ch01_the_machine_learning_landscape.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Chapter 1 - The Machine Learning Landscape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import os\n",
    "\n",
    "# mengakses dataset dari folder datasets/lifesat\n",
    "datapath = os.path.join(\"datasets\", \"lifesat\", \"\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# import libraries\n",
    "\n",
    "# untuk visualisasi data\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# untuk perhitungan scientific\n",
    "import numpy as np\n",
    "\n",
    "# untuk membantu mengelola data\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# load dataset, dimasukkan ke pandas\n",
    "oecd_bli = pd.read_csv(datapath + \"oecd_bli_2015.csv\", thousands=',')\n",
    "gdp_per_capita = pd.read_csv(datapath + \"gdp_per_capita.csv\", thousands=',', delimiter='\\t',\n",
    "                             encoding='latin1', na_values=\"n/a\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>LOCATION</th>\n",
       "      <th>Country</th>\n",
       "      <th>INDICATOR</th>\n",
       "      <th>Indicator</th>\n",
       "      <th>MEASURE</th>\n",
       "      <th>Measure</th>\n",
       "      <th>INEQUALITY</th>\n",
       "      <th>Inequality</th>\n",
       "      <th>Unit Code</th>\n",
       "      <th>Unit</th>\n",
       "      <th>PowerCode Code</th>\n",
       "      <th>PowerCode</th>\n",
       "      <th>Reference Period Code</th>\n",
       "      <th>Reference Period</th>\n",
       "      <th>Value</th>\n",
       "      <th>Flag Codes</th>\n",
       "      <th>Flags</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>AUS</td>\n",
       "      <td>Australia</td>\n",
       "      <td>HO_BASE</td>\n",
       "      <td>Dwellings without basic facilities</td>\n",
       "      <td>L</td>\n",
       "      <td>Value</td>\n",
       "      <td>TOT</td>\n",
       "      <td>Total</td>\n",
       "      <td>PC</td>\n",
       "      <td>Percentage</td>\n",
       "      <td>0</td>\n",
       "      <td>units</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.10</td>\n",
       "      <td>E</td>\n",
       "      <td>Estimated value</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>AUT</td>\n",
       "      <td>Austria</td>\n",
       "      <td>HO_BASE</td>\n",
       "      <td>Dwellings without basic facilities</td>\n",
       "      <td>L</td>\n",
       "      <td>Value</td>\n",
       "      <td>TOT</td>\n",
       "      <td>Total</td>\n",
       "      <td>PC</td>\n",
       "      <td>Percentage</td>\n",
       "      <td>0</td>\n",
       "      <td>units</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>BEL</td>\n",
       "      <td>Belgium</td>\n",
       "      <td>HO_BASE</td>\n",
       "      <td>Dwellings without basic facilities</td>\n",
       "      <td>L</td>\n",
       "      <td>Value</td>\n",
       "      <td>TOT</td>\n",
       "      <td>Total</td>\n",
       "      <td>PC</td>\n",
       "      <td>Percentage</td>\n",
       "      <td>0</td>\n",
       "      <td>units</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>CAN</td>\n",
       "      <td>Canada</td>\n",
       "      <td>HO_BASE</td>\n",
       "      <td>Dwellings without basic facilities</td>\n",
       "      <td>L</td>\n",
       "      <td>Value</td>\n",
       "      <td>TOT</td>\n",
       "      <td>Total</td>\n",
       "      <td>PC</td>\n",
       "      <td>Percentage</td>\n",
       "      <td>0</td>\n",
       "      <td>units</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.20</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>CZE</td>\n",
       "      <td>Czech Republic</td>\n",
       "      <td>HO_BASE</td>\n",
       "      <td>Dwellings without basic facilities</td>\n",
       "      <td>L</td>\n",
       "      <td>Value</td>\n",
       "      <td>TOT</td>\n",
       "      <td>Total</td>\n",
       "      <td>PC</td>\n",
       "      <td>Percentage</td>\n",
       "      <td>0</td>\n",
       "      <td>units</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.90</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>DNK</td>\n",
       "      <td>Denmark</td>\n",
       "      <td>HO_BASE</td>\n",
       "      <td>Dwellings without basic facilities</td>\n",
       "      <td>L</td>\n",
       "      <td>Value</td>\n",
       "      <td>TOT</td>\n",
       "      <td>Total</td>\n",
       "      <td>PC</td>\n",
       "      <td>Percentage</td>\n",
       "      <td>0</td>\n",
       "      <td>units</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.90</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>FIN</td>\n",
       "      <td>Finland</td>\n",
       "      <td>HO_BASE</td>\n",
       "      <td>Dwellings without basic facilities</td>\n",
       "      <td>L</td>\n",
       "      <td>Value</td>\n",
       "      <td>TOT</td>\n",
       "      <td>Total</td>\n",
       "      <td>PC</td>\n",
       "      <td>Percentage</td>\n",
       "      <td>0</td>\n",
       "      <td>units</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.60</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>FRA</td>\n",
       "      <td>France</td>\n",
       "      <td>HO_BASE</td>\n",
       "      <td>Dwellings without basic facilities</td>\n",
       "      <td>L</td>\n",
       "      <td>Value</td>\n",
       "      <td>TOT</td>\n",
       "      <td>Total</td>\n",
       "      <td>PC</td>\n",
       "      <td>Percentage</td>\n",
       "      <td>0</td>\n",
       "      <td>units</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.50</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>DEU</td>\n",
       "      <td>Germany</td>\n",
       "      <td>HO_BASE</td>\n",
       "      <td>Dwellings without basic facilities</td>\n",
       "      <td>L</td>\n",
       "      <td>Value</td>\n",
       "      <td>TOT</td>\n",
       "      <td>Total</td>\n",
       "      <td>PC</td>\n",
       "      <td>Percentage</td>\n",
       "      <td>0</td>\n",
       "      <td>units</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>GRC</td>\n",
       "      <td>Greece</td>\n",
       "      <td>HO_BASE</td>\n",
       "      <td>Dwellings without basic facilities</td>\n",
       "      <td>L</td>\n",
       "      <td>Value</td>\n",
       "      <td>TOT</td>\n",
       "      <td>Total</td>\n",
       "      <td>PC</td>\n",
       "      <td>Percentage</td>\n",
       "      <td>0</td>\n",
       "      <td>units</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.70</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>HUN</td>\n",
       "      <td>Hungary</td>\n",
       "      <td>HO_BASE</td>\n",
       "      <td>Dwellings without basic facilities</td>\n",
       "      <td>L</td>\n",
       "      <td>Value</td>\n",
       "      <td>TOT</td>\n",
       "      <td>Total</td>\n",
       "      <td>PC</td>\n",
       "      <td>Percentage</td>\n",
       "      <td>0</td>\n",
       "      <td>units</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.80</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>ISL</td>\n",
       "      <td>Iceland</td>\n",
       "      <td>HO_BASE</td>\n",
       "      <td>Dwellings without basic facilities</td>\n",
       "      <td>L</td>\n",
       "      <td>Value</td>\n",
       "      <td>TOT</td>\n",
       "      <td>Total</td>\n",
       "      <td>PC</td>\n",
       "      <td>Percentage</td>\n",
       "      <td>0</td>\n",
       "      <td>units</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.40</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>IRL</td>\n",
       "      <td>Ireland</td>\n",
       "      <td>HO_BASE</td>\n",
       "      <td>Dwellings without basic facilities</td>\n",
       "      <td>L</td>\n",
       "      <td>Value</td>\n",
       "      <td>TOT</td>\n",
       "      <td>Total</td>\n",
       "      <td>PC</td>\n",
       "      <td>Percentage</td>\n",
       "      <td>0</td>\n",
       "      <td>units</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.20</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>ITA</td>\n",
       "      <td>Italy</td>\n",
       "      <td>HO_BASE</td>\n",
       "      <td>Dwellings without basic facilities</td>\n",
       "      <td>L</td>\n",
       "      <td>Value</td>\n",
       "      <td>TOT</td>\n",
       "      <td>Total</td>\n",
       "      <td>PC</td>\n",
       "      <td>Percentage</td>\n",
       "      <td>0</td>\n",
       "      <td>units</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>JPN</td>\n",
       "      <td>Japan</td>\n",
       "      <td>HO_BASE</td>\n",
       "      <td>Dwellings without basic facilities</td>\n",
       "      <td>L</td>\n",
       "      <td>Value</td>\n",
       "      <td>TOT</td>\n",
       "      <td>Total</td>\n",
       "      <td>PC</td>\n",
       "      <td>Percentage</td>\n",
       "      <td>0</td>\n",
       "      <td>units</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.40</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>KOR</td>\n",
       "      <td>Korea</td>\n",
       "      <td>HO_BASE</td>\n",
       "      <td>Dwellings without basic facilities</td>\n",
       "      <td>L</td>\n",
       "      <td>Value</td>\n",
       "      <td>TOT</td>\n",
       "      <td>Total</td>\n",
       "      <td>PC</td>\n",
       "      <td>Percentage</td>\n",
       "      <td>0</td>\n",
       "      <td>units</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.20</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>LUX</td>\n",
       "      <td>Luxembourg</td>\n",
       "      <td>HO_BASE</td>\n",
       "      <td>Dwellings without basic facilities</td>\n",
       "      <td>L</td>\n",
       "      <td>Value</td>\n",
       "      <td>TOT</td>\n",
       "      <td>Total</td>\n",
       "      <td>PC</td>\n",
       "      <td>Percentage</td>\n",
       "      <td>0</td>\n",
       "      <td>units</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>MEX</td>\n",
       "      <td>Mexico</td>\n",
       "      <td>HO_BASE</td>\n",
       "      <td>Dwellings without basic facilities</td>\n",
       "      <td>L</td>\n",
       "      <td>Value</td>\n",
       "      <td>TOT</td>\n",
       "      <td>Total</td>\n",
       "      <td>PC</td>\n",
       "      <td>Percentage</td>\n",
       "      <td>0</td>\n",
       "      <td>units</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.20</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>NLD</td>\n",
       "      <td>Netherlands</td>\n",
       "      <td>HO_BASE</td>\n",
       "      <td>Dwellings without basic facilities</td>\n",
       "      <td>L</td>\n",
       "      <td>Value</td>\n",
       "      <td>TOT</td>\n",
       "      <td>Total</td>\n",
       "      <td>PC</td>\n",
       "      <td>Percentage</td>\n",
       "      <td>0</td>\n",
       "      <td>units</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>NZL</td>\n",
       "      <td>New Zealand</td>\n",
       "      <td>HO_BASE</td>\n",
       "      <td>Dwellings without basic facilities</td>\n",
       "      <td>L</td>\n",
       "      <td>Value</td>\n",
       "      <td>TOT</td>\n",
       "      <td>Total</td>\n",
       "      <td>PC</td>\n",
       "      <td>Percentage</td>\n",
       "      <td>0</td>\n",
       "      <td>units</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.20</td>\n",
       "      <td>E</td>\n",
       "      <td>Estimated value</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>NOR</td>\n",
       "      <td>Norway</td>\n",
       "      <td>HO_BASE</td>\n",
       "      <td>Dwellings without basic facilities</td>\n",
       "      <td>L</td>\n",
       "      <td>Value</td>\n",
       "      <td>TOT</td>\n",
       "      <td>Total</td>\n",
       "      <td>PC</td>\n",
       "      <td>Percentage</td>\n",
       "      <td>0</td>\n",
       "      <td>units</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.30</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>POL</td>\n",
       "      <td>Poland</td>\n",
       "      <td>HO_BASE</td>\n",
       "      <td>Dwellings without basic facilities</td>\n",
       "      <td>L</td>\n",
       "      <td>Value</td>\n",
       "      <td>TOT</td>\n",
       "      <td>Total</td>\n",
       "      <td>PC</td>\n",
       "      <td>Percentage</td>\n",
       "      <td>0</td>\n",
       "      <td>units</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.20</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>PRT</td>\n",
       "      <td>Portugal</td>\n",
       "      <td>HO_BASE</td>\n",
       "      <td>Dwellings without basic facilities</td>\n",
       "      <td>L</td>\n",
       "      <td>Value</td>\n",
       "      <td>TOT</td>\n",
       "      <td>Total</td>\n",
       "      <td>PC</td>\n",
       "      <td>Percentage</td>\n",
       "      <td>0</td>\n",
       "      <td>units</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.90</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>SVK</td>\n",
       "      <td>Slovak Republic</td>\n",
       "      <td>HO_BASE</td>\n",
       "      <td>Dwellings without basic facilities</td>\n",
       "      <td>L</td>\n",
       "      <td>Value</td>\n",
       "      <td>TOT</td>\n",
       "      <td>Total</td>\n",
       "      <td>PC</td>\n",
       "      <td>Percentage</td>\n",
       "      <td>0</td>\n",
       "      <td>units</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.60</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>ESP</td>\n",
       "      <td>Spain</td>\n",
       "      <td>HO_BASE</td>\n",
       "      <td>Dwellings without basic facilities</td>\n",
       "      <td>L</td>\n",
       "      <td>Value</td>\n",
       "      <td>TOT</td>\n",
       "      <td>Total</td>\n",
       "      <td>PC</td>\n",
       "      <td>Percentage</td>\n",
       "      <td>0</td>\n",
       "      <td>units</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>SWE</td>\n",
       "      <td>Sweden</td>\n",
       "      <td>HO_BASE</td>\n",
       "      <td>Dwellings without basic facilities</td>\n",
       "      <td>L</td>\n",
       "      <td>Value</td>\n",
       "      <td>TOT</td>\n",
       "      <td>Total</td>\n",
       "      <td>PC</td>\n",
       "      <td>Percentage</td>\n",
       "      <td>0</td>\n",
       "      <td>units</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>CHE</td>\n",
       "      <td>Switzerland</td>\n",
       "      <td>HO_BASE</td>\n",
       "      <td>Dwellings without basic facilities</td>\n",
       "      <td>L</td>\n",
       "      <td>Value</td>\n",
       "      <td>TOT</td>\n",
       "      <td>Total</td>\n",
       "      <td>PC</td>\n",
       "      <td>Percentage</td>\n",
       "      <td>0</td>\n",
       "      <td>units</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>TUR</td>\n",
       "      <td>Turkey</td>\n",
       "      <td>HO_BASE</td>\n",
       "      <td>Dwellings without basic facilities</td>\n",
       "      <td>L</td>\n",
       "      <td>Value</td>\n",
       "      <td>TOT</td>\n",
       "      <td>Total</td>\n",
       "      <td>PC</td>\n",
       "      <td>Percentage</td>\n",
       "      <td>0</td>\n",
       "      <td>units</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12.70</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>GBR</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>HO_BASE</td>\n",
       "      <td>Dwellings without basic facilities</td>\n",
       "      <td>L</td>\n",
       "      <td>Value</td>\n",
       "      <td>TOT</td>\n",
       "      <td>Total</td>\n",
       "      <td>PC</td>\n",
       "      <td>Percentage</td>\n",
       "      <td>0</td>\n",
       "      <td>units</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.20</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>USA</td>\n",
       "      <td>United States</td>\n",
       "      <td>HO_BASE</td>\n",
       "      <td>Dwellings without basic facilities</td>\n",
       "      <td>L</td>\n",
       "      <td>Value</td>\n",
       "      <td>TOT</td>\n",
       "      <td>Total</td>\n",
       "      <td>PC</td>\n",
       "      <td>Percentage</td>\n",
       "      <td>0</td>\n",
       "      <td>units</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3262</th>\n",
       "      <td>FRA</td>\n",
       "      <td>France</td>\n",
       "      <td>WL_TNOW</td>\n",
       "      <td>Time devoted to leisure and personal care</td>\n",
       "      <td>L</td>\n",
       "      <td>Value</td>\n",
       "      <td>WMN</td>\n",
       "      <td>Women</td>\n",
       "      <td>HOUR</td>\n",
       "      <td>Hours</td>\n",
       "      <td>0</td>\n",
       "      <td>units</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>14.90</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3263</th>\n",
       "      <td>DEU</td>\n",
       "      <td>Germany</td>\n",
       "      <td>WL_TNOW</td>\n",
       "      <td>Time devoted to leisure and personal care</td>\n",
       "      <td>L</td>\n",
       "      <td>Value</td>\n",
       "      <td>WMN</td>\n",
       "      <td>Women</td>\n",
       "      <td>HOUR</td>\n",
       "      <td>Hours</td>\n",
       "      <td>0</td>\n",
       "      <td>units</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15.31</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3264</th>\n",
       "      <td>GRC</td>\n",
       "      <td>Greece</td>\n",
       "      <td>WL_TNOW</td>\n",
       "      <td>Time devoted to leisure and personal care</td>\n",
       "      <td>L</td>\n",
       "      <td>Value</td>\n",
       "      <td>WMN</td>\n",
       "      <td>Women</td>\n",
       "      <td>HOUR</td>\n",
       "      <td>Hours</td>\n",
       "      <td>0</td>\n",
       "      <td>units</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>14.69</td>\n",
       "      <td>E</td>\n",
       "      <td>Estimated value</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3265</th>\n",
       "      <td>HUN</td>\n",
       "      <td>Hungary</td>\n",
       "      <td>WL_TNOW</td>\n",
       "      <td>Time devoted to leisure and personal care</td>\n",
       "      <td>L</td>\n",
       "      <td>Value</td>\n",
       "      <td>WMN</td>\n",
       "      <td>Women</td>\n",
       "      <td>HOUR</td>\n",
       "      <td>Hours</td>\n",
       "      <td>0</td>\n",
       "      <td>units</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>14.82</td>\n",
       "      <td>E</td>\n",
       "      <td>Estimated value</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3266</th>\n",
       "      <td>ISL</td>\n",
       "      <td>Iceland</td>\n",
       "      <td>WL_TNOW</td>\n",
       "      <td>Time devoted to leisure and personal care</td>\n",
       "      <td>L</td>\n",
       "      <td>Value</td>\n",
       "      <td>WMN</td>\n",
       "      <td>Women</td>\n",
       "      <td>HOUR</td>\n",
       "      <td>Hours</td>\n",
       "      <td>0</td>\n",
       "      <td>units</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>14.37</td>\n",
       "      <td>E</td>\n",
       "      <td>Estimated value</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3267</th>\n",
       "      <td>IRL</td>\n",
       "      <td>Ireland</td>\n",
       "      <td>WL_TNOW</td>\n",
       "      <td>Time devoted to leisure and personal care</td>\n",
       "      <td>L</td>\n",
       "      <td>Value</td>\n",
       "      <td>WMN</td>\n",
       "      <td>Women</td>\n",
       "      <td>HOUR</td>\n",
       "      <td>Hours</td>\n",
       "      <td>0</td>\n",
       "      <td>units</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>14.97</td>\n",
       "      <td>E</td>\n",
       "      <td>Estimated value</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3268</th>\n",
       "      <td>ITA</td>\n",
       "      <td>Italy</td>\n",
       "      <td>WL_TNOW</td>\n",
       "      <td>Time devoted to leisure and personal care</td>\n",
       "      <td>L</td>\n",
       "      <td>Value</td>\n",
       "      <td>WMN</td>\n",
       "      <td>Women</td>\n",
       "      <td>HOUR</td>\n",
       "      <td>Hours</td>\n",
       "      <td>0</td>\n",
       "      <td>units</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>14.32</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3269</th>\n",
       "      <td>JPN</td>\n",
       "      <td>Japan</td>\n",
       "      <td>WL_TNOW</td>\n",
       "      <td>Time devoted to leisure and personal care</td>\n",
       "      <td>L</td>\n",
       "      <td>Value</td>\n",
       "      <td>WMN</td>\n",
       "      <td>Women</td>\n",
       "      <td>HOUR</td>\n",
       "      <td>Hours</td>\n",
       "      <td>0</td>\n",
       "      <td>units</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>14.88</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3270</th>\n",
       "      <td>KOR</td>\n",
       "      <td>Korea</td>\n",
       "      <td>WL_TNOW</td>\n",
       "      <td>Time devoted to leisure and personal care</td>\n",
       "      <td>L</td>\n",
       "      <td>Value</td>\n",
       "      <td>WMN</td>\n",
       "      <td>Women</td>\n",
       "      <td>HOUR</td>\n",
       "      <td>Hours</td>\n",
       "      <td>0</td>\n",
       "      <td>units</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>14.07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3271</th>\n",
       "      <td>LUX</td>\n",
       "      <td>Luxembourg</td>\n",
       "      <td>WL_TNOW</td>\n",
       "      <td>Time devoted to leisure and personal care</td>\n",
       "      <td>L</td>\n",
       "      <td>Value</td>\n",
       "      <td>WMN</td>\n",
       "      <td>Women</td>\n",
       "      <td>HOUR</td>\n",
       "      <td>Hours</td>\n",
       "      <td>0</td>\n",
       "      <td>units</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>14.90</td>\n",
       "      <td>E</td>\n",
       "      <td>Estimated value</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3272</th>\n",
       "      <td>MEX</td>\n",
       "      <td>Mexico</td>\n",
       "      <td>WL_TNOW</td>\n",
       "      <td>Time devoted to leisure and personal care</td>\n",
       "      <td>L</td>\n",
       "      <td>Value</td>\n",
       "      <td>WMN</td>\n",
       "      <td>Women</td>\n",
       "      <td>HOUR</td>\n",
       "      <td>Hours</td>\n",
       "      <td>0</td>\n",
       "      <td>units</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13.63</td>\n",
       "      <td>E</td>\n",
       "      <td>Estimated value</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3273</th>\n",
       "      <td>NLD</td>\n",
       "      <td>Netherlands</td>\n",
       "      <td>WL_TNOW</td>\n",
       "      <td>Time devoted to leisure and personal care</td>\n",
       "      <td>L</td>\n",
       "      <td>Value</td>\n",
       "      <td>WMN</td>\n",
       "      <td>Women</td>\n",
       "      <td>HOUR</td>\n",
       "      <td>Hours</td>\n",
       "      <td>0</td>\n",
       "      <td>units</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15.23</td>\n",
       "      <td>E</td>\n",
       "      <td>Estimated value</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3274</th>\n",
       "      <td>NZL</td>\n",
       "      <td>New Zealand</td>\n",
       "      <td>WL_TNOW</td>\n",
       "      <td>Time devoted to leisure and personal care</td>\n",
       "      <td>L</td>\n",
       "      <td>Value</td>\n",
       "      <td>WMN</td>\n",
       "      <td>Women</td>\n",
       "      <td>HOUR</td>\n",
       "      <td>Hours</td>\n",
       "      <td>0</td>\n",
       "      <td>units</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>14.93</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3275</th>\n",
       "      <td>NOR</td>\n",
       "      <td>Norway</td>\n",
       "      <td>WL_TNOW</td>\n",
       "      <td>Time devoted to leisure and personal care</td>\n",
       "      <td>L</td>\n",
       "      <td>Value</td>\n",
       "      <td>WMN</td>\n",
       "      <td>Women</td>\n",
       "      <td>HOUR</td>\n",
       "      <td>Hours</td>\n",
       "      <td>0</td>\n",
       "      <td>units</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15.67</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3276</th>\n",
       "      <td>POL</td>\n",
       "      <td>Poland</td>\n",
       "      <td>WL_TNOW</td>\n",
       "      <td>Time devoted to leisure and personal care</td>\n",
       "      <td>L</td>\n",
       "      <td>Value</td>\n",
       "      <td>WMN</td>\n",
       "      <td>Women</td>\n",
       "      <td>HOUR</td>\n",
       "      <td>Hours</td>\n",
       "      <td>0</td>\n",
       "      <td>units</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13.83</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3277</th>\n",
       "      <td>PRT</td>\n",
       "      <td>Portugal</td>\n",
       "      <td>WL_TNOW</td>\n",
       "      <td>Time devoted to leisure and personal care</td>\n",
       "      <td>L</td>\n",
       "      <td>Value</td>\n",
       "      <td>WMN</td>\n",
       "      <td>Women</td>\n",
       "      <td>HOUR</td>\n",
       "      <td>Hours</td>\n",
       "      <td>0</td>\n",
       "      <td>units</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>14.72</td>\n",
       "      <td>E</td>\n",
       "      <td>Estimated value</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3278</th>\n",
       "      <td>SVK</td>\n",
       "      <td>Slovak Republic</td>\n",
       "      <td>WL_TNOW</td>\n",
       "      <td>Time devoted to leisure and personal care</td>\n",
       "      <td>L</td>\n",
       "      <td>Value</td>\n",
       "      <td>WMN</td>\n",
       "      <td>Women</td>\n",
       "      <td>HOUR</td>\n",
       "      <td>Hours</td>\n",
       "      <td>0</td>\n",
       "      <td>units</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>14.76</td>\n",
       "      <td>E</td>\n",
       "      <td>Estimated value</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3279</th>\n",
       "      <td>ESP</td>\n",
       "      <td>Spain</td>\n",
       "      <td>WL_TNOW</td>\n",
       "      <td>Time devoted to leisure and personal care</td>\n",
       "      <td>L</td>\n",
       "      <td>Value</td>\n",
       "      <td>WMN</td>\n",
       "      <td>Women</td>\n",
       "      <td>HOUR</td>\n",
       "      <td>Hours</td>\n",
       "      <td>0</td>\n",
       "      <td>units</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15.52</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3280</th>\n",
       "      <td>SWE</td>\n",
       "      <td>Sweden</td>\n",
       "      <td>WL_TNOW</td>\n",
       "      <td>Time devoted to leisure and personal care</td>\n",
       "      <td>L</td>\n",
       "      <td>Value</td>\n",
       "      <td>WMN</td>\n",
       "      <td>Women</td>\n",
       "      <td>HOUR</td>\n",
       "      <td>Hours</td>\n",
       "      <td>0</td>\n",
       "      <td>units</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15.30</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3281</th>\n",
       "      <td>CHE</td>\n",
       "      <td>Switzerland</td>\n",
       "      <td>WL_TNOW</td>\n",
       "      <td>Time devoted to leisure and personal care</td>\n",
       "      <td>L</td>\n",
       "      <td>Value</td>\n",
       "      <td>WMN</td>\n",
       "      <td>Women</td>\n",
       "      <td>HOUR</td>\n",
       "      <td>Hours</td>\n",
       "      <td>0</td>\n",
       "      <td>units</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>14.76</td>\n",
       "      <td>E</td>\n",
       "      <td>Estimated value</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3282</th>\n",
       "      <td>TUR</td>\n",
       "      <td>Turkey</td>\n",
       "      <td>WL_TNOW</td>\n",
       "      <td>Time devoted to leisure and personal care</td>\n",
       "      <td>L</td>\n",
       "      <td>Value</td>\n",
       "      <td>WMN</td>\n",
       "      <td>Women</td>\n",
       "      <td>HOUR</td>\n",
       "      <td>Hours</td>\n",
       "      <td>0</td>\n",
       "      <td>units</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13.13</td>\n",
       "      <td>E</td>\n",
       "      <td>Estimated value</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3283</th>\n",
       "      <td>GBR</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>WL_TNOW</td>\n",
       "      <td>Time devoted to leisure and personal care</td>\n",
       "      <td>L</td>\n",
       "      <td>Value</td>\n",
       "      <td>WMN</td>\n",
       "      <td>Women</td>\n",
       "      <td>HOUR</td>\n",
       "      <td>Hours</td>\n",
       "      <td>0</td>\n",
       "      <td>units</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>14.60</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3284</th>\n",
       "      <td>USA</td>\n",
       "      <td>United States</td>\n",
       "      <td>WL_TNOW</td>\n",
       "      <td>Time devoted to leisure and personal care</td>\n",
       "      <td>L</td>\n",
       "      <td>Value</td>\n",
       "      <td>WMN</td>\n",
       "      <td>Women</td>\n",
       "      <td>HOUR</td>\n",
       "      <td>Hours</td>\n",
       "      <td>0</td>\n",
       "      <td>units</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>14.12</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3285</th>\n",
       "      <td>BRA</td>\n",
       "      <td>Brazil</td>\n",
       "      <td>WL_TNOW</td>\n",
       "      <td>Time devoted to leisure and personal care</td>\n",
       "      <td>L</td>\n",
       "      <td>Value</td>\n",
       "      <td>WMN</td>\n",
       "      <td>Women</td>\n",
       "      <td>HOUR</td>\n",
       "      <td>Hours</td>\n",
       "      <td>0</td>\n",
       "      <td>units</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>14.75</td>\n",
       "      <td>E</td>\n",
       "      <td>Estimated value</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3286</th>\n",
       "      <td>CHL</td>\n",
       "      <td>Chile</td>\n",
       "      <td>WL_TNOW</td>\n",
       "      <td>Time devoted to leisure and personal care</td>\n",
       "      <td>L</td>\n",
       "      <td>Value</td>\n",
       "      <td>WMN</td>\n",
       "      <td>Women</td>\n",
       "      <td>HOUR</td>\n",
       "      <td>Hours</td>\n",
       "      <td>0</td>\n",
       "      <td>units</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>14.16</td>\n",
       "      <td>E</td>\n",
       "      <td>Estimated value</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3287</th>\n",
       "      <td>EST</td>\n",
       "      <td>Estonia</td>\n",
       "      <td>WL_TNOW</td>\n",
       "      <td>Time devoted to leisure and personal care</td>\n",
       "      <td>L</td>\n",
       "      <td>Value</td>\n",
       "      <td>WMN</td>\n",
       "      <td>Women</td>\n",
       "      <td>HOUR</td>\n",
       "      <td>Hours</td>\n",
       "      <td>0</td>\n",
       "      <td>units</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>14.43</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3288</th>\n",
       "      <td>ISR</td>\n",
       "      <td>Israel</td>\n",
       "      <td>WL_TNOW</td>\n",
       "      <td>Time devoted to leisure and personal care</td>\n",
       "      <td>L</td>\n",
       "      <td>Value</td>\n",
       "      <td>WMN</td>\n",
       "      <td>Women</td>\n",
       "      <td>HOUR</td>\n",
       "      <td>Hours</td>\n",
       "      <td>0</td>\n",
       "      <td>units</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>14.24</td>\n",
       "      <td>E</td>\n",
       "      <td>Estimated value</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3289</th>\n",
       "      <td>RUS</td>\n",
       "      <td>Russia</td>\n",
       "      <td>WL_TNOW</td>\n",
       "      <td>Time devoted to leisure and personal care</td>\n",
       "      <td>L</td>\n",
       "      <td>Value</td>\n",
       "      <td>WMN</td>\n",
       "      <td>Women</td>\n",
       "      <td>HOUR</td>\n",
       "      <td>Hours</td>\n",
       "      <td>0</td>\n",
       "      <td>units</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>14.75</td>\n",
       "      <td>E</td>\n",
       "      <td>Estimated value</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3290</th>\n",
       "      <td>SVN</td>\n",
       "      <td>Slovenia</td>\n",
       "      <td>WL_TNOW</td>\n",
       "      <td>Time devoted to leisure and personal care</td>\n",
       "      <td>L</td>\n",
       "      <td>Value</td>\n",
       "      <td>WMN</td>\n",
       "      <td>Women</td>\n",
       "      <td>HOUR</td>\n",
       "      <td>Hours</td>\n",
       "      <td>0</td>\n",
       "      <td>units</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>14.12</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3291</th>\n",
       "      <td>OECD</td>\n",
       "      <td>OECD - Total</td>\n",
       "      <td>WL_TNOW</td>\n",
       "      <td>Time devoted to leisure and personal care</td>\n",
       "      <td>L</td>\n",
       "      <td>Value</td>\n",
       "      <td>WMN</td>\n",
       "      <td>Women</td>\n",
       "      <td>HOUR</td>\n",
       "      <td>Hours</td>\n",
       "      <td>0</td>\n",
       "      <td>units</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>14.74</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3292 rows × 17 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     LOCATION          Country INDICATOR  \\\n",
       "0         AUS        Australia   HO_BASE   \n",
       "1         AUT          Austria   HO_BASE   \n",
       "2         BEL          Belgium   HO_BASE   \n",
       "3         CAN           Canada   HO_BASE   \n",
       "4         CZE   Czech Republic   HO_BASE   \n",
       "5         DNK          Denmark   HO_BASE   \n",
       "6         FIN          Finland   HO_BASE   \n",
       "7         FRA           France   HO_BASE   \n",
       "8         DEU          Germany   HO_BASE   \n",
       "9         GRC           Greece   HO_BASE   \n",
       "10        HUN          Hungary   HO_BASE   \n",
       "11        ISL          Iceland   HO_BASE   \n",
       "12        IRL          Ireland   HO_BASE   \n",
       "13        ITA            Italy   HO_BASE   \n",
       "14        JPN            Japan   HO_BASE   \n",
       "15        KOR            Korea   HO_BASE   \n",
       "16        LUX       Luxembourg   HO_BASE   \n",
       "17        MEX           Mexico   HO_BASE   \n",
       "18        NLD      Netherlands   HO_BASE   \n",
       "19        NZL      New Zealand   HO_BASE   \n",
       "20        NOR           Norway   HO_BASE   \n",
       "21        POL           Poland   HO_BASE   \n",
       "22        PRT         Portugal   HO_BASE   \n",
       "23        SVK  Slovak Republic   HO_BASE   \n",
       "24        ESP            Spain   HO_BASE   \n",
       "25        SWE           Sweden   HO_BASE   \n",
       "26        CHE      Switzerland   HO_BASE   \n",
       "27        TUR           Turkey   HO_BASE   \n",
       "28        GBR   United Kingdom   HO_BASE   \n",
       "29        USA    United States   HO_BASE   \n",
       "...       ...              ...       ...   \n",
       "3262      FRA           France   WL_TNOW   \n",
       "3263      DEU          Germany   WL_TNOW   \n",
       "3264      GRC           Greece   WL_TNOW   \n",
       "3265      HUN          Hungary   WL_TNOW   \n",
       "3266      ISL          Iceland   WL_TNOW   \n",
       "3267      IRL          Ireland   WL_TNOW   \n",
       "3268      ITA            Italy   WL_TNOW   \n",
       "3269      JPN            Japan   WL_TNOW   \n",
       "3270      KOR            Korea   WL_TNOW   \n",
       "3271      LUX       Luxembourg   WL_TNOW   \n",
       "3272      MEX           Mexico   WL_TNOW   \n",
       "3273      NLD      Netherlands   WL_TNOW   \n",
       "3274      NZL      New Zealand   WL_TNOW   \n",
       "3275      NOR           Norway   WL_TNOW   \n",
       "3276      POL           Poland   WL_TNOW   \n",
       "3277      PRT         Portugal   WL_TNOW   \n",
       "3278      SVK  Slovak Republic   WL_TNOW   \n",
       "3279      ESP            Spain   WL_TNOW   \n",
       "3280      SWE           Sweden   WL_TNOW   \n",
       "3281      CHE      Switzerland   WL_TNOW   \n",
       "3282      TUR           Turkey   WL_TNOW   \n",
       "3283      GBR   United Kingdom   WL_TNOW   \n",
       "3284      USA    United States   WL_TNOW   \n",
       "3285      BRA           Brazil   WL_TNOW   \n",
       "3286      CHL            Chile   WL_TNOW   \n",
       "3287      EST          Estonia   WL_TNOW   \n",
       "3288      ISR           Israel   WL_TNOW   \n",
       "3289      RUS           Russia   WL_TNOW   \n",
       "3290      SVN         Slovenia   WL_TNOW   \n",
       "3291     OECD     OECD - Total   WL_TNOW   \n",
       "\n",
       "                                      Indicator MEASURE Measure INEQUALITY  \\\n",
       "0            Dwellings without basic facilities       L   Value        TOT   \n",
       "1            Dwellings without basic facilities       L   Value        TOT   \n",
       "2            Dwellings without basic facilities       L   Value        TOT   \n",
       "3            Dwellings without basic facilities       L   Value        TOT   \n",
       "4            Dwellings without basic facilities       L   Value        TOT   \n",
       "5            Dwellings without basic facilities       L   Value        TOT   \n",
       "6            Dwellings without basic facilities       L   Value        TOT   \n",
       "7            Dwellings without basic facilities       L   Value        TOT   \n",
       "8            Dwellings without basic facilities       L   Value        TOT   \n",
       "9            Dwellings without basic facilities       L   Value        TOT   \n",
       "10           Dwellings without basic facilities       L   Value        TOT   \n",
       "11           Dwellings without basic facilities       L   Value        TOT   \n",
       "12           Dwellings without basic facilities       L   Value        TOT   \n",
       "13           Dwellings without basic facilities       L   Value        TOT   \n",
       "14           Dwellings without basic facilities       L   Value        TOT   \n",
       "15           Dwellings without basic facilities       L   Value        TOT   \n",
       "16           Dwellings without basic facilities       L   Value        TOT   \n",
       "17           Dwellings without basic facilities       L   Value        TOT   \n",
       "18           Dwellings without basic facilities       L   Value        TOT   \n",
       "19           Dwellings without basic facilities       L   Value        TOT   \n",
       "20           Dwellings without basic facilities       L   Value        TOT   \n",
       "21           Dwellings without basic facilities       L   Value        TOT   \n",
       "22           Dwellings without basic facilities       L   Value        TOT   \n",
       "23           Dwellings without basic facilities       L   Value        TOT   \n",
       "24           Dwellings without basic facilities       L   Value        TOT   \n",
       "25           Dwellings without basic facilities       L   Value        TOT   \n",
       "26           Dwellings without basic facilities       L   Value        TOT   \n",
       "27           Dwellings without basic facilities       L   Value        TOT   \n",
       "28           Dwellings without basic facilities       L   Value        TOT   \n",
       "29           Dwellings without basic facilities       L   Value        TOT   \n",
       "...                                         ...     ...     ...        ...   \n",
       "3262  Time devoted to leisure and personal care       L   Value        WMN   \n",
       "3263  Time devoted to leisure and personal care       L   Value        WMN   \n",
       "3264  Time devoted to leisure and personal care       L   Value        WMN   \n",
       "3265  Time devoted to leisure and personal care       L   Value        WMN   \n",
       "3266  Time devoted to leisure and personal care       L   Value        WMN   \n",
       "3267  Time devoted to leisure and personal care       L   Value        WMN   \n",
       "3268  Time devoted to leisure and personal care       L   Value        WMN   \n",
       "3269  Time devoted to leisure and personal care       L   Value        WMN   \n",
       "3270  Time devoted to leisure and personal care       L   Value        WMN   \n",
       "3271  Time devoted to leisure and personal care       L   Value        WMN   \n",
       "3272  Time devoted to leisure and personal care       L   Value        WMN   \n",
       "3273  Time devoted to leisure and personal care       L   Value        WMN   \n",
       "3274  Time devoted to leisure and personal care       L   Value        WMN   \n",
       "3275  Time devoted to leisure and personal care       L   Value        WMN   \n",
       "3276  Time devoted to leisure and personal care       L   Value        WMN   \n",
       "3277  Time devoted to leisure and personal care       L   Value        WMN   \n",
       "3278  Time devoted to leisure and personal care       L   Value        WMN   \n",
       "3279  Time devoted to leisure and personal care       L   Value        WMN   \n",
       "3280  Time devoted to leisure and personal care       L   Value        WMN   \n",
       "3281  Time devoted to leisure and personal care       L   Value        WMN   \n",
       "3282  Time devoted to leisure and personal care       L   Value        WMN   \n",
       "3283  Time devoted to leisure and personal care       L   Value        WMN   \n",
       "3284  Time devoted to leisure and personal care       L   Value        WMN   \n",
       "3285  Time devoted to leisure and personal care       L   Value        WMN   \n",
       "3286  Time devoted to leisure and personal care       L   Value        WMN   \n",
       "3287  Time devoted to leisure and personal care       L   Value        WMN   \n",
       "3288  Time devoted to leisure and personal care       L   Value        WMN   \n",
       "3289  Time devoted to leisure and personal care       L   Value        WMN   \n",
       "3290  Time devoted to leisure and personal care       L   Value        WMN   \n",
       "3291  Time devoted to leisure and personal care       L   Value        WMN   \n",
       "\n",
       "     Inequality Unit Code        Unit  PowerCode Code PowerCode  \\\n",
       "0         Total        PC  Percentage               0     units   \n",
       "1         Total        PC  Percentage               0     units   \n",
       "2         Total        PC  Percentage               0     units   \n",
       "3         Total        PC  Percentage               0     units   \n",
       "4         Total        PC  Percentage               0     units   \n",
       "5         Total        PC  Percentage               0     units   \n",
       "6         Total        PC  Percentage               0     units   \n",
       "7         Total        PC  Percentage               0     units   \n",
       "8         Total        PC  Percentage               0     units   \n",
       "9         Total        PC  Percentage               0     units   \n",
       "10        Total        PC  Percentage               0     units   \n",
       "11        Total        PC  Percentage               0     units   \n",
       "12        Total        PC  Percentage               0     units   \n",
       "13        Total        PC  Percentage               0     units   \n",
       "14        Total        PC  Percentage               0     units   \n",
       "15        Total        PC  Percentage               0     units   \n",
       "16        Total        PC  Percentage               0     units   \n",
       "17        Total        PC  Percentage               0     units   \n",
       "18        Total        PC  Percentage               0     units   \n",
       "19        Total        PC  Percentage               0     units   \n",
       "20        Total        PC  Percentage               0     units   \n",
       "21        Total        PC  Percentage               0     units   \n",
       "22        Total        PC  Percentage               0     units   \n",
       "23        Total        PC  Percentage               0     units   \n",
       "24        Total        PC  Percentage               0     units   \n",
       "25        Total        PC  Percentage               0     units   \n",
       "26        Total        PC  Percentage               0     units   \n",
       "27        Total        PC  Percentage               0     units   \n",
       "28        Total        PC  Percentage               0     units   \n",
       "29        Total        PC  Percentage               0     units   \n",
       "...         ...       ...         ...             ...       ...   \n",
       "3262      Women      HOUR       Hours               0     units   \n",
       "3263      Women      HOUR       Hours               0     units   \n",
       "3264      Women      HOUR       Hours               0     units   \n",
       "3265      Women      HOUR       Hours               0     units   \n",
       "3266      Women      HOUR       Hours               0     units   \n",
       "3267      Women      HOUR       Hours               0     units   \n",
       "3268      Women      HOUR       Hours               0     units   \n",
       "3269      Women      HOUR       Hours               0     units   \n",
       "3270      Women      HOUR       Hours               0     units   \n",
       "3271      Women      HOUR       Hours               0     units   \n",
       "3272      Women      HOUR       Hours               0     units   \n",
       "3273      Women      HOUR       Hours               0     units   \n",
       "3274      Women      HOUR       Hours               0     units   \n",
       "3275      Women      HOUR       Hours               0     units   \n",
       "3276      Women      HOUR       Hours               0     units   \n",
       "3277      Women      HOUR       Hours               0     units   \n",
       "3278      Women      HOUR       Hours               0     units   \n",
       "3279      Women      HOUR       Hours               0     units   \n",
       "3280      Women      HOUR       Hours               0     units   \n",
       "3281      Women      HOUR       Hours               0     units   \n",
       "3282      Women      HOUR       Hours               0     units   \n",
       "3283      Women      HOUR       Hours               0     units   \n",
       "3284      Women      HOUR       Hours               0     units   \n",
       "3285      Women      HOUR       Hours               0     units   \n",
       "3286      Women      HOUR       Hours               0     units   \n",
       "3287      Women      HOUR       Hours               0     units   \n",
       "3288      Women      HOUR       Hours               0     units   \n",
       "3289      Women      HOUR       Hours               0     units   \n",
       "3290      Women      HOUR       Hours               0     units   \n",
       "3291      Women      HOUR       Hours               0     units   \n",
       "\n",
       "      Reference Period Code  Reference Period  Value Flag Codes  \\\n",
       "0                       NaN               NaN   1.10          E   \n",
       "1                       NaN               NaN   1.00        NaN   \n",
       "2                       NaN               NaN   2.00        NaN   \n",
       "3                       NaN               NaN   0.20        NaN   \n",
       "4                       NaN               NaN   0.90        NaN   \n",
       "5                       NaN               NaN   0.90        NaN   \n",
       "6                       NaN               NaN   0.60        NaN   \n",
       "7                       NaN               NaN   0.50        NaN   \n",
       "8                       NaN               NaN   0.10        NaN   \n",
       "9                       NaN               NaN   0.70        NaN   \n",
       "10                      NaN               NaN   4.80        NaN   \n",
       "11                      NaN               NaN   0.40        NaN   \n",
       "12                      NaN               NaN   0.20        NaN   \n",
       "13                      NaN               NaN   1.10        NaN   \n",
       "14                      NaN               NaN   6.40        NaN   \n",
       "15                      NaN               NaN   4.20        NaN   \n",
       "16                      NaN               NaN   0.10        NaN   \n",
       "17                      NaN               NaN   4.20        NaN   \n",
       "18                      NaN               NaN   0.00        NaN   \n",
       "19                      NaN               NaN   0.20          E   \n",
       "20                      NaN               NaN   0.30        NaN   \n",
       "21                      NaN               NaN   3.20        NaN   \n",
       "22                      NaN               NaN   0.90        NaN   \n",
       "23                      NaN               NaN   0.60        NaN   \n",
       "24                      NaN               NaN   0.10        NaN   \n",
       "25                      NaN               NaN   0.00        NaN   \n",
       "26                      NaN               NaN   0.00        NaN   \n",
       "27                      NaN               NaN  12.70        NaN   \n",
       "28                      NaN               NaN   0.20        NaN   \n",
       "29                      NaN               NaN   0.10        NaN   \n",
       "...                     ...               ...    ...        ...   \n",
       "3262                    NaN               NaN  14.90        NaN   \n",
       "3263                    NaN               NaN  15.31        NaN   \n",
       "3264                    NaN               NaN  14.69          E   \n",
       "3265                    NaN               NaN  14.82          E   \n",
       "3266                    NaN               NaN  14.37          E   \n",
       "3267                    NaN               NaN  14.97          E   \n",
       "3268                    NaN               NaN  14.32        NaN   \n",
       "3269                    NaN               NaN  14.88        NaN   \n",
       "3270                    NaN               NaN  14.07        NaN   \n",
       "3271                    NaN               NaN  14.90          E   \n",
       "3272                    NaN               NaN  13.63          E   \n",
       "3273                    NaN               NaN  15.23          E   \n",
       "3274                    NaN               NaN  14.93        NaN   \n",
       "3275                    NaN               NaN  15.67        NaN   \n",
       "3276                    NaN               NaN  13.83        NaN   \n",
       "3277                    NaN               NaN  14.72          E   \n",
       "3278                    NaN               NaN  14.76          E   \n",
       "3279                    NaN               NaN  15.52        NaN   \n",
       "3280                    NaN               NaN  15.30        NaN   \n",
       "3281                    NaN               NaN  14.76          E   \n",
       "3282                    NaN               NaN  13.13          E   \n",
       "3283                    NaN               NaN  14.60        NaN   \n",
       "3284                    NaN               NaN  14.12        NaN   \n",
       "3285                    NaN               NaN  14.75          E   \n",
       "3286                    NaN               NaN  14.16          E   \n",
       "3287                    NaN               NaN  14.43        NaN   \n",
       "3288                    NaN               NaN  14.24          E   \n",
       "3289                    NaN               NaN  14.75          E   \n",
       "3290                    NaN               NaN  14.12        NaN   \n",
       "3291                    NaN               NaN  14.74        NaN   \n",
       "\n",
       "                Flags  \n",
       "0     Estimated value  \n",
       "1                 NaN  \n",
       "2                 NaN  \n",
       "3                 NaN  \n",
       "4                 NaN  \n",
       "5                 NaN  \n",
       "6                 NaN  \n",
       "7                 NaN  \n",
       "8                 NaN  \n",
       "9                 NaN  \n",
       "10                NaN  \n",
       "11                NaN  \n",
       "12                NaN  \n",
       "13                NaN  \n",
       "14                NaN  \n",
       "15                NaN  \n",
       "16                NaN  \n",
       "17                NaN  \n",
       "18                NaN  \n",
       "19    Estimated value  \n",
       "20                NaN  \n",
       "21                NaN  \n",
       "22                NaN  \n",
       "23                NaN  \n",
       "24                NaN  \n",
       "25                NaN  \n",
       "26                NaN  \n",
       "27                NaN  \n",
       "28                NaN  \n",
       "29                NaN  \n",
       "...               ...  \n",
       "3262              NaN  \n",
       "3263              NaN  \n",
       "3264  Estimated value  \n",
       "3265  Estimated value  \n",
       "3266  Estimated value  \n",
       "3267  Estimated value  \n",
       "3268              NaN  \n",
       "3269              NaN  \n",
       "3270              NaN  \n",
       "3271  Estimated value  \n",
       "3272  Estimated value  \n",
       "3273  Estimated value  \n",
       "3274              NaN  \n",
       "3275              NaN  \n",
       "3276              NaN  \n",
       "3277  Estimated value  \n",
       "3278  Estimated value  \n",
       "3279              NaN  \n",
       "3280              NaN  \n",
       "3281  Estimated value  \n",
       "3282  Estimated value  \n",
       "3283              NaN  \n",
       "3284              NaN  \n",
       "3285  Estimated value  \n",
       "3286  Estimated value  \n",
       "3287              NaN  \n",
       "3288  Estimated value  \n",
       "3289  Estimated value  \n",
       "3290              NaN  \n",
       "3291              NaN  \n",
       "\n",
       "[3292 rows x 17 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# preview data 'oecd_bli'\n",
    "oecd_bli"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Country</th>\n",
       "      <th>Subject Descriptor</th>\n",
       "      <th>Units</th>\n",
       "      <th>Scale</th>\n",
       "      <th>Country/Series-specific Notes</th>\n",
       "      <th>2015</th>\n",
       "      <th>Estimates Start After</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>Gross domestic product per capita, current prices</td>\n",
       "      <td>U.S. dollars</td>\n",
       "      <td>Units</td>\n",
       "      <td>See notes for:  Gross domestic product, curren...</td>\n",
       "      <td>599.994</td>\n",
       "      <td>2013.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Albania</td>\n",
       "      <td>Gross domestic product per capita, current prices</td>\n",
       "      <td>U.S. dollars</td>\n",
       "      <td>Units</td>\n",
       "      <td>See notes for:  Gross domestic product, curren...</td>\n",
       "      <td>3995.383</td>\n",
       "      <td>2010.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Algeria</td>\n",
       "      <td>Gross domestic product per capita, current prices</td>\n",
       "      <td>U.S. dollars</td>\n",
       "      <td>Units</td>\n",
       "      <td>See notes for:  Gross domestic product, curren...</td>\n",
       "      <td>4318.135</td>\n",
       "      <td>2014.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Angola</td>\n",
       "      <td>Gross domestic product per capita, current prices</td>\n",
       "      <td>U.S. dollars</td>\n",
       "      <td>Units</td>\n",
       "      <td>See notes for:  Gross domestic product, curren...</td>\n",
       "      <td>4100.315</td>\n",
       "      <td>2014.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Antigua and Barbuda</td>\n",
       "      <td>Gross domestic product per capita, current prices</td>\n",
       "      <td>U.S. dollars</td>\n",
       "      <td>Units</td>\n",
       "      <td>See notes for:  Gross domestic product, curren...</td>\n",
       "      <td>14414.302</td>\n",
       "      <td>2011.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               Country                                 Subject Descriptor  \\\n",
       "0          Afghanistan  Gross domestic product per capita, current prices   \n",
       "1              Albania  Gross domestic product per capita, current prices   \n",
       "2              Algeria  Gross domestic product per capita, current prices   \n",
       "3               Angola  Gross domestic product per capita, current prices   \n",
       "4  Antigua and Barbuda  Gross domestic product per capita, current prices   \n",
       "\n",
       "          Units  Scale                      Country/Series-specific Notes  \\\n",
       "0  U.S. dollars  Units  See notes for:  Gross domestic product, curren...   \n",
       "1  U.S. dollars  Units  See notes for:  Gross domestic product, curren...   \n",
       "2  U.S. dollars  Units  See notes for:  Gross domestic product, curren...   \n",
       "3  U.S. dollars  Units  See notes for:  Gross domestic product, curren...   \n",
       "4  U.S. dollars  Units  See notes for:  Gross domestic product, curren...   \n",
       "\n",
       "        2015  Estimates Start After  \n",
       "0    599.994                 2013.0  \n",
       "1   3995.383                 2010.0  \n",
       "2   4318.135                 2014.0  \n",
       "3   4100.315                 2014.0  \n",
       "4  14414.302                 2011.0  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# preview data 'gdp_per_capita'\n",
    "gdp_per_capita.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Kita akan menampilkan grafik `Gdp per capita` dan `Life satisfaction` dari suatu negara berdasarkan data gabungan dari 'oecd_bli' dan 'gdp_per_capita'  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# fungsi menggabungkan data 'oecd_bli' dan 'gdp_per_capita'\n",
    "def prepare_country_stats(oecd_bli, gdp_per_capita):\n",
    "    # mengambil data yang nilai column \"INEQUALITY\" = \"TOT\"\n",
    "    oecd_bli = oecd_bli[oecd_bli[\"INEQUALITY\"]==\"TOT\"]\n",
    "    # membuat tabel baru dengan index adalah \"Country\" dan column-nya \"Indicator\" dengan nilainya dari \"Values\"\n",
    "    oecd_bli = oecd_bli.pivot(index=\"Country\", columns=\"Indicator\", values=\"Value\")\n",
    "    \n",
    "    # mengganti nama column \"2015\" menjadi \"GDP per capita\"\n",
    "    gdp_per_capita.rename(columns={\"2015\": \"GDP per capita\"}, inplace=True)\n",
    "    # merubah index menjadi column \"Country\"\n",
    "    gdp_per_capita.set_index(\"Country\", inplace=True)\n",
    "    \n",
    "    # menggabungkan tabel 'oecd_bli' dan 'gdp_per_capita'\n",
    "    full_country_stats = pd.merge(left=oecd_bli, right=gdp_per_capita,\n",
    "                                  left_index=True, right_index=True)\n",
    "    full_country_stats.sort_values(by=\"GDP per capita\", inplace=True)\n",
    "    \n",
    "    # menghapus beberapa data yang ber-index 0, 1, 6, 8, 33, 34, 35\n",
    "    remove_indices = [0, 1, 6, 8, 33, 34, 35]\n",
    "    keep_indices = list(set(range(36)) - set(remove_indices))\n",
    "    return full_country_stats[[\"GDP per capita\", 'Life satisfaction']].iloc[keep_indices]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# apply `prepare_country_stats` function\n",
    "country_stats = prepare_country_stats(oecd_bli, gdp_per_capita)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYUAAAEKCAYAAAD9xUlFAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1161fcef160>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# visualize the data\n",
    "country_stats.plot(kind='scatter', x=\"GDP per capita\", y='Life satisfaction')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# import library dari Scikit-learn\n",
    "import sklearn.linear_model\n",
    "\n",
    "# select a linear model\n",
    "model = sklearn.linear_model.LinearRegression()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# menentukan column \"GDP per capita\" sebagai train data dengan label column \"Life satisfaction\"\n",
    "X = np.c_[country_stats[\"GDP per capita\"]]\n",
    "y = np.c_[country_stats[\"Life satisfaction\"]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "LinearRegression(copy_X=True, fit_intercept=True, n_jobs=1, normalize=False)"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# melakukan training data\n",
    "model.fit(X, y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[ 5.96242338]]\n"
     ]
    }
   ],
   "source": [
    "# membuat prediksi untuk negara Cyprus dengan nilai GDP = 22587\n",
    "X_new = [[22587]] # Cyprus GDP per capita\n",
    "print(model.predict(X_new))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}