EDA_presentation.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# BX-Crossing Dataset EDA\n",
    "\n",
    "<br>\n",
    "<br>\n",
    "\n",
    "This BX-Crossing dataset is collected by Cai-Nicolas Ziegler in a 4-week crawl (August / September 2004) from the Book-Crossing community with kind permission from Ron Hornbaker, CTO of Humankind Systems. \n",
    "\n",
    "There are 3 tables (BX-Users, BX-Books and BX-Book-Ratings) \n",
    "\n",
    "BX-Users:\n",
    "    - User-ID (length is 1 to 6)\n",
    "    - Location (a lot of data are typo, n/a, synonyms [e.g: u.s.a., us, usa, united state])\n",
    "    - Age (Around 100k record is null)\n",
    "    \n",
    "BX-Books: (Obtained from Amazon Web Services)\n",
    "    - ISBNs (Only 1 ISBNs is Invalid)\n",
    "    - Book-Title\n",
    "    - Book-Author\n",
    "    - Year-Of-Publication\n",
    "    - Publisher\n",
    "    - Image-URL-S (Point to the Amazon web site)\n",
    "    - Image-URL-M (Point to the Amazon web site)\n",
    "    - Image-URL-L (Point to the Amazon web site)\n",
    "\n",
    "BX-Book-Ratings:\n",
    "    - User-ID (length is 1 to 6)\n",
    "    - ISBNs (Around 8k of record ISBNs are invalid)\n",
    "    - Book-Rating (Range is 0 to 10)\n",
    "        \n",
    "<br>\n",
    "<br>\n",
    "<br>\n",
    "<br>\n",
    "<br>\n",
    "\n",
    "## Contents\n",
    "* [1. Importing the XBooks Dataset](#section_1)\n",
    "    * [a. BX-Book-Dataset Overview](#section_1a)\n",
    "    * [b. Data Integrity and Referential Integrity Checks](#section_1b)\n",
    "* [2. Data Cleaning](#section_2)\n",
    "    * [a. Column names](#section_2a)\n",
    "    * [b. Duplicates](#section_2b)\n",
    "    * [c. Missing values](#section_2c)\n",
    "    * [d. ISBN format errors](#section_2d)\n",
    "    * [e. Merge](#section_2e)\n",
    "* [3. Descriptive Stats](#section_3)\n",
    "    * [a. Ratings](#section_3a)\n",
    "    * [a. Popular books](#section_3b)\n",
    "    * [b. Most active users](#section_3c)\n",
    "* [4. Data Analysis](#section_4)\n",
    "    * [a. Global markets](#section_4a)\n",
    "    * [b. Closer look at US market](#section_4b)\n",
    "    * [c. Rating distribution](#section_4c)\n",
    "    * [d. Rating practices by country](#section_4d)\n",
    "    * [e. Ratings vs publication year](#section_4e)\n",
    "* [5. Key Takeaways](#section_5)\n",
    "    * [a. Summary of the EDA](#section_5a)\n",
    "    * [b. Problems faced and Challenges](#section_5b)\n",
    "<br>\n",
    "<br>\n",
    "<br>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<br>\n",
    "\n",
    "## Importing the XBooks Dataset <a class=\"anchor\" id=\"section_1\"></a>\n",
    "\n",
    "<br>\n",
    "\n",
    "The XBooks Dataset is small enough to include within the repo.\n",
    "\n",
    "<br>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<br>\n",
    "\n",
    "First import libraries to handle dataframes, arrays, and plotting:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "import seaborn as sns # other visualization tools, high level ploting language\n",
    "\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "%matplotlib inline\n",
    "mpl.rcParams['figure.figsize'] = (13, 8) #default figure size, low level ploting language, easy to customizable"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<br>\n",
    "\n",
    "And import our cleaning script:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from data_cleaning import get_merged_data_frame, get_clean_data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<br>\n",
    "\n",
    "Our cleaning script will automatically import and clean the data. \n",
    "\n",
    "The script outputs three dataframes, which needs to be stored as variables (df_books, df_users, df_ratings):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "b'Skipping line 6452: expected 8 fields, saw 9\\nSkipping line 43667: expected 8 fields, saw 10\\nSkipping line 51751: expected 8 fields, saw 9\\n'\n",
      "b'Skipping line 92038: expected 8 fields, saw 9\\nSkipping line 104319: expected 8 fields, saw 9\\nSkipping line 121768: expected 8 fields, saw 9\\n'\n",
      "b'Skipping line 144058: expected 8 fields, saw 9\\nSkipping line 150789: expected 8 fields, saw 9\\nSkipping line 157128: expected 8 fields, saw 9\\nSkipping line 180189: expected 8 fields, saw 9\\nSkipping line 185738: expected 8 fields, saw 9\\n'\n",
      "b'Skipping line 209388: expected 8 fields, saw 9\\nSkipping line 220626: expected 8 fields, saw 9\\nSkipping line 227933: expected 8 fields, saw 11\\nSkipping line 228957: expected 8 fields, saw 10\\nSkipping line 245933: expected 8 fields, saw 9\\nSkipping line 251296: expected 8 fields, saw 9\\nSkipping line 259941: expected 8 fields, saw 9\\nSkipping line 261529: expected 8 fields, saw 9\\n'\n",
      "C:\\Users\\Din\\Anaconda3\\lib\\site-packages\\IPython\\core\\interactiveshell.py:2903: DtypeWarning: Columns (3) have mixed types. Specify dtype option on import or set low_memory=False.\n",
      "  if self.run_code(code, result):\n",
      "C:\\Users\\Din\\Documents\\Projects\\Data_science\\Xccelerate\\recommendation_system\\data_cleaning.py:89: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  df_users.age[(df_users.age == 0) | (df_users.age > 122)] = None\n",
      "b'Skipping line 6452: expected 8 fields, saw 9\\nSkipping line 43667: expected 8 fields, saw 10\\nSkipping line 51751: expected 8 fields, saw 9\\n'\n",
      "b'Skipping line 92038: expected 8 fields, saw 9\\nSkipping line 104319: expected 8 fields, saw 9\\nSkipping line 121768: expected 8 fields, saw 9\\n'\n",
      "b'Skipping line 144058: expected 8 fields, saw 9\\nSkipping line 150789: expected 8 fields, saw 9\\nSkipping line 157128: expected 8 fields, saw 9\\nSkipping line 180189: expected 8 fields, saw 9\\nSkipping line 185738: expected 8 fields, saw 9\\n'\n",
      "b'Skipping line 209388: expected 8 fields, saw 9\\nSkipping line 220626: expected 8 fields, saw 9\\nSkipping line 227933: expected 8 fields, saw 11\\nSkipping line 228957: expected 8 fields, saw 10\\nSkipping line 245933: expected 8 fields, saw 9\\nSkipping line 251296: expected 8 fields, saw 9\\nSkipping line 259941: expected 8 fields, saw 9\\nSkipping line 261529: expected 8 fields, saw 9\\n'\n",
      "C:\\Users\\Din\\Anaconda3\\lib\\site-packages\\IPython\\core\\interactiveshell.py:2963: DtypeWarning: Columns (3) have mixed types. Specify dtype option on import or set low_memory=False.\n",
      "  exec(code_obj, self.user_global_ns, self.user_ns)\n"
     ]
    }
   ],
   "source": [
    "df_books, df_users, df_ratings = get_clean_data()\n",
    "df_merged = get_merged_data_frame(10, 10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<br>\n",
    "\n",
    "## BX-Book-Dataset Overview <a class='anchor' id='section_1a'></a>\n",
    "\n",
    "<br>\n",
    "\n",
    "The data is split into three seperate tables (which we will merge later), and we can have a quick look at what they contain. \n",
    "\n",
    "<br>\n",
    "<br>\n",
    "\n",
    "First for BX-Book-Ratings.csv:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 1149780 entries, 0 to 1149779\n",
      "Data columns (total 3 columns):\n",
      "user      1149780 non-null int64\n",
      "isbn      1149780 non-null object\n",
      "rating    1149780 non-null int64\n",
      "dtypes: int64(2), object(1)\n",
      "memory usage: 26.3+ MB\n"
     ]
    }
   ],
   "source": [
    "df_ratings.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
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       "      <th>rating</th>\n",
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       "      <td>6</td>\n",
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      "text/plain": [
       "     user        isbn  rating\n",
       "0  276725  034545104X       0\n",
       "1  276726  0155061224       5\n",
       "2  276727  0446520802       0\n",
       "3  276729  052165615X       3\n",
       "4  276729  0521795028       6"
      ]
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     "metadata": {},
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    }
   ],
   "source": [
    "df_ratings.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<br>\n",
    "\n",
    "For BX-Books.csv:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 271357 entries, 0 to 271359\n",
      "Data columns (total 8 columns):\n",
      "isbn         271357 non-null object\n",
      "title        271357 non-null object\n",
      "author       271356 non-null object\n",
      "pub_year     266722 non-null float64\n",
      "publisher    271355 non-null object\n",
      "url_s        271357 non-null object\n",
      "url_m        271357 non-null object\n",
      "url_l        271357 non-null object\n",
      "dtypes: float64(1), object(7)\n",
      "memory usage: 18.6+ MB\n"
     ]
    }
   ],
   "source": [
    "df_books.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>isbn</th>\n",
       "      <th>title</th>\n",
       "      <th>author</th>\n",
       "      <th>pub_year</th>\n",
       "      <th>publisher</th>\n",
       "      <th>url_s</th>\n",
       "      <th>url_m</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0195153448</td>\n",
       "      <td>Classical Mythology</td>\n",
       "      <td>Mark P. O. Morford</td>\n",
       "      <td>2002.0</td>\n",
       "      <td>Oxford University Press</td>\n",
       "      <td>http://images.amazon.com/images/P/0195153448.0...</td>\n",
       "      <td>http://images.amazon.com/images/P/0195153448.0...</td>\n",
       "      <td>http://images.amazon.com/images/P/0195153448.0...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0002005018</td>\n",
       "      <td>Clara Callan</td>\n",
       "      <td>Richard Bruce Wright</td>\n",
       "      <td>2001.0</td>\n",
       "      <td>HarperFlamingo Canada</td>\n",
       "      <td>http://images.amazon.com/images/P/0002005018.0...</td>\n",
       "      <td>http://images.amazon.com/images/P/0002005018.0...</td>\n",
       "      <td>http://images.amazon.com/images/P/0002005018.0...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0060973129</td>\n",
       "      <td>Decision in Normandy</td>\n",
       "      <td>Carlo D'Este</td>\n",
       "      <td>1991.0</td>\n",
       "      <td>HarperPerennial</td>\n",
       "      <td>http://images.amazon.com/images/P/0060973129.0...</td>\n",
       "      <td>http://images.amazon.com/images/P/0060973129.0...</td>\n",
       "      <td>http://images.amazon.com/images/P/0060973129.0...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0374157065</td>\n",
       "      <td>Flu: The Story of the Great Influenza Pandemic...</td>\n",
       "      <td>Gina Bari Kolata</td>\n",
       "      <td>1999.0</td>\n",
       "      <td>Farrar Straus Giroux</td>\n",
       "      <td>http://images.amazon.com/images/P/0374157065.0...</td>\n",
       "      <td>http://images.amazon.com/images/P/0374157065.0...</td>\n",
       "      <td>http://images.amazon.com/images/P/0374157065.0...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0393045218</td>\n",
       "      <td>The Mummies of Urumchi</td>\n",
       "      <td>E. J. W. Barber</td>\n",
       "      <td>1999.0</td>\n",
       "      <td>W. W. Norton &amp;amp; Company</td>\n",
       "      <td>http://images.amazon.com/images/P/0393045218.0...</td>\n",
       "      <td>http://images.amazon.com/images/P/0393045218.0...</td>\n",
       "      <td>http://images.amazon.com/images/P/0393045218.0...</td>\n",
       "    </tr>\n",
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      ],
      "text/plain": [
       "         isbn                                              title  \\\n",
       "0  0195153448                                Classical Mythology   \n",
       "1  0002005018                                       Clara Callan   \n",
       "2  0060973129                               Decision in Normandy   \n",
       "3  0374157065  Flu: The Story of the Great Influenza Pandemic...   \n",
       "4  0393045218                             The Mummies of Urumchi   \n",
       "\n",
       "                 author  pub_year                   publisher  \\\n",
       "0    Mark P. O. Morford    2002.0     Oxford University Press   \n",
       "1  Richard Bruce Wright    2001.0       HarperFlamingo Canada   \n",
       "2          Carlo D'Este    1991.0             HarperPerennial   \n",
       "3      Gina Bari Kolata    1999.0        Farrar Straus Giroux   \n",
       "4       E. J. W. Barber    1999.0  W. W. Norton &amp; Company   \n",
       "\n",
       "                                               url_s  \\\n",
       "0  http://images.amazon.com/images/P/0195153448.0...   \n",
       "1  http://images.amazon.com/images/P/0002005018.0...   \n",
       "2  http://images.amazon.com/images/P/0060973129.0...   \n",
       "3  http://images.amazon.com/images/P/0374157065.0...   \n",
       "4  http://images.amazon.com/images/P/0393045218.0...   \n",
       "\n",
       "                                               url_m  \\\n",
       "0  http://images.amazon.com/images/P/0195153448.0...   \n",
       "1  http://images.amazon.com/images/P/0002005018.0...   \n",
       "2  http://images.amazon.com/images/P/0060973129.0...   \n",
       "3  http://images.amazon.com/images/P/0374157065.0...   \n",
       "4  http://images.amazon.com/images/P/0393045218.0...   \n",
       "\n",
       "                                               url_l  \n",
       "0  http://images.amazon.com/images/P/0195153448.0...  \n",
       "1  http://images.amazon.com/images/P/0002005018.0...  \n",
       "2  http://images.amazon.com/images/P/0060973129.0...  \n",
       "3  http://images.amazon.com/images/P/0374157065.0...  \n",
       "4  http://images.amazon.com/images/P/0393045218.0...  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_books.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<br>\n",
    "\n",
    "Finally for BX-Users.csv:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 278858 entries, 0 to 278857\n",
      "Data columns (total 5 columns):\n",
      "user        278858 non-null int64\n",
      "location    278858 non-null object\n",
      "age         167602 non-null float64\n",
      "country     274248 non-null object\n",
      "province    278857 non-null object\n",
      "dtypes: float64(1), int64(1), object(3)\n",
      "memory usage: 10.6+ MB\n"
     ]
    }
   ],
   "source": [
    "df_users.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>new york</td>\n",
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       "      <td>usa</td>\n",
       "      <td>california</td>\n",
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       "      <td>3</td>\n",
       "      <td>moscow, yukon territory, russia</td>\n",
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       "      <td>russia</td>\n",
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       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>porto, v.n.gaia, portugal</td>\n",
       "      <td>17.0</td>\n",
       "      <td>portugal</td>\n",
       "      <td>v.n.gaia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>farnborough, hants, united kingdom</td>\n",
       "      <td>NaN</td>\n",
       "      <td>united kingdom</td>\n",
       "      <td>hants</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   user                            location   age         country  \\\n",
       "0     1                  nyc, new york, usa   NaN             usa   \n",
       "1     2           stockton, california, usa  18.0             usa   \n",
       "2     3     moscow, yukon territory, russia   NaN          russia   \n",
       "3     4           porto, v.n.gaia, portugal  17.0        portugal   \n",
       "4     5  farnborough, hants, united kingdom   NaN  united kingdom   \n",
       "\n",
       "          province  \n",
       "0         new york  \n",
       "1       california  \n",
       "2  yukon territory  \n",
       "3         v.n.gaia  \n",
       "4            hants  "
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_users.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<br>\n",
    "\n",
    "## Data Cleaning <a class = 'anchor' id = 'section_2'>\n",
    "\n",
    "<br>\n",
    "\n",
    "Some basic checks for missing, duplicate, and invalid values.\n",
    "\n",
    "<br>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Column Names <a class = 'anchor' id = 'section_2a'>\n",
    "    \n",
    "<br>\n",
    "\n",
    "#### df_ratings:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['user', 'isbn', 'rating'], dtype='object')"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_ratings.columns"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### df_books:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['isbn', 'title', 'author', 'pub_year', 'publisher', 'url_s', 'url_m',\n",
       "       'url_l'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_books.columns"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### df_users:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['user', 'location', 'age', 'country', 'province'], dtype='object')"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_users.columns"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<br>\n",
    "\n",
    "### Duplicates <a class = 'anchor' id = 'section_2b'>\n",
    "\n",
    "<br/>\n",
    "\n",
    "#### df_ratings:\n",
    "\n",
    "Check if there are duplicate records (where both the user and isbn are the same--even if the rating is different):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(df_ratings) != len(df_ratings.drop_duplicates(subset=['user', 'isbn']))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### df_books:\n",
    "Again, check for duplicates in ISBNs:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(df_books) != len(df_books.isbn.unique())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### df_users:\n",
    "\n",
    "Check for duplicates:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(df_users) != len(df_users.user.unique())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<br>\n",
    "\n",
    "### Missing Values  <a class=\"anchor\" id=\"section_2c\">\n",
    "<br>\n",
    "    \n",
    "#### df_ratings:\n",
    "Check for missing values. Yellow is missing data, purple is good data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplots(figsize=(8,6))\n",
    "sns.heatmap(df_ratings.isnull(), cmap='viridis', vmin=0, vmax=0.5)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<br>\n",
    "\n",
    "#### df_books:\n",
    "\n",
    "Check for missing values, yellow is missing:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplots(figsize=(8,6))\n",
    "sns.heatmap(df_books.isnull(), cmap='viridis', vmin=0, vmax=0.5)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<br>\n",
    "\n",
    "#### df_users:\n",
    "Check for missing values. Again, yellow are missing values."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplots(figsize=(8,6))\n",
    "sns.heatmap(df_users.isnull(), cmap='viridis', vmin=0, vmax=0.5)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Seems there are a lot of missing values in age. A couple in country as well. We'll also see that some categories in country don't make sense. We have cleaned up the more popular ones in the data cleaning script.\n",
    "\n",
    "<br>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### ISBNs Format Error <a class=\"anchor\" id=\"section_2d\">\n",
    "We can check if any invalid ISBNs are present (only length 10 and 13 are valid):"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<br>\n",
    "\n",
    "#### df_ratings:\n",
    "\n",
    "<br>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[8, 9, 10, 11, 12, 13, 14]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Valid ISBN Ref: https://isbnsearch.org/search?s=342310538\n",
    "sorted(df_ratings['isbn'].astype(str).map(len).unique())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<br>\n",
    "So we can see that there are some errors in the ISBN table.\n",
    "\n",
    "<br>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<br>\n",
    "\n",
    "We can check what proportion of ISBNs are corrupted:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Valid ISBN is: 1141103\n",
      "Invalid ISBN is: 8677\n",
      "The % of the Valid ISBN is: 0.9924533388996156\n",
      "The % of the Invalid ISBN is: 0.007546661100384422\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_ratings_isbn_length = df_ratings['isbn'].astype(str).map(len).values\n",
    "\n",
    "y = np.bincount(df_ratings_isbn_length)\n",
    "ii = np.nonzero(y)[0]\n",
    "result = np.vstack((ii,y[ii])).T\n",
    "\n",
    "df_ratings_isbn_length_result = pd.DataFrame(result)\n",
    "df_ratings_isbn_length_result = df_ratings_isbn_length_result.set_index([0])\n",
    "\n",
    "del df_ratings_isbn_length_result.index.name\n",
    "\n",
    "df_ratings_isbn_length_result.rename(columns={1:'count'}, inplace=True)\n",
    "\n",
    "valid_isbn = df_ratings_isbn_length_result.loc[\n",
    "    (df_ratings_isbn_length_result.index == 10) | \n",
    "    (df_ratings_isbn_length_result.index == 13), 'count'\n",
    "].sum()\n",
    "\n",
    "invalid_isbn = df_ratings_isbn_length_result.loc[\n",
    "    ~((df_ratings_isbn_length_result.index == 10) | \n",
    "      (df_ratings_isbn_length_result.index == 13))\n",
    "    , 'count'\n",
    "].sum()\n",
    "\n",
    "total_isbn = valid_isbn + invalid_isbn\n",
    "\n",
    "print(\"Valid ISBN is: {}\".format(valid_isbn))\n",
    "print(\"Invalid ISBN is: {}\".format(invalid_isbn))\n",
    "print(\"The % of the Valid ISBN is: {}\".format(valid_isbn/total_isbn))\n",
    "print(\"The % of the Invalid ISBN is: {}\".format(invalid_isbn/total_isbn))\n",
    "\n",
    "isbn_ratio = np.array([valid_isbn, invalid_isbn], np.int32)\n",
    "df_isbn_ratio = pd.DataFrame(isbn_ratio)\n",
    "\n",
    "ax = sns.barplot(x=df_isbn_ratio.index, y=df_isbn_ratio[0])\n",
    "ax.set_xticklabels(labels=['valid_isbn', 'invalid_isbn'])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<br>\n",
    "\n",
    "#### df_books:\n",
    "\n",
    "<br>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Find the valid ISBNs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Valid ISBN is: 271356\n",
      "Invalid ISBN is: 1\n",
      "The % of the Valid ISBN is: 0.9999963148177493\n",
      "The % of the Invalid ISBN is: 3.6851822506882076e-06\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_books_isbn_length = df_books['isbn'].astype(str).map(len).values\n",
    "\n",
    "y2 = np.bincount(df_books_isbn_length)\n",
    "ii2 = np.nonzero(y2)[0]\n",
    "result2 = np.vstack((ii2,y2[ii2])).T\n",
    "\n",
    "df_books_isbn_length_result = pd.DataFrame(result2)\n",
    "df_books_isbn_length_result = df_books_isbn_length_result.set_index([0])\n",
    "\n",
    "del df_books_isbn_length_result.index.name\n",
    "df_books_isbn_length_result.rename(columns={1:'count'}, inplace=True)\n",
    "\n",
    "valid_isbn2 = df_books_isbn_length_result.loc[\n",
    "    (df_books_isbn_length_result.index == 10) | \n",
    "    (df_books_isbn_length_result.index == 13)\n",
    "    , 'count'\n",
    "].sum()\n",
    "\n",
    "invalid_isbn2 = df_books_isbn_length_result.loc[\n",
    "    ~((df_books_isbn_length_result.index == 10) | \n",
    "      (df_books_isbn_length_result.index == 13))\n",
    "    , 'count'\n",
    "].sum()\n",
    "\n",
    "total_isbn2 = valid_isbn2 + invalid_isbn2\n",
    "\n",
    "print(\"Valid ISBN is: {}\".format(valid_isbn2))\n",
    "print(\"Invalid ISBN is: {}\".format(invalid_isbn2))\n",
    "print(\"The % of the Valid ISBN is: {}\".format(valid_isbn2/total_isbn2))\n",
    "print(\"The % of the Invalid ISBN is: {}\".format(invalid_isbn2/total_isbn2))\n",
    "\n",
    "isbn_ratio2 = np.array([valid_isbn2, invalid_isbn2], np.int32)\n",
    "df_isbn_ratio2 = pd.DataFrame(isbn_ratio2)\n",
    "ax2 = sns.barplot(x=df_isbn_ratio2.index, y=df_isbn_ratio2[0])\n",
    "ax2.set_xticklabels(labels=['valid_isbn', 'invalid_isbn'])\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Merge <a class=\"anchor\" id=\"section_2e\">"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 1031132 entries, 0 to 1031131\n",
      "Data columns (total 14 columns):\n",
      "user         1031132 non-null object\n",
      "isbn         1031132 non-null object\n",
      "rating       1031132 non-null int64\n",
      "location     1031132 non-null object\n",
      "age          751608 non-null float64\n",
      "country      995420 non-null object\n",
      "province     1031132 non-null object\n",
      "title        1031132 non-null object\n",
      "author       1031131 non-null object\n",
      "pub_year     1017057 non-null float64\n",
      "publisher    1031130 non-null object\n",
      "url_s        1031132 non-null object\n",
      "url_m        1031132 non-null object\n",
      "url_l        1031132 non-null object\n",
      "dtypes: float64(2), int64(1), object(11)\n",
      "memory usage: 118.0+ MB\n"
     ]
    }
   ],
   "source": [
    "df_merged.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>user</th>\n",
       "      <th>isbn</th>\n",
       "      <th>rating</th>\n",
       "      <th>location</th>\n",
       "      <th>age</th>\n",
       "      <th>country</th>\n",
       "      <th>province</th>\n",
       "      <th>title</th>\n",
       "      <th>author</th>\n",
       "      <th>pub_year</th>\n",
       "      <th>publisher</th>\n",
       "      <th>url_s</th>\n",
       "      <th>url_m</th>\n",
       "      <th>url_l</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>276725</td>\n",
       "      <td>034545104X</td>\n",
       "      <td>0</td>\n",
       "      <td>tyler, texas, usa</td>\n",
       "      <td>NaN</td>\n",
       "      <td>usa</td>\n",
       "      <td>texas</td>\n",
       "      <td>Flesh Tones: A Novel</td>\n",
       "      <td>M. J. Rose</td>\n",
       "      <td>2002.0</td>\n",
       "      <td>Ballantine Books</td>\n",
       "      <td>http://images.amazon.com/images/P/034545104X.0...</td>\n",
       "      <td>http://images.amazon.com/images/P/034545104X.0...</td>\n",
       "      <td>http://images.amazon.com/images/P/034545104X.0...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2313</td>\n",
       "      <td>034545104X</td>\n",
       "      <td>5</td>\n",
       "      <td>cincinnati, ohio, usa</td>\n",
       "      <td>23.0</td>\n",
       "      <td>usa</td>\n",
       "      <td>ohio</td>\n",
       "      <td>Flesh Tones: A Novel</td>\n",
       "      <td>M. J. Rose</td>\n",
       "      <td>2002.0</td>\n",
       "      <td>Ballantine Books</td>\n",
       "      <td>http://images.amazon.com/images/P/034545104X.0...</td>\n",
       "      <td>http://images.amazon.com/images/P/034545104X.0...</td>\n",
       "      <td>http://images.amazon.com/images/P/034545104X.0...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>6543</td>\n",
       "      <td>034545104X</td>\n",
       "      <td>0</td>\n",
       "      <td>strafford, missouri, usa</td>\n",
       "      <td>34.0</td>\n",
       "      <td>usa</td>\n",
       "      <td>missouri</td>\n",
       "      <td>Flesh Tones: A Novel</td>\n",
       "      <td>M. J. Rose</td>\n",
       "      <td>2002.0</td>\n",
       "      <td>Ballantine Books</td>\n",
       "      <td>http://images.amazon.com/images/P/034545104X.0...</td>\n",
       "      <td>http://images.amazon.com/images/P/034545104X.0...</td>\n",
       "      <td>http://images.amazon.com/images/P/034545104X.0...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>8680</td>\n",
       "      <td>034545104X</td>\n",
       "      <td>5</td>\n",
       "      <td>st. charles county, missouri, usa</td>\n",
       "      <td>2.0</td>\n",
       "      <td>usa</td>\n",
       "      <td>missouri</td>\n",
       "      <td>Flesh Tones: A Novel</td>\n",
       "      <td>M. J. Rose</td>\n",
       "      <td>2002.0</td>\n",
       "      <td>Ballantine Books</td>\n",
       "      <td>http://images.amazon.com/images/P/034545104X.0...</td>\n",
       "      <td>http://images.amazon.com/images/P/034545104X.0...</td>\n",
       "      <td>http://images.amazon.com/images/P/034545104X.0...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>10314</td>\n",
       "      <td>034545104X</td>\n",
       "      <td>9</td>\n",
       "      <td>beaverton, oregon, usa</td>\n",
       "      <td>NaN</td>\n",
       "      <td>usa</td>\n",
       "      <td>oregon</td>\n",
       "      <td>Flesh Tones: A Novel</td>\n",
       "      <td>M. J. Rose</td>\n",
       "      <td>2002.0</td>\n",
       "      <td>Ballantine Books</td>\n",
       "      <td>http://images.amazon.com/images/P/034545104X.0...</td>\n",
       "      <td>http://images.amazon.com/images/P/034545104X.0...</td>\n",
       "      <td>http://images.amazon.com/images/P/034545104X.0...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     user        isbn  rating                           location   age  \\\n",
       "0  276725  034545104X       0                  tyler, texas, usa   NaN   \n",
       "1    2313  034545104X       5              cincinnati, ohio, usa  23.0   \n",
       "2    6543  034545104X       0           strafford, missouri, usa  34.0   \n",
       "3    8680  034545104X       5  st. charles county, missouri, usa   2.0   \n",
       "4   10314  034545104X       9             beaverton, oregon, usa   NaN   \n",
       "\n",
       "  country  province                 title      author  pub_year  \\\n",
       "0     usa     texas  Flesh Tones: A Novel  M. J. Rose    2002.0   \n",
       "1     usa      ohio  Flesh Tones: A Novel  M. J. Rose    2002.0   \n",
       "2     usa  missouri  Flesh Tones: A Novel  M. J. Rose    2002.0   \n",
       "3     usa  missouri  Flesh Tones: A Novel  M. J. Rose    2002.0   \n",
       "4     usa    oregon  Flesh Tones: A Novel  M. J. Rose    2002.0   \n",
       "\n",
       "          publisher                                              url_s  \\\n",
       "0  Ballantine Books  http://images.amazon.com/images/P/034545104X.0...   \n",
       "1  Ballantine Books  http://images.amazon.com/images/P/034545104X.0...   \n",
       "2  Ballantine Books  http://images.amazon.com/images/P/034545104X.0...   \n",
       "3  Ballantine Books  http://images.amazon.com/images/P/034545104X.0...   \n",
       "4  Ballantine Books  http://images.amazon.com/images/P/034545104X.0...   \n",
       "\n",
       "                                               url_m  \\\n",
       "0  http://images.amazon.com/images/P/034545104X.0...   \n",
       "1  http://images.amazon.com/images/P/034545104X.0...   \n",
       "2  http://images.amazon.com/images/P/034545104X.0...   \n",
       "3  http://images.amazon.com/images/P/034545104X.0...   \n",
       "4  http://images.amazon.com/images/P/034545104X.0...   \n",
       "\n",
       "                                               url_l  \n",
       "0  http://images.amazon.com/images/P/034545104X.0...  \n",
       "1  http://images.amazon.com/images/P/034545104X.0...  \n",
       "2  http://images.amazon.com/images/P/034545104X.0...  \n",
       "3  http://images.amazon.com/images/P/034545104X.0...  \n",
       "4  http://images.amazon.com/images/P/034545104X.0...  "
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_merged.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<br>\n",
    "<br>\n",
    "<br>\n",
    "\n",
    "## Descriptive Stats <a class='anchor' id='section_3'>\n",
    "<br>\n",
    "Now that we have all the data cleaned and merged into a single table, we can investigate in more detail.\n",
    "    \n",
    "<br>\n",
    "<br>\n",
    "<br>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Ratings <a class=\"anchor\" id=\"section_3a\">\n",
    "Have a look at all the unique ratings in df_ratings:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10]\n"
     ]
    }
   ],
   "source": [
    "print(sorted(df_ratings['rating'].unique()))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<br>\n",
    "\n",
    "And we can plot the ratings' distribution:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplots(figsize=(12,8))\n",
    "sns.barplot(\n",
    "    x=df_ratings['rating'].value_counts().index, \n",
    "    y=df_ratings['rating'].value_counts().values\n",
    ")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- There are a lot of zeros. The obvious reason is that many users haven't rated the books they bought and those got recorded as 0. But could there be more?\n",
    "\n",
    "- Usually we should see extreme ratings a bit more frequent than the one next to them, but here 2 is more popular than 1. That makes us think, maybe for some users the minimum score is 0? Of cos that contradicts with what the data source says.\n",
    "\n",
    "- What's with the frequency spike at 5?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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ADQAAAwncAAAwkMANAAADCdwAADCQwA0AAAMJ3AAAMJDADQAAAwncAAAwkMANAAADCdwAADCQwA0AAAMJ3AAAMJDADQAAAwncAAAwkMANAAADCdwAADCQwA0AAAMJ3AAAMJDADQAAAwncAAAwkMANAAADCdwAADCQwA0AAAMJ3AAAMJDADQAAAwncAAAwkMANAAADCdwAADCQwA0AAAMJ3AAAMJDADQAAAwncAAAwkMANAAADCdwAADCQwA0AAAMJ3AAAMJDADQAAAwncAAAwkMANAAADCdwAADCQwA0AAAMJ3AAAMNAWA3dVHVJVH6qqq6vqqqp6xdT+4Kq6tKqumX7uO7VXVZ1ZVeuq6tNV9YS5sU6Z+l9TVafMtT+xqj4z7XNmVdXmjgEAALuKlZzhviPJq7r7cUmOSXJ6VR2e5DVJPtDdhyX5wPQ4SU5Icth0Oy3JWcksPCc5I8mTkhyd5Iy5AH3W1HfjfsdP7Zs6BgAA7BK2GLi7+8bu/uR0//YkVyc5KMmJSc6bup2X5DnT/ROTvL1n/j7JPlV1YJJnJLm0u2/p7luTXJrk+Gnbg7r7Y93dSd6+ZKzljgEAALuErVrDXVWHJvmxJJclOaC7b0xmoTzJQ6duByW5fm639VPb5trXL9OezRwDAAB2CSsO3FX1gCTvSfLK7v7G5rou09bb0L5iVXVaVa2tqrUbNmzYml0BAGCoFQXuqrpXZmH7Hd393qn5pmk5SKafN0/t65McMrf7wUlu2EL7wcu0b+4Yd9PdZ3f3Ud191P7777+SKQEAwKpYyVVKKsk5Sa7u7t+Z23RRko1XGjklyYVz7SdPVys5Jslt03KQS5IcV1X7Th+WPC7JJdO226vqmOlYJy8Za7ljAADALmHNCvo8OcmLknymqq6Y2l6b5E1JLqiqU5N8Kcnzp20XJ3lmknVJvp3kxUnS3bdU1RuSXD71e3133zLdf1mStyW5b5L3T7ds5hgAALBL2GLg7u6PZvl11kly7DL9O8npmxjr3CTnLtO+NskRy7R/bbljAADArsI3TQIAwEACNwAADCRwAwDAQAI3AAAMJHADAMBAAjcAAAwkcAMAwEACNwAADCRwAwDAQAI3AAAMJHADAMBAAjcAAAwkcAMAwEACNwAADCRwAwDAQAI3AAAMJHADAMBAAjcAAAwkcAMAwEACNwAADCRwAwDAQAI3AAAMJHADAMBAAjcAAAwkcAMAwEACNwAADCRwAwDAQAI3AAAMJHADAMBAAjcAAAwkcAMAwEACNwAADCRwAwDAQAI3AAAMJHADAMBAAjcAAAwkcAMAwEACNwAADCRwAwDAQAI3AAAMJHADAMBAAjcAAAwkcAMAwEACNwAADCRwAwDAQAI3AAAMJHADAMBAAjcAAAwkcAMAwEACNwAADCRwAwDAQAI3AAAMJHADAMBAAjcAAAwkcAMAwEACNwAADCRwAwDAQAI3AAAMJHADAMBAAjcAAAwkcAMAwEACNwAADCRwAwDAQAI3AAAMJHADAMBAAjcAAAwkcAMAwEACNwAADCRwAwDAQAI3AAAMJHADAMBAAjcAAAy0xcBdVedW1c1VdeVc2+uq6stVdcV0e+bctl+vqnVV9fmqesZc+/FT27qqes1c+6Oq6rKquqaq/qyq9p7a7z09XjdtP3RHTRoAAFbLSs5wvy3J8cu0v6W7j5xuFydJVR2e5KQkPzLt8/tVtVdV7ZXkrUlOSHJ4khdMfZPkzdNYhyW5NcmpU/upSW7t7kcnecvUDwAAdilbDNzd/ZEkt6xwvBOTnN/d3+nuf0yyLsnR021dd1/b3d9Ncn6SE6uqkjw9ybun/c9L8py5sc6b7r87ybFTfwAA2GVszxrul1fVp6clJ/tObQcluX6uz/qpbVPtD0ny9e6+Y0n73caatt829b+HqjqtqtZW1doNGzZsx5QAAGDH2tbAfVaSH0pyZJIbk/z21L7cGejehvbNjXXPxu6zu/uo7j5q//3331zdAACwqrYpcHf3Td19Z3d/P8kfZbZkJJmdoT5kruvBSW7YTPtXk+xTVWuWtN9trGn7D2blS1sAAGCnsE2Bu6oOnHv4c0k2XsHkoiQnTVcYeVSSw5J8PMnlSQ6brkiyd2YfrLyouzvJh5I8b9r/lCQXzo11ynT/eUk+OPUHAIBdxpotdaiqdyV5WpL9qmp9kjOSPK2qjsxsicd1SV6SJN19VVVdkOSzSe5Icnp33zmN8/IklyTZK8m53X3VdIhXJzm/qn4zyT8kOWdqPyfJn1TVuszObJ+03bMFAIBVtsXA3d0vWKb5nGXaNvZ/Y5I3LtN+cZKLl2m/Nv+yJGW+/Z+TPH9L9QEAwM7MN00CAMBAAjcAAAwkcAMAwEACNwAADCRwAwDAQAI3AAAMJHADAMBAAjcAAAwkcAMAwEACNwAADCRwAwDAQAI3AAAMJHADAMBAAjcAAAwkcAMAwEACNwAADCRwAwDAQAI3AAAMJHADAMBAAjcAAAwkcAMAwEACNwAADCRwAwDAQAI3AAAMJHADAMBAAjcAAAwkcAMAwEACNwAADCRwAwDAQAI3AAAMJHADAMBAAjcAAAwkcAMAwEACNwAADCRwAwDAQAI3AAAMJHADAMBAAjcAAAwkcAMAwEACNwAADCRwAwDAQAI3AAAMJHADAMBAAjcAAAwkcAMAwEACNwAADCRwAwDAQAI3AAAMJHADAMBAAjcAAAwkcAMAwEACNwAADCRwAwDAQAI3AAAMJHADAMBAAjcAAAwkcAMAwEACNwAADCRwAwDAQAI3AAAMJHADAMBAAjcAAAwkcAMAwEACNwAADCRwAwDAQAI3AAAMJHADAMBAAjcAAAwkcAMAwEACNwAADCRwAwDAQFsM3FV1blXdXFVXzrU9uKouraprpp/7Tu1VVWdW1bqq+nRVPWFun1Om/tdU1Slz7U+sqs9M+5xZVbW5YwAAwK5kJWe435bk+CVtr0nyge4+LMkHpsdJckKSw6bbaUnOSmbhOckZSZ6U5OgkZ8wF6LOmvhv3O34LxwAAgF3GFgN3d38kyS1Lmk9Mct50/7wkz5lrf3vP/H2SfarqwCTPSHJpd9/S3bcmuTTJ8dO2B3X3x7q7k7x9yVjLHQMAAHYZ27qG+4DuvjFJpp8PndoPSnL9XL/1U9vm2tcv0765YwAAwC5jR39ospZp621o37qDVp1WVWurau2GDRu2dncAABhmWwP3TdNykEw/b57a1yc5ZK7fwUlu2EL7wcu0b+4Y99DdZ3f3Ud191P7777+NUwIAgB1vWwP3RUk2XmnklCQXzrWfPF2t5Jgkt03LQS5JclxV7Tt9WPK4JJdM226vqmOmq5OcvGSs5Y4BAAC7jDVb6lBV70rytCT7VdX6zK428qYkF1TVqUm+lOT5U/eLkzwzybok307y4iTp7luq6g1JLp/6vb67N34Q82WZXQnlvkneP92ymWMAAMAuY4uBu7tfsIlNxy7Tt5Ocvolxzk1y7jLta5McsUz715Y7BgAA7Ep80yQAAAwkcAMAwEACNwAADCRwAwDAQAI3AAAMJHADAMBAAjcAAAwkcAMAwEACNwAADCRwAwDAQAI3AAAMJHADAMBAAjcAAAwkcAMAwEACNwAADCRwAwDAQAI3AAAMJHADAMBAAjcAAAwkcAMAwEACNwAADCRwAwDAQAI3AAAMJHADAMBAAjcAAAwkcAMAwEACNwAADCRwAwDAQAI3AAAMJHADAMBAAjcAAAwkcAMAwEACNwAADCRwAwDAQAI3AAAMJHADAMBAAjcAAAwkcAMAwEACNwAADCRwAwDAQAI3AAAMJHADAMBAAjcAAAwkcAMAwEACNwAADCRwAwDAQAI3AAAMJHADAMBAAjcAAAwkcAMAwEACNwAADCRwAwDAQAI3AAAMJHADAMBAAjcAAAwkcAMAwEACNwAADCRwAwDAQAI3AAAMJHADAMBAAjcAAAwkcAMAwEACNwAADCRwAwDAQAI3AAAMJHADAMBAAjcAAAwkcAMAwEACNwAADCRwAwDAQAI3AAAMJHADAMBA2xW4q+q6qvpMVV1RVWuntgdX1aVVdc30c9+pvarqzKpaV1WfrqonzI1zytT/mqo6Za79idP466Z9a3vqBQCA1bYjznD/VHcf2d1HTY9fk+QD3X1Ykg9Mj5PkhCSHTbfTkpyVzAJ6kjOSPCnJ0UnO2BjSpz6nze13/A6oFwAAVs2IJSUnJjlvun9ekufMtb+9Z/4+yT5VdWCSZyS5tLtv6e5bk1ya5Php24O6+2Pd3UnePjcWAADsErY3cHeSv6mqT1TVaVPbAd19Y5JMPx86tR+U5Pq5fddPbZtrX79M+z1U1WlVtbaq1m7YsGE7pwQAADvOmu3c/8ndfUNVPTTJpVX1uc30XW79dW9D+z0bu89OcnaSHHXUUcv2AQCARdiuM9zdfcP08+Yk78tsDfZN03KQTD9vnrqvT3LI3O4HJ7lhC+0HL9MOAAC7jG0O3FV1/6p64Mb7SY5LcmWSi5JsvNLIKUkunO5flOTk6WolxyS5bVpyckmS46pq3+nDkscluWTadntVHTNdneTkubEAAGCXsD1LSg5I8r7pSn1rkryzu/+6qi5PckFVnZrkS0meP/W/OMkzk6xL8u0kL06S7r6lqt6Q5PKp3+u7+5bp/suSvC3JfZO8f7oBAMAuY5sDd3dfm+Txy7R/Lcmxy7R3ktM3Mda5Sc5dpn1tkiO2tUYAAFg03zQJAAADCdwAADCQwA0AAAMJ3AAAMJDADQAAAwncAAAwkMANAAADCdwAADCQwA0AAAMJ3AAAMJDADQAAAwncAAAwkMANAAADCdwAADCQwA0AAAMJ3AAAMJDADQAAAwncAAAwkMANAAADCdwAADCQwA0AAAMJ3AAAMJDADQAAAwncAAAwkMANAAADCdwAADDQmkUXAADsmS54z1cXXcJ2+/nn7rfoEtgFOMMNAAADCdwAADCQwA0AAAMJ3AAAMJDADQAAAwncAAAwkMANAAADCdwAADCQwA0AAAP5pkkAAIa56Xc/vugStssBrzx6u8dwhhsAAAYSuAEAYCCBGwAABrKGGwBglXzu929adAnb7bG/csCiS9jlOMMNAAADOcMNADuB57/nykWXsN3+/LlHLLoE2Ck5ww0AAAMJ3AAAMJDADQAAAwncAAAwkMANAAADCdwAADCQwA0AAAMJ3AAAMJDADQAAAwncAAAwkMANAAADCdwAADCQwA0AAAOtWXQBAGzez7znDxddwnb7q+e+ZNElACyMM9wAADCQwA0AAAMJ3AAAMJA13ADsdJ797gsXXcJ2u+h5Jy66BGAn4Qw3AAAMJHADAMBAAjcAAAwkcAMAwEACNwAADCRwAwDAQAI3AAAMJHADAMBAAjcAAAwkcAMAwEA7feCuquOr6vNVta6qXrPoegAAYGusWXQBm1NVeyV5a5KfTrI+yeVVdVF3f3axlQGLdMKFL110Cdvl/Sf+waJLAGAV7dSBO8nRSdZ197VJUlXnJzkxicANk7e88xmLLmG7/KdfvGTRJQDAUDt74D4oyfVzj9cnedKCatnlfOH/PXHRJWy3H/rVC7eq/1+ee8KgSlbHs/79+xddAgCwg1V3L7qGTaqq5yd5Rnf/h+nxi5Ic3d2/uqTfaUlOmx4+JsnnV7XQmf2SfHUBx10kc94zmPOewZx3f3vafBNz3lMscs6P7O79t9RpZz/DvT7JIXOPD05yw9JO3X12krNXq6jlVNXa7j5qkTWsNnPeM5jznsGcd3972nwTc95T7Apz3tmvUnJ5ksOq6lFVtXeSk5JctOCaAABgxXbqM9zdfUdVvTzJJUn2SnJud1+14LIAAGDFdurAnSTdfXGSixddxwosdEnLgpjznsGc9wzmvPvb0+abmPOeYqef8079oUkAANjV7exruAEAYJcmcO8Ae9rXz1fVuVV1c1VduehaVktVHVJVH6qqq6vqqqp6xaJrGq2q7lNVH6+qT01z/o1F17QaqmqvqvqHqvrLRdeyGqrquqr6TFVdUVVrF13Paqiqfarq3VX1uelv+icWXdNIVfWY6fe78faNqnrlousarar+0/Tfriur6l1VdZ9F1zRaVb1imu9Vu+vveLkMUlUPrqo3Uax3AAAESUlEQVRLq+qa6ee+i6xxOQL3dpr7+vkTkhye5AVVdfhiqxrubUmOX3QRq+yOJK/q7sclOSbJ6XvA7/k7SZ7e3Y9PcmSS46vqmAXXtBpekeTqRRexyn6qu4/c2S+rtQP9P0n+ursfm+Tx2c1/3939+en3e2SSJyb5dpL3LbisoarqoCT/e5KjuvuIzC68cNJiqxqrqo5I8h8z+5buxyd5VlUdttiqhnhb7plBXpPkA919WJIPTI93KgL39rvr6+e7+7tJNn79/G6ruz+S5JZF17GauvvG7v7kdP/2zP4HfdBiqxqrZ745PbzXdNutP/RRVQcn+Zkk/33RtTBGVT0oyVOTnJMk3f3d7v76YqtaVccm+UJ3f3HRhayCNUnuW1Vrktwvy3yPx27mcUn+vru/3d13JPlwkp9bcE073CYyyIlJzpvun5fkOata1AoI3Ntvua+f362D2J6uqg5N8mNJLltsJeNNyyuuSHJzkku7e3ef8+8m+bUk3190Iauok/xNVX1i+tbe3d2/SrIhyR9PS4f+e1Xdf9FFraKTkrxr0UWM1t1fTvLfknwpyY1Jbuvuv1lsVcNdmeSpVfWQqrpfkmfm7l8euDs7oLtvTGYnyJI8dMH13IPAvf1qmbbd+izgnqyqHpDkPUle2d3fWHQ9o3X3ndPb0AcnOXp6y3K3VFXPSnJzd39i0bWssid39xMyWxZ3elU9ddEFDbYmyROSnNXdP5bkW9kJ334eYfoCuWcn+fNF1zLatIb3xCSPSvLwJPevql9abFVjdffVSd6c5NIkf53kU5kth2QnIHBvvxV9/Ty7vqq6V2Zh+x3d/d5F17Oaprfc/za799r9Jyd5dlVdl9nSsKdX1Z8utqTxuvuG6efNma3rPXqxFQ23Psn6uXdr3p1ZAN8TnJDkk91906ILWQX/Nsk/dveG7v5ekvcm+dcLrmm47j6nu5/Q3U/NbNnFNYuuaZXcVFUHJsn08+YF13MPAvf28/Xze4CqqszWfF7d3b+z6HpWQ1XtX1X7TPfvm9n/wD632KrG6e5f7+6Du/vQzP6OP9jdu/UZsaq6f1U9cOP9JMdl9rb0bqu7v5Lk+qp6zNR0bJLPLrCk1fSC7AHLSSZfSnJMVd1v+u/3sdnNPxybJFX10OnnI5L8u+w5v++Lkpwy3T8lyYULrGVZO/03Te7s9sSvn6+qdyV5WpL9qmp9kjO6+5zFVjXck5O8KMlnpjXNSfLa6ZtQd1cHJjlvuhLPDyS5oLv3iEvl7UEOSPK+WR7JmiTv7O6/XmxJq+JXk7xjOklybZIXL7ie4aY1vT+d5CWLrmU1dPdlVfXuJJ/MbFnFP2QX+DbCHeA9VfWQJN9Lcnp337rogna05TJIkjcluaCqTs3sH1vPX1yFy/NNkwAAMJAlJQAAMJDADQAAAwncAAAwkMANAAADCdwAADCQwA0AAAMJ3AAAMJDADQAAA/3/0SCb8DFDBtEAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplots(figsize=(12,8))\n",
    "sns.barplot(\n",
    "    x=df_merged['rating'].value_counts().index, \n",
    "    y=df_merged['rating'].value_counts().values\n",
    ")\n",
    "plt.title('ratings distribution with thresholds = 10')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Just to check if the data points above the threshold (10 here, as commonly used by the other teams) are significantly differently distributed from the whole population.\n",
    "Turns out the shape looks quite similar, so no problem here"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<br>\n",
    "<br>\n",
    "<br>\n",
    "\n",
    "### Most Popular Books <a class='anchor' id='section_3b'>\n",
    "<br>\n",
    "Let's have a look at which are the 100 highest selling books:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "            isbn                                            title          author  pub_year                     publisher\n",
      "26    0971880107                                      Wild Animus    Rich Shapero    2004.0                       Too Far\n",
      "356   0142001740                          The Secret Life of Bees   Sue Monk Kidd    2003.0                 Penguin Books\n",
      "408   0316666343                        The Lovely Bones: A Novel    Alice Sebold    2002.0                 Little, Brown\n",
      "456   044021145X                                         The Firm    John Grisham    1992.0  Bantam Dell Publishing Group\n",
      "522   0312195516              The Red Tent (Bestselling Backlist)   Anita Diamant    1998.0                   Picador USA\n",
      "748   0385504209                                The Da Vinci Code       Dan Brown    2003.0                     Doubleday\n",
      "953   0440211727                                   A Time to Kill    JOHN GRISHAM    1992.0                          Dell\n",
      "1105  0060928336  Divine Secrets of the Ya-Ya Sisterhood: A Novel   Rebecca Wells    1997.0                     Perennial\n",
      "1922  067976402X                           Snow Falling on Cedars  David Guterson    1995.0             Vintage Books USA\n",
      "2445  0440214041                                The Pelican Brief    John Grisham    1993.0                          Dell\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1080 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "top_100_isbn = (\n",
    "    df_merged.groupby('isbn')['user'].count().\n",
    "    sort_values(ascending=False).head(100)\n",
    ")\n",
    "pd.options.display.width = 500\n",
    "print(df_books[df_books.isbn.isin(top_100_isbn.head(10).index)].iloc[:,:5])\n",
    "\n",
    "df_merged.isbn.isin(list(top_100_isbn.index)).sum()\n",
    "plt.subplots(figsize=(20,15))\n",
    "sns.barplot(y=top_100_isbn.index,x=top_100_isbn, orient='h')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplots(figsize=(12,8))\n",
    "sns.distplot(df_merged.groupby('isbn')['user'].count().unique())\n",
    "plt.xlabel('number of ratings by book')\n",
    "plt.ylabel('proportion of books')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<br>\n",
    "\n",
    "### Most active users <a class='anchor' id='section_3c'>\n",
    "\n",
    "<br>\n",
    "\n",
    "We can use ratings to proxy books bought since both explicit and implicit ratings require a purchase.\n",
    "\n",
    "First a quick look at the ratings distribution:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "user\n",
       "11676     11144\n",
       "198711     6456\n",
       "153662     5814\n",
       "98391      5779\n",
       "35859      5646\n",
       "212898     4289\n",
       "278418     3996\n",
       "76352      3329\n",
       "110973     2971\n",
       "235105     2943\n",
       "Name: isbn, dtype: int64"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_merged.groupby(by='user')['isbn'].count().sort_values(ascending=False).head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplots(figsize=(12,8))\n",
    "sns.distplot(df_merged.groupby('user')['isbn'].count().unique())\n",
    "plt.xlabel('number of book ratings by user')\n",
    "plt.ylabel('proportion of users')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<br>\n",
    "\n",
    "## Data Analytics <a class='anchor' id='section_4'>\n",
    "\n",
    "<br>\n",
    "\n",
    "we've now finished importing, cleaning, and taking a first look at the data. All that's left is to see if we can gain some deeper insight into the business using the XBook dataset."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<br>\n",
    "\n",
    "### Global markets <a class='anchor' id='section_4a'>\n",
    "\n",
    "<br>\n",
    "\n",
    "How are our sales doing around the world?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "tmp = (\n",
    "    df_merged.groupby('country')['user'].count().sort_values(ascending=False)\n",
    "    .head(20)\n",
    ")\n",
    "plt.subplots(figsize=(12,8))\n",
    "sns.barplot(y=tmp.index, x=tmp.values, orient='h')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<br>\n",
    "\n",
    "We can see that the vast majority of our sales are to users based in the US. <a class='anchor' id='section_4b'>\n",
    "\n",
    "<br>\n",
    "\n",
    "We can have a closer look at where exactly in the US:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "tmp = (\n",
    "    df_merged.groupby('province')['user'].count().sort_values(ascending=False)\n",
    "    .head(50)\n",
    ")\n",
    "plt.subplots(figsize=(15,10))\n",
    "sns.barplot(y=tmp.index, x=tmp.values, orient='h')\n",
    "plt.ylabel('number of users')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Rating distribution <a class='anchor' id='section_4c'>\n",
    "\n",
    "<br>\n",
    "\n",
    "How do people rate books?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplots(figsize=(12,8))\n",
    "sns.boxplot(y=df_merged.age, x=df_merged.rating)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "People tend to rate books fairly consistently across the board, but the vast majority of people don't bother leaving ratings for their purchases.\n",
    "\n",
    "<br>\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "hideCode": true
   },
   "source": [
    "<br>\n",
    "\n",
    "### Rating practices by country <a class=\"anchor\" id=\"section_4d\">\n",
    "\n",
    "<br>\n",
    "\n",
    "Does peoples rating habits differ by country?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Rating values 0 are dropped\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1728x2160 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Rating values 0 are dropped\n"
     ]
    }
   ],
   "source": [
    "top_countries = list(\n",
    "    df_merged.groupby('country')['user'].count().sort_values(ascending=False)\n",
    "    .head(10).index\n",
    ")\n",
    "tmp = df_merged[df_merged.country.apply(lambda x: x in top_countries)]\n",
    "tmp = tmp[tmp.rating > 0]\n",
    "print('Rating values 0 are dropped')\n",
    "g = sns.FacetGrid(tmp,  row=\"country\", sharey=False, height=3, aspect=8)\n",
    "g = g.map(plt.hist, \"rating\")\n",
    "plt.show()\n",
    "print('Rating values 0 are dropped')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<br>\n",
    "\n",
    "### Ratings vs publication year <a class=\"anchor\" id=\"section_4e\">\n",
    "\n",
    "<br>\n",
    "\n",
    "Why are older books more favorably reviewed?\n",
    "\n",
    "To answer, let's first look up the distribution of publication years:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "tmp = (\n",
    "    df_merged.groupby('pub_year')['isbn'].count().sort_index()\n",
    ")\n",
    "plt.subplots(figsize=(12,8))\n",
    "plt.xlim((1950, 2018))\n",
    "sns.lineplot(x=tmp.index, y=tmp.values)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And now we can visualize how people rate older versus newer books."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def rand_jitter(arr):\n",
    "    stdev = .01*(max(arr)-min(arr))\n",
    "    return arr + np.random.randn(len(arr)) * stdev\n",
    "\n",
    "tmp = df_merged[['pub_year', 'rating']]\n",
    "tmp = tmp[tmp.pub_year > 1950]\n",
    "\n",
    "plt.subplots(figsize=(12,8))\n",
    "sns.scatterplot(rand_jitter(tmp.pub_year), rand_jitter(tmp.rating), alpha=0.02)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It seems people rate older books more favorably than newer books. The scatterplot shows us that older books have tighter distributions centered on higher ratings. \n",
    "\n",
    "But we don't know if this is because people are biased to like older books, or that only better, well-performing books are still sold as time goes on.\n",
    "\n",
    "<br>\n",
    "<br>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<br>\n",
    "\n",
    "## Key Takeaways <a class='anchor' id='section_5'>\n",
    "    \n",
    "<br>\n",
    "\n",
    "### Summary of the EDA: <a class=\"anchor\" id=\"section_5a\">\n",
    "\n",
    "1. Around 100k of user does not have the age information.\n",
    "2. Most of the user is from USA, unsurprising as the data is from Amazon.\n",
    "3. Older books compare with newer books are most likely have the high rating.\n",
    "4. Since the data is cut off in 2004, that explain the steep decline in the no. of books after 2004.\n",
    "\n",
    "### Problems faced and Challenges: <a class=\"anchor\" id=\"section_5b\">\n",
    "1. The Location data from BX-Users table, a lot of record contain typo, n/a, synonyms, we have made a list to combine it as a same place.\n",
    "\n",
    "2. Each team request the data format are not the same, our team would like to provide a flexible python script to generate the clean data and the merge data.\n",
    "\n",
    "3. The project only have 3 days, it is not allowed to spend too much time on EDA, we take the approach is load out the data cleaning script, and then do the EDA after."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
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  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
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   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
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