projet_REMOTE_9338.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.cluster import KMeans"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [],
   "source": [
    "data=pd.read_table(\"./Data_Extract_From_World_Development_Indicators_2/f55a1b6c-6a50-4ee3-bfc3-c775ea8759cc_Data.txt\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "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>Time</th>\n",
       "      <th>Time Code</th>\n",
       "      <th>Country Name</th>\n",
       "      <th>Country Code</th>\n",
       "      <th>Access to electricity (% of population) [EG.ELC.ACCS.ZS]</th>\n",
       "      <th>Agricultural land (% of land area) [AG.LND.AGRI.ZS]</th>\n",
       "      <th>Bank capital to assets ratio (%) [FB.BNK.CAPA.ZS]</th>\n",
       "      <th>Secondary education, pupils [SE.SEC.ENRL]</th>\n",
       "      <th>GDP per capita (current US$) [NY.GDP.PCAP.CD]</th>\n",
       "      <th>Rural population (% of total population) [SP.RUR.TOTL.ZS]</th>\n",
       "      <th>...</th>\n",
       "      <th>Children out of school (% of primary school age) [SE.PRM.UNER.ZS]</th>\n",
       "      <th>Pupil-teacher ratio, primary [SE.PRM.ENRL.TC.ZS]</th>\n",
       "      <th>Gross intake ratio in first grade of primary education, total (% of relevant age group) [SE.PRM.GINT.ZS]</th>\n",
       "      <th>School enrollment, primary (gross), gender parity index (GPI) [SE.ENR.PRIM.FM.ZS]</th>\n",
       "      <th>Unemployment, total (% of total labor force) (modeled ILO estimate) [SL.UEM.TOTL.ZS]</th>\n",
       "      <th>Population, total [SP.POP.TOTL]</th>\n",
       "      <th>Proportion of seats held by women in national parliaments (%) [SG.GEN.PARL.ZS]</th>\n",
       "      <th>Total debt service (% of GNI) [DT.TDS.DECT.GN.ZS]</th>\n",
       "      <th>GDP growth (annual %) [NY.GDP.MKTP.KD.ZG]</th>\n",
       "      <th>Number of people spending more than 10% of household consumption or income on out-of-pocket health care expenditure [SH.UHC.OOPC.10.TO]</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2015</td>\n",
       "      <td>YR2015</td>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>AFG</td>\n",
       "      <td>71.500000</td>\n",
       "      <td>58.067580</td>\n",
       "      <td>9.232694</td>\n",
       "      <td>2698816.0</td>\n",
       "      <td>578.466353</td>\n",
       "      <td>75.197000</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>44.32877</td>\n",
       "      <td>108.47540</td>\n",
       "      <td>0.68839</td>\n",
       "      <td>1.679000</td>\n",
       "      <td>3.441360e+07</td>\n",
       "      <td>27.700000</td>\n",
       "      <td>0.281553</td>\n",
       "      <td>1.451315</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2015</td>\n",
       "      <td>YR2015</td>\n",
       "      <td>Albania</td>\n",
       "      <td>ALB</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>42.857666</td>\n",
       "      <td>9.526138</td>\n",
       "      <td>315079.0</td>\n",
       "      <td>3952.830781</td>\n",
       "      <td>42.566000</td>\n",
       "      <td>...</td>\n",
       "      <td>2.20127</td>\n",
       "      <td>18.61557</td>\n",
       "      <td>111.00670</td>\n",
       "      <td>1.03130</td>\n",
       "      <td>17.080000</td>\n",
       "      <td>2.880703e+06</td>\n",
       "      <td>20.700000</td>\n",
       "      <td>10.232012</td>\n",
       "      <td>2.230000</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2015</td>\n",
       "      <td>YR2015</td>\n",
       "      <td>Algeria</td>\n",
       "      <td>DZA</td>\n",
       "      <td>99.943069</td>\n",
       "      <td>17.405929</td>\n",
       "      <td>8.826316</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4177.888966</td>\n",
       "      <td>29.152000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.68412</td>\n",
       "      <td>23.83613</td>\n",
       "      <td>108.11130</td>\n",
       "      <td>0.95230</td>\n",
       "      <td>11.206000</td>\n",
       "      <td>3.972802e+07</td>\n",
       "      <td>31.600000</td>\n",
       "      <td>0.427837</td>\n",
       "      <td>3.763467</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2015</td>\n",
       "      <td>YR2015</td>\n",
       "      <td>American Samoa</td>\n",
       "      <td>ASM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>24.500000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11843.331183</td>\n",
       "      <td>12.762000</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.581200e+04</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.248050</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2015</td>\n",
       "      <td>YR2015</td>\n",
       "      <td>Andorra</td>\n",
       "      <td>AND</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>40.021275</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4395.0</td>\n",
       "      <td>36039.653496</td>\n",
       "      <td>11.655000</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.93795</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.801100e+04</td>\n",
       "      <td>39.300000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.842204</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2015</td>\n",
       "      <td>YR2015</td>\n",
       "      <td>Angola</td>\n",
       "      <td>AGO</td>\n",
       "      <td>42.000000</td>\n",
       "      <td>47.477340</td>\n",
       "      <td>8.421779</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4166.979684</td>\n",
       "      <td>36.554000</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>50.02951</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.87413</td>\n",
       "      <td>7.279000</td>\n",
       "      <td>2.788438e+07</td>\n",
       "      <td>36.800000</td>\n",
       "      <td>7.120381</td>\n",
       "      <td>0.943576</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2015</td>\n",
       "      <td>YR2015</td>\n",
       "      <td>Antigua and Barbuda</td>\n",
       "      <td>ATG</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>20.454545</td>\n",
       "      <td>5.641336</td>\n",
       "      <td>8048.0</td>\n",
       "      <td>14526.588085</td>\n",
       "      <td>75.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>1.21900</td>\n",
       "      <td>14.33428</td>\n",
       "      <td>114.36870</td>\n",
       "      <td>0.96619</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.356600e+04</td>\n",
       "      <td>11.100000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.025737</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2015</td>\n",
       "      <td>YR2015</td>\n",
       "      <td>Argentina</td>\n",
       "      <td>ARG</td>\n",
       "      <td>99.823578</td>\n",
       "      <td>54.335712</td>\n",
       "      <td>12.280693</td>\n",
       "      <td>4501734.0</td>\n",
       "      <td>13789.060425</td>\n",
       "      <td>8.497000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.05630</td>\n",
       "      <td>NaN</td>\n",
       "      <td>105.51890</td>\n",
       "      <td>0.99881</td>\n",
       "      <td>7.643000</td>\n",
       "      <td>4.313197e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.067487</td>\n",
       "      <td>2.731160</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2015</td>\n",
       "      <td>YR2015</td>\n",
       "      <td>Armenia</td>\n",
       "      <td>ARM</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>58.893570</td>\n",
       "      <td>14.684982</td>\n",
       "      <td>240291.0</td>\n",
       "      <td>3607.296697</td>\n",
       "      <td>36.915000</td>\n",
       "      <td>...</td>\n",
       "      <td>6.96742</td>\n",
       "      <td>NaN</td>\n",
       "      <td>96.09745</td>\n",
       "      <td>1.01521</td>\n",
       "      <td>18.261000</td>\n",
       "      <td>2.925553e+06</td>\n",
       "      <td>10.700000</td>\n",
       "      <td>14.056075</td>\n",
       "      <td>3.200000</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2015</td>\n",
       "      <td>YR2015</td>\n",
       "      <td>Aruba</td>\n",
       "      <td>ABW</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>11.111111</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>25796.380251</td>\n",
       "      <td>56.892000</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.043410e+05</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.450586</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2015</td>\n",
       "      <td>YR2015</td>\n",
       "      <td>Australia</td>\n",
       "      <td>AUS</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>47.630657</td>\n",
       "      <td>5.965101</td>\n",
       "      <td>2709319.0</td>\n",
       "      <td>56748.420261</td>\n",
       "      <td>14.299000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.08832</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.00029</td>\n",
       "      <td>6.056000</td>\n",
       "      <td>2.381600e+07</td>\n",
       "      <td>26.700000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.336075</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>2015</td>\n",
       "      <td>YR2015</td>\n",
       "      <td>Austria</td>\n",
       "      <td>AUT</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>32.941726</td>\n",
       "      <td>7.446891</td>\n",
       "      <td>691071.3</td>\n",
       "      <td>44176.671743</td>\n",
       "      <td>42.285000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.47045</td>\n",
       "      <td>10.58415</td>\n",
       "      <td>98.79947</td>\n",
       "      <td>0.99097</td>\n",
       "      <td>5.723000</td>\n",
       "      <td>8.642699e+06</td>\n",
       "      <td>30.600000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.142980</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>2015</td>\n",
       "      <td>YR2015</td>\n",
       "      <td>Azerbaijan</td>\n",
       "      <td>AZE</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>57.701752</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5500.320497</td>\n",
       "      <td>45.286000</td>\n",
       "      <td>...</td>\n",
       "      <td>1.15667</td>\n",
       "      <td>13.49787</td>\n",
       "      <td>101.24680</td>\n",
       "      <td>0.98318</td>\n",
       "      <td>4.960000</td>\n",
       "      <td>9.649341e+06</td>\n",
       "      <td>16.900000</td>\n",
       "      <td>3.738718</td>\n",
       "      <td>1.050751</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>2015</td>\n",
       "      <td>YR2015</td>\n",
       "      <td>Bahamas, The</td>\n",
       "      <td>BHS</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>1.398601</td>\n",
       "      <td>NaN</td>\n",
       "      <td>25766.0</td>\n",
       "      <td>31512.856555</td>\n",
       "      <td>17.254000</td>\n",
       "      <td>...</td>\n",
       "      <td>18.40080</td>\n",
       "      <td>21.04116</td>\n",
       "      <td>87.15463</td>\n",
       "      <td>0.97338</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>3.742060e+05</td>\n",
       "      <td>13.200000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.044960</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>2015</td>\n",
       "      <td>YR2015</td>\n",
       "      <td>Bahrain</td>\n",
       "      <td>BHR</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>11.053985</td>\n",
       "      <td>NaN</td>\n",
       "      <td>92454.0</td>\n",
       "      <td>22688.944400</td>\n",
       "      <td>11.001000</td>\n",
       "      <td>...</td>\n",
       "      <td>1.31748</td>\n",
       "      <td>11.73164</td>\n",
       "      <td>101.52670</td>\n",
       "      <td>1.00991</td>\n",
       "      <td>1.076000</td>\n",
       "      <td>1.371851e+06</td>\n",
       "      <td>7.500000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.861968</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>2015</td>\n",
       "      <td>YR2015</td>\n",
       "      <td>Bangladesh</td>\n",
       "      <td>BGD</td>\n",
       "      <td>73.174202</td>\n",
       "      <td>70.386727</td>\n",
       "      <td>5.433619</td>\n",
       "      <td>14600000.0</td>\n",
       "      <td>1248.453398</td>\n",
       "      <td>65.692000</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>116.77140</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.416000</td>\n",
       "      <td>1.562563e+08</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>0.799568</td>\n",
       "      <td>6.552653</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>2015</td>\n",
       "      <td>YR2015</td>\n",
       "      <td>Barbados</td>\n",
       "      <td>BRB</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>25.581395</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20554.0</td>\n",
       "      <td>16066.471800</td>\n",
       "      <td>68.751000</td>\n",
       "      <td>...</td>\n",
       "      <td>4.15157</td>\n",
       "      <td>13.40321</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.99302</td>\n",
       "      <td>11.350000</td>\n",
       "      <td>2.853240e+05</td>\n",
       "      <td>16.700000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.904159</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>2015</td>\n",
       "      <td>YR2015</td>\n",
       "      <td>Belarus</td>\n",
       "      <td>BLR</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>42.242016</td>\n",
       "      <td>12.822041</td>\n",
       "      <td>644153.0</td>\n",
       "      <td>5949.106307</td>\n",
       "      <td>22.819000</td>\n",
       "      <td>...</td>\n",
       "      <td>1.50754</td>\n",
       "      <td>17.57007</td>\n",
       "      <td>102.54340</td>\n",
       "      <td>1.00156</td>\n",
       "      <td>5.913000</td>\n",
       "      <td>9.489616e+06</td>\n",
       "      <td>27.300000</td>\n",
       "      <td>9.215903</td>\n",
       "      <td>-3.829571</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>2015</td>\n",
       "      <td>YR2015</td>\n",
       "      <td>Belgium</td>\n",
       "      <td>BEL</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>43.857332</td>\n",
       "      <td>6.783034</td>\n",
       "      <td>1217912.0</td>\n",
       "      <td>40441.052042</td>\n",
       "      <td>2.124000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.97579</td>\n",
       "      <td>11.23127</td>\n",
       "      <td>98.58350</td>\n",
       "      <td>0.99830</td>\n",
       "      <td>8.482000</td>\n",
       "      <td>1.127420e+07</td>\n",
       "      <td>39.300000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.739580</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>2015</td>\n",
       "      <td>YR2015</td>\n",
       "      <td>Belize</td>\n",
       "      <td>BLZ</td>\n",
       "      <td>91.800000</td>\n",
       "      <td>7.014467</td>\n",
       "      <td>NaN</td>\n",
       "      <td>37856.0</td>\n",
       "      <td>4883.179011</td>\n",
       "      <td>54.594000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.41269</td>\n",
       "      <td>20.43642</td>\n",
       "      <td>105.28140</td>\n",
       "      <td>0.95398</td>\n",
       "      <td>9.970000</td>\n",
       "      <td>3.609330e+05</td>\n",
       "      <td>3.100000</td>\n",
       "      <td>5.698321</td>\n",
       "      <td>3.431950</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>2015</td>\n",
       "      <td>YR2015</td>\n",
       "      <td>Benin</td>\n",
       "      <td>BEN</td>\n",
       "      <td>40.160172</td>\n",
       "      <td>33.256474</td>\n",
       "      <td>NaN</td>\n",
       "      <td>963787.0</td>\n",
       "      <td>783.963078</td>\n",
       "      <td>54.305000</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>45.04478</td>\n",
       "      <td>161.96450</td>\n",
       "      <td>0.93024</td>\n",
       "      <td>2.463000</td>\n",
       "      <td>1.057595e+07</td>\n",
       "      <td>7.200000</td>\n",
       "      <td>0.928651</td>\n",
       "      <td>2.095808</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>2015</td>\n",
       "      <td>YR2015</td>\n",
       "      <td>Bermuda</td>\n",
       "      <td>BMU</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>5.555556</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4040.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.41960</td>\n",
       "      <td>70.75038</td>\n",
       "      <td>0.98176</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.523900e+04</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>2015</td>\n",
       "      <td>YR2015</td>\n",
       "      <td>Bhutan</td>\n",
       "      <td>BTN</td>\n",
       "      <td>95.646057</td>\n",
       "      <td>13.789122</td>\n",
       "      <td>17.611394</td>\n",
       "      <td>74320.0</td>\n",
       "      <td>2829.891245</td>\n",
       "      <td>61.322000</td>\n",
       "      <td>...</td>\n",
       "      <td>9.86584</td>\n",
       "      <td>40.00443</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.01085</td>\n",
       "      <td>2.450000</td>\n",
       "      <td>7.278760e+05</td>\n",
       "      <td>8.500000</td>\n",
       "      <td>6.726087</td>\n",
       "      <td>6.644564</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>2015</td>\n",
       "      <td>YR2015</td>\n",
       "      <td>Bolivia</td>\n",
       "      <td>BOL</td>\n",
       "      <td>91.522822</td>\n",
       "      <td>34.765070</td>\n",
       "      <td>7.037981</td>\n",
       "      <td>1153379.0</td>\n",
       "      <td>3035.972215</td>\n",
       "      <td>31.607000</td>\n",
       "      <td>...</td>\n",
       "      <td>11.03696</td>\n",
       "      <td>18.10837</td>\n",
       "      <td>94.79886</td>\n",
       "      <td>0.97941</td>\n",
       "      <td>3.066000</td>\n",
       "      <td>1.086973e+07</td>\n",
       "      <td>53.100000</td>\n",
       "      <td>3.117661</td>\n",
       "      <td>4.857188</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>2015</td>\n",
       "      <td>YR2015</td>\n",
       "      <td>Bosnia and Herzegovina</td>\n",
       "      <td>BIH</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>42.500000</td>\n",
       "      <td>14.098266</td>\n",
       "      <td>278071.0</td>\n",
       "      <td>4727.277546</td>\n",
       "      <td>52.827000</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>17.16401</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>27.650000</td>\n",
       "      <td>3.429361e+06</td>\n",
       "      <td>21.400000</td>\n",
       "      <td>4.713009</td>\n",
       "      <td>3.088224</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>2015</td>\n",
       "      <td>YR2015</td>\n",
       "      <td>Botswana</td>\n",
       "      <td>BWA</td>\n",
       "      <td>58.353230</td>\n",
       "      <td>45.633017</td>\n",
       "      <td>8.524321</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6799.875234</td>\n",
       "      <td>32.845000</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>23.71279</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.97776</td>\n",
       "      <td>17.955999</td>\n",
       "      <td>2.120716e+06</td>\n",
       "      <td>9.500000</td>\n",
       "      <td>1.738097</td>\n",
       "      <td>-1.697966</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>2015</td>\n",
       "      <td>YR2015</td>\n",
       "      <td>Brazil</td>\n",
       "      <td>BRA</td>\n",
       "      <td>99.710902</td>\n",
       "      <td>33.988782</td>\n",
       "      <td>8.460618</td>\n",
       "      <td>23500000.0</td>\n",
       "      <td>8814.000987</td>\n",
       "      <td>14.230000</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20.58529</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.95945</td>\n",
       "      <td>8.437000</td>\n",
       "      <td>2.044718e+08</td>\n",
       "      <td>9.900000</td>\n",
       "      <td>5.095249</td>\n",
       "      <td>-3.545763</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>2015</td>\n",
       "      <td>YR2015</td>\n",
       "      <td>British Virgin Islands</td>\n",
       "      <td>VGB</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>46.666667</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2027.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>53.417000</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11.74126</td>\n",
       "      <td>144.15950</td>\n",
       "      <td>0.93656</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.915200e+04</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>2015</td>\n",
       "      <td>YR2015</td>\n",
       "      <td>Brunei Darussalam</td>\n",
       "      <td>BRN</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>2.732448</td>\n",
       "      <td>13.232282</td>\n",
       "      <td>47249.0</td>\n",
       "      <td>31164.562029</td>\n",
       "      <td>23.337000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.68014</td>\n",
       "      <td>10.01661</td>\n",
       "      <td>105.70140</td>\n",
       "      <td>0.99665</td>\n",
       "      <td>7.756000</td>\n",
       "      <td>4.149070e+05</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.566815</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>2015</td>\n",
       "      <td>YR2015</td>\n",
       "      <td>Bulgaria</td>\n",
       "      <td>BGR</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>46.167096</td>\n",
       "      <td>12.015902</td>\n",
       "      <td>501398.0</td>\n",
       "      <td>6993.783483</td>\n",
       "      <td>26.010000</td>\n",
       "      <td>...</td>\n",
       "      <td>7.81204</td>\n",
       "      <td>NaN</td>\n",
       "      <td>92.22758</td>\n",
       "      <td>0.98992</td>\n",
       "      <td>9.143000</td>\n",
       "      <td>7.177991e+06</td>\n",
       "      <td>20.400000</td>\n",
       "      <td>19.239487</td>\n",
       "      <td>3.471186</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>239</th>\n",
       "      <td>2015</td>\n",
       "      <td>YR2015</td>\n",
       "      <td>Latin America &amp; Caribbean (excluding high income)</td>\n",
       "      <td>LAC</td>\n",
       "      <td>97.227906</td>\n",
       "      <td>38.004919</td>\n",
       "      <td>NaN</td>\n",
       "      <td>61400000.0</td>\n",
       "      <td>8449.223414</td>\n",
       "      <td>20.359647</td>\n",
       "      <td>...</td>\n",
       "      <td>3.18495</td>\n",
       "      <td>21.98897</td>\n",
       "      <td>100.59590</td>\n",
       "      <td>0.97994</td>\n",
       "      <td>6.644718</td>\n",
       "      <td>5.914168e+08</td>\n",
       "      <td>29.205806</td>\n",
       "      <td>4.728233</td>\n",
       "      <td>-0.064061</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>240</th>\n",
       "      <td>2015</td>\n",
       "      <td>YR2015</td>\n",
       "      <td>Latin America &amp; the Caribbean (IDA &amp; IBRD coun...</td>\n",
       "      <td>TLA</td>\n",
       "      <td>97.269219</td>\n",
       "      <td>37.619114</td>\n",
       "      <td>NaN</td>\n",
       "      <td>62900000.0</td>\n",
       "      <td>8716.406758</td>\n",
       "      <td>20.149901</td>\n",
       "      <td>...</td>\n",
       "      <td>3.19511</td>\n",
       "      <td>22.15856</td>\n",
       "      <td>100.58080</td>\n",
       "      <td>0.98006</td>\n",
       "      <td>6.686993</td>\n",
       "      <td>6.069570e+08</td>\n",
       "      <td>24.268971</td>\n",
       "      <td>4.728233</td>\n",
       "      <td>0.047912</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>241</th>\n",
       "      <td>2015</td>\n",
       "      <td>YR2015</td>\n",
       "      <td>Least developed countries: UN classification</td>\n",
       "      <td>LDC</td>\n",
       "      <td>42.812959</td>\n",
       "      <td>38.749190</td>\n",
       "      <td>NaN</td>\n",
       "      <td>58600000.0</td>\n",
       "      <td>1020.578572</td>\n",
       "      <td>67.998731</td>\n",
       "      <td>...</td>\n",
       "      <td>17.28761</td>\n",
       "      <td>38.00919</td>\n",
       "      <td>124.90740</td>\n",
       "      <td>0.95360</td>\n",
       "      <td>4.027290</td>\n",
       "      <td>9.411313e+08</td>\n",
       "      <td>23.044322</td>\n",
       "      <td>1.888061</td>\n",
       "      <td>4.047272</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>242</th>\n",
       "      <td>2015</td>\n",
       "      <td>YR2015</td>\n",
       "      <td>Low &amp; middle income</td>\n",
       "      <td>LMY</td>\n",
       "      <td>84.272316</td>\n",
       "      <td>38.343081</td>\n",
       "      <td>NaN</td>\n",
       "      <td>492000000.0</td>\n",
       "      <td>4418.337014</td>\n",
       "      <td>51.297339</td>\n",
       "      <td>...</td>\n",
       "      <td>9.19518</td>\n",
       "      <td>25.04042</td>\n",
       "      <td>105.88380</td>\n",
       "      <td>0.99937</td>\n",
       "      <td>4.911082</td>\n",
       "      <td>6.149221e+09</td>\n",
       "      <td>21.563994</td>\n",
       "      <td>3.220309</td>\n",
       "      <td>3.886911</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>243</th>\n",
       "      <td>2015</td>\n",
       "      <td>YR2015</td>\n",
       "      <td>Low income</td>\n",
       "      <td>LIC</td>\n",
       "      <td>34.333636</td>\n",
       "      <td>39.768807</td>\n",
       "      <td>NaN</td>\n",
       "      <td>37400000.0</td>\n",
       "      <td>792.208130</td>\n",
       "      <td>68.712638</td>\n",
       "      <td>...</td>\n",
       "      <td>18.02432</td>\n",
       "      <td>40.13131</td>\n",
       "      <td>126.88010</td>\n",
       "      <td>0.93673</td>\n",
       "      <td>3.760173</td>\n",
       "      <td>6.534052e+08</td>\n",
       "      <td>22.041572</td>\n",
       "      <td>1.206168</td>\n",
       "      <td>2.874426</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>244</th>\n",
       "      <td>2015</td>\n",
       "      <td>YR2015</td>\n",
       "      <td>Lower middle income</td>\n",
       "      <td>LMC</td>\n",
       "      <td>82.158725</td>\n",
       "      <td>45.900366</td>\n",
       "      <td>NaN</td>\n",
       "      <td>250000000.0</td>\n",
       "      <td>1995.940544</td>\n",
       "      <td>60.882354</td>\n",
       "      <td>...</td>\n",
       "      <td>10.24032</td>\n",
       "      <td>28.01515</td>\n",
       "      <td>103.76270</td>\n",
       "      <td>1.02658</td>\n",
       "      <td>4.130142</td>\n",
       "      <td>2.898058e+09</td>\n",
       "      <td>20.070013</td>\n",
       "      <td>3.376731</td>\n",
       "      <td>5.585129</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>245</th>\n",
       "      <td>2015</td>\n",
       "      <td>YR2015</td>\n",
       "      <td>Middle East &amp; North Africa</td>\n",
       "      <td>MEA</td>\n",
       "      <td>97.431377</td>\n",
       "      <td>33.316101</td>\n",
       "      <td>NaN</td>\n",
       "      <td>35500000.0</td>\n",
       "      <td>7388.593939</td>\n",
       "      <td>35.629099</td>\n",
       "      <td>...</td>\n",
       "      <td>5.32258</td>\n",
       "      <td>19.94048</td>\n",
       "      <td>103.75720</td>\n",
       "      <td>0.96846</td>\n",
       "      <td>9.906036</td>\n",
       "      <td>4.258218e+08</td>\n",
       "      <td>16.388246</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.509976</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>246</th>\n",
       "      <td>2015</td>\n",
       "      <td>YR2015</td>\n",
       "      <td>Middle East &amp; North Africa (excluding high inc...</td>\n",
       "      <td>MNA</td>\n",
       "      <td>96.994920</td>\n",
       "      <td>22.878483</td>\n",
       "      <td>NaN</td>\n",
       "      <td>30100000.0</td>\n",
       "      <td>3960.769906</td>\n",
       "      <td>39.398369</td>\n",
       "      <td>...</td>\n",
       "      <td>5.97224</td>\n",
       "      <td>22.27264</td>\n",
       "      <td>102.81930</td>\n",
       "      <td>0.96236</td>\n",
       "      <td>11.587813</td>\n",
       "      <td>3.639756e+08</td>\n",
       "      <td>16.902135</td>\n",
       "      <td>2.400037</td>\n",
       "      <td>0.984978</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>247</th>\n",
       "      <td>2015</td>\n",
       "      <td>YR2015</td>\n",
       "      <td>Middle East &amp; North Africa (IDA &amp; IBRD countries)</td>\n",
       "      <td>TMN</td>\n",
       "      <td>96.959246</td>\n",
       "      <td>22.860048</td>\n",
       "      <td>NaN</td>\n",
       "      <td>29400000.0</td>\n",
       "      <td>3972.175733</td>\n",
       "      <td>39.573662</td>\n",
       "      <td>...</td>\n",
       "      <td>5.99216</td>\n",
       "      <td>22.25553</td>\n",
       "      <td>102.90540</td>\n",
       "      <td>0.96197</td>\n",
       "      <td>11.437460</td>\n",
       "      <td>3.597055e+08</td>\n",
       "      <td>16.902135</td>\n",
       "      <td>2.400037</td>\n",
       "      <td>0.965836</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>248</th>\n",
       "      <td>2015</td>\n",
       "      <td>YR2015</td>\n",
       "      <td>Middle income</td>\n",
       "      <td>MIC</td>\n",
       "      <td>90.209656</td>\n",
       "      <td>38.095292</td>\n",
       "      <td>NaN</td>\n",
       "      <td>455000000.0</td>\n",
       "      <td>4850.346612</td>\n",
       "      <td>49.226131</td>\n",
       "      <td>...</td>\n",
       "      <td>7.41438</td>\n",
       "      <td>23.27888</td>\n",
       "      <td>101.85240</td>\n",
       "      <td>1.01251</td>\n",
       "      <td>5.035677</td>\n",
       "      <td>5.495816e+09</td>\n",
       "      <td>21.410397</td>\n",
       "      <td>3.251511</td>\n",
       "      <td>3.901337</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>249</th>\n",
       "      <td>2015</td>\n",
       "      <td>YR2015</td>\n",
       "      <td>North America</td>\n",
       "      <td>NAC</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>25.684963</td>\n",
       "      <td>NaN</td>\n",
       "      <td>27100000.0</td>\n",
       "      <td>55476.896706</td>\n",
       "      <td>18.366906</td>\n",
       "      <td>...</td>\n",
       "      <td>1.68982</td>\n",
       "      <td>14.66827</td>\n",
       "      <td>102.55240</td>\n",
       "      <td>1.00044</td>\n",
       "      <td>5.457251</td>\n",
       "      <td>3.565108e+08</td>\n",
       "      <td>22.289637</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.664206</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>250</th>\n",
       "      <td>2015</td>\n",
       "      <td>YR2015</td>\n",
       "      <td>Not classified</td>\n",
       "      <td>INX</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>251</th>\n",
       "      <td>2015</td>\n",
       "      <td>YR2015</td>\n",
       "      <td>OECD members</td>\n",
       "      <td>OED</td>\n",
       "      <td>99.900831</td>\n",
       "      <td>34.218083</td>\n",
       "      <td>NaN</td>\n",
       "      <td>109000000.0</td>\n",
       "      <td>36604.036210</td>\n",
       "      <td>19.990396</td>\n",
       "      <td>...</td>\n",
       "      <td>1.59925</td>\n",
       "      <td>15.65422</td>\n",
       "      <td>101.37450</td>\n",
       "      <td>0.99900</td>\n",
       "      <td>6.770438</td>\n",
       "      <td>1.280467e+09</td>\n",
       "      <td>27.959368</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.419495</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>252</th>\n",
       "      <td>2015</td>\n",
       "      <td>YR2015</td>\n",
       "      <td>Other small states</td>\n",
       "      <td>OSS</td>\n",
       "      <td>72.485615</td>\n",
       "      <td>40.400360</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2019982.0</td>\n",
       "      <td>12832.040131</td>\n",
       "      <td>39.404635</td>\n",
       "      <td>...</td>\n",
       "      <td>13.52198</td>\n",
       "      <td>23.55641</td>\n",
       "      <td>106.18460</td>\n",
       "      <td>0.97958</td>\n",
       "      <td>10.238516</td>\n",
       "      <td>2.894887e+07</td>\n",
       "      <td>18.619645</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.793413</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>253</th>\n",
       "      <td>2015</td>\n",
       "      <td>YR2015</td>\n",
       "      <td>Pacific island small states</td>\n",
       "      <td>PSS</td>\n",
       "      <td>78.860471</td>\n",
       "      <td>13.437695</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3782.032777</td>\n",
       "      <td>61.958740</td>\n",
       "      <td>...</td>\n",
       "      <td>2.98979</td>\n",
       "      <td>23.90217</td>\n",
       "      <td>107.85100</td>\n",
       "      <td>0.98431</td>\n",
       "      <td>3.906251</td>\n",
       "      <td>2.355672e+06</td>\n",
       "      <td>5.677297</td>\n",
       "      <td>4.648064</td>\n",
       "      <td>3.678485</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>254</th>\n",
       "      <td>2015</td>\n",
       "      <td>YR2015</td>\n",
       "      <td>Post-demographic dividend</td>\n",
       "      <td>PST</td>\n",
       "      <td>99.992451</td>\n",
       "      <td>33.607978</td>\n",
       "      <td>NaN</td>\n",
       "      <td>84000000.0</td>\n",
       "      <td>40474.337602</td>\n",
       "      <td>19.254039</td>\n",
       "      <td>...</td>\n",
       "      <td>1.67123</td>\n",
       "      <td>14.30129</td>\n",
       "      <td>99.79988</td>\n",
       "      <td>1.00009</td>\n",
       "      <td>6.869027</td>\n",
       "      <td>1.097025e+09</td>\n",
       "      <td>28.578706</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.109428</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>255</th>\n",
       "      <td>2015</td>\n",
       "      <td>YR2015</td>\n",
       "      <td>Pre-demographic dividend</td>\n",
       "      <td>PRE</td>\n",
       "      <td>40.292501</td>\n",
       "      <td>41.324807</td>\n",
       "      <td>NaN</td>\n",
       "      <td>49000000.0</td>\n",
       "      <td>1585.942265</td>\n",
       "      <td>60.406110</td>\n",
       "      <td>...</td>\n",
       "      <td>22.66607</td>\n",
       "      <td>35.34598</td>\n",
       "      <td>111.45690</td>\n",
       "      <td>0.94119</td>\n",
       "      <td>5.122494</td>\n",
       "      <td>8.457593e+08</td>\n",
       "      <td>21.842412</td>\n",
       "      <td>1.470020</td>\n",
       "      <td>3.070877</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>256</th>\n",
       "      <td>2015</td>\n",
       "      <td>YR2015</td>\n",
       "      <td>Small states</td>\n",
       "      <td>SST</td>\n",
       "      <td>77.426679</td>\n",
       "      <td>34.179070</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2815803.0</td>\n",
       "      <td>11732.173394</td>\n",
       "      <td>42.622785</td>\n",
       "      <td>...</td>\n",
       "      <td>11.72521</td>\n",
       "      <td>22.66048</td>\n",
       "      <td>104.49780</td>\n",
       "      <td>0.98353</td>\n",
       "      <td>10.042463</td>\n",
       "      <td>3.852675e+07</td>\n",
       "      <td>16.944457</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.572772</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>257</th>\n",
       "      <td>2015</td>\n",
       "      <td>YR2015</td>\n",
       "      <td>South Asia</td>\n",
       "      <td>SAS</td>\n",
       "      <td>84.492836</td>\n",
       "      <td>56.666746</td>\n",
       "      <td>NaN</td>\n",
       "      <td>165000000.0</td>\n",
       "      <td>1541.835813</td>\n",
       "      <td>67.262439</td>\n",
       "      <td>...</td>\n",
       "      <td>7.78734</td>\n",
       "      <td>32.72140</td>\n",
       "      <td>104.58130</td>\n",
       "      <td>1.06133</td>\n",
       "      <td>2.992069</td>\n",
       "      <td>1.749417e+09</td>\n",
       "      <td>19.315546</td>\n",
       "      <td>2.205866</td>\n",
       "      <td>7.480021</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>258</th>\n",
       "      <td>2015</td>\n",
       "      <td>YR2015</td>\n",
       "      <td>South Asia (IDA &amp; IBRD)</td>\n",
       "      <td>TSA</td>\n",
       "      <td>84.492836</td>\n",
       "      <td>56.666746</td>\n",
       "      <td>NaN</td>\n",
       "      <td>165000000.0</td>\n",
       "      <td>1541.835813</td>\n",
       "      <td>67.262439</td>\n",
       "      <td>...</td>\n",
       "      <td>7.78734</td>\n",
       "      <td>32.72140</td>\n",
       "      <td>104.58130</td>\n",
       "      <td>1.06133</td>\n",
       "      <td>2.992069</td>\n",
       "      <td>1.749417e+09</td>\n",
       "      <td>19.315546</td>\n",
       "      <td>2.205866</td>\n",
       "      <td>7.480021</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>259</th>\n",
       "      <td>2015</td>\n",
       "      <td>YR2015</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>SSF</td>\n",
       "      <td>39.399695</td>\n",
       "      <td>43.679445</td>\n",
       "      <td>NaN</td>\n",
       "      <td>58900000.0</td>\n",
       "      <td>1669.443418</td>\n",
       "      <td>61.408927</td>\n",
       "      <td>...</td>\n",
       "      <td>20.04884</td>\n",
       "      <td>37.50596</td>\n",
       "      <td>114.13590</td>\n",
       "      <td>0.95645</td>\n",
       "      <td>6.076070</td>\n",
       "      <td>9.954585e+08</td>\n",
       "      <td>23.640948</td>\n",
       "      <td>2.114839</td>\n",
       "      <td>2.815844</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>260</th>\n",
       "      <td>2015</td>\n",
       "      <td>YR2015</td>\n",
       "      <td>Sub-Saharan Africa (excluding high income)</td>\n",
       "      <td>SSA</td>\n",
       "      <td>39.394007</td>\n",
       "      <td>43.680318</td>\n",
       "      <td>NaN</td>\n",
       "      <td>58900000.0</td>\n",
       "      <td>1668.215982</td>\n",
       "      <td>61.410505</td>\n",
       "      <td>...</td>\n",
       "      <td>20.04984</td>\n",
       "      <td>37.50958</td>\n",
       "      <td>114.13660</td>\n",
       "      <td>0.95645</td>\n",
       "      <td>6.076070</td>\n",
       "      <td>9.953651e+08</td>\n",
       "      <td>23.566474</td>\n",
       "      <td>2.114839</td>\n",
       "      <td>2.814316</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>261</th>\n",
       "      <td>2015</td>\n",
       "      <td>YR2015</td>\n",
       "      <td>Sub-Saharan Africa (IDA &amp; IBRD countries)</td>\n",
       "      <td>TSS</td>\n",
       "      <td>39.399695</td>\n",
       "      <td>43.679445</td>\n",
       "      <td>NaN</td>\n",
       "      <td>58900000.0</td>\n",
       "      <td>1669.443418</td>\n",
       "      <td>61.408927</td>\n",
       "      <td>...</td>\n",
       "      <td>20.04884</td>\n",
       "      <td>37.50596</td>\n",
       "      <td>114.13590</td>\n",
       "      <td>0.95645</td>\n",
       "      <td>6.076070</td>\n",
       "      <td>9.954585e+08</td>\n",
       "      <td>23.640948</td>\n",
       "      <td>2.114839</td>\n",
       "      <td>2.815844</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>262</th>\n",
       "      <td>2015</td>\n",
       "      <td>YR2015</td>\n",
       "      <td>Upper middle income</td>\n",
       "      <td>UMC</td>\n",
       "      <td>99.191467</td>\n",
       "      <td>35.403619</td>\n",
       "      <td>NaN</td>\n",
       "      <td>204000000.0</td>\n",
       "      <td>8032.489459</td>\n",
       "      <td>36.213422</td>\n",
       "      <td>...</td>\n",
       "      <td>2.99216</td>\n",
       "      <td>18.32687</td>\n",
       "      <td>98.66924</td>\n",
       "      <td>0.99007</td>\n",
       "      <td>5.802802</td>\n",
       "      <td>2.597758e+09</td>\n",
       "      <td>22.366320</td>\n",
       "      <td>3.214696</td>\n",
       "      <td>3.411958</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>263</th>\n",
       "      <td>2015</td>\n",
       "      <td>YR2015</td>\n",
       "      <td>World</td>\n",
       "      <td>WLD</td>\n",
       "      <td>86.778707</td>\n",
       "      <td>37.421819</td>\n",
       "      <td>NaN</td>\n",
       "      <td>583000000.0</td>\n",
       "      <td>10217.656013</td>\n",
       "      <td>46.086627</td>\n",
       "      <td>...</td>\n",
       "      <td>8.37648</td>\n",
       "      <td>23.10596</td>\n",
       "      <td>105.48740</td>\n",
       "      <td>0.99946</td>\n",
       "      <td>5.216669</td>\n",
       "      <td>7.340548e+09</td>\n",
       "      <td>22.852166</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.852939</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>264</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>265</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>266</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>267</th>\n",
       "      <td>Data from database: World Development Indicators</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>268</th>\n",
       "      <td>Last Updated: 10/28/2019</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>269 rows × 23 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                 Time Time Code  \\\n",
       "0                                                2015    YR2015   \n",
       "1                                                2015    YR2015   \n",
       "2                                                2015    YR2015   \n",
       "3                                                2015    YR2015   \n",
       "4                                                2015    YR2015   \n",
       "5                                                2015    YR2015   \n",
       "6                                                2015    YR2015   \n",
       "7                                                2015    YR2015   \n",
       "8                                                2015    YR2015   \n",
       "9                                                2015    YR2015   \n",
       "10                                               2015    YR2015   \n",
       "11                                               2015    YR2015   \n",
       "12                                               2015    YR2015   \n",
       "13                                               2015    YR2015   \n",
       "14                                               2015    YR2015   \n",
       "15                                               2015    YR2015   \n",
       "16                                               2015    YR2015   \n",
       "17                                               2015    YR2015   \n",
       "18                                               2015    YR2015   \n",
       "19                                               2015    YR2015   \n",
       "20                                               2015    YR2015   \n",
       "21                                               2015    YR2015   \n",
       "22                                               2015    YR2015   \n",
       "23                                               2015    YR2015   \n",
       "24                                               2015    YR2015   \n",
       "25                                               2015    YR2015   \n",
       "26                                               2015    YR2015   \n",
       "27                                               2015    YR2015   \n",
       "28                                               2015    YR2015   \n",
       "29                                               2015    YR2015   \n",
       "..                                                ...       ...   \n",
       "239                                              2015    YR2015   \n",
       "240                                              2015    YR2015   \n",
       "241                                              2015    YR2015   \n",
       "242                                              2015    YR2015   \n",
       "243                                              2015    YR2015   \n",
       "244                                              2015    YR2015   \n",
       "245                                              2015    YR2015   \n",
       "246                                              2015    YR2015   \n",
       "247                                              2015    YR2015   \n",
       "248                                              2015    YR2015   \n",
       "249                                              2015    YR2015   \n",
       "250                                              2015    YR2015   \n",
       "251                                              2015    YR2015   \n",
       "252                                              2015    YR2015   \n",
       "253                                              2015    YR2015   \n",
       "254                                              2015    YR2015   \n",
       "255                                              2015    YR2015   \n",
       "256                                              2015    YR2015   \n",
       "257                                              2015    YR2015   \n",
       "258                                              2015    YR2015   \n",
       "259                                              2015    YR2015   \n",
       "260                                              2015    YR2015   \n",
       "261                                              2015    YR2015   \n",
       "262                                              2015    YR2015   \n",
       "263                                              2015    YR2015   \n",
       "264                                               NaN       NaN   \n",
       "265                                               NaN       NaN   \n",
       "266                                               NaN       NaN   \n",
       "267  Data from database: World Development Indicators       NaN   \n",
       "268                          Last Updated: 10/28/2019       NaN   \n",
       "\n",
       "                                          Country Name Country Code  \\\n",
       "0                                          Afghanistan          AFG   \n",
       "1                                              Albania          ALB   \n",
       "2                                              Algeria          DZA   \n",
       "3                                       American Samoa          ASM   \n",
       "4                                              Andorra          AND   \n",
       "5                                               Angola          AGO   \n",
       "6                                  Antigua and Barbuda          ATG   \n",
       "7                                            Argentina          ARG   \n",
       "8                                              Armenia          ARM   \n",
       "9                                                Aruba          ABW   \n",
       "10                                           Australia          AUS   \n",
       "11                                             Austria          AUT   \n",
       "12                                          Azerbaijan          AZE   \n",
       "13                                        Bahamas, The          BHS   \n",
       "14                                             Bahrain          BHR   \n",
       "15                                          Bangladesh          BGD   \n",
       "16                                            Barbados          BRB   \n",
       "17                                             Belarus          BLR   \n",
       "18                                             Belgium          BEL   \n",
       "19                                              Belize          BLZ   \n",
       "20                                               Benin          BEN   \n",
       "21                                             Bermuda          BMU   \n",
       "22                                              Bhutan          BTN   \n",
       "23                                             Bolivia          BOL   \n",
       "24                              Bosnia and Herzegovina          BIH   \n",
       "25                                            Botswana          BWA   \n",
       "26                                              Brazil          BRA   \n",
       "27                              British Virgin Islands          VGB   \n",
       "28                                   Brunei Darussalam          BRN   \n",
       "29                                            Bulgaria          BGR   \n",
       "..                                                 ...          ...   \n",
       "239  Latin America & Caribbean (excluding high income)          LAC   \n",
       "240  Latin America & the Caribbean (IDA & IBRD coun...          TLA   \n",
       "241       Least developed countries: UN classification          LDC   \n",
       "242                                Low & middle income          LMY   \n",
       "243                                         Low income          LIC   \n",
       "244                                Lower middle income          LMC   \n",
       "245                         Middle East & North Africa          MEA   \n",
       "246  Middle East & North Africa (excluding high inc...          MNA   \n",
       "247  Middle East & North Africa (IDA & IBRD countries)          TMN   \n",
       "248                                      Middle income          MIC   \n",
       "249                                      North America          NAC   \n",
       "250                                     Not classified          INX   \n",
       "251                                       OECD members          OED   \n",
       "252                                 Other small states          OSS   \n",
       "253                        Pacific island small states          PSS   \n",
       "254                          Post-demographic dividend          PST   \n",
       "255                           Pre-demographic dividend          PRE   \n",
       "256                                       Small states          SST   \n",
       "257                                         South Asia          SAS   \n",
       "258                            South Asia (IDA & IBRD)          TSA   \n",
       "259                                 Sub-Saharan Africa          SSF   \n",
       "260         Sub-Saharan Africa (excluding high income)          SSA   \n",
       "261          Sub-Saharan Africa (IDA & IBRD countries)          TSS   \n",
       "262                                Upper middle income          UMC   \n",
       "263                                              World          WLD   \n",
       "264                                                NaN          NaN   \n",
       "265                                                NaN          NaN   \n",
       "266                                                NaN          NaN   \n",
       "267                                                NaN          NaN   \n",
       "268                                                NaN          NaN   \n",
       "\n",
       "     Access to electricity (% of population) [EG.ELC.ACCS.ZS]  \\\n",
       "0                                            71.500000          \n",
       "1                                           100.000000          \n",
       "2                                            99.943069          \n",
       "3                                                  NaN          \n",
       "4                                           100.000000          \n",
       "5                                            42.000000          \n",
       "6                                           100.000000          \n",
       "7                                            99.823578          \n",
       "8                                           100.000000          \n",
       "9                                           100.000000          \n",
       "10                                          100.000000          \n",
       "11                                          100.000000          \n",
       "12                                          100.000000          \n",
       "13                                          100.000000          \n",
       "14                                          100.000000          \n",
       "15                                           73.174202          \n",
       "16                                          100.000000          \n",
       "17                                          100.000000          \n",
       "18                                          100.000000          \n",
       "19                                           91.800000          \n",
       "20                                           40.160172          \n",
       "21                                          100.000000          \n",
       "22                                           95.646057          \n",
       "23                                           91.522822          \n",
       "24                                          100.000000          \n",
       "25                                           58.353230          \n",
       "26                                           99.710902          \n",
       "27                                          100.000000          \n",
       "28                                          100.000000          \n",
       "29                                          100.000000          \n",
       "..                                                 ...          \n",
       "239                                          97.227906          \n",
       "240                                          97.269219          \n",
       "241                                          42.812959          \n",
       "242                                          84.272316          \n",
       "243                                          34.333636          \n",
       "244                                          82.158725          \n",
       "245                                          97.431377          \n",
       "246                                          96.994920          \n",
       "247                                          96.959246          \n",
       "248                                          90.209656          \n",
       "249                                         100.000000          \n",
       "250                                                NaN          \n",
       "251                                          99.900831          \n",
       "252                                          72.485615          \n",
       "253                                          78.860471          \n",
       "254                                          99.992451          \n",
       "255                                          40.292501          \n",
       "256                                          77.426679          \n",
       "257                                          84.492836          \n",
       "258                                          84.492836          \n",
       "259                                          39.399695          \n",
       "260                                          39.394007          \n",
       "261                                          39.399695          \n",
       "262                                          99.191467          \n",
       "263                                          86.778707          \n",
       "264                                                NaN          \n",
       "265                                                NaN          \n",
       "266                                                NaN          \n",
       "267                                                NaN          \n",
       "268                                                NaN          \n",
       "\n",
       "     Agricultural land (% of land area) [AG.LND.AGRI.ZS]  \\\n",
       "0                                            58.067580     \n",
       "1                                            42.857666     \n",
       "2                                            17.405929     \n",
       "3                                            24.500000     \n",
       "4                                            40.021275     \n",
       "5                                            47.477340     \n",
       "6                                            20.454545     \n",
       "7                                            54.335712     \n",
       "8                                            58.893570     \n",
       "9                                            11.111111     \n",
       "10                                           47.630657     \n",
       "11                                           32.941726     \n",
       "12                                           57.701752     \n",
       "13                                            1.398601     \n",
       "14                                           11.053985     \n",
       "15                                           70.386727     \n",
       "16                                           25.581395     \n",
       "17                                           42.242016     \n",
       "18                                           43.857332     \n",
       "19                                            7.014467     \n",
       "20                                           33.256474     \n",
       "21                                            5.555556     \n",
       "22                                           13.789122     \n",
       "23                                           34.765070     \n",
       "24                                           42.500000     \n",
       "25                                           45.633017     \n",
       "26                                           33.988782     \n",
       "27                                           46.666667     \n",
       "28                                            2.732448     \n",
       "29                                           46.167096     \n",
       "..                                                 ...     \n",
       "239                                          38.004919     \n",
       "240                                          37.619114     \n",
       "241                                          38.749190     \n",
       "242                                          38.343081     \n",
       "243                                          39.768807     \n",
       "244                                          45.900366     \n",
       "245                                          33.316101     \n",
       "246                                          22.878483     \n",
       "247                                          22.860048     \n",
       "248                                          38.095292     \n",
       "249                                          25.684963     \n",
       "250                                                NaN     \n",
       "251                                          34.218083     \n",
       "252                                          40.400360     \n",
       "253                                          13.437695     \n",
       "254                                          33.607978     \n",
       "255                                          41.324807     \n",
       "256                                          34.179070     \n",
       "257                                          56.666746     \n",
       "258                                          56.666746     \n",
       "259                                          43.679445     \n",
       "260                                          43.680318     \n",
       "261                                          43.679445     \n",
       "262                                          35.403619     \n",
       "263                                          37.421819     \n",
       "264                                                NaN     \n",
       "265                                                NaN     \n",
       "266                                                NaN     \n",
       "267                                                NaN     \n",
       "268                                                NaN     \n",
       "\n",
       "     Bank capital to assets ratio (%) [FB.BNK.CAPA.ZS]  \\\n",
       "0                                             9.232694   \n",
       "1                                             9.526138   \n",
       "2                                             8.826316   \n",
       "3                                                  NaN   \n",
       "4                                                  NaN   \n",
       "5                                             8.421779   \n",
       "6                                             5.641336   \n",
       "7                                            12.280693   \n",
       "8                                            14.684982   \n",
       "9                                                  NaN   \n",
       "10                                            5.965101   \n",
       "11                                            7.446891   \n",
       "12                                                 NaN   \n",
       "13                                                 NaN   \n",
       "14                                                 NaN   \n",
       "15                                            5.433619   \n",
       "16                                                 NaN   \n",
       "17                                           12.822041   \n",
       "18                                            6.783034   \n",
       "19                                                 NaN   \n",
       "20                                                 NaN   \n",
       "21                                                 NaN   \n",
       "22                                           17.611394   \n",
       "23                                            7.037981   \n",
       "24                                           14.098266   \n",
       "25                                            8.524321   \n",
       "26                                            8.460618   \n",
       "27                                                 NaN   \n",
       "28                                           13.232282   \n",
       "29                                           12.015902   \n",
       "..                                                 ...   \n",
       "239                                                NaN   \n",
       "240                                                NaN   \n",
       "241                                                NaN   \n",
       "242                                                NaN   \n",
       "243                                                NaN   \n",
       "244                                                NaN   \n",
       "245                                                NaN   \n",
       "246                                                NaN   \n",
       "247                                                NaN   \n",
       "248                                                NaN   \n",
       "249                                                NaN   \n",
       "250                                                NaN   \n",
       "251                                                NaN   \n",
       "252                                                NaN   \n",
       "253                                                NaN   \n",
       "254                                                NaN   \n",
       "255                                                NaN   \n",
       "256                                                NaN   \n",
       "257                                                NaN   \n",
       "258                                                NaN   \n",
       "259                                                NaN   \n",
       "260                                                NaN   \n",
       "261                                                NaN   \n",
       "262                                                NaN   \n",
       "263                                                NaN   \n",
       "264                                                NaN   \n",
       "265                                                NaN   \n",
       "266                                                NaN   \n",
       "267                                                NaN   \n",
       "268                                                NaN   \n",
       "\n",
       "     Secondary education, pupils [SE.SEC.ENRL]  \\\n",
       "0                                    2698816.0   \n",
       "1                                     315079.0   \n",
       "2                                          NaN   \n",
       "3                                          NaN   \n",
       "4                                       4395.0   \n",
       "5                                          NaN   \n",
       "6                                       8048.0   \n",
       "7                                    4501734.0   \n",
       "8                                     240291.0   \n",
       "9                                          NaN   \n",
       "10                                   2709319.0   \n",
       "11                                    691071.3   \n",
       "12                                         NaN   \n",
       "13                                     25766.0   \n",
       "14                                     92454.0   \n",
       "15                                  14600000.0   \n",
       "16                                     20554.0   \n",
       "17                                    644153.0   \n",
       "18                                   1217912.0   \n",
       "19                                     37856.0   \n",
       "20                                    963787.0   \n",
       "21                                      4040.0   \n",
       "22                                     74320.0   \n",
       "23                                   1153379.0   \n",
       "24                                    278071.0   \n",
       "25                                         NaN   \n",
       "26                                  23500000.0   \n",
       "27                                      2027.0   \n",
       "28                                     47249.0   \n",
       "29                                    501398.0   \n",
       "..                                         ...   \n",
       "239                                 61400000.0   \n",
       "240                                 62900000.0   \n",
       "241                                 58600000.0   \n",
       "242                                492000000.0   \n",
       "243                                 37400000.0   \n",
       "244                                250000000.0   \n",
       "245                                 35500000.0   \n",
       "246                                 30100000.0   \n",
       "247                                 29400000.0   \n",
       "248                                455000000.0   \n",
       "249                                 27100000.0   \n",
       "250                                        NaN   \n",
       "251                                109000000.0   \n",
       "252                                  2019982.0   \n",
       "253                                        NaN   \n",
       "254                                 84000000.0   \n",
       "255                                 49000000.0   \n",
       "256                                  2815803.0   \n",
       "257                                165000000.0   \n",
       "258                                165000000.0   \n",
       "259                                 58900000.0   \n",
       "260                                 58900000.0   \n",
       "261                                 58900000.0   \n",
       "262                                204000000.0   \n",
       "263                                583000000.0   \n",
       "264                                        NaN   \n",
       "265                                        NaN   \n",
       "266                                        NaN   \n",
       "267                                        NaN   \n",
       "268                                        NaN   \n",
       "\n",
       "     GDP per capita (current US$) [NY.GDP.PCAP.CD]  \\\n",
       "0                                       578.466353   \n",
       "1                                      3952.830781   \n",
       "2                                      4177.888966   \n",
       "3                                     11843.331183   \n",
       "4                                     36039.653496   \n",
       "5                                      4166.979684   \n",
       "6                                     14526.588085   \n",
       "7                                     13789.060425   \n",
       "8                                      3607.296697   \n",
       "9                                     25796.380251   \n",
       "10                                    56748.420261   \n",
       "11                                    44176.671743   \n",
       "12                                     5500.320497   \n",
       "13                                    31512.856555   \n",
       "14                                    22688.944400   \n",
       "15                                     1248.453398   \n",
       "16                                    16066.471800   \n",
       "17                                     5949.106307   \n",
       "18                                    40441.052042   \n",
       "19                                     4883.179011   \n",
       "20                                      783.963078   \n",
       "21                                             NaN   \n",
       "22                                     2829.891245   \n",
       "23                                     3035.972215   \n",
       "24                                     4727.277546   \n",
       "25                                     6799.875234   \n",
       "26                                     8814.000987   \n",
       "27                                             NaN   \n",
       "28                                    31164.562029   \n",
       "29                                     6993.783483   \n",
       "..                                             ...   \n",
       "239                                    8449.223414   \n",
       "240                                    8716.406758   \n",
       "241                                    1020.578572   \n",
       "242                                    4418.337014   \n",
       "243                                     792.208130   \n",
       "244                                    1995.940544   \n",
       "245                                    7388.593939   \n",
       "246                                    3960.769906   \n",
       "247                                    3972.175733   \n",
       "248                                    4850.346612   \n",
       "249                                   55476.896706   \n",
       "250                                            NaN   \n",
       "251                                   36604.036210   \n",
       "252                                   12832.040131   \n",
       "253                                    3782.032777   \n",
       "254                                   40474.337602   \n",
       "255                                    1585.942265   \n",
       "256                                   11732.173394   \n",
       "257                                    1541.835813   \n",
       "258                                    1541.835813   \n",
       "259                                    1669.443418   \n",
       "260                                    1668.215982   \n",
       "261                                    1669.443418   \n",
       "262                                    8032.489459   \n",
       "263                                   10217.656013   \n",
       "264                                            NaN   \n",
       "265                                            NaN   \n",
       "266                                            NaN   \n",
       "267                                            NaN   \n",
       "268                                            NaN   \n",
       "\n",
       "     Rural population (% of total population) [SP.RUR.TOTL.ZS]  \\\n",
       "0                                            75.197000           \n",
       "1                                            42.566000           \n",
       "2                                            29.152000           \n",
       "3                                            12.762000           \n",
       "4                                            11.655000           \n",
       "5                                            36.554000           \n",
       "6                                            75.000000           \n",
       "7                                             8.497000           \n",
       "8                                            36.915000           \n",
       "9                                            56.892000           \n",
       "10                                           14.299000           \n",
       "11                                           42.285000           \n",
       "12                                           45.286000           \n",
       "13                                           17.254000           \n",
       "14                                           11.001000           \n",
       "15                                           65.692000           \n",
       "16                                           68.751000           \n",
       "17                                           22.819000           \n",
       "18                                            2.124000           \n",
       "19                                           54.594000           \n",
       "20                                           54.305000           \n",
       "21                                            0.000000           \n",
       "22                                           61.322000           \n",
       "23                                           31.607000           \n",
       "24                                           52.827000           \n",
       "25                                           32.845000           \n",
       "26                                           14.230000           \n",
       "27                                           53.417000           \n",
       "28                                           23.337000           \n",
       "29                                           26.010000           \n",
       "..                                                 ...           \n",
       "239                                          20.359647           \n",
       "240                                          20.149901           \n",
       "241                                          67.998731           \n",
       "242                                          51.297339           \n",
       "243                                          68.712638           \n",
       "244                                          60.882354           \n",
       "245                                          35.629099           \n",
       "246                                          39.398369           \n",
       "247                                          39.573662           \n",
       "248                                          49.226131           \n",
       "249                                          18.366906           \n",
       "250                                                NaN           \n",
       "251                                          19.990396           \n",
       "252                                          39.404635           \n",
       "253                                          61.958740           \n",
       "254                                          19.254039           \n",
       "255                                          60.406110           \n",
       "256                                          42.622785           \n",
       "257                                          67.262439           \n",
       "258                                          67.262439           \n",
       "259                                          61.408927           \n",
       "260                                          61.410505           \n",
       "261                                          61.408927           \n",
       "262                                          36.213422           \n",
       "263                                          46.086627           \n",
       "264                                                NaN           \n",
       "265                                                NaN           \n",
       "266                                                NaN           \n",
       "267                                                NaN           \n",
       "268                                                NaN           \n",
       "\n",
       "                                                                      ...                                                                     \\\n",
       "0                                                                     ...                                                                      \n",
       "1                                                                     ...                                                                      \n",
       "2                                                                     ...                                                                      \n",
       "3                                                                     ...                                                                      \n",
       "4                                                                     ...                                                                      \n",
       "5                                                                     ...                                                                      \n",
       "6                                                                     ...                                                                      \n",
       "7                                                                     ...                                                                      \n",
       "8                                                                     ...                                                                      \n",
       "9                                                                     ...                                                                      \n",
       "10                                                                    ...                                                                      \n",
       "11                                                                    ...                                                                      \n",
       "12                                                                    ...                                                                      \n",
       "13                                                                    ...                                                                      \n",
       "14                                                                    ...                                                                      \n",
       "15                                                                    ...                                                                      \n",
       "16                                                                    ...                                                                      \n",
       "17                                                                    ...                                                                      \n",
       "18                                                                    ...                                                                      \n",
       "19                                                                    ...                                                                      \n",
       "20                                                                    ...                                                                      \n",
       "21                                                                    ...                                                                      \n",
       "22                                                                    ...                                                                      \n",
       "23                                                                    ...                                                                      \n",
       "24                                                                    ...                                                                      \n",
       "25                                                                    ...                                                                      \n",
       "26                                                                    ...                                                                      \n",
       "27                                                                    ...                                                                      \n",
       "28                                                                    ...                                                                      \n",
       "29                                                                    ...                                                                      \n",
       "..                                                                    ...                                                                      \n",
       "239                                                                   ...                                                                      \n",
       "240                                                                   ...                                                                      \n",
       "241                                                                   ...                                                                      \n",
       "242                                                                   ...                                                                      \n",
       "243                                                                   ...                                                                      \n",
       "244                                                                   ...                                                                      \n",
       "245                                                                   ...                                                                      \n",
       "246                                                                   ...                                                                      \n",
       "247                                                                   ...                                                                      \n",
       "248                                                                   ...                                                                      \n",
       "249                                                                   ...                                                                      \n",
       "250                                                                   ...                                                                      \n",
       "251                                                                   ...                                                                      \n",
       "252                                                                   ...                                                                      \n",
       "253                                                                   ...                                                                      \n",
       "254                                                                   ...                                                                      \n",
       "255                                                                   ...                                                                      \n",
       "256                                                                   ...                                                                      \n",
       "257                                                                   ...                                                                      \n",
       "258                                                                   ...                                                                      \n",
       "259                                                                   ...                                                                      \n",
       "260                                                                   ...                                                                      \n",
       "261                                                                   ...                                                                      \n",
       "262                                                                   ...                                                                      \n",
       "263                                                                   ...                                                                      \n",
       "264                                                                   ...                                                                      \n",
       "265                                                                   ...                                                                      \n",
       "266                                                                   ...                                                                      \n",
       "267                                                                   ...                                                                      \n",
       "268                                                                   ...                                                                      \n",
       "\n",
       "     Children out of school (% of primary school age) [SE.PRM.UNER.ZS]  \\\n",
       "0                                                  NaN                   \n",
       "1                                              2.20127                   \n",
       "2                                              0.68412                   \n",
       "3                                                  NaN                   \n",
       "4                                                  NaN                   \n",
       "5                                                  NaN                   \n",
       "6                                              1.21900                   \n",
       "7                                              0.05630                   \n",
       "8                                              6.96742                   \n",
       "9                                                  NaN                   \n",
       "10                                             0.08832                   \n",
       "11                                             0.47045                   \n",
       "12                                             1.15667                   \n",
       "13                                            18.40080                   \n",
       "14                                             1.31748                   \n",
       "15                                                 NaN                   \n",
       "16                                             4.15157                   \n",
       "17                                             1.50754                   \n",
       "18                                             0.97579                   \n",
       "19                                             0.41269                   \n",
       "20                                                 NaN                   \n",
       "21                                                 NaN                   \n",
       "22                                             9.86584                   \n",
       "23                                            11.03696                   \n",
       "24                                                 NaN                   \n",
       "25                                                 NaN                   \n",
       "26                                                 NaN                   \n",
       "27                                                 NaN                   \n",
       "28                                             0.68014                   \n",
       "29                                             7.81204                   \n",
       "..                                                 ...                   \n",
       "239                                            3.18495                   \n",
       "240                                            3.19511                   \n",
       "241                                           17.28761                   \n",
       "242                                            9.19518                   \n",
       "243                                           18.02432                   \n",
       "244                                           10.24032                   \n",
       "245                                            5.32258                   \n",
       "246                                            5.97224                   \n",
       "247                                            5.99216                   \n",
       "248                                            7.41438                   \n",
       "249                                            1.68982                   \n",
       "250                                                NaN                   \n",
       "251                                            1.59925                   \n",
       "252                                           13.52198                   \n",
       "253                                            2.98979                   \n",
       "254                                            1.67123                   \n",
       "255                                           22.66607                   \n",
       "256                                           11.72521                   \n",
       "257                                            7.78734                   \n",
       "258                                            7.78734                   \n",
       "259                                           20.04884                   \n",
       "260                                           20.04984                   \n",
       "261                                           20.04884                   \n",
       "262                                            2.99216                   \n",
       "263                                            8.37648                   \n",
       "264                                                NaN                   \n",
       "265                                                NaN                   \n",
       "266                                                NaN                   \n",
       "267                                                NaN                   \n",
       "268                                                NaN                   \n",
       "\n",
       "     Pupil-teacher ratio, primary [SE.PRM.ENRL.TC.ZS]  \\\n",
       "0                                            44.32877   \n",
       "1                                            18.61557   \n",
       "2                                            23.83613   \n",
       "3                                                 NaN   \n",
       "4                                             9.93795   \n",
       "5                                            50.02951   \n",
       "6                                            14.33428   \n",
       "7                                                 NaN   \n",
       "8                                                 NaN   \n",
       "9                                                 NaN   \n",
       "10                                                NaN   \n",
       "11                                           10.58415   \n",
       "12                                           13.49787   \n",
       "13                                           21.04116   \n",
       "14                                           11.73164   \n",
       "15                                                NaN   \n",
       "16                                           13.40321   \n",
       "17                                           17.57007   \n",
       "18                                           11.23127   \n",
       "19                                           20.43642   \n",
       "20                                           45.04478   \n",
       "21                                           10.41960   \n",
       "22                                           40.00443   \n",
       "23                                           18.10837   \n",
       "24                                           17.16401   \n",
       "25                                           23.71279   \n",
       "26                                           20.58529   \n",
       "27                                           11.74126   \n",
       "28                                           10.01661   \n",
       "29                                                NaN   \n",
       "..                                                ...   \n",
       "239                                          21.98897   \n",
       "240                                          22.15856   \n",
       "241                                          38.00919   \n",
       "242                                          25.04042   \n",
       "243                                          40.13131   \n",
       "244                                          28.01515   \n",
       "245                                          19.94048   \n",
       "246                                          22.27264   \n",
       "247                                          22.25553   \n",
       "248                                          23.27888   \n",
       "249                                          14.66827   \n",
       "250                                               NaN   \n",
       "251                                          15.65422   \n",
       "252                                          23.55641   \n",
       "253                                          23.90217   \n",
       "254                                          14.30129   \n",
       "255                                          35.34598   \n",
       "256                                          22.66048   \n",
       "257                                          32.72140   \n",
       "258                                          32.72140   \n",
       "259                                          37.50596   \n",
       "260                                          37.50958   \n",
       "261                                          37.50596   \n",
       "262                                          18.32687   \n",
       "263                                          23.10596   \n",
       "264                                               NaN   \n",
       "265                                               NaN   \n",
       "266                                               NaN   \n",
       "267                                               NaN   \n",
       "268                                               NaN   \n",
       "\n",
       "     Gross intake ratio in first grade of primary education, total (% of relevant age group) [SE.PRM.GINT.ZS]  \\\n",
       "0                                            108.47540                                                          \n",
       "1                                            111.00670                                                          \n",
       "2                                            108.11130                                                          \n",
       "3                                                  NaN                                                          \n",
       "4                                                  NaN                                                          \n",
       "5                                                  NaN                                                          \n",
       "6                                            114.36870                                                          \n",
       "7                                            105.51890                                                          \n",
       "8                                             96.09745                                                          \n",
       "9                                                  NaN                                                          \n",
       "10                                                 NaN                                                          \n",
       "11                                            98.79947                                                          \n",
       "12                                           101.24680                                                          \n",
       "13                                            87.15463                                                          \n",
       "14                                           101.52670                                                          \n",
       "15                                           116.77140                                                          \n",
       "16                                                 NaN                                                          \n",
       "17                                           102.54340                                                          \n",
       "18                                            98.58350                                                          \n",
       "19                                           105.28140                                                          \n",
       "20                                           161.96450                                                          \n",
       "21                                            70.75038                                                          \n",
       "22                                                 NaN                                                          \n",
       "23                                            94.79886                                                          \n",
       "24                                                 NaN                                                          \n",
       "25                                                 NaN                                                          \n",
       "26                                                 NaN                                                          \n",
       "27                                           144.15950                                                          \n",
       "28                                           105.70140                                                          \n",
       "29                                            92.22758                                                          \n",
       "..                                                 ...                                                          \n",
       "239                                          100.59590                                                          \n",
       "240                                          100.58080                                                          \n",
       "241                                          124.90740                                                          \n",
       "242                                          105.88380                                                          \n",
       "243                                          126.88010                                                          \n",
       "244                                          103.76270                                                          \n",
       "245                                          103.75720                                                          \n",
       "246                                          102.81930                                                          \n",
       "247                                          102.90540                                                          \n",
       "248                                          101.85240                                                          \n",
       "249                                          102.55240                                                          \n",
       "250                                                NaN                                                          \n",
       "251                                          101.37450                                                          \n",
       "252                                          106.18460                                                          \n",
       "253                                          107.85100                                                          \n",
       "254                                           99.79988                                                          \n",
       "255                                          111.45690                                                          \n",
       "256                                          104.49780                                                          \n",
       "257                                          104.58130                                                          \n",
       "258                                          104.58130                                                          \n",
       "259                                          114.13590                                                          \n",
       "260                                          114.13660                                                          \n",
       "261                                          114.13590                                                          \n",
       "262                                           98.66924                                                          \n",
       "263                                          105.48740                                                          \n",
       "264                                                NaN                                                          \n",
       "265                                                NaN                                                          \n",
       "266                                                NaN                                                          \n",
       "267                                                NaN                                                          \n",
       "268                                                NaN                                                          \n",
       "\n",
       "     School enrollment, primary (gross), gender parity index (GPI) [SE.ENR.PRIM.FM.ZS]  \\\n",
       "0                                              0.68839                                   \n",
       "1                                              1.03130                                   \n",
       "2                                              0.95230                                   \n",
       "3                                                  NaN                                   \n",
       "4                                                  NaN                                   \n",
       "5                                              0.87413                                   \n",
       "6                                              0.96619                                   \n",
       "7                                              0.99881                                   \n",
       "8                                              1.01521                                   \n",
       "9                                                  NaN                                   \n",
       "10                                             1.00029                                   \n",
       "11                                             0.99097                                   \n",
       "12                                             0.98318                                   \n",
       "13                                             0.97338                                   \n",
       "14                                             1.00991                                   \n",
       "15                                                 NaN                                   \n",
       "16                                             0.99302                                   \n",
       "17                                             1.00156                                   \n",
       "18                                             0.99830                                   \n",
       "19                                             0.95398                                   \n",
       "20                                             0.93024                                   \n",
       "21                                             0.98176                                   \n",
       "22                                             1.01085                                   \n",
       "23                                             0.97941                                   \n",
       "24                                                 NaN                                   \n",
       "25                                             0.97776                                   \n",
       "26                                             0.95945                                   \n",
       "27                                             0.93656                                   \n",
       "28                                             0.99665                                   \n",
       "29                                             0.98992                                   \n",
       "..                                                 ...                                   \n",
       "239                                            0.97994                                   \n",
       "240                                            0.98006                                   \n",
       "241                                            0.95360                                   \n",
       "242                                            0.99937                                   \n",
       "243                                            0.93673                                   \n",
       "244                                            1.02658                                   \n",
       "245                                            0.96846                                   \n",
       "246                                            0.96236                                   \n",
       "247                                            0.96197                                   \n",
       "248                                            1.01251                                   \n",
       "249                                            1.00044                                   \n",
       "250                                                NaN                                   \n",
       "251                                            0.99900                                   \n",
       "252                                            0.97958                                   \n",
       "253                                            0.98431                                   \n",
       "254                                            1.00009                                   \n",
       "255                                            0.94119                                   \n",
       "256                                            0.98353                                   \n",
       "257                                            1.06133                                   \n",
       "258                                            1.06133                                   \n",
       "259                                            0.95645                                   \n",
       "260                                            0.95645                                   \n",
       "261                                            0.95645                                   \n",
       "262                                            0.99007                                   \n",
       "263                                            0.99946                                   \n",
       "264                                                NaN                                   \n",
       "265                                                NaN                                   \n",
       "266                                                NaN                                   \n",
       "267                                                NaN                                   \n",
       "268                                                NaN                                   \n",
       "\n",
       "     Unemployment, total (% of total labor force) (modeled ILO estimate) [SL.UEM.TOTL.ZS]  \\\n",
       "0                                             1.679000                                      \n",
       "1                                            17.080000                                      \n",
       "2                                            11.206000                                      \n",
       "3                                                  NaN                                      \n",
       "4                                                  NaN                                      \n",
       "5                                             7.279000                                      \n",
       "6                                                  NaN                                      \n",
       "7                                             7.643000                                      \n",
       "8                                            18.261000                                      \n",
       "9                                                  NaN                                      \n",
       "10                                            6.056000                                      \n",
       "11                                            5.723000                                      \n",
       "12                                            4.960000                                      \n",
       "13                                           12.000000                                      \n",
       "14                                            1.076000                                      \n",
       "15                                            4.416000                                      \n",
       "16                                           11.350000                                      \n",
       "17                                            5.913000                                      \n",
       "18                                            8.482000                                      \n",
       "19                                            9.970000                                      \n",
       "20                                            2.463000                                      \n",
       "21                                                 NaN                                      \n",
       "22                                            2.450000                                      \n",
       "23                                            3.066000                                      \n",
       "24                                           27.650000                                      \n",
       "25                                           17.955999                                      \n",
       "26                                            8.437000                                      \n",
       "27                                                 NaN                                      \n",
       "28                                            7.756000                                      \n",
       "29                                            9.143000                                      \n",
       "..                                                 ...                                      \n",
       "239                                           6.644718                                      \n",
       "240                                           6.686993                                      \n",
       "241                                           4.027290                                      \n",
       "242                                           4.911082                                      \n",
       "243                                           3.760173                                      \n",
       "244                                           4.130142                                      \n",
       "245                                           9.906036                                      \n",
       "246                                          11.587813                                      \n",
       "247                                          11.437460                                      \n",
       "248                                           5.035677                                      \n",
       "249                                           5.457251                                      \n",
       "250                                                NaN                                      \n",
       "251                                           6.770438                                      \n",
       "252                                          10.238516                                      \n",
       "253                                           3.906251                                      \n",
       "254                                           6.869027                                      \n",
       "255                                           5.122494                                      \n",
       "256                                          10.042463                                      \n",
       "257                                           2.992069                                      \n",
       "258                                           2.992069                                      \n",
       "259                                           6.076070                                      \n",
       "260                                           6.076070                                      \n",
       "261                                           6.076070                                      \n",
       "262                                           5.802802                                      \n",
       "263                                           5.216669                                      \n",
       "264                                                NaN                                      \n",
       "265                                                NaN                                      \n",
       "266                                                NaN                                      \n",
       "267                                                NaN                                      \n",
       "268                                                NaN                                      \n",
       "\n",
       "     Population, total [SP.POP.TOTL]  \\\n",
       "0                       3.441360e+07   \n",
       "1                       2.880703e+06   \n",
       "2                       3.972802e+07   \n",
       "3                       5.581200e+04   \n",
       "4                       7.801100e+04   \n",
       "5                       2.788438e+07   \n",
       "6                       9.356600e+04   \n",
       "7                       4.313197e+07   \n",
       "8                       2.925553e+06   \n",
       "9                       1.043410e+05   \n",
       "10                      2.381600e+07   \n",
       "11                      8.642699e+06   \n",
       "12                      9.649341e+06   \n",
       "13                      3.742060e+05   \n",
       "14                      1.371851e+06   \n",
       "15                      1.562563e+08   \n",
       "16                      2.853240e+05   \n",
       "17                      9.489616e+06   \n",
       "18                      1.127420e+07   \n",
       "19                      3.609330e+05   \n",
       "20                      1.057595e+07   \n",
       "21                      6.523900e+04   \n",
       "22                      7.278760e+05   \n",
       "23                      1.086973e+07   \n",
       "24                      3.429361e+06   \n",
       "25                      2.120716e+06   \n",
       "26                      2.044718e+08   \n",
       "27                      2.915200e+04   \n",
       "28                      4.149070e+05   \n",
       "29                      7.177991e+06   \n",
       "..                               ...   \n",
       "239                     5.914168e+08   \n",
       "240                     6.069570e+08   \n",
       "241                     9.411313e+08   \n",
       "242                     6.149221e+09   \n",
       "243                     6.534052e+08   \n",
       "244                     2.898058e+09   \n",
       "245                     4.258218e+08   \n",
       "246                     3.639756e+08   \n",
       "247                     3.597055e+08   \n",
       "248                     5.495816e+09   \n",
       "249                     3.565108e+08   \n",
       "250                              NaN   \n",
       "251                     1.280467e+09   \n",
       "252                     2.894887e+07   \n",
       "253                     2.355672e+06   \n",
       "254                     1.097025e+09   \n",
       "255                     8.457593e+08   \n",
       "256                     3.852675e+07   \n",
       "257                     1.749417e+09   \n",
       "258                     1.749417e+09   \n",
       "259                     9.954585e+08   \n",
       "260                     9.953651e+08   \n",
       "261                     9.954585e+08   \n",
       "262                     2.597758e+09   \n",
       "263                     7.340548e+09   \n",
       "264                              NaN   \n",
       "265                              NaN   \n",
       "266                              NaN   \n",
       "267                              NaN   \n",
       "268                              NaN   \n",
       "\n",
       "     Proportion of seats held by women in national parliaments (%) [SG.GEN.PARL.ZS]  \\\n",
       "0                                            27.700000                                \n",
       "1                                            20.700000                                \n",
       "2                                            31.600000                                \n",
       "3                                                  NaN                                \n",
       "4                                            39.300000                                \n",
       "5                                            36.800000                                \n",
       "6                                            11.100000                                \n",
       "7                                                  NaN                                \n",
       "8                                            10.700000                                \n",
       "9                                                  NaN                                \n",
       "10                                           26.700000                                \n",
       "11                                           30.600000                                \n",
       "12                                           16.900000                                \n",
       "13                                           13.200000                                \n",
       "14                                            7.500000                                \n",
       "15                                           20.000000                                \n",
       "16                                           16.700000                                \n",
       "17                                           27.300000                                \n",
       "18                                           39.300000                                \n",
       "19                                            3.100000                                \n",
       "20                                            7.200000                                \n",
       "21                                                 NaN                                \n",
       "22                                            8.500000                                \n",
       "23                                           53.100000                                \n",
       "24                                           21.400000                                \n",
       "25                                            9.500000                                \n",
       "26                                            9.900000                                \n",
       "27                                                 NaN                                \n",
       "28                                                 NaN                                \n",
       "29                                           20.400000                                \n",
       "..                                                 ...                                \n",
       "239                                          29.205806                                \n",
       "240                                          24.268971                                \n",
       "241                                          23.044322                                \n",
       "242                                          21.563994                                \n",
       "243                                          22.041572                                \n",
       "244                                          20.070013                                \n",
       "245                                          16.388246                                \n",
       "246                                          16.902135                                \n",
       "247                                          16.902135                                \n",
       "248                                          21.410397                                \n",
       "249                                          22.289637                                \n",
       "250                                                NaN                                \n",
       "251                                          27.959368                                \n",
       "252                                          18.619645                                \n",
       "253                                           5.677297                                \n",
       "254                                          28.578706                                \n",
       "255                                          21.842412                                \n",
       "256                                          16.944457                                \n",
       "257                                          19.315546                                \n",
       "258                                          19.315546                                \n",
       "259                                          23.640948                                \n",
       "260                                          23.566474                                \n",
       "261                                          23.640948                                \n",
       "262                                          22.366320                                \n",
       "263                                          22.852166                                \n",
       "264                                                NaN                                \n",
       "265                                                NaN                                \n",
       "266                                                NaN                                \n",
       "267                                                NaN                                \n",
       "268                                                NaN                                \n",
       "\n",
       "     Total debt service (% of GNI) [DT.TDS.DECT.GN.ZS]  \\\n",
       "0                                             0.281553   \n",
       "1                                            10.232012   \n",
       "2                                             0.427837   \n",
       "3                                                  NaN   \n",
       "4                                                  NaN   \n",
       "5                                             7.120381   \n",
       "6                                                  NaN   \n",
       "7                                             3.067487   \n",
       "8                                            14.056075   \n",
       "9                                                  NaN   \n",
       "10                                                 NaN   \n",
       "11                                                 NaN   \n",
       "12                                            3.738718   \n",
       "13                                                 NaN   \n",
       "14                                                 NaN   \n",
       "15                                            0.799568   \n",
       "16                                                 NaN   \n",
       "17                                            9.215903   \n",
       "18                                                 NaN   \n",
       "19                                            5.698321   \n",
       "20                                            0.928651   \n",
       "21                                                 NaN   \n",
       "22                                            6.726087   \n",
       "23                                            3.117661   \n",
       "24                                            4.713009   \n",
       "25                                            1.738097   \n",
       "26                                            5.095249   \n",
       "27                                                 NaN   \n",
       "28                                                 NaN   \n",
       "29                                           19.239487   \n",
       "..                                                 ...   \n",
       "239                                           4.728233   \n",
       "240                                           4.728233   \n",
       "241                                           1.888061   \n",
       "242                                           3.220309   \n",
       "243                                           1.206168   \n",
       "244                                           3.376731   \n",
       "245                                                NaN   \n",
       "246                                           2.400037   \n",
       "247                                           2.400037   \n",
       "248                                           3.251511   \n",
       "249                                                NaN   \n",
       "250                                                NaN   \n",
       "251                                                NaN   \n",
       "252                                                NaN   \n",
       "253                                           4.648064   \n",
       "254                                                NaN   \n",
       "255                                           1.470020   \n",
       "256                                                NaN   \n",
       "257                                           2.205866   \n",
       "258                                           2.205866   \n",
       "259                                           2.114839   \n",
       "260                                           2.114839   \n",
       "261                                           2.114839   \n",
       "262                                           3.214696   \n",
       "263                                                NaN   \n",
       "264                                                NaN   \n",
       "265                                                NaN   \n",
       "266                                                NaN   \n",
       "267                                                NaN   \n",
       "268                                                NaN   \n",
       "\n",
       "     GDP growth (annual %) [NY.GDP.MKTP.KD.ZG]  \\\n",
       "0                                     1.451315   \n",
       "1                                     2.230000   \n",
       "2                                     3.763467   \n",
       "3                                     1.248050   \n",
       "4                                     0.842204   \n",
       "5                                     0.943576   \n",
       "6                                     4.025737   \n",
       "7                                     2.731160   \n",
       "8                                     3.200000   \n",
       "9                                    -0.450586   \n",
       "10                                    2.336075   \n",
       "11                                    1.142980   \n",
       "12                                    1.050751   \n",
       "13                                    1.044960   \n",
       "14                                    2.861968   \n",
       "15                                    6.552653   \n",
       "16                                    0.904159   \n",
       "17                                   -3.829571   \n",
       "18                                    1.739580   \n",
       "19                                    3.431950   \n",
       "20                                    2.095808   \n",
       "21                                         NaN   \n",
       "22                                    6.644564   \n",
       "23                                    4.857188   \n",
       "24                                    3.088224   \n",
       "25                                   -1.697966   \n",
       "26                                   -3.545763   \n",
       "27                                         NaN   \n",
       "28                                   -0.566815   \n",
       "29                                    3.471186   \n",
       "..                                         ...   \n",
       "239                                  -0.064061   \n",
       "240                                   0.047912   \n",
       "241                                   4.047272   \n",
       "242                                   3.886911   \n",
       "243                                   2.874426   \n",
       "244                                   5.585129   \n",
       "245                                   2.509976   \n",
       "246                                   0.984978   \n",
       "247                                   0.965836   \n",
       "248                                   3.901337   \n",
       "249                                   2.664206   \n",
       "250                                        NaN   \n",
       "251                                   2.419495   \n",
       "252                                   2.793413   \n",
       "253                                   3.678485   \n",
       "254                                   2.109428   \n",
       "255                                   3.070877   \n",
       "256                                   2.572772   \n",
       "257                                   7.480021   \n",
       "258                                   7.480021   \n",
       "259                                   2.815844   \n",
       "260                                   2.814316   \n",
       "261                                   2.815844   \n",
       "262                                   3.411958   \n",
       "263                                   2.852939   \n",
       "264                                        NaN   \n",
       "265                                        NaN   \n",
       "266                                        NaN   \n",
       "267                                        NaN   \n",
       "268                                        NaN   \n",
       "\n",
       "     Number of people spending more than 10% of household consumption or income on out-of-pocket health care expenditure [SH.UHC.OOPC.10.TO]  \n",
       "0                                                  NaN                                                                                        \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                                                 NaN                                                                                        \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",
       "239                                                NaN                                                                                        \n",
       "240                                                NaN                                                                                        \n",
       "241                                                NaN                                                                                        \n",
       "242                                                NaN                                                                                        \n",
       "243                                                NaN                                                                                        \n",
       "244                                                NaN                                                                                        \n",
       "245                                                NaN                                                                                        \n",
       "246                                                NaN                                                                                        \n",
       "247                                                NaN                                                                                        \n",
       "248                                                NaN                                                                                        \n",
       "249                                                NaN                                                                                        \n",
       "250                                                NaN                                                                                        \n",
       "251                                                NaN                                                                                        \n",
       "252                                                NaN                                                                                        \n",
       "253                                                NaN                                                                                        \n",
       "254                                                NaN                                                                                        \n",
       "255                                                NaN                                                                                        \n",
       "256                                                NaN                                                                                        \n",
       "257                                                NaN                                                                                        \n",
       "258                                                NaN                                                                                        \n",
       "259                                                NaN                                                                                        \n",
       "260                                                NaN                                                                                        \n",
       "261                                                NaN                                                                                        \n",
       "262                                                NaN                                                                                        \n",
       "263                                                NaN                                                                                        \n",
       "264                                                NaN                                                                                        \n",
       "265                                                NaN                                                                                        \n",
       "266                                                NaN                                                                                        \n",
       "267                                                NaN                                                                                        \n",
       "268                                                NaN                                                                                        \n",
       "\n",
       "[269 rows x 23 columns]"
      ]
     },
     "execution_count": 89,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Time                                                                                                                                         3\n",
       "Time Code                                                                                                                                    5\n",
       "Country Name                                                                                                                                 5\n",
       "Country Code                                                                                                                                 5\n",
       "Access to electricity (% of population) [EG.ELC.ACCS.ZS]                                                                                     8\n",
       "Agricultural land (% of land area) [AG.LND.AGRI.ZS]                                                                                         15\n",
       "Bank capital to assets ratio (%) [FB.BNK.CAPA.ZS]                                                                                          145\n",
       "Secondary education, pupils [SE.SEC.ENRL]                                                                                                   75\n",
       "GDP per capita (current US$) [NY.GDP.PCAP.CD]                                                                                               19\n",
       "Rural population (% of total population) [SP.RUR.TOTL.ZS]                                                                                    9\n",
       "Population density (people per sq. km of land area) [EN.POP.DNST]                                                                            9\n",
       "Life expectancy at birth, total (years) [SP.DYN.LE00.IN]                                                                                    23\n",
       "Adjusted net enrollment rate, primary (% of primary school age children) [SE.PRM.TENR]                                                      99\n",
       "Children out of school (% of primary school age) [SE.PRM.UNER.ZS]                                                                           92\n",
       "Pupil-teacher ratio, primary [SE.PRM.ENRL.TC.ZS]                                                                                            81\n",
       "Gross intake ratio in first grade of primary education, total (% of relevant age group) [SE.PRM.GINT.ZS]                                    79\n",
       "School enrollment, primary (gross), gender parity index (GPI) [SE.ENR.PRIM.FM.ZS]                                                           60\n",
       "Unemployment, total (% of total labor force) (modeled ILO estimate) [SL.UEM.TOTL.ZS]                                                        36\n",
       "Population, total [SP.POP.TOTL]                                                                                                              7\n",
       "Proportion of seats held by women in national parliaments (%) [SG.GEN.PARL.ZS]                                                              34\n",
       "Total debt service (% of GNI) [DT.TDS.DECT.GN.ZS]                                                                                          120\n",
       "GDP growth (annual %) [NY.GDP.MKTP.KD.ZG]                                                                                                   20\n",
       "Number of people spending more than 10% of household consumption or income on out-of-pocket health care expenditure [SH.UHC.OOPC.10.TO]    266\n",
       "dtype: int64"
      ]
     },
     "execution_count": 90,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.isna().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [],
   "source": [
    "data=data.drop(columns=[\"Time\",\"Time Code\",\"Country Name\",\"Number of people spending more than 10% of household consumption or income on out-of-pocket health care expenditure [SH.UHC.OOPC.10.TO]\",\"Total debt service (% of GNI) [DT.TDS.DECT.GN.ZS]\",\"Bank capital to assets ratio (%) [FB.BNK.CAPA.ZS]\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Country Code                                                                                                0\n",
       "Access to electricity (% of population) [EG.ELC.ACCS.ZS]                                                    0\n",
       "Agricultural land (% of land area) [AG.LND.AGRI.ZS]                                                         0\n",
       "Secondary education, pupils [SE.SEC.ENRL]                                                                   0\n",
       "GDP per capita (current US$) [NY.GDP.PCAP.CD]                                                               0\n",
       "Rural population (% of total population) [SP.RUR.TOTL.ZS]                                                   0\n",
       "Population density (people per sq. km of land area) [EN.POP.DNST]                                           0\n",
       "Life expectancy at birth, total (years) [SP.DYN.LE00.IN]                                                    0\n",
       "Adjusted net enrollment rate, primary (% of primary school age children) [SE.PRM.TENR]                      0\n",
       "Children out of school (% of primary school age) [SE.PRM.UNER.ZS]                                           0\n",
       "Pupil-teacher ratio, primary [SE.PRM.ENRL.TC.ZS]                                                            0\n",
       "Gross intake ratio in first grade of primary education, total (% of relevant age group) [SE.PRM.GINT.ZS]    0\n",
       "School enrollment, primary (gross), gender parity index (GPI) [SE.ENR.PRIM.FM.ZS]                           0\n",
       "Unemployment, total (% of total labor force) (modeled ILO estimate) [SL.UEM.TOTL.ZS]                        0\n",
       "Population, total [SP.POP.TOTL]                                                                             0\n",
       "Proportion of seats held by women in national parliaments (%) [SG.GEN.PARL.ZS]                              0\n",
       "GDP growth (annual %) [NY.GDP.MKTP.KD.ZG]                                                                   0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 92,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data=data.dropna(axis='rows')\n",
    "data.isna().sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {},
   "outputs": [],
   "source": [
    "data.index=data[\"Country Code\"]\n",
    "data=data.drop(columns=[\"Country Code\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
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       "        vertical-align: middle;\n",
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       "\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>Access to electricity (% of population) [EG.ELC.ACCS.ZS]</th>\n",
       "      <th>Agricultural land (% of land area) [AG.LND.AGRI.ZS]</th>\n",
       "      <th>Secondary education, pupils [SE.SEC.ENRL]</th>\n",
       "      <th>GDP per capita (current US$) [NY.GDP.PCAP.CD]</th>\n",
       "      <th>Rural population (% of total population) [SP.RUR.TOTL.ZS]</th>\n",
       "      <th>Population density (people per sq. km of land area) [EN.POP.DNST]</th>\n",
       "      <th>Life expectancy at birth, total (years) [SP.DYN.LE00.IN]</th>\n",
       "      <th>Adjusted net enrollment rate, primary (% of primary school age children) [SE.PRM.TENR]</th>\n",
       "      <th>Children out of school (% of primary school age) [SE.PRM.UNER.ZS]</th>\n",
       "      <th>Pupil-teacher ratio, primary [SE.PRM.ENRL.TC.ZS]</th>\n",
       "      <th>Gross intake ratio in first grade of primary education, total (% of relevant age group) [SE.PRM.GINT.ZS]</th>\n",
       "      <th>School enrollment, primary (gross), gender parity index (GPI) [SE.ENR.PRIM.FM.ZS]</th>\n",
       "      <th>Unemployment, total (% of total labor force) (modeled ILO estimate) [SL.UEM.TOTL.ZS]</th>\n",
       "      <th>Population, total [SP.POP.TOTL]</th>\n",
       "      <th>Proportion of seats held by women in national parliaments (%) [SG.GEN.PARL.ZS]</th>\n",
       "      <th>GDP growth (annual %) [NY.GDP.MKTP.KD.ZG]</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Country Code</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>ALB</th>\n",
       "      <td>100.000000</td>\n",
       "      <td>42.857666</td>\n",
       "      <td>315079.0</td>\n",
       "      <td>3952.830781</td>\n",
       "      <td>42.566000</td>\n",
       "      <td>105.135146</td>\n",
       "      <td>78.025000</td>\n",
       "      <td>97.79873</td>\n",
       "      <td>2.20127</td>\n",
       "      <td>18.61557</td>\n",
       "      <td>111.00670</td>\n",
       "      <td>1.03130</td>\n",
       "      <td>17.080000</td>\n",
       "      <td>2.880703e+06</td>\n",
       "      <td>20.700000</td>\n",
       "      <td>2.230000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AUT</th>\n",
       "      <td>100.000000</td>\n",
       "      <td>32.941726</td>\n",
       "      <td>691071.3</td>\n",
       "      <td>44176.671743</td>\n",
       "      <td>42.285000</td>\n",
       "      <td>104.730793</td>\n",
       "      <td>81.190244</td>\n",
       "      <td>88.62591</td>\n",
       "      <td>0.47045</td>\n",
       "      <td>10.58415</td>\n",
       "      <td>98.79947</td>\n",
       "      <td>0.99097</td>\n",
       "      <td>5.723000</td>\n",
       "      <td>8.642699e+06</td>\n",
       "      <td>30.600000</td>\n",
       "      <td>1.142980</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BHS</th>\n",
       "      <td>100.000000</td>\n",
       "      <td>1.398601</td>\n",
       "      <td>25766.0</td>\n",
       "      <td>31512.856555</td>\n",
       "      <td>17.254000</td>\n",
       "      <td>37.383217</td>\n",
       "      <td>73.088000</td>\n",
       "      <td>79.96521</td>\n",
       "      <td>18.40080</td>\n",
       "      <td>21.04116</td>\n",
       "      <td>87.15463</td>\n",
       "      <td>0.97338</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>3.742060e+05</td>\n",
       "      <td>13.200000</td>\n",
       "      <td>1.044960</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BHR</th>\n",
       "      <td>100.000000</td>\n",
       "      <td>11.053985</td>\n",
       "      <td>92454.0</td>\n",
       "      <td>22688.944400</td>\n",
       "      <td>11.001000</td>\n",
       "      <td>1763.304558</td>\n",
       "      <td>76.762000</td>\n",
       "      <td>98.02753</td>\n",
       "      <td>1.31748</td>\n",
       "      <td>11.73164</td>\n",
       "      <td>101.52670</td>\n",
       "      <td>1.00991</td>\n",
       "      <td>1.076000</td>\n",
       "      <td>1.371851e+06</td>\n",
       "      <td>7.500000</td>\n",
       "      <td>2.861968</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BLR</th>\n",
       "      <td>100.000000</td>\n",
       "      <td>42.242016</td>\n",
       "      <td>644153.0</td>\n",
       "      <td>5949.106307</td>\n",
       "      <td>22.819000</td>\n",
       "      <td>46.751942</td>\n",
       "      <td>73.624390</td>\n",
       "      <td>94.25545</td>\n",
       "      <td>1.50754</td>\n",
       "      <td>17.57007</td>\n",
       "      <td>102.54340</td>\n",
       "      <td>1.00156</td>\n",
       "      <td>5.913000</td>\n",
       "      <td>9.489616e+06</td>\n",
       "      <td>27.300000</td>\n",
       "      <td>-3.829571</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BEL</th>\n",
       "      <td>100.000000</td>\n",
       "      <td>43.857332</td>\n",
       "      <td>1217912.0</td>\n",
       "      <td>40441.052042</td>\n",
       "      <td>2.124000</td>\n",
       "      <td>372.331440</td>\n",
       "      <td>80.992683</td>\n",
       "      <td>98.38347</td>\n",
       "      <td>0.97579</td>\n",
       "      <td>11.23127</td>\n",
       "      <td>98.58350</td>\n",
       "      <td>0.99830</td>\n",
       "      <td>8.482000</td>\n",
       "      <td>1.127420e+07</td>\n",
       "      <td>39.300000</td>\n",
       "      <td>1.739580</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BLZ</th>\n",
       "      <td>91.800000</td>\n",
       "      <td>7.014467</td>\n",
       "      <td>37856.0</td>\n",
       "      <td>4883.179011</td>\n",
       "      <td>54.594000</td>\n",
       "      <td>15.823455</td>\n",
       "      <td>74.034000</td>\n",
       "      <td>99.28398</td>\n",
       "      <td>0.41269</td>\n",
       "      <td>20.43642</td>\n",
       "      <td>105.28140</td>\n",
       "      <td>0.95398</td>\n",
       "      <td>9.970000</td>\n",
       "      <td>3.609330e+05</td>\n",
       "      <td>3.100000</td>\n",
       "      <td>3.431950</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BOL</th>\n",
       "      <td>91.522822</td>\n",
       "      <td>34.765070</td>\n",
       "      <td>1153379.0</td>\n",
       "      <td>3035.972215</td>\n",
       "      <td>31.607000</td>\n",
       "      <td>10.033906</td>\n",
       "      <td>70.277000</td>\n",
       "      <td>88.70123</td>\n",
       "      <td>11.03696</td>\n",
       "      <td>18.10837</td>\n",
       "      <td>94.79886</td>\n",
       "      <td>0.97941</td>\n",
       "      <td>3.066000</td>\n",
       "      <td>1.086973e+07</td>\n",
       "      <td>53.100000</td>\n",
       "      <td>4.857188</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BFA</th>\n",
       "      <td>21.789345</td>\n",
       "      <td>44.225146</td>\n",
       "      <td>965550.0</td>\n",
       "      <td>575.314454</td>\n",
       "      <td>72.470000</td>\n",
       "      <td>66.193801</td>\n",
       "      <td>59.919000</td>\n",
       "      <td>69.95995</td>\n",
       "      <td>29.94701</td>\n",
       "      <td>42.17715</td>\n",
       "      <td>105.40330</td>\n",
       "      <td>0.97444</td>\n",
       "      <td>6.704000</td>\n",
       "      <td>1.811062e+07</td>\n",
       "      <td>9.400000</td>\n",
       "      <td>3.894548</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CPV</th>\n",
       "      <td>88.378189</td>\n",
       "      <td>19.602978</td>\n",
       "      <td>58657.0</td>\n",
       "      <td>3043.013984</td>\n",
       "      <td>35.700000</td>\n",
       "      <td>130.209181</td>\n",
       "      <td>72.117000</td>\n",
       "      <td>93.38192</td>\n",
       "      <td>6.61165</td>\n",
       "      <td>21.94779</td>\n",
       "      <td>94.55465</td>\n",
       "      <td>0.93139</td>\n",
       "      <td>12.114000</td>\n",
       "      <td>5.247430e+05</td>\n",
       "      <td>20.800000</td>\n",
       "      <td>1.006864</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CMR</th>\n",
       "      <td>58.814274</td>\n",
       "      <td>20.625754</td>\n",
       "      <td>2108279.0</td>\n",
       "      <td>1326.969277</td>\n",
       "      <td>45.422000</td>\n",
       "      <td>49.286810</td>\n",
       "      <td>57.583000</td>\n",
       "      <td>95.19802</td>\n",
       "      <td>4.36570</td>\n",
       "      <td>41.46571</td>\n",
       "      <td>130.40900</td>\n",
       "      <td>0.89826</td>\n",
       "      <td>3.539000</td>\n",
       "      <td>2.329837e+07</td>\n",
       "      <td>31.100000</td>\n",
       "      <td>5.651464</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TCD</th>\n",
       "      <td>7.700000</td>\n",
       "      <td>39.656131</td>\n",
       "      <td>513248.0</td>\n",
       "      <td>775.707524</td>\n",
       "      <td>77.485000</td>\n",
       "      <td>11.206302</td>\n",
       "      <td>53.137000</td>\n",
       "      <td>79.35908</td>\n",
       "      <td>20.64092</td>\n",
       "      <td>55.54179</td>\n",
       "      <td>108.51380</td>\n",
       "      <td>0.76636</td>\n",
       "      <td>2.172000</td>\n",
       "      <td>1.411098e+07</td>\n",
       "      <td>14.900000</td>\n",
       "      <td>2.767676</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CHL</th>\n",
       "      <td>99.714844</td>\n",
       "      <td>21.229751</td>\n",
       "      <td>1546323.0</td>\n",
       "      <td>13574.171504</td>\n",
       "      <td>12.640000</td>\n",
       "      <td>24.167557</td>\n",
       "      <td>79.646000</td>\n",
       "      <td>93.47354</td>\n",
       "      <td>3.70606</td>\n",
       "      <td>18.37780</td>\n",
       "      <td>98.87218</td>\n",
       "      <td>0.97015</td>\n",
       "      <td>6.508000</td>\n",
       "      <td>1.796935e+07</td>\n",
       "      <td>15.800000</td>\n",
       "      <td>2.303767</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>COL</th>\n",
       "      <td>98.186898</td>\n",
       "      <td>40.257415</td>\n",
       "      <td>4793963.0</td>\n",
       "      <td>6175.876030</td>\n",
       "      <td>20.236000</td>\n",
       "      <td>42.830705</td>\n",
       "      <td>76.531000</td>\n",
       "      <td>96.38124</td>\n",
       "      <td>3.61876</td>\n",
       "      <td>24.23937</td>\n",
       "      <td>115.45720</td>\n",
       "      <td>0.96946</td>\n",
       "      <td>8.299000</td>\n",
       "      <td>4.752067e+07</td>\n",
       "      <td>19.900000</td>\n",
       "      <td>2.955946</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CRI</th>\n",
       "      <td>99.409804</td>\n",
       "      <td>34.860948</td>\n",
       "      <td>460252.0</td>\n",
       "      <td>11299.136177</td>\n",
       "      <td>23.138000</td>\n",
       "      <td>94.943282</td>\n",
       "      <td>79.565000</td>\n",
       "      <td>97.81775</td>\n",
       "      <td>1.88182</td>\n",
       "      <td>12.67630</td>\n",
       "      <td>104.47890</td>\n",
       "      <td>0.99426</td>\n",
       "      <td>8.999000</td>\n",
       "      <td>4.847804e+06</td>\n",
       "      <td>33.300000</td>\n",
       "      <td>3.631731</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CIV</th>\n",
       "      <td>63.312946</td>\n",
       "      <td>64.779874</td>\n",
       "      <td>1587348.0</td>\n",
       "      <td>1426.457845</td>\n",
       "      <td>50.556000</td>\n",
       "      <td>73.038186</td>\n",
       "      <td>56.065000</td>\n",
       "      <td>76.73595</td>\n",
       "      <td>23.26405</td>\n",
       "      <td>42.05050</td>\n",
       "      <td>98.29878</td>\n",
       "      <td>0.88031</td>\n",
       "      <td>3.113000</td>\n",
       "      <td>2.322614e+07</td>\n",
       "      <td>9.200000</td>\n",
       "      <td>8.842860</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HRV</th>\n",
       "      <td>100.000000</td>\n",
       "      <td>27.476769</td>\n",
       "      <td>360205.0</td>\n",
       "      <td>11780.131242</td>\n",
       "      <td>43.845000</td>\n",
       "      <td>75.118013</td>\n",
       "      <td>77.275610</td>\n",
       "      <td>98.49112</td>\n",
       "      <td>1.14689</td>\n",
       "      <td>13.70200</td>\n",
       "      <td>98.62031</td>\n",
       "      <td>1.00000</td>\n",
       "      <td>16.174999</td>\n",
       "      <td>4.203604e+06</td>\n",
       "      <td>15.200000</td>\n",
       "      <td>2.400592</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CUB</th>\n",
       "      <td>99.268761</td>\n",
       "      <td>59.991346</td>\n",
       "      <td>825055.0</td>\n",
       "      <td>7694.011920</td>\n",
       "      <td>23.104000</td>\n",
       "      <td>108.871188</td>\n",
       "      <td>78.561000</td>\n",
       "      <td>94.08411</td>\n",
       "      <td>5.91589</td>\n",
       "      <td>8.89917</td>\n",
       "      <td>98.01284</td>\n",
       "      <td>0.94312</td>\n",
       "      <td>2.400000</td>\n",
       "      <td>1.132478e+07</td>\n",
       "      <td>48.900000</td>\n",
       "      <td>4.438142</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CYP</th>\n",
       "      <td>100.000000</td>\n",
       "      <td>13.799784</td>\n",
       "      <td>57161.0</td>\n",
       "      <td>23217.484151</td>\n",
       "      <td>33.054000</td>\n",
       "      <td>125.647727</td>\n",
       "      <td>80.350000</td>\n",
       "      <td>97.82834</td>\n",
       "      <td>1.39976</td>\n",
       "      <td>11.91513</td>\n",
       "      <td>96.50379</td>\n",
       "      <td>0.99981</td>\n",
       "      <td>14.908000</td>\n",
       "      <td>1.160985e+06</td>\n",
       "      <td>12.500000</td>\n",
       "      <td>1.962304</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DJI</th>\n",
       "      <td>57.549080</td>\n",
       "      <td>73.425367</td>\n",
       "      <td>59483.0</td>\n",
       "      <td>1787.477500</td>\n",
       "      <td>22.583000</td>\n",
       "      <td>39.430242</td>\n",
       "      <td>64.136000</td>\n",
       "      <td>60.71870</td>\n",
       "      <td>39.28130</td>\n",
       "      <td>33.02204</td>\n",
       "      <td>63.67819</td>\n",
       "      <td>1.07193</td>\n",
       "      <td>11.094000</td>\n",
       "      <td>9.139930e+05</td>\n",
       "      <td>12.700000</td>\n",
       "      <td>9.683798</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DOM</th>\n",
       "      <td>98.560364</td>\n",
       "      <td>48.685572</td>\n",
       "      <td>929493.0</td>\n",
       "      <td>6691.716920</td>\n",
       "      <td>21.434000</td>\n",
       "      <td>212.827158</td>\n",
       "      <td>73.241000</td>\n",
       "      <td>95.53493</td>\n",
       "      <td>4.46507</td>\n",
       "      <td>18.29098</td>\n",
       "      <td>114.08680</td>\n",
       "      <td>0.91242</td>\n",
       "      <td>7.605000</td>\n",
       "      <td>1.028168e+07</td>\n",
       "      <td>20.800000</td>\n",
       "      <td>7.033371</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SLV</th>\n",
       "      <td>95.400000</td>\n",
       "      <td>75.530888</td>\n",
       "      <td>599947.0</td>\n",
       "      <td>3705.577946</td>\n",
       "      <td>30.300000</td>\n",
       "      <td>305.266602</td>\n",
       "      <td>72.412000</td>\n",
       "      <td>86.61827</td>\n",
       "      <td>8.97465</td>\n",
       "      <td>29.69441</td>\n",
       "      <td>101.00340</td>\n",
       "      <td>0.95835</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>6.325124e+06</td>\n",
       "      <td>32.100000</td>\n",
       "      <td>2.395029</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SWZ</th>\n",
       "      <td>66.028038</td>\n",
       "      <td>71.046512</td>\n",
       "      <td>100494.0</td>\n",
       "      <td>3641.408583</td>\n",
       "      <td>76.700000</td>\n",
       "      <td>64.188605</td>\n",
       "      <td>55.359000</td>\n",
       "      <td>84.30768</td>\n",
       "      <td>15.69232</td>\n",
       "      <td>27.58272</td>\n",
       "      <td>97.83201</td>\n",
       "      <td>0.90907</td>\n",
       "      <td>23.643000</td>\n",
       "      <td>1.104044e+06</td>\n",
       "      <td>6.200000</td>\n",
       "      <td>0.391129</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GEO</th>\n",
       "      <td>99.994484</td>\n",
       "      <td>34.797814</td>\n",
       "      <td>277874.0</td>\n",
       "      <td>3756.383768</td>\n",
       "      <td>42.552000</td>\n",
       "      <td>65.175059</td>\n",
       "      <td>72.973000</td>\n",
       "      <td>99.73715</td>\n",
       "      <td>0.26285</td>\n",
       "      <td>9.01662</td>\n",
       "      <td>94.19762</td>\n",
       "      <td>1.00150</td>\n",
       "      <td>14.080000</td>\n",
       "      <td>3.725276e+06</td>\n",
       "      <td>11.300000</td>\n",
       "      <td>2.880527</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DEU</th>\n",
       "      <td>100.000000</td>\n",
       "      <td>47.959206</td>\n",
       "      <td>7112950.0</td>\n",
       "      <td>41394.658161</td>\n",
       "      <td>22.800000</td>\n",
       "      <td>234.153669</td>\n",
       "      <td>80.641463</td>\n",
       "      <td>99.59314</td>\n",
       "      <td>0.40686</td>\n",
       "      <td>12.22305</td>\n",
       "      <td>103.64670</td>\n",
       "      <td>0.99873</td>\n",
       "      <td>4.624000</td>\n",
       "      <td>8.168661e+07</td>\n",
       "      <td>36.500000</td>\n",
       "      <td>1.738968</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GRC</th>\n",
       "      <td>100.000000</td>\n",
       "      <td>48.091544</td>\n",
       "      <td>662741.0</td>\n",
       "      <td>18167.773717</td>\n",
       "      <td>21.954000</td>\n",
       "      <td>83.947890</td>\n",
       "      <td>81.036585</td>\n",
       "      <td>97.32526</td>\n",
       "      <td>2.17935</td>\n",
       "      <td>9.64365</td>\n",
       "      <td>103.54870</td>\n",
       "      <td>0.99104</td>\n",
       "      <td>24.896999</td>\n",
       "      <td>1.082088e+07</td>\n",
       "      <td>19.700000</td>\n",
       "      <td>-0.437834</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HND</th>\n",
       "      <td>89.981710</td>\n",
       "      <td>28.912325</td>\n",
       "      <td>637727.0</td>\n",
       "      <td>2286.200039</td>\n",
       "      <td>44.835000</td>\n",
       "      <td>81.445312</td>\n",
       "      <td>74.495000</td>\n",
       "      <td>78.42569</td>\n",
       "      <td>20.09608</td>\n",
       "      <td>29.14566</td>\n",
       "      <td>100.68880</td>\n",
       "      <td>0.99439</td>\n",
       "      <td>4.592000</td>\n",
       "      <td>9.112916e+06</td>\n",
       "      <td>25.800000</td>\n",
       "      <td>3.840080</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HUN</th>\n",
       "      <td>100.000000</td>\n",
       "      <td>58.146471</td>\n",
       "      <td>826626.0</td>\n",
       "      <td>12503.682068</td>\n",
       "      <td>29.500000</td>\n",
       "      <td>108.726698</td>\n",
       "      <td>75.568293</td>\n",
       "      <td>96.37729</td>\n",
       "      <td>2.86345</td>\n",
       "      <td>10.97863</td>\n",
       "      <td>100.67700</td>\n",
       "      <td>0.99680</td>\n",
       "      <td>6.813000</td>\n",
       "      <td>9.843028e+06</td>\n",
       "      <td>10.100000</td>\n",
       "      <td>3.536425</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ISL</th>\n",
       "      <td>100.000000</td>\n",
       "      <td>18.673317</td>\n",
       "      <td>36818.0</td>\n",
       "      <td>52428.595763</td>\n",
       "      <td>6.300000</td>\n",
       "      <td>3.299900</td>\n",
       "      <td>82.468293</td>\n",
       "      <td>98.63840</td>\n",
       "      <td>1.32270</td>\n",
       "      <td>10.14405</td>\n",
       "      <td>99.22846</td>\n",
       "      <td>0.99904</td>\n",
       "      <td>3.979000</td>\n",
       "      <td>3.308150e+05</td>\n",
       "      <td>41.300000</td>\n",
       "      <td>4.467861</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IRN</th>\n",
       "      <td>99.982254</td>\n",
       "      <td>28.214102</td>\n",
       "      <td>5712478.0</td>\n",
       "      <td>4916.085938</td>\n",
       "      <td>26.642000</td>\n",
       "      <td>48.191394</td>\n",
       "      <td>75.796000</td>\n",
       "      <td>99.76909</td>\n",
       "      <td>0.23091</td>\n",
       "      <td>26.77414</td>\n",
       "      <td>102.85460</td>\n",
       "      <td>1.06232</td>\n",
       "      <td>11.060000</td>\n",
       "      <td>7.849222e+07</td>\n",
       "      <td>3.100000</td>\n",
       "      <td>-1.320645</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ECA</th>\n",
       "      <td>99.992234</td>\n",
       "      <td>28.205000</td>\n",
       "      <td>36400000.0</td>\n",
       "      <td>7517.912478</td>\n",
       "      <td>33.571967</td>\n",
       "      <td>18.161155</td>\n",
       "      <td>72.710373</td>\n",
       "      <td>94.89624</td>\n",
       "      <td>3.55328</td>\n",
       "      <td>17.82266</td>\n",
       "      <td>98.27954</td>\n",
       "      <td>0.99887</td>\n",
       "      <td>7.542562</td>\n",
       "      <td>4.108443e+08</td>\n",
       "      <td>18.021552</td>\n",
       "      <td>0.818800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TEC</th>\n",
       "      <td>99.992957</td>\n",
       "      <td>28.452858</td>\n",
       "      <td>39300000.0</td>\n",
       "      <td>7981.267098</td>\n",
       "      <td>34.185401</td>\n",
       "      <td>19.710602</td>\n",
       "      <td>73.150247</td>\n",
       "      <td>95.03961</td>\n",
       "      <td>3.53551</td>\n",
       "      <td>16.56762</td>\n",
       "      <td>100.47830</td>\n",
       "      <td>0.99921</td>\n",
       "      <td>7.616557</td>\n",
       "      <td>4.530343e+08</td>\n",
       "      <td>18.887483</td>\n",
       "      <td>1.224060</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EUU</th>\n",
       "      <td>100.000000</td>\n",
       "      <td>43.046352</td>\n",
       "      <td>42400000.0</td>\n",
       "      <td>32265.880882</td>\n",
       "      <td>24.977388</td>\n",
       "      <td>120.264908</td>\n",
       "      <td>80.620593</td>\n",
       "      <td>97.76725</td>\n",
       "      <td>1.33119</td>\n",
       "      <td>13.40088</td>\n",
       "      <td>100.81910</td>\n",
       "      <td>0.99903</td>\n",
       "      <td>9.383205</td>\n",
       "      <td>5.097176e+08</td>\n",
       "      <td>28.381321</td>\n",
       "      <td>2.338866</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HPC</th>\n",
       "      <td>35.708870</td>\n",
       "      <td>38.602651</td>\n",
       "      <td>40500000.0</td>\n",
       "      <td>920.453213</td>\n",
       "      <td>65.358531</td>\n",
       "      <td>41.322116</td>\n",
       "      <td>61.852953</td>\n",
       "      <td>80.05292</td>\n",
       "      <td>18.46955</td>\n",
       "      <td>39.91367</td>\n",
       "      <td>122.93780</td>\n",
       "      <td>0.94184</td>\n",
       "      <td>4.057183</td>\n",
       "      <td>7.181284e+08</td>\n",
       "      <td>23.852950</td>\n",
       "      <td>4.921545</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HIC</th>\n",
       "      <td>99.977482</td>\n",
       "      <td>35.004300</td>\n",
       "      <td>91000000.0</td>\n",
       "      <td>40165.803565</td>\n",
       "      <td>19.197787</td>\n",
       "      <td>33.906859</td>\n",
       "      <td>80.489614</td>\n",
       "      <td>96.47245</td>\n",
       "      <td>1.54695</td>\n",
       "      <td>14.02746</td>\n",
       "      <td>102.03540</td>\n",
       "      <td>1.00032</td>\n",
       "      <td>6.617682</td>\n",
       "      <td>1.191327e+09</td>\n",
       "      <td>26.435207</td>\n",
       "      <td>2.323517</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IBD</th>\n",
       "      <td>95.399599</td>\n",
       "      <td>36.821922</td>\n",
       "      <td>393000000.0</td>\n",
       "      <td>5569.060182</td>\n",
       "      <td>46.839635</td>\n",
       "      <td>66.933535</td>\n",
       "      <td>72.699876</td>\n",
       "      <td>96.35205</td>\n",
       "      <td>3.15313</td>\n",
       "      <td>21.50841</td>\n",
       "      <td>101.87500</td>\n",
       "      <td>1.02594</td>\n",
       "      <td>5.090760</td>\n",
       "      <td>4.643768e+09</td>\n",
       "      <td>21.302907</td>\n",
       "      <td>3.838403</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IBT</th>\n",
       "      <td>84.588038</td>\n",
       "      <td>38.299495</td>\n",
       "      <td>493000000.0</td>\n",
       "      <td>4525.228811</td>\n",
       "      <td>51.192481</td>\n",
       "      <td>66.183135</td>\n",
       "      <td>70.357029</td>\n",
       "      <td>89.59166</td>\n",
       "      <td>9.17189</td>\n",
       "      <td>24.93134</td>\n",
       "      <td>105.99010</td>\n",
       "      <td>0.99935</td>\n",
       "      <td>4.944768</td>\n",
       "      <td>6.177553e+09</td>\n",
       "      <td>21.114788</td>\n",
       "      <td>3.859921</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IDB</th>\n",
       "      <td>61.950417</td>\n",
       "      <td>52.968278</td>\n",
       "      <td>35800000.0</td>\n",
       "      <td>1973.224112</td>\n",
       "      <td>58.994712</td>\n",
       "      <td>87.213963</td>\n",
       "      <td>61.371577</td>\n",
       "      <td>68.29077</td>\n",
       "      <td>26.76077</td>\n",
       "      <td>34.17311</td>\n",
       "      <td>97.98697</td>\n",
       "      <td>0.93768</td>\n",
       "      <td>5.014958</td>\n",
       "      <td>5.194298e+08</td>\n",
       "      <td>18.572967</td>\n",
       "      <td>3.873094</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IDX</th>\n",
       "      <td>46.684429</td>\n",
       "      <td>39.141281</td>\n",
       "      <td>64900000.0</td>\n",
       "      <td>1057.633648</td>\n",
       "      <td>67.153013</td>\n",
       "      <td>56.335277</td>\n",
       "      <td>64.231762</td>\n",
       "      <td>81.45209</td>\n",
       "      <td>17.07589</td>\n",
       "      <td>36.95185</td>\n",
       "      <td>121.63870</td>\n",
       "      <td>0.95709</td>\n",
       "      <td>4.132473</td>\n",
       "      <td>1.014355e+09</td>\n",
       "      <td>21.431341</td>\n",
       "      <td>4.462011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LCN</th>\n",
       "      <td>97.326187</td>\n",
       "      <td>37.707432</td>\n",
       "      <td>64000000.0</td>\n",
       "      <td>8856.928817</td>\n",
       "      <td>20.145987</td>\n",
       "      <td>31.088113</td>\n",
       "      <td>74.959698</td>\n",
       "      <td>95.53155</td>\n",
       "      <td>3.29980</td>\n",
       "      <td>21.72139</td>\n",
       "      <td>100.50320</td>\n",
       "      <td>0.97973</td>\n",
       "      <td>6.640659</td>\n",
       "      <td>6.229860e+08</td>\n",
       "      <td>27.908350</td>\n",
       "      <td>0.087392</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LAC</th>\n",
       "      <td>97.227906</td>\n",
       "      <td>38.004919</td>\n",
       "      <td>61400000.0</td>\n",
       "      <td>8449.223414</td>\n",
       "      <td>20.359647</td>\n",
       "      <td>31.096219</td>\n",
       "      <td>74.760447</td>\n",
       "      <td>95.68951</td>\n",
       "      <td>3.18495</td>\n",
       "      <td>21.98897</td>\n",
       "      <td>100.59590</td>\n",
       "      <td>0.97994</td>\n",
       "      <td>6.644718</td>\n",
       "      <td>5.914168e+08</td>\n",
       "      <td>29.205806</td>\n",
       "      <td>-0.064061</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TLA</th>\n",
       "      <td>97.269219</td>\n",
       "      <td>37.619114</td>\n",
       "      <td>62900000.0</td>\n",
       "      <td>8716.406758</td>\n",
       "      <td>20.149901</td>\n",
       "      <td>30.479472</td>\n",
       "      <td>74.864734</td>\n",
       "      <td>95.61743</td>\n",
       "      <td>3.19511</td>\n",
       "      <td>22.15856</td>\n",
       "      <td>100.58080</td>\n",
       "      <td>0.98006</td>\n",
       "      <td>6.686993</td>\n",
       "      <td>6.069570e+08</td>\n",
       "      <td>24.268971</td>\n",
       "      <td>0.047912</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LDC</th>\n",
       "      <td>42.812959</td>\n",
       "      <td>38.749190</td>\n",
       "      <td>58600000.0</td>\n",
       "      <td>1020.578572</td>\n",
       "      <td>67.998731</td>\n",
       "      <td>52.983281</td>\n",
       "      <td>63.947777</td>\n",
       "      <td>81.41431</td>\n",
       "      <td>17.28761</td>\n",
       "      <td>38.00919</td>\n",
       "      <td>124.90740</td>\n",
       "      <td>0.95360</td>\n",
       "      <td>4.027290</td>\n",
       "      <td>9.411313e+08</td>\n",
       "      <td>23.044322</td>\n",
       "      <td>4.047272</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LMY</th>\n",
       "      <td>84.272316</td>\n",
       "      <td>38.343081</td>\n",
       "      <td>492000000.0</td>\n",
       "      <td>4418.337014</td>\n",
       "      <td>51.297339</td>\n",
       "      <td>66.687760</td>\n",
       "      <td>70.293775</td>\n",
       "      <td>89.57126</td>\n",
       "      <td>9.19518</td>\n",
       "      <td>25.04042</td>\n",
       "      <td>105.88380</td>\n",
       "      <td>0.99937</td>\n",
       "      <td>4.911082</td>\n",
       "      <td>6.149221e+09</td>\n",
       "      <td>21.563994</td>\n",
       "      <td>3.886911</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LIC</th>\n",
       "      <td>34.333636</td>\n",
       "      <td>39.768807</td>\n",
       "      <td>37400000.0</td>\n",
       "      <td>792.208130</td>\n",
       "      <td>68.712638</td>\n",
       "      <td>47.863709</td>\n",
       "      <td>62.554738</td>\n",
       "      <td>80.75827</td>\n",
       "      <td>18.02432</td>\n",
       "      <td>40.13131</td>\n",
       "      <td>126.88010</td>\n",
       "      <td>0.93673</td>\n",
       "      <td>3.760173</td>\n",
       "      <td>6.534052e+08</td>\n",
       "      <td>22.041572</td>\n",
       "      <td>2.874426</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LMC</th>\n",
       "      <td>82.158725</td>\n",
       "      <td>45.900366</td>\n",
       "      <td>250000000.0</td>\n",
       "      <td>1995.940544</td>\n",
       "      <td>60.882354</td>\n",
       "      <td>143.883379</td>\n",
       "      <td>67.804712</td>\n",
       "      <td>88.13165</td>\n",
       "      <td>10.24032</td>\n",
       "      <td>28.01515</td>\n",
       "      <td>103.76270</td>\n",
       "      <td>1.02658</td>\n",
       "      <td>4.130142</td>\n",
       "      <td>2.898058e+09</td>\n",
       "      <td>20.070013</td>\n",
       "      <td>5.585129</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MEA</th>\n",
       "      <td>97.431377</td>\n",
       "      <td>33.316101</td>\n",
       "      <td>35500000.0</td>\n",
       "      <td>7388.593939</td>\n",
       "      <td>35.629099</td>\n",
       "      <td>37.940309</td>\n",
       "      <td>73.514845</td>\n",
       "      <td>94.27961</td>\n",
       "      <td>5.32258</td>\n",
       "      <td>19.94048</td>\n",
       "      <td>103.75720</td>\n",
       "      <td>0.96846</td>\n",
       "      <td>9.906036</td>\n",
       "      <td>4.258218e+08</td>\n",
       "      <td>16.388246</td>\n",
       "      <td>2.509976</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MNA</th>\n",
       "      <td>96.994920</td>\n",
       "      <td>22.878483</td>\n",
       "      <td>30100000.0</td>\n",
       "      <td>3960.769906</td>\n",
       "      <td>39.398369</td>\n",
       "      <td>42.121496</td>\n",
       "      <td>73.000296</td>\n",
       "      <td>93.68425</td>\n",
       "      <td>5.97224</td>\n",
       "      <td>22.27264</td>\n",
       "      <td>102.81930</td>\n",
       "      <td>0.96236</td>\n",
       "      <td>11.587813</td>\n",
       "      <td>3.639756e+08</td>\n",
       "      <td>16.902135</td>\n",
       "      <td>0.984978</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TMN</th>\n",
       "      <td>96.959246</td>\n",
       "      <td>22.860048</td>\n",
       "      <td>29400000.0</td>\n",
       "      <td>3972.175733</td>\n",
       "      <td>39.573662</td>\n",
       "      <td>41.656355</td>\n",
       "      <td>72.995053</td>\n",
       "      <td>93.66511</td>\n",
       "      <td>5.99216</td>\n",
       "      <td>22.25553</td>\n",
       "      <td>102.90540</td>\n",
       "      <td>0.96197</td>\n",
       "      <td>11.437460</td>\n",
       "      <td>3.597055e+08</td>\n",
       "      <td>16.902135</td>\n",
       "      <td>0.965836</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MIC</th>\n",
       "      <td>90.209656</td>\n",
       "      <td>38.095292</td>\n",
       "      <td>455000000.0</td>\n",
       "      <td>4850.346612</td>\n",
       "      <td>49.226131</td>\n",
       "      <td>69.958907</td>\n",
       "      <td>71.213915</td>\n",
       "      <td>91.34880</td>\n",
       "      <td>7.41438</td>\n",
       "      <td>23.27888</td>\n",
       "      <td>101.85240</td>\n",
       "      <td>1.01251</td>\n",
       "      <td>5.035677</td>\n",
       "      <td>5.495816e+09</td>\n",
       "      <td>21.410397</td>\n",
       "      <td>3.901337</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OED</th>\n",
       "      <td>99.900831</td>\n",
       "      <td>34.218083</td>\n",
       "      <td>109000000.0</td>\n",
       "      <td>36604.036210</td>\n",
       "      <td>19.990396</td>\n",
       "      <td>37.151247</td>\n",
       "      <td>79.934026</td>\n",
       "      <td>96.73227</td>\n",
       "      <td>1.59925</td>\n",
       "      <td>15.65422</td>\n",
       "      <td>101.37450</td>\n",
       "      <td>0.99900</td>\n",
       "      <td>6.770438</td>\n",
       "      <td>1.280467e+09</td>\n",
       "      <td>27.959368</td>\n",
       "      <td>2.419495</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OSS</th>\n",
       "      <td>72.485615</td>\n",
       "      <td>40.400360</td>\n",
       "      <td>2019982.0</td>\n",
       "      <td>12832.040131</td>\n",
       "      <td>39.404635</td>\n",
       "      <td>14.247921</td>\n",
       "      <td>67.405236</td>\n",
       "      <td>84.83424</td>\n",
       "      <td>13.52198</td>\n",
       "      <td>23.55641</td>\n",
       "      <td>106.18460</td>\n",
       "      <td>0.97958</td>\n",
       "      <td>10.238516</td>\n",
       "      <td>2.894887e+07</td>\n",
       "      <td>18.619645</td>\n",
       "      <td>2.793413</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PST</th>\n",
       "      <td>99.992451</td>\n",
       "      <td>33.607978</td>\n",
       "      <td>84000000.0</td>\n",
       "      <td>40474.337602</td>\n",
       "      <td>19.254039</td>\n",
       "      <td>34.866612</td>\n",
       "      <td>80.394899</td>\n",
       "      <td>96.22131</td>\n",
       "      <td>1.67123</td>\n",
       "      <td>14.30129</td>\n",
       "      <td>99.79988</td>\n",
       "      <td>1.00009</td>\n",
       "      <td>6.869027</td>\n",
       "      <td>1.097025e+09</td>\n",
       "      <td>28.578706</td>\n",
       "      <td>2.109428</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PRE</th>\n",
       "      <td>40.292501</td>\n",
       "      <td>41.324807</td>\n",
       "      <td>49000000.0</td>\n",
       "      <td>1585.942265</td>\n",
       "      <td>60.406110</td>\n",
       "      <td>47.543045</td>\n",
       "      <td>59.511959</td>\n",
       "      <td>75.14642</td>\n",
       "      <td>22.66607</td>\n",
       "      <td>35.34598</td>\n",
       "      <td>111.45690</td>\n",
       "      <td>0.94119</td>\n",
       "      <td>5.122494</td>\n",
       "      <td>8.457593e+08</td>\n",
       "      <td>21.842412</td>\n",
       "      <td>3.070877</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SST</th>\n",
       "      <td>77.426679</td>\n",
       "      <td>34.179070</td>\n",
       "      <td>2815803.0</td>\n",
       "      <td>11732.173394</td>\n",
       "      <td>42.622785</td>\n",
       "      <td>15.405488</td>\n",
       "      <td>68.614011</td>\n",
       "      <td>85.93655</td>\n",
       "      <td>11.72521</td>\n",
       "      <td>22.66048</td>\n",
       "      <td>104.49780</td>\n",
       "      <td>0.98353</td>\n",
       "      <td>10.042463</td>\n",
       "      <td>3.852675e+07</td>\n",
       "      <td>16.944457</td>\n",
       "      <td>2.572772</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SSF</th>\n",
       "      <td>39.399695</td>\n",
       "      <td>43.679445</td>\n",
       "      <td>58900000.0</td>\n",
       "      <td>1669.443418</td>\n",
       "      <td>61.408927</td>\n",
       "      <td>46.861951</td>\n",
       "      <td>59.952831</td>\n",
       "      <td>77.56615</td>\n",
       "      <td>20.04884</td>\n",
       "      <td>37.50596</td>\n",
       "      <td>114.13590</td>\n",
       "      <td>0.95645</td>\n",
       "      <td>6.076070</td>\n",
       "      <td>9.954585e+08</td>\n",
       "      <td>23.640948</td>\n",
       "      <td>2.815844</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SSA</th>\n",
       "      <td>39.394007</td>\n",
       "      <td>43.680318</td>\n",
       "      <td>58900000.0</td>\n",
       "      <td>1668.215982</td>\n",
       "      <td>61.410505</td>\n",
       "      <td>46.858568</td>\n",
       "      <td>59.951484</td>\n",
       "      <td>77.56523</td>\n",
       "      <td>20.04984</td>\n",
       "      <td>37.50958</td>\n",
       "      <td>114.13660</td>\n",
       "      <td>0.95645</td>\n",
       "      <td>6.076070</td>\n",
       "      <td>9.953651e+08</td>\n",
       "      <td>23.566474</td>\n",
       "      <td>2.814316</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TSS</th>\n",
       "      <td>39.399695</td>\n",
       "      <td>43.679445</td>\n",
       "      <td>58900000.0</td>\n",
       "      <td>1669.443418</td>\n",
       "      <td>61.408927</td>\n",
       "      <td>46.861951</td>\n",
       "      <td>59.952831</td>\n",
       "      <td>77.56615</td>\n",
       "      <td>20.04884</td>\n",
       "      <td>37.50596</td>\n",
       "      <td>114.13590</td>\n",
       "      <td>0.95645</td>\n",
       "      <td>6.076070</td>\n",
       "      <td>9.954585e+08</td>\n",
       "      <td>23.640948</td>\n",
       "      <td>2.815844</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>UMC</th>\n",
       "      <td>99.191467</td>\n",
       "      <td>35.403619</td>\n",
       "      <td>204000000.0</td>\n",
       "      <td>8032.489459</td>\n",
       "      <td>36.213422</td>\n",
       "      <td>44.469925</td>\n",
       "      <td>75.017527</td>\n",
       "      <td>96.38323</td>\n",
       "      <td>2.99216</td>\n",
       "      <td>18.32687</td>\n",
       "      <td>98.66924</td>\n",
       "      <td>0.99007</td>\n",
       "      <td>5.802802</td>\n",
       "      <td>2.597758e+09</td>\n",
       "      <td>22.366320</td>\n",
       "      <td>3.411958</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WLD</th>\n",
       "      <td>86.778707</td>\n",
       "      <td>37.421819</td>\n",
       "      <td>583000000.0</td>\n",
       "      <td>10217.656013</td>\n",
       "      <td>46.086627</td>\n",
       "      <td>57.643265</td>\n",
       "      <td>71.947898</td>\n",
       "      <td>90.30999</td>\n",
       "      <td>8.37648</td>\n",
       "      <td>23.10596</td>\n",
       "      <td>105.48740</td>\n",
       "      <td>0.99946</td>\n",
       "      <td>5.216669</td>\n",
       "      <td>7.340548e+09</td>\n",
       "      <td>22.852166</td>\n",
       "      <td>2.852939</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>109 rows × 16 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              Access to electricity (% of population) [EG.ELC.ACCS.ZS]  \\\n",
       "Country Code                                                             \n",
       "ALB                                                  100.000000          \n",
       "AUT                                                  100.000000          \n",
       "BHS                                                  100.000000          \n",
       "BHR                                                  100.000000          \n",
       "BLR                                                  100.000000          \n",
       "BEL                                                  100.000000          \n",
       "BLZ                                                   91.800000          \n",
       "BOL                                                   91.522822          \n",
       "BFA                                                   21.789345          \n",
       "CPV                                                   88.378189          \n",
       "CMR                                                   58.814274          \n",
       "TCD                                                    7.700000          \n",
       "CHL                                                   99.714844          \n",
       "COL                                                   98.186898          \n",
       "CRI                                                   99.409804          \n",
       "CIV                                                   63.312946          \n",
       "HRV                                                  100.000000          \n",
       "CUB                                                   99.268761          \n",
       "CYP                                                  100.000000          \n",
       "DJI                                                   57.549080          \n",
       "DOM                                                   98.560364          \n",
       "SLV                                                   95.400000          \n",
       "SWZ                                                   66.028038          \n",
       "GEO                                                   99.994484          \n",
       "DEU                                                  100.000000          \n",
       "GRC                                                  100.000000          \n",
       "HND                                                   89.981710          \n",
       "HUN                                                  100.000000          \n",
       "ISL                                                  100.000000          \n",
       "IRN                                                   99.982254          \n",
       "...                                                         ...          \n",
       "ECA                                                   99.992234          \n",
       "TEC                                                   99.992957          \n",
       "EUU                                                  100.000000          \n",
       "HPC                                                   35.708870          \n",
       "HIC                                                   99.977482          \n",
       "IBD                                                   95.399599          \n",
       "IBT                                                   84.588038          \n",
       "IDB                                                   61.950417          \n",
       "IDX                                                   46.684429          \n",
       "LCN                                                   97.326187          \n",
       "LAC                                                   97.227906          \n",
       "TLA                                                   97.269219          \n",
       "LDC                                                   42.812959          \n",
       "LMY                                                   84.272316          \n",
       "LIC                                                   34.333636          \n",
       "LMC                                                   82.158725          \n",
       "MEA                                                   97.431377          \n",
       "MNA                                                   96.994920          \n",
       "TMN                                                   96.959246          \n",
       "MIC                                                   90.209656          \n",
       "OED                                                   99.900831          \n",
       "OSS                                                   72.485615          \n",
       "PST                                                   99.992451          \n",
       "PRE                                                   40.292501          \n",
       "SST                                                   77.426679          \n",
       "SSF                                                   39.399695          \n",
       "SSA                                                   39.394007          \n",
       "TSS                                                   39.399695          \n",
       "UMC                                                   99.191467          \n",
       "WLD                                                   86.778707          \n",
       "\n",
       "              Agricultural land (% of land area) [AG.LND.AGRI.ZS]  \\\n",
       "Country Code                                                        \n",
       "ALB                                                   42.857666     \n",
       "AUT                                                   32.941726     \n",
       "BHS                                                    1.398601     \n",
       "BHR                                                   11.053985     \n",
       "BLR                                                   42.242016     \n",
       "BEL                                                   43.857332     \n",
       "BLZ                                                    7.014467     \n",
       "BOL                                                   34.765070     \n",
       "BFA                                                   44.225146     \n",
       "CPV                                                   19.602978     \n",
       "CMR                                                   20.625754     \n",
       "TCD                                                   39.656131     \n",
       "CHL                                                   21.229751     \n",
       "COL                                                   40.257415     \n",
       "CRI                                                   34.860948     \n",
       "CIV                                                   64.779874     \n",
       "HRV                                                   27.476769     \n",
       "CUB                                                   59.991346     \n",
       "CYP                                                   13.799784     \n",
       "DJI                                                   73.425367     \n",
       "DOM                                                   48.685572     \n",
       "SLV                                                   75.530888     \n",
       "SWZ                                                   71.046512     \n",
       "GEO                                                   34.797814     \n",
       "DEU                                                   47.959206     \n",
       "GRC                                                   48.091544     \n",
       "HND                                                   28.912325     \n",
       "HUN                                                   58.146471     \n",
       "ISL                                                   18.673317     \n",
       "IRN                                                   28.214102     \n",
       "...                                                         ...     \n",
       "ECA                                                   28.205000     \n",
       "TEC                                                   28.452858     \n",
       "EUU                                                   43.046352     \n",
       "HPC                                                   38.602651     \n",
       "HIC                                                   35.004300     \n",
       "IBD                                                   36.821922     \n",
       "IBT                                                   38.299495     \n",
       "IDB                                                   52.968278     \n",
       "IDX                                                   39.141281     \n",
       "LCN                                                   37.707432     \n",
       "LAC                                                   38.004919     \n",
       "TLA                                                   37.619114     \n",
       "LDC                                                   38.749190     \n",
       "LMY                                                   38.343081     \n",
       "LIC                                                   39.768807     \n",
       "LMC                                                   45.900366     \n",
       "MEA                                                   33.316101     \n",
       "MNA                                                   22.878483     \n",
       "TMN                                                   22.860048     \n",
       "MIC                                                   38.095292     \n",
       "OED                                                   34.218083     \n",
       "OSS                                                   40.400360     \n",
       "PST                                                   33.607978     \n",
       "PRE                                                   41.324807     \n",
       "SST                                                   34.179070     \n",
       "SSF                                                   43.679445     \n",
       "SSA                                                   43.680318     \n",
       "TSS                                                   43.679445     \n",
       "UMC                                                   35.403619     \n",
       "WLD                                                   37.421819     \n",
       "\n",
       "              Secondary education, pupils [SE.SEC.ENRL]  \\\n",
       "Country Code                                              \n",
       "ALB                                            315079.0   \n",
       "AUT                                            691071.3   \n",
       "BHS                                             25766.0   \n",
       "BHR                                             92454.0   \n",
       "BLR                                            644153.0   \n",
       "BEL                                           1217912.0   \n",
       "BLZ                                             37856.0   \n",
       "BOL                                           1153379.0   \n",
       "BFA                                            965550.0   \n",
       "CPV                                             58657.0   \n",
       "CMR                                           2108279.0   \n",
       "TCD                                            513248.0   \n",
       "CHL                                           1546323.0   \n",
       "COL                                           4793963.0   \n",
       "CRI                                            460252.0   \n",
       "CIV                                           1587348.0   \n",
       "HRV                                            360205.0   \n",
       "CUB                                            825055.0   \n",
       "CYP                                             57161.0   \n",
       "DJI                                             59483.0   \n",
       "DOM                                            929493.0   \n",
       "SLV                                            599947.0   \n",
       "SWZ                                            100494.0   \n",
       "GEO                                            277874.0   \n",
       "DEU                                           7112950.0   \n",
       "GRC                                            662741.0   \n",
       "HND                                            637727.0   \n",
       "HUN                                            826626.0   \n",
       "ISL                                             36818.0   \n",
       "IRN                                           5712478.0   \n",
       "...                                                 ...   \n",
       "ECA                                          36400000.0   \n",
       "TEC                                          39300000.0   \n",
       "EUU                                          42400000.0   \n",
       "HPC                                          40500000.0   \n",
       "HIC                                          91000000.0   \n",
       "IBD                                         393000000.0   \n",
       "IBT                                         493000000.0   \n",
       "IDB                                          35800000.0   \n",
       "IDX                                          64900000.0   \n",
       "LCN                                          64000000.0   \n",
       "LAC                                          61400000.0   \n",
       "TLA                                          62900000.0   \n",
       "LDC                                          58600000.0   \n",
       "LMY                                         492000000.0   \n",
       "LIC                                          37400000.0   \n",
       "LMC                                         250000000.0   \n",
       "MEA                                          35500000.0   \n",
       "MNA                                          30100000.0   \n",
       "TMN                                          29400000.0   \n",
       "MIC                                         455000000.0   \n",
       "OED                                         109000000.0   \n",
       "OSS                                           2019982.0   \n",
       "PST                                          84000000.0   \n",
       "PRE                                          49000000.0   \n",
       "SST                                           2815803.0   \n",
       "SSF                                          58900000.0   \n",
       "SSA                                          58900000.0   \n",
       "TSS                                          58900000.0   \n",
       "UMC                                         204000000.0   \n",
       "WLD                                         583000000.0   \n",
       "\n",
       "              GDP per capita (current US$) [NY.GDP.PCAP.CD]  \\\n",
       "Country Code                                                  \n",
       "ALB                                             3952.830781   \n",
       "AUT                                            44176.671743   \n",
       "BHS                                            31512.856555   \n",
       "BHR                                            22688.944400   \n",
       "BLR                                             5949.106307   \n",
       "BEL                                            40441.052042   \n",
       "BLZ                                             4883.179011   \n",
       "BOL                                             3035.972215   \n",
       "BFA                                              575.314454   \n",
       "CPV                                             3043.013984   \n",
       "CMR                                             1326.969277   \n",
       "TCD                                              775.707524   \n",
       "CHL                                            13574.171504   \n",
       "COL                                             6175.876030   \n",
       "CRI                                            11299.136177   \n",
       "CIV                                             1426.457845   \n",
       "HRV                                            11780.131242   \n",
       "CUB                                             7694.011920   \n",
       "CYP                                            23217.484151   \n",
       "DJI                                             1787.477500   \n",
       "DOM                                             6691.716920   \n",
       "SLV                                             3705.577946   \n",
       "SWZ                                             3641.408583   \n",
       "GEO                                             3756.383768   \n",
       "DEU                                            41394.658161   \n",
       "GRC                                            18167.773717   \n",
       "HND                                             2286.200039   \n",
       "HUN                                            12503.682068   \n",
       "ISL                                            52428.595763   \n",
       "IRN                                             4916.085938   \n",
       "...                                                     ...   \n",
       "ECA                                             7517.912478   \n",
       "TEC                                             7981.267098   \n",
       "EUU                                            32265.880882   \n",
       "HPC                                              920.453213   \n",
       "HIC                                            40165.803565   \n",
       "IBD                                             5569.060182   \n",
       "IBT                                             4525.228811   \n",
       "IDB                                             1973.224112   \n",
       "IDX                                             1057.633648   \n",
       "LCN                                             8856.928817   \n",
       "LAC                                             8449.223414   \n",
       "TLA                                             8716.406758   \n",
       "LDC                                             1020.578572   \n",
       "LMY                                             4418.337014   \n",
       "LIC                                              792.208130   \n",
       "LMC                                             1995.940544   \n",
       "MEA                                             7388.593939   \n",
       "MNA                                             3960.769906   \n",
       "TMN                                             3972.175733   \n",
       "MIC                                             4850.346612   \n",
       "OED                                            36604.036210   \n",
       "OSS                                            12832.040131   \n",
       "PST                                            40474.337602   \n",
       "PRE                                             1585.942265   \n",
       "SST                                            11732.173394   \n",
       "SSF                                             1669.443418   \n",
       "SSA                                             1668.215982   \n",
       "TSS                                             1669.443418   \n",
       "UMC                                             8032.489459   \n",
       "WLD                                            10217.656013   \n",
       "\n",
       "              Rural population (% of total population) [SP.RUR.TOTL.ZS]  \\\n",
       "Country Code                                                              \n",
       "ALB                                                   42.566000           \n",
       "AUT                                                   42.285000           \n",
       "BHS                                                   17.254000           \n",
       "BHR                                                   11.001000           \n",
       "BLR                                                   22.819000           \n",
       "BEL                                                    2.124000           \n",
       "BLZ                                                   54.594000           \n",
       "BOL                                                   31.607000           \n",
       "BFA                                                   72.470000           \n",
       "CPV                                                   35.700000           \n",
       "CMR                                                   45.422000           \n",
       "TCD                                                   77.485000           \n",
       "CHL                                                   12.640000           \n",
       "COL                                                   20.236000           \n",
       "CRI                                                   23.138000           \n",
       "CIV                                                   50.556000           \n",
       "HRV                                                   43.845000           \n",
       "CUB                                                   23.104000           \n",
       "CYP                                                   33.054000           \n",
       "DJI                                                   22.583000           \n",
       "DOM                                                   21.434000           \n",
       "SLV                                                   30.300000           \n",
       "SWZ                                                   76.700000           \n",
       "GEO                                                   42.552000           \n",
       "DEU                                                   22.800000           \n",
       "GRC                                                   21.954000           \n",
       "HND                                                   44.835000           \n",
       "HUN                                                   29.500000           \n",
       "ISL                                                    6.300000           \n",
       "IRN                                                   26.642000           \n",
       "...                                                         ...           \n",
       "ECA                                                   33.571967           \n",
       "TEC                                                   34.185401           \n",
       "EUU                                                   24.977388           \n",
       "HPC                                                   65.358531           \n",
       "HIC                                                   19.197787           \n",
       "IBD                                                   46.839635           \n",
       "IBT                                                   51.192481           \n",
       "IDB                                                   58.994712           \n",
       "IDX                                                   67.153013           \n",
       "LCN                                                   20.145987           \n",
       "LAC                                                   20.359647           \n",
       "TLA                                                   20.149901           \n",
       "LDC                                                   67.998731           \n",
       "LMY                                                   51.297339           \n",
       "LIC                                                   68.712638           \n",
       "LMC                                                   60.882354           \n",
       "MEA                                                   35.629099           \n",
       "MNA                                                   39.398369           \n",
       "TMN                                                   39.573662           \n",
       "MIC                                                   49.226131           \n",
       "OED                                                   19.990396           \n",
       "OSS                                                   39.404635           \n",
       "PST                                                   19.254039           \n",
       "PRE                                                   60.406110           \n",
       "SST                                                   42.622785           \n",
       "SSF                                                   61.408927           \n",
       "SSA                                                   61.410505           \n",
       "TSS                                                   61.408927           \n",
       "UMC                                                   36.213422           \n",
       "WLD                                                   46.086627           \n",
       "\n",
       "              Population density (people per sq. km of land area) [EN.POP.DNST]  \\\n",
       "Country Code                                                                      \n",
       "ALB                                                  105.135146                   \n",
       "AUT                                                  104.730793                   \n",
       "BHS                                                   37.383217                   \n",
       "BHR                                                 1763.304558                   \n",
       "BLR                                                   46.751942                   \n",
       "BEL                                                  372.331440                   \n",
       "BLZ                                                   15.823455                   \n",
       "BOL                                                   10.033906                   \n",
       "BFA                                                   66.193801                   \n",
       "CPV                                                  130.209181                   \n",
       "CMR                                                   49.286810                   \n",
       "TCD                                                   11.206302                   \n",
       "CHL                                                   24.167557                   \n",
       "COL                                                   42.830705                   \n",
       "CRI                                                   94.943282                   \n",
       "CIV                                                   73.038186                   \n",
       "HRV                                                   75.118013                   \n",
       "CUB                                                  108.871188                   \n",
       "CYP                                                  125.647727                   \n",
       "DJI                                                   39.430242                   \n",
       "DOM                                                  212.827158                   \n",
       "SLV                                                  305.266602                   \n",
       "SWZ                                                   64.188605                   \n",
       "GEO                                                   65.175059                   \n",
       "DEU                                                  234.153669                   \n",
       "GRC                                                   83.947890                   \n",
       "HND                                                   81.445312                   \n",
       "HUN                                                  108.726698                   \n",
       "ISL                                                    3.299900                   \n",
       "IRN                                                   48.191394                   \n",
       "...                                                         ...                   \n",
       "ECA                                                   18.161155                   \n",
       "TEC                                                   19.710602                   \n",
       "EUU                                                  120.264908                   \n",
       "HPC                                                   41.322116                   \n",
       "HIC                                                   33.906859                   \n",
       "IBD                                                   66.933535                   \n",
       "IBT                                                   66.183135                   \n",
       "IDB                                                   87.213963                   \n",
       "IDX                                                   56.335277                   \n",
       "LCN                                                   31.088113                   \n",
       "LAC                                                   31.096219                   \n",
       "TLA                                                   30.479472                   \n",
       "LDC                                                   52.983281                   \n",
       "LMY                                                   66.687760                   \n",
       "LIC                                                   47.863709                   \n",
       "LMC                                                  143.883379                   \n",
       "MEA                                                   37.940309                   \n",
       "MNA                                                   42.121496                   \n",
       "TMN                                                   41.656355                   \n",
       "MIC                                                   69.958907                   \n",
       "OED                                                   37.151247                   \n",
       "OSS                                                   14.247921                   \n",
       "PST                                                   34.866612                   \n",
       "PRE                                                   47.543045                   \n",
       "SST                                                   15.405488                   \n",
       "SSF                                                   46.861951                   \n",
       "SSA                                                   46.858568                   \n",
       "TSS                                                   46.861951                   \n",
       "UMC                                                   44.469925                   \n",
       "WLD                                                   57.643265                   \n",
       "\n",
       "              Life expectancy at birth, total (years) [SP.DYN.LE00.IN]  \\\n",
       "Country Code                                                             \n",
       "ALB                                                   78.025000          \n",
       "AUT                                                   81.190244          \n",
       "BHS                                                   73.088000          \n",
       "BHR                                                   76.762000          \n",
       "BLR                                                   73.624390          \n",
       "BEL                                                   80.992683          \n",
       "BLZ                                                   74.034000          \n",
       "BOL                                                   70.277000          \n",
       "BFA                                                   59.919000          \n",
       "CPV                                                   72.117000          \n",
       "CMR                                                   57.583000          \n",
       "TCD                                                   53.137000          \n",
       "CHL                                                   79.646000          \n",
       "COL                                                   76.531000          \n",
       "CRI                                                   79.565000          \n",
       "CIV                                                   56.065000          \n",
       "HRV                                                   77.275610          \n",
       "CUB                                                   78.561000          \n",
       "CYP                                                   80.350000          \n",
       "DJI                                                   64.136000          \n",
       "DOM                                                   73.241000          \n",
       "SLV                                                   72.412000          \n",
       "SWZ                                                   55.359000          \n",
       "GEO                                                   72.973000          \n",
       "DEU                                                   80.641463          \n",
       "GRC                                                   81.036585          \n",
       "HND                                                   74.495000          \n",
       "HUN                                                   75.568293          \n",
       "ISL                                                   82.468293          \n",
       "IRN                                                   75.796000          \n",
       "...                                                         ...          \n",
       "ECA                                                   72.710373          \n",
       "TEC                                                   73.150247          \n",
       "EUU                                                   80.620593          \n",
       "HPC                                                   61.852953          \n",
       "HIC                                                   80.489614          \n",
       "IBD                                                   72.699876          \n",
       "IBT                                                   70.357029          \n",
       "IDB                                                   61.371577          \n",
       "IDX                                                   64.231762          \n",
       "LCN                                                   74.959698          \n",
       "LAC                                                   74.760447          \n",
       "TLA                                                   74.864734          \n",
       "LDC                                                   63.947777          \n",
       "LMY                                                   70.293775          \n",
       "LIC                                                   62.554738          \n",
       "LMC                                                   67.804712          \n",
       "MEA                                                   73.514845          \n",
       "MNA                                                   73.000296          \n",
       "TMN                                                   72.995053          \n",
       "MIC                                                   71.213915          \n",
       "OED                                                   79.934026          \n",
       "OSS                                                   67.405236          \n",
       "PST                                                   80.394899          \n",
       "PRE                                                   59.511959          \n",
       "SST                                                   68.614011          \n",
       "SSF                                                   59.952831          \n",
       "SSA                                                   59.951484          \n",
       "TSS                                                   59.952831          \n",
       "UMC                                                   75.017527          \n",
       "WLD                                                   71.947898          \n",
       "\n",
       "              Adjusted net enrollment rate, primary (% of primary school age children) [SE.PRM.TENR]  \\\n",
       "Country Code                                                                                           \n",
       "ALB                                                    97.79873                                        \n",
       "AUT                                                    88.62591                                        \n",
       "BHS                                                    79.96521                                        \n",
       "BHR                                                    98.02753                                        \n",
       "BLR                                                    94.25545                                        \n",
       "BEL                                                    98.38347                                        \n",
       "BLZ                                                    99.28398                                        \n",
       "BOL                                                    88.70123                                        \n",
       "BFA                                                    69.95995                                        \n",
       "CPV                                                    93.38192                                        \n",
       "CMR                                                    95.19802                                        \n",
       "TCD                                                    79.35908                                        \n",
       "CHL                                                    93.47354                                        \n",
       "COL                                                    96.38124                                        \n",
       "CRI                                                    97.81775                                        \n",
       "CIV                                                    76.73595                                        \n",
       "HRV                                                    98.49112                                        \n",
       "CUB                                                    94.08411                                        \n",
       "CYP                                                    97.82834                                        \n",
       "DJI                                                    60.71870                                        \n",
       "DOM                                                    95.53493                                        \n",
       "SLV                                                    86.61827                                        \n",
       "SWZ                                                    84.30768                                        \n",
       "GEO                                                    99.73715                                        \n",
       "DEU                                                    99.59314                                        \n",
       "GRC                                                    97.32526                                        \n",
       "HND                                                    78.42569                                        \n",
       "HUN                                                    96.37729                                        \n",
       "ISL                                                    98.63840                                        \n",
       "IRN                                                    99.76909                                        \n",
       "...                                                         ...                                        \n",
       "ECA                                                    94.89624                                        \n",
       "TEC                                                    95.03961                                        \n",
       "EUU                                                    97.76725                                        \n",
       "HPC                                                    80.05292                                        \n",
       "HIC                                                    96.47245                                        \n",
       "IBD                                                    96.35205                                        \n",
       "IBT                                                    89.59166                                        \n",
       "IDB                                                    68.29077                                        \n",
       "IDX                                                    81.45209                                        \n",
       "LCN                                                    95.53155                                        \n",
       "LAC                                                    95.68951                                        \n",
       "TLA                                                    95.61743                                        \n",
       "LDC                                                    81.41431                                        \n",
       "LMY                                                    89.57126                                        \n",
       "LIC                                                    80.75827                                        \n",
       "LMC                                                    88.13165                                        \n",
       "MEA                                                    94.27961                                        \n",
       "MNA                                                    93.68425                                        \n",
       "TMN                                                    93.66511                                        \n",
       "MIC                                                    91.34880                                        \n",
       "OED                                                    96.73227                                        \n",
       "OSS                                                    84.83424                                        \n",
       "PST                                                    96.22131                                        \n",
       "PRE                                                    75.14642                                        \n",
       "SST                                                    85.93655                                        \n",
       "SSF                                                    77.56615                                        \n",
       "SSA                                                    77.56523                                        \n",
       "TSS                                                    77.56615                                        \n",
       "UMC                                                    96.38323                                        \n",
       "WLD                                                    90.30999                                        \n",
       "\n",
       "              Children out of school (% of primary school age) [SE.PRM.UNER.ZS]  \\\n",
       "Country Code                                                                      \n",
       "ALB                                                     2.20127                   \n",
       "AUT                                                     0.47045                   \n",
       "BHS                                                    18.40080                   \n",
       "BHR                                                     1.31748                   \n",
       "BLR                                                     1.50754                   \n",
       "BEL                                                     0.97579                   \n",
       "BLZ                                                     0.41269                   \n",
       "BOL                                                    11.03696                   \n",
       "BFA                                                    29.94701                   \n",
       "CPV                                                     6.61165                   \n",
       "CMR                                                     4.36570                   \n",
       "TCD                                                    20.64092                   \n",
       "CHL                                                     3.70606                   \n",
       "COL                                                     3.61876                   \n",
       "CRI                                                     1.88182                   \n",
       "CIV                                                    23.26405                   \n",
       "HRV                                                     1.14689                   \n",
       "CUB                                                     5.91589                   \n",
       "CYP                                                     1.39976                   \n",
       "DJI                                                    39.28130                   \n",
       "DOM                                                     4.46507                   \n",
       "SLV                                                     8.97465                   \n",
       "SWZ                                                    15.69232                   \n",
       "GEO                                                     0.26285                   \n",
       "DEU                                                     0.40686                   \n",
       "GRC                                                     2.17935                   \n",
       "HND                                                    20.09608                   \n",
       "HUN                                                     2.86345                   \n",
       "ISL                                                     1.32270                   \n",
       "IRN                                                     0.23091                   \n",
       "...                                                         ...                   \n",
       "ECA                                                     3.55328                   \n",
       "TEC                                                     3.53551                   \n",
       "EUU                                                     1.33119                   \n",
       "HPC                                                    18.46955                   \n",
       "HIC                                                     1.54695                   \n",
       "IBD                                                     3.15313                   \n",
       "IBT                                                     9.17189                   \n",
       "IDB                                                    26.76077                   \n",
       "IDX                                                    17.07589                   \n",
       "LCN                                                     3.29980                   \n",
       "LAC                                                     3.18495                   \n",
       "TLA                                                     3.19511                   \n",
       "LDC                                                    17.28761                   \n",
       "LMY                                                     9.19518                   \n",
       "LIC                                                    18.02432                   \n",
       "LMC                                                    10.24032                   \n",
       "MEA                                                     5.32258                   \n",
       "MNA                                                     5.97224                   \n",
       "TMN                                                     5.99216                   \n",
       "MIC                                                     7.41438                   \n",
       "OED                                                     1.59925                   \n",
       "OSS                                                    13.52198                   \n",
       "PST                                                     1.67123                   \n",
       "PRE                                                    22.66607                   \n",
       "SST                                                    11.72521                   \n",
       "SSF                                                    20.04884                   \n",
       "SSA                                                    20.04984                   \n",
       "TSS                                                    20.04884                   \n",
       "UMC                                                     2.99216                   \n",
       "WLD                                                     8.37648                   \n",
       "\n",
       "              Pupil-teacher ratio, primary [SE.PRM.ENRL.TC.ZS]  \\\n",
       "Country Code                                                     \n",
       "ALB                                                   18.61557   \n",
       "AUT                                                   10.58415   \n",
       "BHS                                                   21.04116   \n",
       "BHR                                                   11.73164   \n",
       "BLR                                                   17.57007   \n",
       "BEL                                                   11.23127   \n",
       "BLZ                                                   20.43642   \n",
       "BOL                                                   18.10837   \n",
       "BFA                                                   42.17715   \n",
       "CPV                                                   21.94779   \n",
       "CMR                                                   41.46571   \n",
       "TCD                                                   55.54179   \n",
       "CHL                                                   18.37780   \n",
       "COL                                                   24.23937   \n",
       "CRI                                                   12.67630   \n",
       "CIV                                                   42.05050   \n",
       "HRV                                                   13.70200   \n",
       "CUB                                                    8.89917   \n",
       "CYP                                                   11.91513   \n",
       "DJI                                                   33.02204   \n",
       "DOM                                                   18.29098   \n",
       "SLV                                                   29.69441   \n",
       "SWZ                                                   27.58272   \n",
       "GEO                                                    9.01662   \n",
       "DEU                                                   12.22305   \n",
       "GRC                                                    9.64365   \n",
       "HND                                                   29.14566   \n",
       "HUN                                                   10.97863   \n",
       "ISL                                                   10.14405   \n",
       "IRN                                                   26.77414   \n",
       "...                                                        ...   \n",
       "ECA                                                   17.82266   \n",
       "TEC                                                   16.56762   \n",
       "EUU                                                   13.40088   \n",
       "HPC                                                   39.91367   \n",
       "HIC                                                   14.02746   \n",
       "IBD                                                   21.50841   \n",
       "IBT                                                   24.93134   \n",
       "IDB                                                   34.17311   \n",
       "IDX                                                   36.95185   \n",
       "LCN                                                   21.72139   \n",
       "LAC                                                   21.98897   \n",
       "TLA                                                   22.15856   \n",
       "LDC                                                   38.00919   \n",
       "LMY                                                   25.04042   \n",
       "LIC                                                   40.13131   \n",
       "LMC                                                   28.01515   \n",
       "MEA                                                   19.94048   \n",
       "MNA                                                   22.27264   \n",
       "TMN                                                   22.25553   \n",
       "MIC                                                   23.27888   \n",
       "OED                                                   15.65422   \n",
       "OSS                                                   23.55641   \n",
       "PST                                                   14.30129   \n",
       "PRE                                                   35.34598   \n",
       "SST                                                   22.66048   \n",
       "SSF                                                   37.50596   \n",
       "SSA                                                   37.50958   \n",
       "TSS                                                   37.50596   \n",
       "UMC                                                   18.32687   \n",
       "WLD                                                   23.10596   \n",
       "\n",
       "              Gross intake ratio in first grade of primary education, total (% of relevant age group) [SE.PRM.GINT.ZS]  \\\n",
       "Country Code                                                                                                             \n",
       "ALB                                                   111.00670                                                          \n",
       "AUT                                                    98.79947                                                          \n",
       "BHS                                                    87.15463                                                          \n",
       "BHR                                                   101.52670                                                          \n",
       "BLR                                                   102.54340                                                          \n",
       "BEL                                                    98.58350                                                          \n",
       "BLZ                                                   105.28140                                                          \n",
       "BOL                                                    94.79886                                                          \n",
       "BFA                                                   105.40330                                                          \n",
       "CPV                                                    94.55465                                                          \n",
       "CMR                                                   130.40900                                                          \n",
       "TCD                                                   108.51380                                                          \n",
       "CHL                                                    98.87218                                                          \n",
       "COL                                                   115.45720                                                          \n",
       "CRI                                                   104.47890                                                          \n",
       "CIV                                                    98.29878                                                          \n",
       "HRV                                                    98.62031                                                          \n",
       "CUB                                                    98.01284                                                          \n",
       "CYP                                                    96.50379                                                          \n",
       "DJI                                                    63.67819                                                          \n",
       "DOM                                                   114.08680                                                          \n",
       "SLV                                                   101.00340                                                          \n",
       "SWZ                                                    97.83201                                                          \n",
       "GEO                                                    94.19762                                                          \n",
       "DEU                                                   103.64670                                                          \n",
       "GRC                                                   103.54870                                                          \n",
       "HND                                                   100.68880                                                          \n",
       "HUN                                                   100.67700                                                          \n",
       "ISL                                                    99.22846                                                          \n",
       "IRN                                                   102.85460                                                          \n",
       "...                                                         ...                                                          \n",
       "ECA                                                    98.27954                                                          \n",
       "TEC                                                   100.47830                                                          \n",
       "EUU                                                   100.81910                                                          \n",
       "HPC                                                   122.93780                                                          \n",
       "HIC                                                   102.03540                                                          \n",
       "IBD                                                   101.87500                                                          \n",
       "IBT                                                   105.99010                                                          \n",
       "IDB                                                    97.98697                                                          \n",
       "IDX                                                   121.63870                                                          \n",
       "LCN                                                   100.50320                                                          \n",
       "LAC                                                   100.59590                                                          \n",
       "TLA                                                   100.58080                                                          \n",
       "LDC                                                   124.90740                                                          \n",
       "LMY                                                   105.88380                                                          \n",
       "LIC                                                   126.88010                                                          \n",
       "LMC                                                   103.76270                                                          \n",
       "MEA                                                   103.75720                                                          \n",
       "MNA                                                   102.81930                                                          \n",
       "TMN                                                   102.90540                                                          \n",
       "MIC                                                   101.85240                                                          \n",
       "OED                                                   101.37450                                                          \n",
       "OSS                                                   106.18460                                                          \n",
       "PST                                                    99.79988                                                          \n",
       "PRE                                                   111.45690                                                          \n",
       "SST                                                   104.49780                                                          \n",
       "SSF                                                   114.13590                                                          \n",
       "SSA                                                   114.13660                                                          \n",
       "TSS                                                   114.13590                                                          \n",
       "UMC                                                    98.66924                                                          \n",
       "WLD                                                   105.48740                                                          \n",
       "\n",
       "              School enrollment, primary (gross), gender parity index (GPI) [SE.ENR.PRIM.FM.ZS]  \\\n",
       "Country Code                                                                                      \n",
       "ALB                                                     1.03130                                   \n",
       "AUT                                                     0.99097                                   \n",
       "BHS                                                     0.97338                                   \n",
       "BHR                                                     1.00991                                   \n",
       "BLR                                                     1.00156                                   \n",
       "BEL                                                     0.99830                                   \n",
       "BLZ                                                     0.95398                                   \n",
       "BOL                                                     0.97941                                   \n",
       "BFA                                                     0.97444                                   \n",
       "CPV                                                     0.93139                                   \n",
       "CMR                                                     0.89826                                   \n",
       "TCD                                                     0.76636                                   \n",
       "CHL                                                     0.97015                                   \n",
       "COL                                                     0.96946                                   \n",
       "CRI                                                     0.99426                                   \n",
       "CIV                                                     0.88031                                   \n",
       "HRV                                                     1.00000                                   \n",
       "CUB                                                     0.94312                                   \n",
       "CYP                                                     0.99981                                   \n",
       "DJI                                                     1.07193                                   \n",
       "DOM                                                     0.91242                                   \n",
       "SLV                                                     0.95835                                   \n",
       "SWZ                                                     0.90907                                   \n",
       "GEO                                                     1.00150                                   \n",
       "DEU                                                     0.99873                                   \n",
       "GRC                                                     0.99104                                   \n",
       "HND                                                     0.99439                                   \n",
       "HUN                                                     0.99680                                   \n",
       "ISL                                                     0.99904                                   \n",
       "IRN                                                     1.06232                                   \n",
       "...                                                         ...                                   \n",
       "ECA                                                     0.99887                                   \n",
       "TEC                                                     0.99921                                   \n",
       "EUU                                                     0.99903                                   \n",
       "HPC                                                     0.94184                                   \n",
       "HIC                                                     1.00032                                   \n",
       "IBD                                                     1.02594                                   \n",
       "IBT                                                     0.99935                                   \n",
       "IDB                                                     0.93768                                   \n",
       "IDX                                                     0.95709                                   \n",
       "LCN                                                     0.97973                                   \n",
       "LAC                                                     0.97994                                   \n",
       "TLA                                                     0.98006                                   \n",
       "LDC                                                     0.95360                                   \n",
       "LMY                                                     0.99937                                   \n",
       "LIC                                                     0.93673                                   \n",
       "LMC                                                     1.02658                                   \n",
       "MEA                                                     0.96846                                   \n",
       "MNA                                                     0.96236                                   \n",
       "TMN                                                     0.96197                                   \n",
       "MIC                                                     1.01251                                   \n",
       "OED                                                     0.99900                                   \n",
       "OSS                                                     0.97958                                   \n",
       "PST                                                     1.00009                                   \n",
       "PRE                                                     0.94119                                   \n",
       "SST                                                     0.98353                                   \n",
       "SSF                                                     0.95645                                   \n",
       "SSA                                                     0.95645                                   \n",
       "TSS                                                     0.95645                                   \n",
       "UMC                                                     0.99007                                   \n",
       "WLD                                                     0.99946                                   \n",
       "\n",
       "              Unemployment, total (% of total labor force) (modeled ILO estimate) [SL.UEM.TOTL.ZS]  \\\n",
       "Country Code                                                                                         \n",
       "ALB                                                   17.080000                                      \n",
       "AUT                                                    5.723000                                      \n",
       "BHS                                                   12.000000                                      \n",
       "BHR                                                    1.076000                                      \n",
       "BLR                                                    5.913000                                      \n",
       "BEL                                                    8.482000                                      \n",
       "BLZ                                                    9.970000                                      \n",
       "BOL                                                    3.066000                                      \n",
       "BFA                                                    6.704000                                      \n",
       "CPV                                                   12.114000                                      \n",
       "CMR                                                    3.539000                                      \n",
       "TCD                                                    2.172000                                      \n",
       "CHL                                                    6.508000                                      \n",
       "COL                                                    8.299000                                      \n",
       "CRI                                                    8.999000                                      \n",
       "CIV                                                    3.113000                                      \n",
       "HRV                                                   16.174999                                      \n",
       "CUB                                                    2.400000                                      \n",
       "CYP                                                   14.908000                                      \n",
       "DJI                                                   11.094000                                      \n",
       "DOM                                                    7.605000                                      \n",
       "SLV                                                    4.000000                                      \n",
       "SWZ                                                   23.643000                                      \n",
       "GEO                                                   14.080000                                      \n",
       "DEU                                                    4.624000                                      \n",
       "GRC                                                   24.896999                                      \n",
       "HND                                                    4.592000                                      \n",
       "HUN                                                    6.813000                                      \n",
       "ISL                                                    3.979000                                      \n",
       "IRN                                                   11.060000                                      \n",
       "...                                                         ...                                      \n",
       "ECA                                                    7.542562                                      \n",
       "TEC                                                    7.616557                                      \n",
       "EUU                                                    9.383205                                      \n",
       "HPC                                                    4.057183                                      \n",
       "HIC                                                    6.617682                                      \n",
       "IBD                                                    5.090760                                      \n",
       "IBT                                                    4.944768                                      \n",
       "IDB                                                    5.014958                                      \n",
       "IDX                                                    4.132473                                      \n",
       "LCN                                                    6.640659                                      \n",
       "LAC                                                    6.644718                                      \n",
       "TLA                                                    6.686993                                      \n",
       "LDC                                                    4.027290                                      \n",
       "LMY                                                    4.911082                                      \n",
       "LIC                                                    3.760173                                      \n",
       "LMC                                                    4.130142                                      \n",
       "MEA                                                    9.906036                                      \n",
       "MNA                                                   11.587813                                      \n",
       "TMN                                                   11.437460                                      \n",
       "MIC                                                    5.035677                                      \n",
       "OED                                                    6.770438                                      \n",
       "OSS                                                   10.238516                                      \n",
       "PST                                                    6.869027                                      \n",
       "PRE                                                    5.122494                                      \n",
       "SST                                                   10.042463                                      \n",
       "SSF                                                    6.076070                                      \n",
       "SSA                                                    6.076070                                      \n",
       "TSS                                                    6.076070                                      \n",
       "UMC                                                    5.802802                                      \n",
       "WLD                                                    5.216669                                      \n",
       "\n",
       "              Population, total [SP.POP.TOTL]  \\\n",
       "Country Code                                    \n",
       "ALB                              2.880703e+06   \n",
       "AUT                              8.642699e+06   \n",
       "BHS                              3.742060e+05   \n",
       "BHR                              1.371851e+06   \n",
       "BLR                              9.489616e+06   \n",
       "BEL                              1.127420e+07   \n",
       "BLZ                              3.609330e+05   \n",
       "BOL                              1.086973e+07   \n",
       "BFA                              1.811062e+07   \n",
       "CPV                              5.247430e+05   \n",
       "CMR                              2.329837e+07   \n",
       "TCD                              1.411098e+07   \n",
       "CHL                              1.796935e+07   \n",
       "COL                              4.752067e+07   \n",
       "CRI                              4.847804e+06   \n",
       "CIV                              2.322614e+07   \n",
       "HRV                              4.203604e+06   \n",
       "CUB                              1.132478e+07   \n",
       "CYP                              1.160985e+06   \n",
       "DJI                              9.139930e+05   \n",
       "DOM                              1.028168e+07   \n",
       "SLV                              6.325124e+06   \n",
       "SWZ                              1.104044e+06   \n",
       "GEO                              3.725276e+06   \n",
       "DEU                              8.168661e+07   \n",
       "GRC                              1.082088e+07   \n",
       "HND                              9.112916e+06   \n",
       "HUN                              9.843028e+06   \n",
       "ISL                              3.308150e+05   \n",
       "IRN                              7.849222e+07   \n",
       "...                                       ...   \n",
       "ECA                              4.108443e+08   \n",
       "TEC                              4.530343e+08   \n",
       "EUU                              5.097176e+08   \n",
       "HPC                              7.181284e+08   \n",
       "HIC                              1.191327e+09   \n",
       "IBD                              4.643768e+09   \n",
       "IBT                              6.177553e+09   \n",
       "IDB                              5.194298e+08   \n",
       "IDX                              1.014355e+09   \n",
       "LCN                              6.229860e+08   \n",
       "LAC                              5.914168e+08   \n",
       "TLA                              6.069570e+08   \n",
       "LDC                              9.411313e+08   \n",
       "LMY                              6.149221e+09   \n",
       "LIC                              6.534052e+08   \n",
       "LMC                              2.898058e+09   \n",
       "MEA                              4.258218e+08   \n",
       "MNA                              3.639756e+08   \n",
       "TMN                              3.597055e+08   \n",
       "MIC                              5.495816e+09   \n",
       "OED                              1.280467e+09   \n",
       "OSS                              2.894887e+07   \n",
       "PST                              1.097025e+09   \n",
       "PRE                              8.457593e+08   \n",
       "SST                              3.852675e+07   \n",
       "SSF                              9.954585e+08   \n",
       "SSA                              9.953651e+08   \n",
       "TSS                              9.954585e+08   \n",
       "UMC                              2.597758e+09   \n",
       "WLD                              7.340548e+09   \n",
       "\n",
       "              Proportion of seats held by women in national parliaments (%) [SG.GEN.PARL.ZS]  \\\n",
       "Country Code                                                                                   \n",
       "ALB                                                   20.700000                                \n",
       "AUT                                                   30.600000                                \n",
       "BHS                                                   13.200000                                \n",
       "BHR                                                    7.500000                                \n",
       "BLR                                                   27.300000                                \n",
       "BEL                                                   39.300000                                \n",
       "BLZ                                                    3.100000                                \n",
       "BOL                                                   53.100000                                \n",
       "BFA                                                    9.400000                                \n",
       "CPV                                                   20.800000                                \n",
       "CMR                                                   31.100000                                \n",
       "TCD                                                   14.900000                                \n",
       "CHL                                                   15.800000                                \n",
       "COL                                                   19.900000                                \n",
       "CRI                                                   33.300000                                \n",
       "CIV                                                    9.200000                                \n",
       "HRV                                                   15.200000                                \n",
       "CUB                                                   48.900000                                \n",
       "CYP                                                   12.500000                                \n",
       "DJI                                                   12.700000                                \n",
       "DOM                                                   20.800000                                \n",
       "SLV                                                   32.100000                                \n",
       "SWZ                                                    6.200000                                \n",
       "GEO                                                   11.300000                                \n",
       "DEU                                                   36.500000                                \n",
       "GRC                                                   19.700000                                \n",
       "HND                                                   25.800000                                \n",
       "HUN                                                   10.100000                                \n",
       "ISL                                                   41.300000                                \n",
       "IRN                                                    3.100000                                \n",
       "...                                                         ...                                \n",
       "ECA                                                   18.021552                                \n",
       "TEC                                                   18.887483                                \n",
       "EUU                                                   28.381321                                \n",
       "HPC                                                   23.852950                                \n",
       "HIC                                                   26.435207                                \n",
       "IBD                                                   21.302907                                \n",
       "IBT                                                   21.114788                                \n",
       "IDB                                                   18.572967                                \n",
       "IDX                                                   21.431341                                \n",
       "LCN                                                   27.908350                                \n",
       "LAC                                                   29.205806                                \n",
       "TLA                                                   24.268971                                \n",
       "LDC                                                   23.044322                                \n",
       "LMY                                                   21.563994                                \n",
       "LIC                                                   22.041572                                \n",
       "LMC                                                   20.070013                                \n",
       "MEA                                                   16.388246                                \n",
       "MNA                                                   16.902135                                \n",
       "TMN                                                   16.902135                                \n",
       "MIC                                                   21.410397                                \n",
       "OED                                                   27.959368                                \n",
       "OSS                                                   18.619645                                \n",
       "PST                                                   28.578706                                \n",
       "PRE                                                   21.842412                                \n",
       "SST                                                   16.944457                                \n",
       "SSF                                                   23.640948                                \n",
       "SSA                                                   23.566474                                \n",
       "TSS                                                   23.640948                                \n",
       "UMC                                                   22.366320                                \n",
       "WLD                                                   22.852166                                \n",
       "\n",
       "              GDP growth (annual %) [NY.GDP.MKTP.KD.ZG]  \n",
       "Country Code                                             \n",
       "ALB                                            2.230000  \n",
       "AUT                                            1.142980  \n",
       "BHS                                            1.044960  \n",
       "BHR                                            2.861968  \n",
       "BLR                                           -3.829571  \n",
       "BEL                                            1.739580  \n",
       "BLZ                                            3.431950  \n",
       "BOL                                            4.857188  \n",
       "BFA                                            3.894548  \n",
       "CPV                                            1.006864  \n",
       "CMR                                            5.651464  \n",
       "TCD                                            2.767676  \n",
       "CHL                                            2.303767  \n",
       "COL                                            2.955946  \n",
       "CRI                                            3.631731  \n",
       "CIV                                            8.842860  \n",
       "HRV                                            2.400592  \n",
       "CUB                                            4.438142  \n",
       "CYP                                            1.962304  \n",
       "DJI                                            9.683798  \n",
       "DOM                                            7.033371  \n",
       "SLV                                            2.395029  \n",
       "SWZ                                            0.391129  \n",
       "GEO                                            2.880527  \n",
       "DEU                                            1.738968  \n",
       "GRC                                           -0.437834  \n",
       "HND                                            3.840080  \n",
       "HUN                                            3.536425  \n",
       "ISL                                            4.467861  \n",
       "IRN                                           -1.320645  \n",
       "...                                                 ...  \n",
       "ECA                                            0.818800  \n",
       "TEC                                            1.224060  \n",
       "EUU                                            2.338866  \n",
       "HPC                                            4.921545  \n",
       "HIC                                            2.323517  \n",
       "IBD                                            3.838403  \n",
       "IBT                                            3.859921  \n",
       "IDB                                            3.873094  \n",
       "IDX                                            4.462011  \n",
       "LCN                                            0.087392  \n",
       "LAC                                           -0.064061  \n",
       "TLA                                            0.047912  \n",
       "LDC                                            4.047272  \n",
       "LMY                                            3.886911  \n",
       "LIC                                            2.874426  \n",
       "LMC                                            5.585129  \n",
       "MEA                                            2.509976  \n",
       "MNA                                            0.984978  \n",
       "TMN                                            0.965836  \n",
       "MIC                                            3.901337  \n",
       "OED                                            2.419495  \n",
       "OSS                                            2.793413  \n",
       "PST                                            2.109428  \n",
       "PRE                                            3.070877  \n",
       "SST                                            2.572772  \n",
       "SSF                                            2.815844  \n",
       "SSA                                            2.814316  \n",
       "TSS                                            2.815844  \n",
       "UMC                                            3.411958  \n",
       "WLD                                            2.852939  \n",
       "\n",
       "[109 rows x 16 columns]"
      ]
     },
     "execution_count": 94,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [],
   "source": [
    "variablesNames=[\"electricity\",\n",
    "\"agricultural\",\n",
    "\"secondary_pupils\",\t\n",
    "\"GDP_p_c\",\n",
    "\"rural_population\",\n",
    "\"population_density\",\n",
    "\"life_expectancy\",\n",
    "\"enrollment_rate\",\n",
    "\"out_of_school\",\n",
    "\"pupil_teacher_ratio\",\n",
    "\"gross_intake\",\n",
    "\"GPI\",\n",
    "\"unemployment\",\n",
    "\"population\",\n",
    "\"proportion_women\",\n",
    "\"GDP_growth\"]\n",
    "data.columns=variablesNames"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>electricity</th>\n",
       "      <th>agricultural</th>\n",
       "      <th>secondary_pupils</th>\n",
       "      <th>GDP_p_c</th>\n",
       "      <th>rural_population</th>\n",
       "      <th>population_density</th>\n",
       "      <th>life_expectancy</th>\n",
       "      <th>enrollment_rate</th>\n",
       "      <th>out_of_school</th>\n",
       "      <th>pupil_teacher_ratio</th>\n",
       "      <th>gross_intake</th>\n",
       "      <th>GPI</th>\n",
       "      <th>unemployment</th>\n",
       "      <th>population</th>\n",
       "      <th>proportion_women</th>\n",
       "      <th>GDP_growth</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Country Code</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>ALB</th>\n",
       "      <td>100.000000</td>\n",
       "      <td>42.857666</td>\n",
       "      <td>315079.0</td>\n",
       "      <td>3952.830781</td>\n",
       "      <td>42.566000</td>\n",
       "      <td>105.135146</td>\n",
       "      <td>78.025000</td>\n",
       "      <td>97.79873</td>\n",
       "      <td>2.20127</td>\n",
       "      <td>18.61557</td>\n",
       "      <td>111.00670</td>\n",
       "      <td>1.03130</td>\n",
       "      <td>17.080000</td>\n",
       "      <td>2.880703e+06</td>\n",
       "      <td>20.700000</td>\n",
       "      <td>2.230000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AUT</th>\n",
       "      <td>100.000000</td>\n",
       "      <td>32.941726</td>\n",
       "      <td>691071.3</td>\n",
       "      <td>44176.671743</td>\n",
       "      <td>42.285000</td>\n",
       "      <td>104.730793</td>\n",
       "      <td>81.190244</td>\n",
       "      <td>88.62591</td>\n",
       "      <td>0.47045</td>\n",
       "      <td>10.58415</td>\n",
       "      <td>98.79947</td>\n",
       "      <td>0.99097</td>\n",
       "      <td>5.723000</td>\n",
       "      <td>8.642699e+06</td>\n",
       "      <td>30.600000</td>\n",
       "      <td>1.142980</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BHS</th>\n",
       "      <td>100.000000</td>\n",
       "      <td>1.398601</td>\n",
       "      <td>25766.0</td>\n",
       "      <td>31512.856555</td>\n",
       "      <td>17.254000</td>\n",
       "      <td>37.383217</td>\n",
       "      <td>73.088000</td>\n",
       "      <td>79.96521</td>\n",
       "      <td>18.40080</td>\n",
       "      <td>21.04116</td>\n",
       "      <td>87.15463</td>\n",
       "      <td>0.97338</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>3.742060e+05</td>\n",
       "      <td>13.200000</td>\n",
       "      <td>1.044960</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BHR</th>\n",
       "      <td>100.000000</td>\n",
       "      <td>11.053985</td>\n",
       "      <td>92454.0</td>\n",
       "      <td>22688.944400</td>\n",
       "      <td>11.001000</td>\n",
       "      <td>1763.304558</td>\n",
       "      <td>76.762000</td>\n",
       "      <td>98.02753</td>\n",
       "      <td>1.31748</td>\n",
       "      <td>11.73164</td>\n",
       "      <td>101.52670</td>\n",
       "      <td>1.00991</td>\n",
       "      <td>1.076000</td>\n",
       "      <td>1.371851e+06</td>\n",
       "      <td>7.500000</td>\n",
       "      <td>2.861968</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BLR</th>\n",
       "      <td>100.000000</td>\n",
       "      <td>42.242016</td>\n",
       "      <td>644153.0</td>\n",
       "      <td>5949.106307</td>\n",
       "      <td>22.819000</td>\n",
       "      <td>46.751942</td>\n",
       "      <td>73.624390</td>\n",
       "      <td>94.25545</td>\n",
       "      <td>1.50754</td>\n",
       "      <td>17.57007</td>\n",
       "      <td>102.54340</td>\n",
       "      <td>1.00156</td>\n",
       "      <td>5.913000</td>\n",
       "      <td>9.489616e+06</td>\n",
       "      <td>27.300000</td>\n",
       "      <td>-3.829571</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BEL</th>\n",
       "      <td>100.000000</td>\n",
       "      <td>43.857332</td>\n",
       "      <td>1217912.0</td>\n",
       "      <td>40441.052042</td>\n",
       "      <td>2.124000</td>\n",
       "      <td>372.331440</td>\n",
       "      <td>80.992683</td>\n",
       "      <td>98.38347</td>\n",
       "      <td>0.97579</td>\n",
       "      <td>11.23127</td>\n",
       "      <td>98.58350</td>\n",
       "      <td>0.99830</td>\n",
       "      <td>8.482000</td>\n",
       "      <td>1.127420e+07</td>\n",
       "      <td>39.300000</td>\n",
       "      <td>1.739580</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BLZ</th>\n",
       "      <td>91.800000</td>\n",
       "      <td>7.014467</td>\n",
       "      <td>37856.0</td>\n",
       "      <td>4883.179011</td>\n",
       "      <td>54.594000</td>\n",
       "      <td>15.823455</td>\n",
       "      <td>74.034000</td>\n",
       "      <td>99.28398</td>\n",
       "      <td>0.41269</td>\n",
       "      <td>20.43642</td>\n",
       "      <td>105.28140</td>\n",
       "      <td>0.95398</td>\n",
       "      <td>9.970000</td>\n",
       "      <td>3.609330e+05</td>\n",
       "      <td>3.100000</td>\n",
       "      <td>3.431950</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BOL</th>\n",
       "      <td>91.522822</td>\n",
       "      <td>34.765070</td>\n",
       "      <td>1153379.0</td>\n",
       "      <td>3035.972215</td>\n",
       "      <td>31.607000</td>\n",
       "      <td>10.033906</td>\n",
       "      <td>70.277000</td>\n",
       "      <td>88.70123</td>\n",
       "      <td>11.03696</td>\n",
       "      <td>18.10837</td>\n",
       "      <td>94.79886</td>\n",
       "      <td>0.97941</td>\n",
       "      <td>3.066000</td>\n",
       "      <td>1.086973e+07</td>\n",
       "      <td>53.100000</td>\n",
       "      <td>4.857188</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BFA</th>\n",
       "      <td>21.789345</td>\n",
       "      <td>44.225146</td>\n",
       "      <td>965550.0</td>\n",
       "      <td>575.314454</td>\n",
       "      <td>72.470000</td>\n",
       "      <td>66.193801</td>\n",
       "      <td>59.919000</td>\n",
       "      <td>69.95995</td>\n",
       "      <td>29.94701</td>\n",
       "      <td>42.17715</td>\n",
       "      <td>105.40330</td>\n",
       "      <td>0.97444</td>\n",
       "      <td>6.704000</td>\n",
       "      <td>1.811062e+07</td>\n",
       "      <td>9.400000</td>\n",
       "      <td>3.894548</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CPV</th>\n",
       "      <td>88.378189</td>\n",
       "      <td>19.602978</td>\n",
       "      <td>58657.0</td>\n",
       "      <td>3043.013984</td>\n",
       "      <td>35.700000</td>\n",
       "      <td>130.209181</td>\n",
       "      <td>72.117000</td>\n",
       "      <td>93.38192</td>\n",
       "      <td>6.61165</td>\n",
       "      <td>21.94779</td>\n",
       "      <td>94.55465</td>\n",
       "      <td>0.93139</td>\n",
       "      <td>12.114000</td>\n",
       "      <td>5.247430e+05</td>\n",
       "      <td>20.800000</td>\n",
       "      <td>1.006864</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CMR</th>\n",
       "      <td>58.814274</td>\n",
       "      <td>20.625754</td>\n",
       "      <td>2108279.0</td>\n",
       "      <td>1326.969277</td>\n",
       "      <td>45.422000</td>\n",
       "      <td>49.286810</td>\n",
       "      <td>57.583000</td>\n",
       "      <td>95.19802</td>\n",
       "      <td>4.36570</td>\n",
       "      <td>41.46571</td>\n",
       "      <td>130.40900</td>\n",
       "      <td>0.89826</td>\n",
       "      <td>3.539000</td>\n",
       "      <td>2.329837e+07</td>\n",
       "      <td>31.100000</td>\n",
       "      <td>5.651464</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TCD</th>\n",
       "      <td>7.700000</td>\n",
       "      <td>39.656131</td>\n",
       "      <td>513248.0</td>\n",
       "      <td>775.707524</td>\n",
       "      <td>77.485000</td>\n",
       "      <td>11.206302</td>\n",
       "      <td>53.137000</td>\n",
       "      <td>79.35908</td>\n",
       "      <td>20.64092</td>\n",
       "      <td>55.54179</td>\n",
       "      <td>108.51380</td>\n",
       "      <td>0.76636</td>\n",
       "      <td>2.172000</td>\n",
       "      <td>1.411098e+07</td>\n",
       "      <td>14.900000</td>\n",
       "      <td>2.767676</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CHL</th>\n",
       "      <td>99.714844</td>\n",
       "      <td>21.229751</td>\n",
       "      <td>1546323.0</td>\n",
       "      <td>13574.171504</td>\n",
       "      <td>12.640000</td>\n",
       "      <td>24.167557</td>\n",
       "      <td>79.646000</td>\n",
       "      <td>93.47354</td>\n",
       "      <td>3.70606</td>\n",
       "      <td>18.37780</td>\n",
       "      <td>98.87218</td>\n",
       "      <td>0.97015</td>\n",
       "      <td>6.508000</td>\n",
       "      <td>1.796935e+07</td>\n",
       "      <td>15.800000</td>\n",
       "      <td>2.303767</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>COL</th>\n",
       "      <td>98.186898</td>\n",
       "      <td>40.257415</td>\n",
       "      <td>4793963.0</td>\n",
       "      <td>6175.876030</td>\n",
       "      <td>20.236000</td>\n",
       "      <td>42.830705</td>\n",
       "      <td>76.531000</td>\n",
       "      <td>96.38124</td>\n",
       "      <td>3.61876</td>\n",
       "      <td>24.23937</td>\n",
       "      <td>115.45720</td>\n",
       "      <td>0.96946</td>\n",
       "      <td>8.299000</td>\n",
       "      <td>4.752067e+07</td>\n",
       "      <td>19.900000</td>\n",
       "      <td>2.955946</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CRI</th>\n",
       "      <td>99.409804</td>\n",
       "      <td>34.860948</td>\n",
       "      <td>460252.0</td>\n",
       "      <td>11299.136177</td>\n",
       "      <td>23.138000</td>\n",
       "      <td>94.943282</td>\n",
       "      <td>79.565000</td>\n",
       "      <td>97.81775</td>\n",
       "      <td>1.88182</td>\n",
       "      <td>12.67630</td>\n",
       "      <td>104.47890</td>\n",
       "      <td>0.99426</td>\n",
       "      <td>8.999000</td>\n",
       "      <td>4.847804e+06</td>\n",
       "      <td>33.300000</td>\n",
       "      <td>3.631731</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CIV</th>\n",
       "      <td>63.312946</td>\n",
       "      <td>64.779874</td>\n",
       "      <td>1587348.0</td>\n",
       "      <td>1426.457845</td>\n",
       "      <td>50.556000</td>\n",
       "      <td>73.038186</td>\n",
       "      <td>56.065000</td>\n",
       "      <td>76.73595</td>\n",
       "      <td>23.26405</td>\n",
       "      <td>42.05050</td>\n",
       "      <td>98.29878</td>\n",
       "      <td>0.88031</td>\n",
       "      <td>3.113000</td>\n",
       "      <td>2.322614e+07</td>\n",
       "      <td>9.200000</td>\n",
       "      <td>8.842860</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HRV</th>\n",
       "      <td>100.000000</td>\n",
       "      <td>27.476769</td>\n",
       "      <td>360205.0</td>\n",
       "      <td>11780.131242</td>\n",
       "      <td>43.845000</td>\n",
       "      <td>75.118013</td>\n",
       "      <td>77.275610</td>\n",
       "      <td>98.49112</td>\n",
       "      <td>1.14689</td>\n",
       "      <td>13.70200</td>\n",
       "      <td>98.62031</td>\n",
       "      <td>1.00000</td>\n",
       "      <td>16.174999</td>\n",
       "      <td>4.203604e+06</td>\n",
       "      <td>15.200000</td>\n",
       "      <td>2.400592</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CUB</th>\n",
       "      <td>99.268761</td>\n",
       "      <td>59.991346</td>\n",
       "      <td>825055.0</td>\n",
       "      <td>7694.011920</td>\n",
       "      <td>23.104000</td>\n",
       "      <td>108.871188</td>\n",
       "      <td>78.561000</td>\n",
       "      <td>94.08411</td>\n",
       "      <td>5.91589</td>\n",
       "      <td>8.89917</td>\n",
       "      <td>98.01284</td>\n",
       "      <td>0.94312</td>\n",
       "      <td>2.400000</td>\n",
       "      <td>1.132478e+07</td>\n",
       "      <td>48.900000</td>\n",
       "      <td>4.438142</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CYP</th>\n",
       "      <td>100.000000</td>\n",
       "      <td>13.799784</td>\n",
       "      <td>57161.0</td>\n",
       "      <td>23217.484151</td>\n",
       "      <td>33.054000</td>\n",
       "      <td>125.647727</td>\n",
       "      <td>80.350000</td>\n",
       "      <td>97.82834</td>\n",
       "      <td>1.39976</td>\n",
       "      <td>11.91513</td>\n",
       "      <td>96.50379</td>\n",
       "      <td>0.99981</td>\n",
       "      <td>14.908000</td>\n",
       "      <td>1.160985e+06</td>\n",
       "      <td>12.500000</td>\n",
       "      <td>1.962304</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DJI</th>\n",
       "      <td>57.549080</td>\n",
       "      <td>73.425367</td>\n",
       "      <td>59483.0</td>\n",
       "      <td>1787.477500</td>\n",
       "      <td>22.583000</td>\n",
       "      <td>39.430242</td>\n",
       "      <td>64.136000</td>\n",
       "      <td>60.71870</td>\n",
       "      <td>39.28130</td>\n",
       "      <td>33.02204</td>\n",
       "      <td>63.67819</td>\n",
       "      <td>1.07193</td>\n",
       "      <td>11.094000</td>\n",
       "      <td>9.139930e+05</td>\n",
       "      <td>12.700000</td>\n",
       "      <td>9.683798</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DOM</th>\n",
       "      <td>98.560364</td>\n",
       "      <td>48.685572</td>\n",
       "      <td>929493.0</td>\n",
       "      <td>6691.716920</td>\n",
       "      <td>21.434000</td>\n",
       "      <td>212.827158</td>\n",
       "      <td>73.241000</td>\n",
       "      <td>95.53493</td>\n",
       "      <td>4.46507</td>\n",
       "      <td>18.29098</td>\n",
       "      <td>114.08680</td>\n",
       "      <td>0.91242</td>\n",
       "      <td>7.605000</td>\n",
       "      <td>1.028168e+07</td>\n",
       "      <td>20.800000</td>\n",
       "      <td>7.033371</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SLV</th>\n",
       "      <td>95.400000</td>\n",
       "      <td>75.530888</td>\n",
       "      <td>599947.0</td>\n",
       "      <td>3705.577946</td>\n",
       "      <td>30.300000</td>\n",
       "      <td>305.266602</td>\n",
       "      <td>72.412000</td>\n",
       "      <td>86.61827</td>\n",
       "      <td>8.97465</td>\n",
       "      <td>29.69441</td>\n",
       "      <td>101.00340</td>\n",
       "      <td>0.95835</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>6.325124e+06</td>\n",
       "      <td>32.100000</td>\n",
       "      <td>2.395029</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SWZ</th>\n",
       "      <td>66.028038</td>\n",
       "      <td>71.046512</td>\n",
       "      <td>100494.0</td>\n",
       "      <td>3641.408583</td>\n",
       "      <td>76.700000</td>\n",
       "      <td>64.188605</td>\n",
       "      <td>55.359000</td>\n",
       "      <td>84.30768</td>\n",
       "      <td>15.69232</td>\n",
       "      <td>27.58272</td>\n",
       "      <td>97.83201</td>\n",
       "      <td>0.90907</td>\n",
       "      <td>23.643000</td>\n",
       "      <td>1.104044e+06</td>\n",
       "      <td>6.200000</td>\n",
       "      <td>0.391129</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GEO</th>\n",
       "      <td>99.994484</td>\n",
       "      <td>34.797814</td>\n",
       "      <td>277874.0</td>\n",
       "      <td>3756.383768</td>\n",
       "      <td>42.552000</td>\n",
       "      <td>65.175059</td>\n",
       "      <td>72.973000</td>\n",
       "      <td>99.73715</td>\n",
       "      <td>0.26285</td>\n",
       "      <td>9.01662</td>\n",
       "      <td>94.19762</td>\n",
       "      <td>1.00150</td>\n",
       "      <td>14.080000</td>\n",
       "      <td>3.725276e+06</td>\n",
       "      <td>11.300000</td>\n",
       "      <td>2.880527</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DEU</th>\n",
       "      <td>100.000000</td>\n",
       "      <td>47.959206</td>\n",
       "      <td>7112950.0</td>\n",
       "      <td>41394.658161</td>\n",
       "      <td>22.800000</td>\n",
       "      <td>234.153669</td>\n",
       "      <td>80.641463</td>\n",
       "      <td>99.59314</td>\n",
       "      <td>0.40686</td>\n",
       "      <td>12.22305</td>\n",
       "      <td>103.64670</td>\n",
       "      <td>0.99873</td>\n",
       "      <td>4.624000</td>\n",
       "      <td>8.168661e+07</td>\n",
       "      <td>36.500000</td>\n",
       "      <td>1.738968</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GRC</th>\n",
       "      <td>100.000000</td>\n",
       "      <td>48.091544</td>\n",
       "      <td>662741.0</td>\n",
       "      <td>18167.773717</td>\n",
       "      <td>21.954000</td>\n",
       "      <td>83.947890</td>\n",
       "      <td>81.036585</td>\n",
       "      <td>97.32526</td>\n",
       "      <td>2.17935</td>\n",
       "      <td>9.64365</td>\n",
       "      <td>103.54870</td>\n",
       "      <td>0.99104</td>\n",
       "      <td>24.896999</td>\n",
       "      <td>1.082088e+07</td>\n",
       "      <td>19.700000</td>\n",
       "      <td>-0.437834</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HND</th>\n",
       "      <td>89.981710</td>\n",
       "      <td>28.912325</td>\n",
       "      <td>637727.0</td>\n",
       "      <td>2286.200039</td>\n",
       "      <td>44.835000</td>\n",
       "      <td>81.445312</td>\n",
       "      <td>74.495000</td>\n",
       "      <td>78.42569</td>\n",
       "      <td>20.09608</td>\n",
       "      <td>29.14566</td>\n",
       "      <td>100.68880</td>\n",
       "      <td>0.99439</td>\n",
       "      <td>4.592000</td>\n",
       "      <td>9.112916e+06</td>\n",
       "      <td>25.800000</td>\n",
       "      <td>3.840080</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HUN</th>\n",
       "      <td>100.000000</td>\n",
       "      <td>58.146471</td>\n",
       "      <td>826626.0</td>\n",
       "      <td>12503.682068</td>\n",
       "      <td>29.500000</td>\n",
       "      <td>108.726698</td>\n",
       "      <td>75.568293</td>\n",
       "      <td>96.37729</td>\n",
       "      <td>2.86345</td>\n",
       "      <td>10.97863</td>\n",
       "      <td>100.67700</td>\n",
       "      <td>0.99680</td>\n",
       "      <td>6.813000</td>\n",
       "      <td>9.843028e+06</td>\n",
       "      <td>10.100000</td>\n",
       "      <td>3.536425</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ISL</th>\n",
       "      <td>100.000000</td>\n",
       "      <td>18.673317</td>\n",
       "      <td>36818.0</td>\n",
       "      <td>52428.595763</td>\n",
       "      <td>6.300000</td>\n",
       "      <td>3.299900</td>\n",
       "      <td>82.468293</td>\n",
       "      <td>98.63840</td>\n",
       "      <td>1.32270</td>\n",
       "      <td>10.14405</td>\n",
       "      <td>99.22846</td>\n",
       "      <td>0.99904</td>\n",
       "      <td>3.979000</td>\n",
       "      <td>3.308150e+05</td>\n",
       "      <td>41.300000</td>\n",
       "      <td>4.467861</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IRN</th>\n",
       "      <td>99.982254</td>\n",
       "      <td>28.214102</td>\n",
       "      <td>5712478.0</td>\n",
       "      <td>4916.085938</td>\n",
       "      <td>26.642000</td>\n",
       "      <td>48.191394</td>\n",
       "      <td>75.796000</td>\n",
       "      <td>99.76909</td>\n",
       "      <td>0.23091</td>\n",
       "      <td>26.77414</td>\n",
       "      <td>102.85460</td>\n",
       "      <td>1.06232</td>\n",
       "      <td>11.060000</td>\n",
       "      <td>7.849222e+07</td>\n",
       "      <td>3.100000</td>\n",
       "      <td>-1.320645</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ECA</th>\n",
       "      <td>99.992234</td>\n",
       "      <td>28.205000</td>\n",
       "      <td>36400000.0</td>\n",
       "      <td>7517.912478</td>\n",
       "      <td>33.571967</td>\n",
       "      <td>18.161155</td>\n",
       "      <td>72.710373</td>\n",
       "      <td>94.89624</td>\n",
       "      <td>3.55328</td>\n",
       "      <td>17.82266</td>\n",
       "      <td>98.27954</td>\n",
       "      <td>0.99887</td>\n",
       "      <td>7.542562</td>\n",
       "      <td>4.108443e+08</td>\n",
       "      <td>18.021552</td>\n",
       "      <td>0.818800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TEC</th>\n",
       "      <td>99.992957</td>\n",
       "      <td>28.452858</td>\n",
       "      <td>39300000.0</td>\n",
       "      <td>7981.267098</td>\n",
       "      <td>34.185401</td>\n",
       "      <td>19.710602</td>\n",
       "      <td>73.150247</td>\n",
       "      <td>95.03961</td>\n",
       "      <td>3.53551</td>\n",
       "      <td>16.56762</td>\n",
       "      <td>100.47830</td>\n",
       "      <td>0.99921</td>\n",
       "      <td>7.616557</td>\n",
       "      <td>4.530343e+08</td>\n",
       "      <td>18.887483</td>\n",
       "      <td>1.224060</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EUU</th>\n",
       "      <td>100.000000</td>\n",
       "      <td>43.046352</td>\n",
       "      <td>42400000.0</td>\n",
       "      <td>32265.880882</td>\n",
       "      <td>24.977388</td>\n",
       "      <td>120.264908</td>\n",
       "      <td>80.620593</td>\n",
       "      <td>97.76725</td>\n",
       "      <td>1.33119</td>\n",
       "      <td>13.40088</td>\n",
       "      <td>100.81910</td>\n",
       "      <td>0.99903</td>\n",
       "      <td>9.383205</td>\n",
       "      <td>5.097176e+08</td>\n",
       "      <td>28.381321</td>\n",
       "      <td>2.338866</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HPC</th>\n",
       "      <td>35.708870</td>\n",
       "      <td>38.602651</td>\n",
       "      <td>40500000.0</td>\n",
       "      <td>920.453213</td>\n",
       "      <td>65.358531</td>\n",
       "      <td>41.322116</td>\n",
       "      <td>61.852953</td>\n",
       "      <td>80.05292</td>\n",
       "      <td>18.46955</td>\n",
       "      <td>39.91367</td>\n",
       "      <td>122.93780</td>\n",
       "      <td>0.94184</td>\n",
       "      <td>4.057183</td>\n",
       "      <td>7.181284e+08</td>\n",
       "      <td>23.852950</td>\n",
       "      <td>4.921545</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HIC</th>\n",
       "      <td>99.977482</td>\n",
       "      <td>35.004300</td>\n",
       "      <td>91000000.0</td>\n",
       "      <td>40165.803565</td>\n",
       "      <td>19.197787</td>\n",
       "      <td>33.906859</td>\n",
       "      <td>80.489614</td>\n",
       "      <td>96.47245</td>\n",
       "      <td>1.54695</td>\n",
       "      <td>14.02746</td>\n",
       "      <td>102.03540</td>\n",
       "      <td>1.00032</td>\n",
       "      <td>6.617682</td>\n",
       "      <td>1.191327e+09</td>\n",
       "      <td>26.435207</td>\n",
       "      <td>2.323517</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IBD</th>\n",
       "      <td>95.399599</td>\n",
       "      <td>36.821922</td>\n",
       "      <td>393000000.0</td>\n",
       "      <td>5569.060182</td>\n",
       "      <td>46.839635</td>\n",
       "      <td>66.933535</td>\n",
       "      <td>72.699876</td>\n",
       "      <td>96.35205</td>\n",
       "      <td>3.15313</td>\n",
       "      <td>21.50841</td>\n",
       "      <td>101.87500</td>\n",
       "      <td>1.02594</td>\n",
       "      <td>5.090760</td>\n",
       "      <td>4.643768e+09</td>\n",
       "      <td>21.302907</td>\n",
       "      <td>3.838403</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IBT</th>\n",
       "      <td>84.588038</td>\n",
       "      <td>38.299495</td>\n",
       "      <td>493000000.0</td>\n",
       "      <td>4525.228811</td>\n",
       "      <td>51.192481</td>\n",
       "      <td>66.183135</td>\n",
       "      <td>70.357029</td>\n",
       "      <td>89.59166</td>\n",
       "      <td>9.17189</td>\n",
       "      <td>24.93134</td>\n",
       "      <td>105.99010</td>\n",
       "      <td>0.99935</td>\n",
       "      <td>4.944768</td>\n",
       "      <td>6.177553e+09</td>\n",
       "      <td>21.114788</td>\n",
       "      <td>3.859921</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IDB</th>\n",
       "      <td>61.950417</td>\n",
       "      <td>52.968278</td>\n",
       "      <td>35800000.0</td>\n",
       "      <td>1973.224112</td>\n",
       "      <td>58.994712</td>\n",
       "      <td>87.213963</td>\n",
       "      <td>61.371577</td>\n",
       "      <td>68.29077</td>\n",
       "      <td>26.76077</td>\n",
       "      <td>34.17311</td>\n",
       "      <td>97.98697</td>\n",
       "      <td>0.93768</td>\n",
       "      <td>5.014958</td>\n",
       "      <td>5.194298e+08</td>\n",
       "      <td>18.572967</td>\n",
       "      <td>3.873094</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IDX</th>\n",
       "      <td>46.684429</td>\n",
       "      <td>39.141281</td>\n",
       "      <td>64900000.0</td>\n",
       "      <td>1057.633648</td>\n",
       "      <td>67.153013</td>\n",
       "      <td>56.335277</td>\n",
       "      <td>64.231762</td>\n",
       "      <td>81.45209</td>\n",
       "      <td>17.07589</td>\n",
       "      <td>36.95185</td>\n",
       "      <td>121.63870</td>\n",
       "      <td>0.95709</td>\n",
       "      <td>4.132473</td>\n",
       "      <td>1.014355e+09</td>\n",
       "      <td>21.431341</td>\n",
       "      <td>4.462011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LCN</th>\n",
       "      <td>97.326187</td>\n",
       "      <td>37.707432</td>\n",
       "      <td>64000000.0</td>\n",
       "      <td>8856.928817</td>\n",
       "      <td>20.145987</td>\n",
       "      <td>31.088113</td>\n",
       "      <td>74.959698</td>\n",
       "      <td>95.53155</td>\n",
       "      <td>3.29980</td>\n",
       "      <td>21.72139</td>\n",
       "      <td>100.50320</td>\n",
       "      <td>0.97973</td>\n",
       "      <td>6.640659</td>\n",
       "      <td>6.229860e+08</td>\n",
       "      <td>27.908350</td>\n",
       "      <td>0.087392</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LAC</th>\n",
       "      <td>97.227906</td>\n",
       "      <td>38.004919</td>\n",
       "      <td>61400000.0</td>\n",
       "      <td>8449.223414</td>\n",
       "      <td>20.359647</td>\n",
       "      <td>31.096219</td>\n",
       "      <td>74.760447</td>\n",
       "      <td>95.68951</td>\n",
       "      <td>3.18495</td>\n",
       "      <td>21.98897</td>\n",
       "      <td>100.59590</td>\n",
       "      <td>0.97994</td>\n",
       "      <td>6.644718</td>\n",
       "      <td>5.914168e+08</td>\n",
       "      <td>29.205806</td>\n",
       "      <td>-0.064061</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TLA</th>\n",
       "      <td>97.269219</td>\n",
       "      <td>37.619114</td>\n",
       "      <td>62900000.0</td>\n",
       "      <td>8716.406758</td>\n",
       "      <td>20.149901</td>\n",
       "      <td>30.479472</td>\n",
       "      <td>74.864734</td>\n",
       "      <td>95.61743</td>\n",
       "      <td>3.19511</td>\n",
       "      <td>22.15856</td>\n",
       "      <td>100.58080</td>\n",
       "      <td>0.98006</td>\n",
       "      <td>6.686993</td>\n",
       "      <td>6.069570e+08</td>\n",
       "      <td>24.268971</td>\n",
       "      <td>0.047912</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LDC</th>\n",
       "      <td>42.812959</td>\n",
       "      <td>38.749190</td>\n",
       "      <td>58600000.0</td>\n",
       "      <td>1020.578572</td>\n",
       "      <td>67.998731</td>\n",
       "      <td>52.983281</td>\n",
       "      <td>63.947777</td>\n",
       "      <td>81.41431</td>\n",
       "      <td>17.28761</td>\n",
       "      <td>38.00919</td>\n",
       "      <td>124.90740</td>\n",
       "      <td>0.95360</td>\n",
       "      <td>4.027290</td>\n",
       "      <td>9.411313e+08</td>\n",
       "      <td>23.044322</td>\n",
       "      <td>4.047272</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LMY</th>\n",
       "      <td>84.272316</td>\n",
       "      <td>38.343081</td>\n",
       "      <td>492000000.0</td>\n",
       "      <td>4418.337014</td>\n",
       "      <td>51.297339</td>\n",
       "      <td>66.687760</td>\n",
       "      <td>70.293775</td>\n",
       "      <td>89.57126</td>\n",
       "      <td>9.19518</td>\n",
       "      <td>25.04042</td>\n",
       "      <td>105.88380</td>\n",
       "      <td>0.99937</td>\n",
       "      <td>4.911082</td>\n",
       "      <td>6.149221e+09</td>\n",
       "      <td>21.563994</td>\n",
       "      <td>3.886911</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LIC</th>\n",
       "      <td>34.333636</td>\n",
       "      <td>39.768807</td>\n",
       "      <td>37400000.0</td>\n",
       "      <td>792.208130</td>\n",
       "      <td>68.712638</td>\n",
       "      <td>47.863709</td>\n",
       "      <td>62.554738</td>\n",
       "      <td>80.75827</td>\n",
       "      <td>18.02432</td>\n",
       "      <td>40.13131</td>\n",
       "      <td>126.88010</td>\n",
       "      <td>0.93673</td>\n",
       "      <td>3.760173</td>\n",
       "      <td>6.534052e+08</td>\n",
       "      <td>22.041572</td>\n",
       "      <td>2.874426</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LMC</th>\n",
       "      <td>82.158725</td>\n",
       "      <td>45.900366</td>\n",
       "      <td>250000000.0</td>\n",
       "      <td>1995.940544</td>\n",
       "      <td>60.882354</td>\n",
       "      <td>143.883379</td>\n",
       "      <td>67.804712</td>\n",
       "      <td>88.13165</td>\n",
       "      <td>10.24032</td>\n",
       "      <td>28.01515</td>\n",
       "      <td>103.76270</td>\n",
       "      <td>1.02658</td>\n",
       "      <td>4.130142</td>\n",
       "      <td>2.898058e+09</td>\n",
       "      <td>20.070013</td>\n",
       "      <td>5.585129</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MEA</th>\n",
       "      <td>97.431377</td>\n",
       "      <td>33.316101</td>\n",
       "      <td>35500000.0</td>\n",
       "      <td>7388.593939</td>\n",
       "      <td>35.629099</td>\n",
       "      <td>37.940309</td>\n",
       "      <td>73.514845</td>\n",
       "      <td>94.27961</td>\n",
       "      <td>5.32258</td>\n",
       "      <td>19.94048</td>\n",
       "      <td>103.75720</td>\n",
       "      <td>0.96846</td>\n",
       "      <td>9.906036</td>\n",
       "      <td>4.258218e+08</td>\n",
       "      <td>16.388246</td>\n",
       "      <td>2.509976</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MNA</th>\n",
       "      <td>96.994920</td>\n",
       "      <td>22.878483</td>\n",
       "      <td>30100000.0</td>\n",
       "      <td>3960.769906</td>\n",
       "      <td>39.398369</td>\n",
       "      <td>42.121496</td>\n",
       "      <td>73.000296</td>\n",
       "      <td>93.68425</td>\n",
       "      <td>5.97224</td>\n",
       "      <td>22.27264</td>\n",
       "      <td>102.81930</td>\n",
       "      <td>0.96236</td>\n",
       "      <td>11.587813</td>\n",
       "      <td>3.639756e+08</td>\n",
       "      <td>16.902135</td>\n",
       "      <td>0.984978</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TMN</th>\n",
       "      <td>96.959246</td>\n",
       "      <td>22.860048</td>\n",
       "      <td>29400000.0</td>\n",
       "      <td>3972.175733</td>\n",
       "      <td>39.573662</td>\n",
       "      <td>41.656355</td>\n",
       "      <td>72.995053</td>\n",
       "      <td>93.66511</td>\n",
       "      <td>5.99216</td>\n",
       "      <td>22.25553</td>\n",
       "      <td>102.90540</td>\n",
       "      <td>0.96197</td>\n",
       "      <td>11.437460</td>\n",
       "      <td>3.597055e+08</td>\n",
       "      <td>16.902135</td>\n",
       "      <td>0.965836</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MIC</th>\n",
       "      <td>90.209656</td>\n",
       "      <td>38.095292</td>\n",
       "      <td>455000000.0</td>\n",
       "      <td>4850.346612</td>\n",
       "      <td>49.226131</td>\n",
       "      <td>69.958907</td>\n",
       "      <td>71.213915</td>\n",
       "      <td>91.34880</td>\n",
       "      <td>7.41438</td>\n",
       "      <td>23.27888</td>\n",
       "      <td>101.85240</td>\n",
       "      <td>1.01251</td>\n",
       "      <td>5.035677</td>\n",
       "      <td>5.495816e+09</td>\n",
       "      <td>21.410397</td>\n",
       "      <td>3.901337</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OED</th>\n",
       "      <td>99.900831</td>\n",
       "      <td>34.218083</td>\n",
       "      <td>109000000.0</td>\n",
       "      <td>36604.036210</td>\n",
       "      <td>19.990396</td>\n",
       "      <td>37.151247</td>\n",
       "      <td>79.934026</td>\n",
       "      <td>96.73227</td>\n",
       "      <td>1.59925</td>\n",
       "      <td>15.65422</td>\n",
       "      <td>101.37450</td>\n",
       "      <td>0.99900</td>\n",
       "      <td>6.770438</td>\n",
       "      <td>1.280467e+09</td>\n",
       "      <td>27.959368</td>\n",
       "      <td>2.419495</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OSS</th>\n",
       "      <td>72.485615</td>\n",
       "      <td>40.400360</td>\n",
       "      <td>2019982.0</td>\n",
       "      <td>12832.040131</td>\n",
       "      <td>39.404635</td>\n",
       "      <td>14.247921</td>\n",
       "      <td>67.405236</td>\n",
       "      <td>84.83424</td>\n",
       "      <td>13.52198</td>\n",
       "      <td>23.55641</td>\n",
       "      <td>106.18460</td>\n",
       "      <td>0.97958</td>\n",
       "      <td>10.238516</td>\n",
       "      <td>2.894887e+07</td>\n",
       "      <td>18.619645</td>\n",
       "      <td>2.793413</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PST</th>\n",
       "      <td>99.992451</td>\n",
       "      <td>33.607978</td>\n",
       "      <td>84000000.0</td>\n",
       "      <td>40474.337602</td>\n",
       "      <td>19.254039</td>\n",
       "      <td>34.866612</td>\n",
       "      <td>80.394899</td>\n",
       "      <td>96.22131</td>\n",
       "      <td>1.67123</td>\n",
       "      <td>14.30129</td>\n",
       "      <td>99.79988</td>\n",
       "      <td>1.00009</td>\n",
       "      <td>6.869027</td>\n",
       "      <td>1.097025e+09</td>\n",
       "      <td>28.578706</td>\n",
       "      <td>2.109428</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PRE</th>\n",
       "      <td>40.292501</td>\n",
       "      <td>41.324807</td>\n",
       "      <td>49000000.0</td>\n",
       "      <td>1585.942265</td>\n",
       "      <td>60.406110</td>\n",
       "      <td>47.543045</td>\n",
       "      <td>59.511959</td>\n",
       "      <td>75.14642</td>\n",
       "      <td>22.66607</td>\n",
       "      <td>35.34598</td>\n",
       "      <td>111.45690</td>\n",
       "      <td>0.94119</td>\n",
       "      <td>5.122494</td>\n",
       "      <td>8.457593e+08</td>\n",
       "      <td>21.842412</td>\n",
       "      <td>3.070877</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SST</th>\n",
       "      <td>77.426679</td>\n",
       "      <td>34.179070</td>\n",
       "      <td>2815803.0</td>\n",
       "      <td>11732.173394</td>\n",
       "      <td>42.622785</td>\n",
       "      <td>15.405488</td>\n",
       "      <td>68.614011</td>\n",
       "      <td>85.93655</td>\n",
       "      <td>11.72521</td>\n",
       "      <td>22.66048</td>\n",
       "      <td>104.49780</td>\n",
       "      <td>0.98353</td>\n",
       "      <td>10.042463</td>\n",
       "      <td>3.852675e+07</td>\n",
       "      <td>16.944457</td>\n",
       "      <td>2.572772</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SSF</th>\n",
       "      <td>39.399695</td>\n",
       "      <td>43.679445</td>\n",
       "      <td>58900000.0</td>\n",
       "      <td>1669.443418</td>\n",
       "      <td>61.408927</td>\n",
       "      <td>46.861951</td>\n",
       "      <td>59.952831</td>\n",
       "      <td>77.56615</td>\n",
       "      <td>20.04884</td>\n",
       "      <td>37.50596</td>\n",
       "      <td>114.13590</td>\n",
       "      <td>0.95645</td>\n",
       "      <td>6.076070</td>\n",
       "      <td>9.954585e+08</td>\n",
       "      <td>23.640948</td>\n",
       "      <td>2.815844</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SSA</th>\n",
       "      <td>39.394007</td>\n",
       "      <td>43.680318</td>\n",
       "      <td>58900000.0</td>\n",
       "      <td>1668.215982</td>\n",
       "      <td>61.410505</td>\n",
       "      <td>46.858568</td>\n",
       "      <td>59.951484</td>\n",
       "      <td>77.56523</td>\n",
       "      <td>20.04984</td>\n",
       "      <td>37.50958</td>\n",
       "      <td>114.13660</td>\n",
       "      <td>0.95645</td>\n",
       "      <td>6.076070</td>\n",
       "      <td>9.953651e+08</td>\n",
       "      <td>23.566474</td>\n",
       "      <td>2.814316</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TSS</th>\n",
       "      <td>39.399695</td>\n",
       "      <td>43.679445</td>\n",
       "      <td>58900000.0</td>\n",
       "      <td>1669.443418</td>\n",
       "      <td>61.408927</td>\n",
       "      <td>46.861951</td>\n",
       "      <td>59.952831</td>\n",
       "      <td>77.56615</td>\n",
       "      <td>20.04884</td>\n",
       "      <td>37.50596</td>\n",
       "      <td>114.13590</td>\n",
       "      <td>0.95645</td>\n",
       "      <td>6.076070</td>\n",
       "      <td>9.954585e+08</td>\n",
       "      <td>23.640948</td>\n",
       "      <td>2.815844</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>UMC</th>\n",
       "      <td>99.191467</td>\n",
       "      <td>35.403619</td>\n",
       "      <td>204000000.0</td>\n",
       "      <td>8032.489459</td>\n",
       "      <td>36.213422</td>\n",
       "      <td>44.469925</td>\n",
       "      <td>75.017527</td>\n",
       "      <td>96.38323</td>\n",
       "      <td>2.99216</td>\n",
       "      <td>18.32687</td>\n",
       "      <td>98.66924</td>\n",
       "      <td>0.99007</td>\n",
       "      <td>5.802802</td>\n",
       "      <td>2.597758e+09</td>\n",
       "      <td>22.366320</td>\n",
       "      <td>3.411958</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WLD</th>\n",
       "      <td>86.778707</td>\n",
       "      <td>37.421819</td>\n",
       "      <td>583000000.0</td>\n",
       "      <td>10217.656013</td>\n",
       "      <td>46.086627</td>\n",
       "      <td>57.643265</td>\n",
       "      <td>71.947898</td>\n",
       "      <td>90.30999</td>\n",
       "      <td>8.37648</td>\n",
       "      <td>23.10596</td>\n",
       "      <td>105.48740</td>\n",
       "      <td>0.99946</td>\n",
       "      <td>5.216669</td>\n",
       "      <td>7.340548e+09</td>\n",
       "      <td>22.852166</td>\n",
       "      <td>2.852939</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>109 rows × 16 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              electricity  agricultural  secondary_pupils       GDP_p_c  \\\n",
       "Country Code                                                              \n",
       "ALB            100.000000     42.857666          315079.0   3952.830781   \n",
       "AUT            100.000000     32.941726          691071.3  44176.671743   \n",
       "BHS            100.000000      1.398601           25766.0  31512.856555   \n",
       "BHR            100.000000     11.053985           92454.0  22688.944400   \n",
       "BLR            100.000000     42.242016          644153.0   5949.106307   \n",
       "BEL            100.000000     43.857332         1217912.0  40441.052042   \n",
       "BLZ             91.800000      7.014467           37856.0   4883.179011   \n",
       "BOL             91.522822     34.765070         1153379.0   3035.972215   \n",
       "BFA             21.789345     44.225146          965550.0    575.314454   \n",
       "CPV             88.378189     19.602978           58657.0   3043.013984   \n",
       "CMR             58.814274     20.625754         2108279.0   1326.969277   \n",
       "TCD              7.700000     39.656131          513248.0    775.707524   \n",
       "CHL             99.714844     21.229751         1546323.0  13574.171504   \n",
       "COL             98.186898     40.257415         4793963.0   6175.876030   \n",
       "CRI             99.409804     34.860948          460252.0  11299.136177   \n",
       "CIV             63.312946     64.779874         1587348.0   1426.457845   \n",
       "HRV            100.000000     27.476769          360205.0  11780.131242   \n",
       "CUB             99.268761     59.991346          825055.0   7694.011920   \n",
       "CYP            100.000000     13.799784           57161.0  23217.484151   \n",
       "DJI             57.549080     73.425367           59483.0   1787.477500   \n",
       "DOM             98.560364     48.685572          929493.0   6691.716920   \n",
       "SLV             95.400000     75.530888          599947.0   3705.577946   \n",
       "SWZ             66.028038     71.046512          100494.0   3641.408583   \n",
       "GEO             99.994484     34.797814          277874.0   3756.383768   \n",
       "DEU            100.000000     47.959206         7112950.0  41394.658161   \n",
       "GRC            100.000000     48.091544          662741.0  18167.773717   \n",
       "HND             89.981710     28.912325          637727.0   2286.200039   \n",
       "HUN            100.000000     58.146471          826626.0  12503.682068   \n",
       "ISL            100.000000     18.673317           36818.0  52428.595763   \n",
       "IRN             99.982254     28.214102         5712478.0   4916.085938   \n",
       "...                   ...           ...               ...           ...   \n",
       "ECA             99.992234     28.205000        36400000.0   7517.912478   \n",
       "TEC             99.992957     28.452858        39300000.0   7981.267098   \n",
       "EUU            100.000000     43.046352        42400000.0  32265.880882   \n",
       "HPC             35.708870     38.602651        40500000.0    920.453213   \n",
       "HIC             99.977482     35.004300        91000000.0  40165.803565   \n",
       "IBD             95.399599     36.821922       393000000.0   5569.060182   \n",
       "IBT             84.588038     38.299495       493000000.0   4525.228811   \n",
       "IDB             61.950417     52.968278        35800000.0   1973.224112   \n",
       "IDX             46.684429     39.141281        64900000.0   1057.633648   \n",
       "LCN             97.326187     37.707432        64000000.0   8856.928817   \n",
       "LAC             97.227906     38.004919        61400000.0   8449.223414   \n",
       "TLA             97.269219     37.619114        62900000.0   8716.406758   \n",
       "LDC             42.812959     38.749190        58600000.0   1020.578572   \n",
       "LMY             84.272316     38.343081       492000000.0   4418.337014   \n",
       "LIC             34.333636     39.768807        37400000.0    792.208130   \n",
       "LMC             82.158725     45.900366       250000000.0   1995.940544   \n",
       "MEA             97.431377     33.316101        35500000.0   7388.593939   \n",
       "MNA             96.994920     22.878483        30100000.0   3960.769906   \n",
       "TMN             96.959246     22.860048        29400000.0   3972.175733   \n",
       "MIC             90.209656     38.095292       455000000.0   4850.346612   \n",
       "OED             99.900831     34.218083       109000000.0  36604.036210   \n",
       "OSS             72.485615     40.400360         2019982.0  12832.040131   \n",
       "PST             99.992451     33.607978        84000000.0  40474.337602   \n",
       "PRE             40.292501     41.324807        49000000.0   1585.942265   \n",
       "SST             77.426679     34.179070         2815803.0  11732.173394   \n",
       "SSF             39.399695     43.679445        58900000.0   1669.443418   \n",
       "SSA             39.394007     43.680318        58900000.0   1668.215982   \n",
       "TSS             39.399695     43.679445        58900000.0   1669.443418   \n",
       "UMC             99.191467     35.403619       204000000.0   8032.489459   \n",
       "WLD             86.778707     37.421819       583000000.0  10217.656013   \n",
       "\n",
       "              rural_population  population_density  life_expectancy  \\\n",
       "Country Code                                                          \n",
       "ALB                  42.566000          105.135146        78.025000   \n",
       "AUT                  42.285000          104.730793        81.190244   \n",
       "BHS                  17.254000           37.383217        73.088000   \n",
       "BHR                  11.001000         1763.304558        76.762000   \n",
       "BLR                  22.819000           46.751942        73.624390   \n",
       "BEL                   2.124000          372.331440        80.992683   \n",
       "BLZ                  54.594000           15.823455        74.034000   \n",
       "BOL                  31.607000           10.033906        70.277000   \n",
       "BFA                  72.470000           66.193801        59.919000   \n",
       "CPV                  35.700000          130.209181        72.117000   \n",
       "CMR                  45.422000           49.286810        57.583000   \n",
       "TCD                  77.485000           11.206302        53.137000   \n",
       "CHL                  12.640000           24.167557        79.646000   \n",
       "COL                  20.236000           42.830705        76.531000   \n",
       "CRI                  23.138000           94.943282        79.565000   \n",
       "CIV                  50.556000           73.038186        56.065000   \n",
       "HRV                  43.845000           75.118013        77.275610   \n",
       "CUB                  23.104000          108.871188        78.561000   \n",
       "CYP                  33.054000          125.647727        80.350000   \n",
       "DJI                  22.583000           39.430242        64.136000   \n",
       "DOM                  21.434000          212.827158        73.241000   \n",
       "SLV                  30.300000          305.266602        72.412000   \n",
       "SWZ                  76.700000           64.188605        55.359000   \n",
       "GEO                  42.552000           65.175059        72.973000   \n",
       "DEU                  22.800000          234.153669        80.641463   \n",
       "GRC                  21.954000           83.947890        81.036585   \n",
       "HND                  44.835000           81.445312        74.495000   \n",
       "HUN                  29.500000          108.726698        75.568293   \n",
       "ISL                   6.300000            3.299900        82.468293   \n",
       "IRN                  26.642000           48.191394        75.796000   \n",
       "...                        ...                 ...              ...   \n",
       "ECA                  33.571967           18.161155        72.710373   \n",
       "TEC                  34.185401           19.710602        73.150247   \n",
       "EUU                  24.977388          120.264908        80.620593   \n",
       "HPC                  65.358531           41.322116        61.852953   \n",
       "HIC                  19.197787           33.906859        80.489614   \n",
       "IBD                  46.839635           66.933535        72.699876   \n",
       "IBT                  51.192481           66.183135        70.357029   \n",
       "IDB                  58.994712           87.213963        61.371577   \n",
       "IDX                  67.153013           56.335277        64.231762   \n",
       "LCN                  20.145987           31.088113        74.959698   \n",
       "LAC                  20.359647           31.096219        74.760447   \n",
       "TLA                  20.149901           30.479472        74.864734   \n",
       "LDC                  67.998731           52.983281        63.947777   \n",
       "LMY                  51.297339           66.687760        70.293775   \n",
       "LIC                  68.712638           47.863709        62.554738   \n",
       "LMC                  60.882354          143.883379        67.804712   \n",
       "MEA                  35.629099           37.940309        73.514845   \n",
       "MNA                  39.398369           42.121496        73.000296   \n",
       "TMN                  39.573662           41.656355        72.995053   \n",
       "MIC                  49.226131           69.958907        71.213915   \n",
       "OED                  19.990396           37.151247        79.934026   \n",
       "OSS                  39.404635           14.247921        67.405236   \n",
       "PST                  19.254039           34.866612        80.394899   \n",
       "PRE                  60.406110           47.543045        59.511959   \n",
       "SST                  42.622785           15.405488        68.614011   \n",
       "SSF                  61.408927           46.861951        59.952831   \n",
       "SSA                  61.410505           46.858568        59.951484   \n",
       "TSS                  61.408927           46.861951        59.952831   \n",
       "UMC                  36.213422           44.469925        75.017527   \n",
       "WLD                  46.086627           57.643265        71.947898   \n",
       "\n",
       "              enrollment_rate  out_of_school  pupil_teacher_ratio  \\\n",
       "Country Code                                                        \n",
       "ALB                  97.79873        2.20127             18.61557   \n",
       "AUT                  88.62591        0.47045             10.58415   \n",
       "BHS                  79.96521       18.40080             21.04116   \n",
       "BHR                  98.02753        1.31748             11.73164   \n",
       "BLR                  94.25545        1.50754             17.57007   \n",
       "BEL                  98.38347        0.97579             11.23127   \n",
       "BLZ                  99.28398        0.41269             20.43642   \n",
       "BOL                  88.70123       11.03696             18.10837   \n",
       "BFA                  69.95995       29.94701             42.17715   \n",
       "CPV                  93.38192        6.61165             21.94779   \n",
       "CMR                  95.19802        4.36570             41.46571   \n",
       "TCD                  79.35908       20.64092             55.54179   \n",
       "CHL                  93.47354        3.70606             18.37780   \n",
       "COL                  96.38124        3.61876             24.23937   \n",
       "CRI                  97.81775        1.88182             12.67630   \n",
       "CIV                  76.73595       23.26405             42.05050   \n",
       "HRV                  98.49112        1.14689             13.70200   \n",
       "CUB                  94.08411        5.91589              8.89917   \n",
       "CYP                  97.82834        1.39976             11.91513   \n",
       "DJI                  60.71870       39.28130             33.02204   \n",
       "DOM                  95.53493        4.46507             18.29098   \n",
       "SLV                  86.61827        8.97465             29.69441   \n",
       "SWZ                  84.30768       15.69232             27.58272   \n",
       "GEO                  99.73715        0.26285              9.01662   \n",
       "DEU                  99.59314        0.40686             12.22305   \n",
       "GRC                  97.32526        2.17935              9.64365   \n",
       "HND                  78.42569       20.09608             29.14566   \n",
       "HUN                  96.37729        2.86345             10.97863   \n",
       "ISL                  98.63840        1.32270             10.14405   \n",
       "IRN                  99.76909        0.23091             26.77414   \n",
       "...                       ...            ...                  ...   \n",
       "ECA                  94.89624        3.55328             17.82266   \n",
       "TEC                  95.03961        3.53551             16.56762   \n",
       "EUU                  97.76725        1.33119             13.40088   \n",
       "HPC                  80.05292       18.46955             39.91367   \n",
       "HIC                  96.47245        1.54695             14.02746   \n",
       "IBD                  96.35205        3.15313             21.50841   \n",
       "IBT                  89.59166        9.17189             24.93134   \n",
       "IDB                  68.29077       26.76077             34.17311   \n",
       "IDX                  81.45209       17.07589             36.95185   \n",
       "LCN                  95.53155        3.29980             21.72139   \n",
       "LAC                  95.68951        3.18495             21.98897   \n",
       "TLA                  95.61743        3.19511             22.15856   \n",
       "LDC                  81.41431       17.28761             38.00919   \n",
       "LMY                  89.57126        9.19518             25.04042   \n",
       "LIC                  80.75827       18.02432             40.13131   \n",
       "LMC                  88.13165       10.24032             28.01515   \n",
       "MEA                  94.27961        5.32258             19.94048   \n",
       "MNA                  93.68425        5.97224             22.27264   \n",
       "TMN                  93.66511        5.99216             22.25553   \n",
       "MIC                  91.34880        7.41438             23.27888   \n",
       "OED                  96.73227        1.59925             15.65422   \n",
       "OSS                  84.83424       13.52198             23.55641   \n",
       "PST                  96.22131        1.67123             14.30129   \n",
       "PRE                  75.14642       22.66607             35.34598   \n",
       "SST                  85.93655       11.72521             22.66048   \n",
       "SSF                  77.56615       20.04884             37.50596   \n",
       "SSA                  77.56523       20.04984             37.50958   \n",
       "TSS                  77.56615       20.04884             37.50596   \n",
       "UMC                  96.38323        2.99216             18.32687   \n",
       "WLD                  90.30999        8.37648             23.10596   \n",
       "\n",
       "              gross_intake      GPI  unemployment    population  \\\n",
       "Country Code                                                      \n",
       "ALB              111.00670  1.03130     17.080000  2.880703e+06   \n",
       "AUT               98.79947  0.99097      5.723000  8.642699e+06   \n",
       "BHS               87.15463  0.97338     12.000000  3.742060e+05   \n",
       "BHR              101.52670  1.00991      1.076000  1.371851e+06   \n",
       "BLR              102.54340  1.00156      5.913000  9.489616e+06   \n",
       "BEL               98.58350  0.99830      8.482000  1.127420e+07   \n",
       "BLZ              105.28140  0.95398      9.970000  3.609330e+05   \n",
       "BOL               94.79886  0.97941      3.066000  1.086973e+07   \n",
       "BFA              105.40330  0.97444      6.704000  1.811062e+07   \n",
       "CPV               94.55465  0.93139     12.114000  5.247430e+05   \n",
       "CMR              130.40900  0.89826      3.539000  2.329837e+07   \n",
       "TCD              108.51380  0.76636      2.172000  1.411098e+07   \n",
       "CHL               98.87218  0.97015      6.508000  1.796935e+07   \n",
       "COL              115.45720  0.96946      8.299000  4.752067e+07   \n",
       "CRI              104.47890  0.99426      8.999000  4.847804e+06   \n",
       "CIV               98.29878  0.88031      3.113000  2.322614e+07   \n",
       "HRV               98.62031  1.00000     16.174999  4.203604e+06   \n",
       "CUB               98.01284  0.94312      2.400000  1.132478e+07   \n",
       "CYP               96.50379  0.99981     14.908000  1.160985e+06   \n",
       "DJI               63.67819  1.07193     11.094000  9.139930e+05   \n",
       "DOM              114.08680  0.91242      7.605000  1.028168e+07   \n",
       "SLV              101.00340  0.95835      4.000000  6.325124e+06   \n",
       "SWZ               97.83201  0.90907     23.643000  1.104044e+06   \n",
       "GEO               94.19762  1.00150     14.080000  3.725276e+06   \n",
       "DEU              103.64670  0.99873      4.624000  8.168661e+07   \n",
       "GRC              103.54870  0.99104     24.896999  1.082088e+07   \n",
       "HND              100.68880  0.99439      4.592000  9.112916e+06   \n",
       "HUN              100.67700  0.99680      6.813000  9.843028e+06   \n",
       "ISL               99.22846  0.99904      3.979000  3.308150e+05   \n",
       "IRN              102.85460  1.06232     11.060000  7.849222e+07   \n",
       "...                    ...      ...           ...           ...   \n",
       "ECA               98.27954  0.99887      7.542562  4.108443e+08   \n",
       "TEC              100.47830  0.99921      7.616557  4.530343e+08   \n",
       "EUU              100.81910  0.99903      9.383205  5.097176e+08   \n",
       "HPC              122.93780  0.94184      4.057183  7.181284e+08   \n",
       "HIC              102.03540  1.00032      6.617682  1.191327e+09   \n",
       "IBD              101.87500  1.02594      5.090760  4.643768e+09   \n",
       "IBT              105.99010  0.99935      4.944768  6.177553e+09   \n",
       "IDB               97.98697  0.93768      5.014958  5.194298e+08   \n",
       "IDX              121.63870  0.95709      4.132473  1.014355e+09   \n",
       "LCN              100.50320  0.97973      6.640659  6.229860e+08   \n",
       "LAC              100.59590  0.97994      6.644718  5.914168e+08   \n",
       "TLA              100.58080  0.98006      6.686993  6.069570e+08   \n",
       "LDC              124.90740  0.95360      4.027290  9.411313e+08   \n",
       "LMY              105.88380  0.99937      4.911082  6.149221e+09   \n",
       "LIC              126.88010  0.93673      3.760173  6.534052e+08   \n",
       "LMC              103.76270  1.02658      4.130142  2.898058e+09   \n",
       "MEA              103.75720  0.96846      9.906036  4.258218e+08   \n",
       "MNA              102.81930  0.96236     11.587813  3.639756e+08   \n",
       "TMN              102.90540  0.96197     11.437460  3.597055e+08   \n",
       "MIC              101.85240  1.01251      5.035677  5.495816e+09   \n",
       "OED              101.37450  0.99900      6.770438  1.280467e+09   \n",
       "OSS              106.18460  0.97958     10.238516  2.894887e+07   \n",
       "PST               99.79988  1.00009      6.869027  1.097025e+09   \n",
       "PRE              111.45690  0.94119      5.122494  8.457593e+08   \n",
       "SST              104.49780  0.98353     10.042463  3.852675e+07   \n",
       "SSF              114.13590  0.95645      6.076070  9.954585e+08   \n",
       "SSA              114.13660  0.95645      6.076070  9.953651e+08   \n",
       "TSS              114.13590  0.95645      6.076070  9.954585e+08   \n",
       "UMC               98.66924  0.99007      5.802802  2.597758e+09   \n",
       "WLD              105.48740  0.99946      5.216669  7.340548e+09   \n",
       "\n",
       "              proportion_women  GDP_growth  \n",
       "Country Code                                \n",
       "ALB                  20.700000    2.230000  \n",
       "AUT                  30.600000    1.142980  \n",
       "BHS                  13.200000    1.044960  \n",
       "BHR                   7.500000    2.861968  \n",
       "BLR                  27.300000   -3.829571  \n",
       "BEL                  39.300000    1.739580  \n",
       "BLZ                   3.100000    3.431950  \n",
       "BOL                  53.100000    4.857188  \n",
       "BFA                   9.400000    3.894548  \n",
       "CPV                  20.800000    1.006864  \n",
       "CMR                  31.100000    5.651464  \n",
       "TCD                  14.900000    2.767676  \n",
       "CHL                  15.800000    2.303767  \n",
       "COL                  19.900000    2.955946  \n",
       "CRI                  33.300000    3.631731  \n",
       "CIV                   9.200000    8.842860  \n",
       "HRV                  15.200000    2.400592  \n",
       "CUB                  48.900000    4.438142  \n",
       "CYP                  12.500000    1.962304  \n",
       "DJI                  12.700000    9.683798  \n",
       "DOM                  20.800000    7.033371  \n",
       "SLV                  32.100000    2.395029  \n",
       "SWZ                   6.200000    0.391129  \n",
       "GEO                  11.300000    2.880527  \n",
       "DEU                  36.500000    1.738968  \n",
       "GRC                  19.700000   -0.437834  \n",
       "HND                  25.800000    3.840080  \n",
       "HUN                  10.100000    3.536425  \n",
       "ISL                  41.300000    4.467861  \n",
       "IRN                   3.100000   -1.320645  \n",
       "...                        ...         ...  \n",
       "ECA                  18.021552    0.818800  \n",
       "TEC                  18.887483    1.224060  \n",
       "EUU                  28.381321    2.338866  \n",
       "HPC                  23.852950    4.921545  \n",
       "HIC                  26.435207    2.323517  \n",
       "IBD                  21.302907    3.838403  \n",
       "IBT                  21.114788    3.859921  \n",
       "IDB                  18.572967    3.873094  \n",
       "IDX                  21.431341    4.462011  \n",
       "LCN                  27.908350    0.087392  \n",
       "LAC                  29.205806   -0.064061  \n",
       "TLA                  24.268971    0.047912  \n",
       "LDC                  23.044322    4.047272  \n",
       "LMY                  21.563994    3.886911  \n",
       "LIC                  22.041572    2.874426  \n",
       "LMC                  20.070013    5.585129  \n",
       "MEA                  16.388246    2.509976  \n",
       "MNA                  16.902135    0.984978  \n",
       "TMN                  16.902135    0.965836  \n",
       "MIC                  21.410397    3.901337  \n",
       "OED                  27.959368    2.419495  \n",
       "OSS                  18.619645    2.793413  \n",
       "PST                  28.578706    2.109428  \n",
       "PRE                  21.842412    3.070877  \n",
       "SST                  16.944457    2.572772  \n",
       "SSF                  23.640948    2.815844  \n",
       "SSA                  23.566474    2.814316  \n",
       "TSS                  23.640948    2.815844  \n",
       "UMC                  22.366320    3.411958  \n",
       "WLD                  22.852166    2.852939  \n",
       "\n",
       "[109 rows x 16 columns]"
      ]
     },
     "execution_count": 96,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>electricity</th>\n",
       "      <th>agricultural</th>\n",
       "      <th>secondary_pupils</th>\n",
       "      <th>GDP_p_c</th>\n",
       "      <th>rural_population</th>\n",
       "      <th>population_density</th>\n",
       "      <th>life_expectancy</th>\n",
       "      <th>enrollment_rate</th>\n",
       "      <th>out_of_school</th>\n",
       "      <th>pupil_teacher_ratio</th>\n",
       "      <th>gross_intake</th>\n",
       "      <th>GPI</th>\n",
       "      <th>unemployment</th>\n",
       "      <th>population</th>\n",
       "      <th>proportion_women</th>\n",
       "      <th>GDP_growth</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>electricity</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.213015</td>\n",
       "      <td>0.001754</td>\n",
       "      <td>0.407620</td>\n",
       "      <td>-0.679918</td>\n",
       "      <td>0.149363</td>\n",
       "      <td>0.868189</td>\n",
       "      <td>0.693242</td>\n",
       "      <td>-0.721994</td>\n",
       "      <td>-0.859718</td>\n",
       "      <td>-0.357488</td>\n",
       "      <td>0.531558</td>\n",
       "      <td>0.161777</td>\n",
       "      <td>-0.027474</td>\n",
       "      <td>0.121554</td>\n",
       "      <td>-0.004903</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>agricultural</th>\n",
       "      <td>-0.213015</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.019631</td>\n",
       "      <td>-0.246361</td>\n",
       "      <td>0.181667</td>\n",
       "      <td>-0.082889</td>\n",
       "      <td>-0.292264</td>\n",
       "      <td>-0.155880</td>\n",
       "      <td>0.151598</td>\n",
       "      <td>0.239836</td>\n",
       "      <td>0.031228</td>\n",
       "      <td>-0.128189</td>\n",
       "      <td>0.172609</td>\n",
       "      <td>-0.018581</td>\n",
       "      <td>0.126185</td>\n",
       "      <td>0.055617</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>secondary_pupils</th>\n",
       "      <td>0.001754</td>\n",
       "      <td>-0.019631</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.113457</td>\n",
       "      <td>0.143631</td>\n",
       "      <td>-0.089189</td>\n",
       "      <td>-0.045585</td>\n",
       "      <td>-0.011320</td>\n",
       "      <td>0.011662</td>\n",
       "      <td>0.069820</td>\n",
       "      <td>0.027750</td>\n",
       "      <td>0.138958</td>\n",
       "      <td>-0.179322</td>\n",
       "      <td>0.997718</td>\n",
       "      <td>-0.008159</td>\n",
       "      <td>0.068565</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GDP_p_c</th>\n",
       "      <td>0.407620</td>\n",
       "      <td>-0.246361</td>\n",
       "      <td>-0.113457</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.632758</td>\n",
       "      <td>0.127719</td>\n",
       "      <td>0.631966</td>\n",
       "      <td>0.383217</td>\n",
       "      <td>-0.398751</td>\n",
       "      <td>-0.569991</td>\n",
       "      <td>-0.161076</td>\n",
       "      <td>0.259309</td>\n",
       "      <td>-0.063915</td>\n",
       "      <td>-0.119106</td>\n",
       "      <td>0.235060</td>\n",
       "      <td>-0.016753</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rural_population</th>\n",
       "      <td>-0.679918</td>\n",
       "      <td>0.181667</td>\n",
       "      <td>0.143631</td>\n",
       "      <td>-0.632758</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.216131</td>\n",
       "      <td>-0.767453</td>\n",
       "      <td>-0.532571</td>\n",
       "      <td>0.524037</td>\n",
       "      <td>0.683930</td>\n",
       "      <td>0.342593</td>\n",
       "      <td>-0.379680</td>\n",
       "      <td>-0.043463</td>\n",
       "      <td>0.162062</td>\n",
       "      <td>-0.193973</td>\n",
       "      <td>0.055336</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>population_density</th>\n",
       "      <td>0.149363</td>\n",
       "      <td>-0.082889</td>\n",
       "      <td>-0.089189</td>\n",
       "      <td>0.127719</td>\n",
       "      <td>-0.216131</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.193328</td>\n",
       "      <td>0.143170</td>\n",
       "      <td>-0.151466</td>\n",
       "      <td>-0.163849</td>\n",
       "      <td>0.011943</td>\n",
       "      <td>0.132247</td>\n",
       "      <td>-0.107783</td>\n",
       "      <td>-0.091984</td>\n",
       "      <td>-0.160294</td>\n",
       "      <td>0.150510</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>life_expectancy</th>\n",
       "      <td>0.868189</td>\n",
       "      <td>-0.292264</td>\n",
       "      <td>-0.045585</td>\n",
       "      <td>0.631966</td>\n",
       "      <td>-0.767453</td>\n",
       "      <td>0.193328</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.641236</td>\n",
       "      <td>-0.666292</td>\n",
       "      <td>-0.860190</td>\n",
       "      <td>-0.321068</td>\n",
       "      <td>0.534794</td>\n",
       "      <td>0.069815</td>\n",
       "      <td>-0.065698</td>\n",
       "      <td>0.222935</td>\n",
       "      <td>0.018816</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>enrollment_rate</th>\n",
       "      <td>0.693242</td>\n",
       "      <td>-0.155880</td>\n",
       "      <td>-0.011320</td>\n",
       "      <td>0.383217</td>\n",
       "      <td>-0.532571</td>\n",
       "      <td>0.143170</td>\n",
       "      <td>0.641236</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.982079</td>\n",
       "      <td>-0.697091</td>\n",
       "      <td>0.198245</td>\n",
       "      <td>0.426263</td>\n",
       "      <td>0.155605</td>\n",
       "      <td>-0.035060</td>\n",
       "      <td>0.203263</td>\n",
       "      <td>-0.251176</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>out_of_school</th>\n",
       "      <td>-0.721994</td>\n",
       "      <td>0.151598</td>\n",
       "      <td>0.011662</td>\n",
       "      <td>-0.398751</td>\n",
       "      <td>0.524037</td>\n",
       "      <td>-0.151466</td>\n",
       "      <td>-0.666292</td>\n",
       "      <td>-0.982079</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.718345</td>\n",
       "      <td>-0.190400</td>\n",
       "      <td>-0.436499</td>\n",
       "      <td>-0.155109</td>\n",
       "      <td>0.034550</td>\n",
       "      <td>-0.207221</td>\n",
       "      <td>0.267788</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pupil_teacher_ratio</th>\n",
       "      <td>-0.859718</td>\n",
       "      <td>0.239836</td>\n",
       "      <td>0.069820</td>\n",
       "      <td>-0.569991</td>\n",
       "      <td>0.683930</td>\n",
       "      <td>-0.163849</td>\n",
       "      <td>-0.860190</td>\n",
       "      <td>-0.697091</td>\n",
       "      <td>0.718345</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.321789</td>\n",
       "      <td>-0.569198</td>\n",
       "      <td>-0.204960</td>\n",
       "      <td>0.090060</td>\n",
       "      <td>-0.127981</td>\n",
       "      <td>0.137061</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gross_intake</th>\n",
       "      <td>-0.357488</td>\n",
       "      <td>0.031228</td>\n",
       "      <td>0.027750</td>\n",
       "      <td>-0.161076</td>\n",
       "      <td>0.342593</td>\n",
       "      <td>0.011943</td>\n",
       "      <td>-0.321068</td>\n",
       "      <td>0.198245</td>\n",
       "      <td>-0.190400</td>\n",
       "      <td>0.321789</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.102763</td>\n",
       "      <td>-0.208786</td>\n",
       "      <td>0.042933</td>\n",
       "      <td>0.128666</td>\n",
       "      <td>-0.213487</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GPI</th>\n",
       "      <td>0.531558</td>\n",
       "      <td>-0.128189</td>\n",
       "      <td>0.138958</td>\n",
       "      <td>0.259309</td>\n",
       "      <td>-0.379680</td>\n",
       "      <td>0.132247</td>\n",
       "      <td>0.534794</td>\n",
       "      <td>0.426263</td>\n",
       "      <td>-0.436499</td>\n",
       "      <td>-0.569198</td>\n",
       "      <td>-0.102763</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.110219</td>\n",
       "      <td>0.122915</td>\n",
       "      <td>0.113133</td>\n",
       "      <td>-0.132913</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>unemployment</th>\n",
       "      <td>0.161777</td>\n",
       "      <td>0.172609</td>\n",
       "      <td>-0.179322</td>\n",
       "      <td>-0.063915</td>\n",
       "      <td>-0.043463</td>\n",
       "      <td>-0.107783</td>\n",
       "      <td>0.069815</td>\n",
       "      <td>0.155605</td>\n",
       "      <td>-0.155109</td>\n",
       "      <td>-0.204960</td>\n",
       "      <td>-0.208786</td>\n",
       "      <td>0.110219</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.184739</td>\n",
       "      <td>-0.030089</td>\n",
       "      <td>-0.160793</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>population</th>\n",
       "      <td>-0.027474</td>\n",
       "      <td>-0.018581</td>\n",
       "      <td>0.997718</td>\n",
       "      <td>-0.119106</td>\n",
       "      <td>0.162062</td>\n",
       "      <td>-0.091984</td>\n",
       "      <td>-0.065698</td>\n",
       "      <td>-0.035060</td>\n",
       "      <td>0.034550</td>\n",
       "      <td>0.090060</td>\n",
       "      <td>0.042933</td>\n",
       "      <td>0.122915</td>\n",
       "      <td>-0.184739</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.009692</td>\n",
       "      <td>0.071181</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>proportion_women</th>\n",
       "      <td>0.121554</td>\n",
       "      <td>0.126185</td>\n",
       "      <td>-0.008159</td>\n",
       "      <td>0.235060</td>\n",
       "      <td>-0.193973</td>\n",
       "      <td>-0.160294</td>\n",
       "      <td>0.222935</td>\n",
       "      <td>0.203263</td>\n",
       "      <td>-0.207221</td>\n",
       "      <td>-0.127981</td>\n",
       "      <td>0.128666</td>\n",
       "      <td>0.113133</td>\n",
       "      <td>-0.030089</td>\n",
       "      <td>-0.009692</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.063989</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GDP_growth</th>\n",
       "      <td>-0.004903</td>\n",
       "      <td>0.055617</td>\n",
       "      <td>0.068565</td>\n",
       "      <td>-0.016753</td>\n",
       "      <td>0.055336</td>\n",
       "      <td>0.150510</td>\n",
       "      <td>0.018816</td>\n",
       "      <td>-0.251176</td>\n",
       "      <td>0.267788</td>\n",
       "      <td>0.137061</td>\n",
       "      <td>-0.213487</td>\n",
       "      <td>-0.132913</td>\n",
       "      <td>-0.160793</td>\n",
       "      <td>0.071181</td>\n",
       "      <td>0.063989</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                     electricity  agricultural  secondary_pupils   GDP_p_c  \\\n",
       "electricity             1.000000     -0.213015          0.001754  0.407620   \n",
       "agricultural           -0.213015      1.000000         -0.019631 -0.246361   \n",
       "secondary_pupils        0.001754     -0.019631          1.000000 -0.113457   \n",
       "GDP_p_c                 0.407620     -0.246361         -0.113457  1.000000   \n",
       "rural_population       -0.679918      0.181667          0.143631 -0.632758   \n",
       "population_density      0.149363     -0.082889         -0.089189  0.127719   \n",
       "life_expectancy         0.868189     -0.292264         -0.045585  0.631966   \n",
       "enrollment_rate         0.693242     -0.155880         -0.011320  0.383217   \n",
       "out_of_school          -0.721994      0.151598          0.011662 -0.398751   \n",
       "pupil_teacher_ratio    -0.859718      0.239836          0.069820 -0.569991   \n",
       "gross_intake           -0.357488      0.031228          0.027750 -0.161076   \n",
       "GPI                     0.531558     -0.128189          0.138958  0.259309   \n",
       "unemployment            0.161777      0.172609         -0.179322 -0.063915   \n",
       "population             -0.027474     -0.018581          0.997718 -0.119106   \n",
       "proportion_women        0.121554      0.126185         -0.008159  0.235060   \n",
       "GDP_growth             -0.004903      0.055617          0.068565 -0.016753   \n",
       "\n",
       "                     rural_population  population_density  life_expectancy  \\\n",
       "electricity                 -0.679918            0.149363         0.868189   \n",
       "agricultural                 0.181667           -0.082889        -0.292264   \n",
       "secondary_pupils             0.143631           -0.089189        -0.045585   \n",
       "GDP_p_c                     -0.632758            0.127719         0.631966   \n",
       "rural_population             1.000000           -0.216131        -0.767453   \n",
       "population_density          -0.216131            1.000000         0.193328   \n",
       "life_expectancy             -0.767453            0.193328         1.000000   \n",
       "enrollment_rate             -0.532571            0.143170         0.641236   \n",
       "out_of_school                0.524037           -0.151466        -0.666292   \n",
       "pupil_teacher_ratio          0.683930           -0.163849        -0.860190   \n",
       "gross_intake                 0.342593            0.011943        -0.321068   \n",
       "GPI                         -0.379680            0.132247         0.534794   \n",
       "unemployment                -0.043463           -0.107783         0.069815   \n",
       "population                   0.162062           -0.091984        -0.065698   \n",
       "proportion_women            -0.193973           -0.160294         0.222935   \n",
       "GDP_growth                   0.055336            0.150510         0.018816   \n",
       "\n",
       "                     enrollment_rate  out_of_school  pupil_teacher_ratio  \\\n",
       "electricity                 0.693242      -0.721994            -0.859718   \n",
       "agricultural               -0.155880       0.151598             0.239836   \n",
       "secondary_pupils           -0.011320       0.011662             0.069820   \n",
       "GDP_p_c                     0.383217      -0.398751            -0.569991   \n",
       "rural_population           -0.532571       0.524037             0.683930   \n",
       "population_density          0.143170      -0.151466            -0.163849   \n",
       "life_expectancy             0.641236      -0.666292            -0.860190   \n",
       "enrollment_rate             1.000000      -0.982079            -0.697091   \n",
       "out_of_school              -0.982079       1.000000             0.718345   \n",
       "pupil_teacher_ratio        -0.697091       0.718345             1.000000   \n",
       "gross_intake                0.198245      -0.190400             0.321789   \n",
       "GPI                         0.426263      -0.436499            -0.569198   \n",
       "unemployment                0.155605      -0.155109            -0.204960   \n",
       "population                 -0.035060       0.034550             0.090060   \n",
       "proportion_women            0.203263      -0.207221            -0.127981   \n",
       "GDP_growth                 -0.251176       0.267788             0.137061   \n",
       "\n",
       "                     gross_intake       GPI  unemployment  population  \\\n",
       "electricity             -0.357488  0.531558      0.161777   -0.027474   \n",
       "agricultural             0.031228 -0.128189      0.172609   -0.018581   \n",
       "secondary_pupils         0.027750  0.138958     -0.179322    0.997718   \n",
       "GDP_p_c                 -0.161076  0.259309     -0.063915   -0.119106   \n",
       "rural_population         0.342593 -0.379680     -0.043463    0.162062   \n",
       "population_density       0.011943  0.132247     -0.107783   -0.091984   \n",
       "life_expectancy         -0.321068  0.534794      0.069815   -0.065698   \n",
       "enrollment_rate          0.198245  0.426263      0.155605   -0.035060   \n",
       "out_of_school           -0.190400 -0.436499     -0.155109    0.034550   \n",
       "pupil_teacher_ratio      0.321789 -0.569198     -0.204960    0.090060   \n",
       "gross_intake             1.000000 -0.102763     -0.208786    0.042933   \n",
       "GPI                     -0.102763  1.000000      0.110219    0.122915   \n",
       "unemployment            -0.208786  0.110219      1.000000   -0.184739   \n",
       "population               0.042933  0.122915     -0.184739    1.000000   \n",
       "proportion_women         0.128666  0.113133     -0.030089   -0.009692   \n",
       "GDP_growth              -0.213487 -0.132913     -0.160793    0.071181   \n",
       "\n",
       "                     proportion_women  GDP_growth  \n",
       "electricity                  0.121554   -0.004903  \n",
       "agricultural                 0.126185    0.055617  \n",
       "secondary_pupils            -0.008159    0.068565  \n",
       "GDP_p_c                      0.235060   -0.016753  \n",
       "rural_population            -0.193973    0.055336  \n",
       "population_density          -0.160294    0.150510  \n",
       "life_expectancy              0.222935    0.018816  \n",
       "enrollment_rate              0.203263   -0.251176  \n",
       "out_of_school               -0.207221    0.267788  \n",
       "pupil_teacher_ratio         -0.127981    0.137061  \n",
       "gross_intake                 0.128666   -0.213487  \n",
       "GPI                          0.113133   -0.132913  \n",
       "unemployment                -0.030089   -0.160793  \n",
       "population                  -0.009692    0.071181  \n",
       "proportion_women             1.000000    0.063989  \n",
       "GDP_growth                   0.063989    1.000000  "
      ]
     },
     "execution_count": 97,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "corOfData=data.corr()\n",
    "corOfData"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "rural_population  -  electricity\n",
      "rural_population  -  GDP_p_c\n",
      "life_expectancy  -  electricity\n",
      "life_expectancy  -  GDP_p_c\n",
      "life_expectancy  -  rural_population\n",
      "enrollment_rate  -  electricity\n",
      "enrollment_rate  -  rural_population\n",
      "enrollment_rate  -  life_expectancy\n",
      "out_of_school  -  electricity\n",
      "out_of_school  -  rural_population\n",
      "out_of_school  -  life_expectancy\n",
      "out_of_school  -  enrollment_rate\n",
      "pupil_teacher_ratio  -  electricity\n",
      "pupil_teacher_ratio  -  GDP_p_c\n",
      "pupil_teacher_ratio  -  rural_population\n",
      "pupil_teacher_ratio  -  life_expectancy\n",
      "pupil_teacher_ratio  -  enrollment_rate\n",
      "pupil_teacher_ratio  -  out_of_school\n",
      "GPI  -  electricity\n",
      "GPI  -  life_expectancy\n",
      "GPI  -  pupil_teacher_ratio\n",
      "population  -  secondary_pupils\n"
     ]
    }
   ],
   "source": [
    "for i, row in enumerate(corOfData.values):\n",
    "    for j, column in enumerate(row):\n",
    "        if i>j and (corOfData.values[i][j]>0.5 or corOfData.values[i][j]<-0.5) and (corOfData.index[i] != corOfData.index[j]) :\n",
    "            print(corOfData.index[i],\" - \",corOfData.index[j])    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {},
   "outputs": [],
   "source": [
    "from seaborn import clustermap"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.matrix.ClusterGrid at 0x7f64e69884e0>"
      ]
     },
     "execution_count": 100,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f64e6988828>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "clustermap(corOfData,annot=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "55.54179\n",
      "8.45773\n"
     ]
    }
   ],
   "source": [
    "print(max(data[\"pupil_teacher_ratio\"]))\n",
    "print(min(data[\"pupil_teacher_ratio\"]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Country Code\n",
       "ALB    10.937573\n",
       "AUT     7.996013\n",
       "BHS     6.885512\n",
       "BHR     6.739362\n",
       "BLR     6.787978\n",
       "BEL    10.802651\n",
       "BLZ    10.488373\n",
       "BOL    10.610926\n",
       "BFA     5.331401\n",
       "CPV    11.178234\n",
       "CMR     9.049042\n",
       "TCD     3.637226\n",
       "CHL     8.605335\n",
       "COL    10.088164\n",
       "CRI     9.494031\n",
       "CIV     6.834316\n",
       "HRV     8.568957\n",
       "CUB     7.285395\n",
       "CYP     4.923492\n",
       "DJI     6.508037\n",
       "DOM     9.040283\n",
       "SLV     9.485142\n",
       "SWZ     9.102355\n",
       "GEO     7.459152\n",
       "DEU     8.707608\n",
       "GRC     6.124648\n",
       "HND     6.998056\n",
       "HUN     8.398086\n",
       "ISL    11.129483\n",
       "IRN     7.277764\n",
       "         ...    \n",
       "ECA     8.859803\n",
       "TEC     8.674839\n",
       "EUU     8.318332\n",
       "HPC     5.639660\n",
       "HIC     7.638542\n",
       "IBD     8.462955\n",
       "IBT     7.980506\n",
       "IDB     6.892173\n",
       "IDX     6.398153\n",
       "LCN    10.273104\n",
       "LAC    10.381849\n",
       "TLA    10.363173\n",
       "LDC     6.226549\n",
       "LMY     8.001013\n",
       "LIC     5.723860\n",
       "LMC     8.626465\n",
       "MEA     8.336821\n",
       "MNA     8.269786\n",
       "TMN     8.173354\n",
       "MIC     8.279025\n",
       "OED     8.512522\n",
       "OSS     6.977758\n",
       "PST     7.657070\n",
       "PRE     5.793610\n",
       "SST     7.308695\n",
       "SSF     5.916872\n",
       "SSA     5.917427\n",
       "TSS     5.916872\n",
       "UMC     7.852926\n",
       "WLD     7.942186\n",
       "Length: 109, dtype: float64"
      ]
     },
     "execution_count": 102,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tot_pop=data[\"population\"]\n",
    "gdp_growth=data[\"GDP_growth\"]\n",
    "secondary=data[\"secondary_pupils\"]/tot_pop*100\n",
    "secondary#% of pop in seondadry school"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "REmoving correlated variables"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "data2=data.drop(columns=[\"out_of_school\",\"electricity\",\"agricultural\",\"GDP_growth\",\"secondary_pupils\",\"population\",\"proportion_women\",\"rural_population\",\"pupil_teacher_ratio\",\"population_density\"])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.matrix.ClusterGrid at 0x7f64e6465f60>"
      ]
     },
     "execution_count": 106,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f64e6286860>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "clustermap(data2.corr(),annot=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "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": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}