\\x99\\xc2\\x88\\xc3\\x9b\\xc2\\x8c']\n",
      "1220 ['The Prose Edda']\n",
      "1300 ['The Imitation of Christ']\n",
      "1314 ['Inferno (The Divine Comedy, #1)']\n",
      "1321 ['The Divine Comedy']\n",
      "1348 ['The Decameron']\n",
      "1386 ['Auto-da-F\\xc3\\x83\\xc2\\xa9']\n",
      "1390 ['Sir Gawain and the Green Knight']\n",
      "1391 ['Keep the Aspidistra Flying']\n",
      "1485 [\"Le Morte d'Arthur\"]\n",
      "1516 ['Utopia']\n",
      "1522 ['Three Kingdoms']\n",
      "1532 ['The Prince']\n",
      "1572 ['The Complete Essays']\n",
      "1589 ['Titus Andronicus']\n",
      "1590 ['The Taming of the Shrew']\n",
      "1592 ['Monkey']\n",
      "1595 [\"A Midsummer Night's Dream\"]\n",
      "1597 ['Richard III']\n",
      "1599 ['Much Ado About Nothing']\n",
      "1600 ['Henry V']\n",
      "1601 ['Twelfth Night']\n",
      "1602 ['Hamlet']\n",
      "1603 ['Othello']\n",
      "1604 ['Doctor Faustus']\n",
      "1605 ['King Lear']\n",
      "1606 ['Antony and Cleopatra']\n",
      "1608 ['Coriolanus']\n",
      "1609 [\"Shakespeare's Sonnets\"]\n",
      "1611 ['Holy Bible']\n",
      "1621 ['The Anatomy of Melancholy']\n",
      "1623 ['The Complete Works']\n",
      "1635 ['La vida es sue\\xc3\\x83\\xc2\\xb1o']\n",
      "1642 ['A Book of Five Rings']\n",
      "1667 ['Paradise Lost']\n",
      "1678 [\"The Pilgrim's Progress\"]\n",
      "1680 ['The Divan']\n",
      "1691 ['The Practice of the Presence of God']\n",
      "1719 ['Robinson Crusoe']\n",
      "1721 ['Moll Flanders']\n",
      "1726 [\"Gulliver's Travels\"]\n",
      "1729 ['A Modest Proposal and Other Satirical Works']\n",
      "1748 ['Clarissa, or, the History of a Young Lady']\n",
      "1749 ['The History of Tom Jones, a Foundling']\n",
      "1759 ['Candide']\n",
      "1767 ['The Life and Opinions of Tristram Shandy, Gentleman']\n",
      "1774 ['The Sorrows of Young Werther']\n",
      "1776 [ 'The Declaration of Independence and The Constitution of the United States']\n",
      "1778 ['Evelina']\n",
      "1781 ['Critique of Pure Reason']\n",
      "1782 ['Les Liaisons Dangereuses']\n",
      "1787 ['The Constitution of the United States of America']\n",
      "1790 ['The Marriage of Heaven and Hell']\n",
      "1791 ['Dream of the Red Chamber']\n",
      "1794 ['Songs of Innocence and of Experience']\n",
      "1795 ['The Monk']\n",
      "1798 ['Lyrical Ballads']\n",
      "1806 ['Phenomenology of Spirit']\n",
      "1811 ['Sense and Sensibility']\n",
      "1812 [\"The Complete Grimm's Fairy Tales\"]\n",
      "1813 ['Pride and Prejudice']\n",
      "1814 ['Mansfield Park']\n",
      "1815 ['Emma']\n",
      "1817 ['Persuasion']\n",
      "1818 ['Frankenstein']\n",
      "1819 ['Ivanhoe']\n",
      "1820 ['The Legend of Sleepy Hollow']\n",
      "1823 ['The Night Before Christmas']\n",
      "1824 ['Don Juan']\n",
      "1825 ['Eugene Onegin']\n",
      "1826 ['The Last of the Mohicans (The Leatherstocking Tales #2)']\n",
      "1830 ['The Book of Mormon']\n",
      "1831 ['The Hunchback of Notre-Dame']\n",
      "1832 ['Faust']\n",
      "1833 ['Poetry']\n",
      "1834 ['P\\xc3\\x83\\xc2\\xa8re Goriot']\n",
      "1835 ['Hymns of The Church of Jesus Christ of Latter-day Saints']\n",
      "1837 ['A Season in Hell/The Drunken Boat']\n",
      "1839 ['A Hero of Our Time']\n",
      "1840 ['Tales of Mystery and Imagination']\n",
      "1841 ['The Old Curiosity Shop']\n",
      "1842 ['The pit and the pendulum and other stories (Penguin 60s)']\n",
      "1843 ['Lost Illusions']\n",
      "1844 ['The Raven']\n",
      "1845 ['The Raven and Other Poems']\n",
      "1847 ['Jane Eyre']\n",
      "1848 ['White Nights and Other Stories']\n",
      "1849 ['The Law']\n",
      "1850 ['Ishmael']\n",
      "1851 ['Paris Spleen']\n",
      "1852 [\"Uncle Tom's Cabin\"]\n",
      "1853 ['The History of Joseph Smith by His Mother']\n",
      "1854 ['Walden & Civil Disobedience']\n",
      "1855 ['North and South']\n",
      "1856 ['Song of Myself']\n",
      "1857 ['Les Fleurs du Mal']\n",
      "1859 ['The Origin of Species']\n",
      "1860 ['Stepping Heavenward']\n",
      "1861 ['Notes from Underground']\n",
      "1862 ['Les Mis\\xc3\\x83\\xc2\\xa9rables']\n",
      "1863 ['From the Earth to the Moon (Extraordinary Voyages, #4)']\n",
      "1864 ['Our Mutual Friend']\n",
      "1865 [\"Alice's Adventures in Wonderland & Through the Looking-Glass\"\n",
      " 'Wives and Daughters']\n",
      "1866 ['Morning and Evening, Based on the English Standard Version']\n",
      "1867 ['Capital, Volume 1 (Das Kapital, #1)']\n",
      "1868 ['Little Women (Little Women, #1)']\n",
      "1869 ['The Idiot']\n",
      "1870 ['Complete Works']\n",
      "1871 [ \"Through the Looking-Glass, and What Alice Found There (Alice's Adventures in Wonderland #2)\"]\n",
      "1872 ['Middlemarch']\n",
      "1873 ['Around the World in Eighty Days']\n",
      "1874 ['The Complete Fairy Tales']\n",
      "1875 ['Illuminations']\n",
      "1876 ['The Adventures of Tom Sawyer']\n",
      "1877 [\"L'Assommoir (The Dram Shop) (The Dram Shop) (Les Rougon-Macquart, #7)\"]\n",
      "1878 ['Human, All Too Human']\n",
      "1879 ['Sir Gibbie']\n",
      "1880 ['The Brothers Karamazov']\n",
      "1881 ['The Prince and the Pauper']\n",
      "1882 ['The Gay Science']\n",
      "1883 ['Thus Spoke Zarathustra']\n",
      "1884 ['The Death of Ivan Ilych']\n",
      "1885 ['Germinal (Les Rougon-Macquart, #13)']\n",
      "1886 ['Beyond Good and Evil']\n",
      "1887 ['A Study in Scarlet (Sherlock Holmes, #1)']\n",
      "1888 ['The Complete Fairy Tales' 'The Nightingale and the Rose']\n",
      "1889 ['The Collected Poems']\n",
      "1890 ['Hunger']\n",
      "1891 ['A Scandal in Bohemia (The Adventures of Sherlock Holmes, #1)']\n",
      "1892 ['The Adventures of Sherlock Holmes (Sherlock Holmes, #3)']\n",
      "1893 ['The Memoirs of Sherlock Holmes (Sherlock Holmes, #4)']\n",
      "1894 ['The Jungle Books']\n",
      "1895 ['The Importance of Being Earnest and Other Plays']\n",
      "1896 ['Story of a Soul']\n",
      "1897 ['De Profundis and Other Writings']\n",
      "1898 ['The War of the Worlds']\n",
      "1899 ['The Complete Works of William Shakespeare']\n",
      "1900 ['Selected Stories']\n",
      "1901 ['The Tale of Peter Rabbit']\n",
      "1902 ['Holy Bible']\n",
      "1903 ['The Scarlet Pimpernel']\n",
      "1904 ['The Return of Sherlock Holmes (Sherlock Holmes, #6)']\n",
      "1905 ['A Little Princess']\n",
      "1906 [\"The Unabridged Devil's Dictionary\"]\n",
      "1907 ['The Shepherd of the Hills']\n",
      "1908 ['The Complete Anne of Green Gables Boxed Set (Anne of Green Gables, #1-8)']\n",
      "1909 ['Martin Eden']\n",
      "1910 ['Gitanjali']\n",
      "1911 ['The Secret Garden']\n",
      "1912 ['Daddy-Long-Legs (Daddy-Long-Legs, #1)']\n",
      "1913 ['In the Shadow of Young Girls in Flower (In Search of Lost Time, #2)']\n",
      "1914 ['Rashomon and Seventeen Other Stories']\n",
      "1915 ['Jesus the Christ']\n",
      "1916 ['The Mysterious Stranger']\n",
      "1917 [\"Anne's House of Dreams (Anne of Green Gables, #5)\"]\n",
      "1918 ['The Elements of Style']\n",
      "1919 ['Remembrance of Things Past']\n",
      "1920 ['The Guermantes Way']\n",
      "1921 ['Rilla of Ingleside (Anne of Green Gables, #8)']\n",
      "1922 ['Remembrance of Things Past']\n",
      "1923 ['Leave It to Psmith (Psmith, #4 ; Blandings Castle, #2)']\n",
      "1924 ['The Complete Sherlock Holmes']\n",
      "1925 ['The Captive & The Fugitive (In Search of Lost Time, #5-6)']\n",
      "1926 ['The World of Winnie-the-Pooh']\n",
      "1927 ['Time Regained (In Search of Lost Time, #7)']\n",
      "1928 ['The House at Pooh Corner']\n",
      "1929 ['Letters to a Young Poet']\n",
      "1930 ['The Complete Sherlock Holmes, Volume II']\n",
      "1931 ['The Joy of Cooking']\n",
      "1932 ['Journey to the End of the Night']\n",
      "1933 ['The Complete Novels']\n",
      "1934 ['I, Claudius/Claudius the God']\n",
      "1935 ['Musashi']\n",
      "1936 ['Three Comrades']\n",
      "1937 ['The Cost of Discipleship']\n",
      "1938 ['The Science of Mind']\n",
      "1939 ['Arch of Triumph']\n",
      "1940 ['The Little Prince']\n",
      "1941 [ '\\xc3\\x98\\xc2\\xb9\\xc3\\x98\\xc2\\xa8\\xc3\\x99\\xc2\\x82\\xc3\\x98\\xc2\\xb1\\xc3\\x99\\xc2\\x8a\\xc3\\x98\\xc2\\xa9 \\xc3\\x98\\xc2\\xb9\\xc3\\x99\\xc2\\x85\\xc3\\x98\\xc2\\xb1']\n",
      "1942 ['The Little House']\n",
      "1943 ['K\\xc3\\x83\\xc2\\xbcrk Mantolu Madonna']\n",
      "1944 ['Ficciones']\n",
      "1945 ['The Aleph and Other Stories']\n",
      "1946 ['The Complete Stories']\n",
      "1947 ['Survival in Auschwitz']\n",
      "1948 ['King of the Wind']\n",
      "1949 ['Paroles']\n",
      "1950 [ '\\xc3\\xa0\\xc2\\xae\\xc2\\xaa\\xc3\\xa0\\xc2\\xaf\\xc2\\x8a\\xc3\\xa0\\xc2\\xae\\xc2\\xa9\\xc3\\xa0\\xc2\\xaf\\xc2\\x8d\\xc3\\xa0\\xc2\\xae\\xc2\\xa9\\xc3\\xa0\\xc2\\xae\\xc2\\xbf\\xc3\\xa0\\xc2\\xae\\xc2\\xaf\\xc3\\xa0\\xc2\\xae\\xc2\\xbf\\xc3\\xa0\\xc2\\xae\\xc2\\xa9\\xc3\\xa0\\xc2\\xaf\\xc2\\x8d \\xc3\\xa0\\xc2\\xae\\xc2\\x9a\\xc3\\xa0\\xc2\\xaf\\xc2\\x86\\xc3\\xa0\\xc2\\xae\\xc2\\xb2\\xc3\\xa0\\xc2\\xaf\\xc2\\x8d\\xc3\\xa0\\xc2\\xae\\xc2\\xb5\\xc3\\xa0\\xc2\\xae\\xc2\\xa9\\xc3\\xa0\\xc2\\xaf\\xc2\\x8d [Ponniyin Selvan]']\n",
      "1951 ['The Foundation Trilogy (Foundation, #1-3)']\n",
      "1952 ['Holy Bible']\n",
      "1953 ['The Flight of the Feathered Serpent']\n",
      "1954 ['The Return of the King (The Lord of the Rings, #3)']\n",
      "1955 ['Les rois maudits Vols 1-7']\n",
      "1956 ['Through Gates of Splendor']\n",
      "1957 ['The Cairo Trilogy (The Cairo Trilogy #1-3)']\n",
      "1958 ['Exodus']\n",
      "1959 ['Life and Fate' '100 Love Sonnets']\n",
      "1960 ['The Annotated Alice']\n",
      "1961 ['New World Translation of the Holy Scriptures']\n",
      "1962 ['Labyrinths']\n",
      "1963 ['The Civil War']\n",
      "1964 ['The Feynman Lectures on Physics']\n",
      "1965 ['Manchild in the Promised Land']\n",
      "1966 ['The Disorderly Knights (The Lymond Chronicles, #3)']\n",
      "1967 ['The Master and Margarita' 'The Forgotten Soldier']\n",
      "1968 ['The Proper Role of Government']\n",
      "1969 ['Pawn in Frankincense (The Lymond Chronicles, #4)']\n",
      "1970 ['The Fortress']\n",
      "1971 ['Tutunamayanlar']\n",
      "1972 ['Le Monogramme']\n",
      "1973 ['J.R.R. Tolkien 4-Book Boxed Set']\n",
      "1974 ['The Power Broker']\n",
      "1975 ['Checkmate (The Lymond Chronicles, #6)']\n",
      "1976 ['Roots']\n",
      "1977 [\"A Lover's Discourse\"]\n",
      "1978 ['The Best of Roald Dahl']\n",
      "1979 ['G\\xc3\\x83\\xc2\\xb6del, Escher, Bach']\n",
      "1980 ['Cosmos']\n",
      "1981 ['The Lord God Made Them All']\n",
      "1982 ['The Book of Disquiet']\n",
      "1983 ['Essays and Lectures']\n",
      "1984 [ '\\xc3\\x98\\xc2\\xa7\\xc3\\x99\\xc2\\x84\\xc3\\x98\\xc2\\xa5\\xc3\\x98\\xc2\\xb3\\xc3\\x99\\xc2\\x84\\xc3\\x98\\xc2\\xa7\\xc3\\x99\\xc2\\x85 \\xc3\\x98\\xc2\\xa8\\xc3\\x99\\xc2\\x8a\\xc3\\x99\\xc2\\x86 \\xc3\\x98\\xc2\\xa7\\xc3\\x99\\xc2\\x84\\xc3\\x98\\xc2\\xb4\\xc3\\x98\\xc2\\xb1\\xc3\\x99\\xc2\\x82 \\xc3\\x99\\xc2\\x88\\xc3\\x98\\xc2\\xa7\\xc3\\x99\\xc2\\x84\\xc3\\x98\\xc2\\xba\\xc3\\x98\\xc2\\xb1\\xc3\\x98\\xc2\\xa8']\n",
      "1985 ['Lonesome Dove']\n",
      "1986 [\"The Hitchhiker's Guide to the Galaxy\"]\n",
      "1987 ['Calvin and Hobbes']\n",
      "1988 ['The Essential Calvin and Hobbes']\n",
      "1989 ['The Hobbit']\n",
      "1990 ['The Authoritative Calvin And Hobbes']\n",
      "1991 ['Rain of Gold']\n",
      "1992 ['The Indispensable Calvin and Hobbes']\n",
      "1993 ['Mark of the Lion Trilogy']\n",
      "1994 ['The Complete Aubrey/Maturin Novels (5 Volumes)']\n",
      "1995 ['The Calvin and Hobbes Tenth Anniversary Book']\n",
      "1996 ['Calvin and Hobbes']\n",
      "1997 ['The Song of the Lioness Quartet (Song of the Lioness, #1-4)']\n",
      "1998 ['Harry Potter Boxset (Harry Potter, #1-7)']\n",
      "1999 ['The Harry Potter Collection (Harry Potter, #1-4)']\n",
      "2000 ['Standing for Something']\n",
      "2001 ['A Storm of Swords (A Song of Ice and Fire, #3-1)']\n",
      "2002 ['Way to Be!']\n",
      "2003 ['The Complete Far Side, 1980-1994']\n",
      "2004 [ '\\xc3\\x99\\xc2\\xbe\\xc3\\x9b\\xc2\\x8c\\xc3\\x98\\xc2\\xb1\\xc3\\x99\\xc2\\x90 \\xc3\\x9a\\xc2\\xa9\\xc3\\x98\\xc2\\xa7\\xc3\\x99\\xc2\\x85\\xc3\\x99\\xc2\\x84']\n",
      "2005 ['The Complete Calvin and Hobbes']\n",
      "2006 ['Warriors Boxed Set (Warriors, #1-3)']\n",
      "2007 ['ESV Study Bible']\n",
      "2008 ['The Absolute Sandman, Vol. 4']\n",
      "2009 ['Black Dagger Brotherhood']\n",
      "2010 ['The Years Distilled']\n",
      "2011 ['Family Secrets']\n",
      "2012 ['A Book About Absolutely Nothing.' 'Obscured Darkness (Family Secrets #2)'\n",
      " \"Patience's Love\" 'Abstraction In Theory - Laws Of Physical Transaction']\n",
      "2013 ['Blade Heart']\n",
      "2014 ['An Elephant Is On My House' 'Untainted (Photographer Trilogy, #3)']\n"
     ]
    }
   ],
   "source": [
    "for year, subset in df.groupby('year'):\n",
    "    print year, subset[subset.rating == subset.rating.max()].name.values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.series.Series'>\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "0       2000\n",
       "1       2000\n",
       "2       2000\n",
       "3       1960\n",
       "4       1810\n",
       "5       1930\n",
       "6       1940\n",
       "7       1960\n",
       "8       1940\n",
       "9       1970\n",
       "10      1990\n",
       "11      2000\n",
       "12      2000\n",
       "13      1860\n",
       "14      1590\n",
       "15      1860\n",
       "16      2000\n",
       "17      1970\n",
       "18      1950\n",
       "19      1980\n",
       "20      1890\n",
       "21      1860\n",
       "22      1950\n",
       "23      1900\n",
       "24      1980\n",
       "25      1950\n",
       "26      2010\n",
       "27      1930\n",
       "28      1960\n",
       "29      1890\n",
       "        ... \n",
       "5970    1980\n",
       "5971    2000\n",
       "5972    2010\n",
       "5973    2010\n",
       "5974    2010\n",
       "5975    2010\n",
       "5976    2010\n",
       "5977    1980\n",
       "5978    2000\n",
       "5979    2000\n",
       "5980    1970\n",
       "5981    2000\n",
       "5982    2000\n",
       "5983    1970\n",
       "5984    2000\n",
       "5985    2000\n",
       "5986    2010\n",
       "5987    1940\n",
       "5988    1970\n",
       "5989    2010\n",
       "5990    1980\n",
       "5991    2000\n",
       "5992    2000\n",
       "5993    2010\n",
       "5994    2000\n",
       "5995    2000\n",
       "5996    2000\n",
       "5997    2010\n",
       "5998    2000\n",
       "5999    2000\n",
       "Name: year, dtype: int64"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "decade =  (df.year // 10) * 10\n",
    "print type(decade)\n",
    "decade"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "year\n",
      "-1500    3.600000\n",
      "-800     3.845000\n",
      "-560     4.030000\n",
      "-520     3.920000\n",
      "-500     4.060000\n",
      "-460     3.960000\n",
      "-450     3.520000\n",
      "-440     3.870000\n",
      "-430     3.640000\n",
      "-420     3.830000\n",
      "-400     4.086667\n",
      "-390     4.110000\n",
      "-380     3.850000\n",
      "-370     3.990000\n",
      "-360     4.070000\n",
      "-350     3.880000\n",
      "-30      3.770000\n",
      " 0       4.025000\n",
      " 10      3.850000\n",
      " 100     4.300000\n",
      " 120     4.020000\n",
      " 130     4.450000\n",
      " 150     3.880000\n",
      " 170     4.160000\n",
      " 200     4.060000\n",
      " 210     3.900000\n",
      " 390     3.820000\n",
      " 630     4.370000\n",
      " 800     3.380000\n",
      " 900     4.040000\n",
      "           ...   \n",
      " 1710    3.620000\n",
      " 1720    3.666667\n",
      " 1740    3.500000\n",
      " 1750    3.740000\n",
      " 1760    3.760000\n",
      " 1770    3.880000\n",
      " 1780    4.092500\n",
      " 1790    3.953333\n",
      " 1800    3.850000\n",
      " 1810    3.952000\n",
      " 1820    3.954000\n",
      " 1830    4.039444\n",
      " 1840    3.949615\n",
      " 1850    3.894231\n",
      " 1860    3.981481\n",
      " 1870    4.014400\n",
      " 1880    3.956053\n",
      " 1890    3.935946\n",
      " 1900    4.005246\n",
      " 1910    3.962549\n",
      " 1920    4.008222\n",
      " 1930    4.059375\n",
      " 1940    4.061360\n",
      " 1950    4.047135\n",
      " 1960    4.075707\n",
      " 1970    4.044161\n",
      " 1980    4.031509\n",
      " 1990    4.021173\n",
      " 2000    4.003405\n",
      " 2010    4.128055\n",
      "Name: Decade Mean, dtype: float64\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/anaconda/lib/python2.7/site-packages/IPython/kernel/__main__.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  from IPython.kernel.zmq import kernelapp as app\n"
     ]
    }
   ],
   "source": [
    "bydecade_df = df[['name', 'year']]\n",
    "bydecade_df['decade'] = decade\n",
    "\n",
    "decade_ratings = df.groupby(decade).rating\n",
    "decade_mean=decade_ratings.mean()\n",
    "decade_mean.name = 'Decade Mean'\n",
    "print decade_mean"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "decade_std=decade_ratings.std()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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xzyHPus7DONqAYQQ6613G5KZsaryKVL9FyCNQeV7ywHDHwaw+drtJ9bpJVLPW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\nTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10ba3b890>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(decade_mean.index, decade_mean.values, 'o-',\n",
    "        color='r', lw=3, label='Decade Average')\n",
    "plt.scatter(df.year, df.rating, alpha=.04, lw=0)\n",
    "plt.fill_between(decade_mean.index, (decade_mean + decade_std).values,\n",
    "                 (decade_mean - decade_std).values, color='r', alpha=.2)\n",
    "plt.xlabel(\"Year\")\n",
    "plt.ylabel(\"Score\")\n",
    "plt.legend()\n",
    "plt.xlim([1940, 2010]);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "df.to_csv(\"cleaned2.csv\", index=False)"
   ]
  }
 ],
 "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": "2.7.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}