WorldBank_StoryOfAsean.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Binder Example"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# import dependencies\n",
    "\n",
    "import pandas as pd\n",
    "import plotly\n",
    "import plotly.offline as offline\n",
    "import world_bank_data as wb\n",
    "import time\n",
    "\n",
    "# def version_to_int_list(version):\n",
    "#     return [int(s) for s in version.split('.')]\n",
    "\n",
    "\n",
    "# assert version_to_int_list(plotly.__version__) >= version_to_int_list('3.8.0'), 'Sunburst plots require Plotly >= 3.8.0'\n",
    "\n",
    "# pd.set_option('display.max_rows', 12)\n",
    "# offline.init_notebook_mode()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Set pandas options\n",
    "pd.set_option('display.max_rows', 6)\n",
    "pd.options.display.max_columns = 50  # None -> No Restrictions\n",
    "pd.options.display.max_rows = 200    # None -> Be careful with this \n",
    "pd.options.display.max_colwidth = 100\n",
    "pd.options.display.precision = 3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "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>iso2Code</th>\n",
       "      <th>name</th>\n",
       "      <th>region</th>\n",
       "      <th>adminregion</th>\n",
       "      <th>incomeLevel</th>\n",
       "      <th>lendingType</th>\n",
       "      <th>capitalCity</th>\n",
       "      <th>longitude</th>\n",
       "      <th>latitude</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>id</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>ABW</th>\n",
       "      <td>AW</td>\n",
       "      <td>Aruba</td>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td></td>\n",
       "      <td>High income</td>\n",
       "      <td>Not classified</td>\n",
       "      <td>Oranjestad</td>\n",
       "      <td>-70.017</td>\n",
       "      <td>12.517</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AFG</th>\n",
       "      <td>AF</td>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>South Asia</td>\n",
       "      <td>South Asia</td>\n",
       "      <td>Low income</td>\n",
       "      <td>IDA</td>\n",
       "      <td>Kabul</td>\n",
       "      <td>69.176</td>\n",
       "      <td>34.523</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AFR</th>\n",
       "      <td>A9</td>\n",
       "      <td>Africa</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AGO</th>\n",
       "      <td>AO</td>\n",
       "      <td>Angola</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Sub-Saharan Africa (excluding high income)</td>\n",
       "      <td>Lower middle income</td>\n",
       "      <td>IBRD</td>\n",
       "      <td>Luanda</td>\n",
       "      <td>13.242</td>\n",
       "      <td>-8.812</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ALB</th>\n",
       "      <td>AL</td>\n",
       "      <td>Albania</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Europe &amp; Central Asia (excluding high income)</td>\n",
       "      <td>Upper middle income</td>\n",
       "      <td>IBRD</td>\n",
       "      <td>Tirane</td>\n",
       "      <td>19.817</td>\n",
       "      <td>41.332</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AND</th>\n",
       "      <td>AD</td>\n",
       "      <td>Andorra</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td></td>\n",
       "      <td>High income</td>\n",
       "      <td>Not classified</td>\n",
       "      <td>Andorra la Vella</td>\n",
       "      <td>1.522</td>\n",
       "      <td>42.508</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ANR</th>\n",
       "      <td>L5</td>\n",
       "      <td>Andean Region</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ARB</th>\n",
       "      <td>1A</td>\n",
       "      <td>Arab World</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ARE</th>\n",
       "      <td>AE</td>\n",
       "      <td>United Arab Emirates</td>\n",
       "      <td>Middle East &amp; North Africa</td>\n",
       "      <td></td>\n",
       "      <td>High income</td>\n",
       "      <td>Not classified</td>\n",
       "      <td>Abu Dhabi</td>\n",
       "      <td>54.370</td>\n",
       "      <td>24.476</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ARG</th>\n",
       "      <td>AR</td>\n",
       "      <td>Argentina</td>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Latin America &amp; Caribbean (excluding high income)</td>\n",
       "      <td>Upper middle income</td>\n",
       "      <td>IBRD</td>\n",
       "      <td>Buenos Aires</td>\n",
       "      <td>-58.417</td>\n",
       "      <td>-34.612</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ARM</th>\n",
       "      <td>AM</td>\n",
       "      <td>Armenia</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Europe &amp; Central Asia (excluding high income)</td>\n",
       "      <td>Upper middle income</td>\n",
       "      <td>IBRD</td>\n",
       "      <td>Yerevan</td>\n",
       "      <td>44.509</td>\n",
       "      <td>40.160</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ASM</th>\n",
       "      <td>AS</td>\n",
       "      <td>American Samoa</td>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>East Asia &amp; Pacific (excluding high income)</td>\n",
       "      <td>Upper middle income</td>\n",
       "      <td>Not classified</td>\n",
       "      <td>Pago Pago</td>\n",
       "      <td>-170.691</td>\n",
       "      <td>-14.285</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ATG</th>\n",
       "      <td>AG</td>\n",
       "      <td>Antigua and Barbuda</td>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td></td>\n",
       "      <td>High income</td>\n",
       "      <td>IBRD</td>\n",
       "      <td>Saint John's</td>\n",
       "      <td>-61.846</td>\n",
       "      <td>17.117</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AUS</th>\n",
       "      <td>AU</td>\n",
       "      <td>Australia</td>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td></td>\n",
       "      <td>High income</td>\n",
       "      <td>Not classified</td>\n",
       "      <td>Canberra</td>\n",
       "      <td>149.129</td>\n",
       "      <td>-35.282</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AUT</th>\n",
       "      <td>AT</td>\n",
       "      <td>Austria</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td></td>\n",
       "      <td>High income</td>\n",
       "      <td>Not classified</td>\n",
       "      <td>Vienna</td>\n",
       "      <td>16.380</td>\n",
       "      <td>48.220</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AZE</th>\n",
       "      <td>AZ</td>\n",
       "      <td>Azerbaijan</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Europe &amp; Central Asia (excluding high income)</td>\n",
       "      <td>Upper middle income</td>\n",
       "      <td>IBRD</td>\n",
       "      <td>Baku</td>\n",
       "      <td>49.893</td>\n",
       "      <td>40.383</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BDI</th>\n",
       "      <td>BI</td>\n",
       "      <td>Burundi</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Sub-Saharan Africa (excluding high income)</td>\n",
       "      <td>Low income</td>\n",
       "      <td>IDA</td>\n",
       "      <td>Bujumbura</td>\n",
       "      <td>29.364</td>\n",
       "      <td>-3.378</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BEA</th>\n",
       "      <td>B4</td>\n",
       "      <td>East Asia &amp; Pacific (IBRD-only countries)</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BEC</th>\n",
       "      <td>B7</td>\n",
       "      <td>Europe &amp; Central Asia (IBRD-only countries)</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BEL</th>\n",
       "      <td>BE</td>\n",
       "      <td>Belgium</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td></td>\n",
       "      <td>High income</td>\n",
       "      <td>Not classified</td>\n",
       "      <td>Brussels</td>\n",
       "      <td>4.368</td>\n",
       "      <td>50.837</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BEN</th>\n",
       "      <td>BJ</td>\n",
       "      <td>Benin</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Sub-Saharan Africa (excluding high income)</td>\n",
       "      <td>Low income</td>\n",
       "      <td>IDA</td>\n",
       "      <td>Porto-Novo</td>\n",
       "      <td>2.632</td>\n",
       "      <td>6.478</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BFA</th>\n",
       "      <td>BF</td>\n",
       "      <td>Burkina Faso</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Sub-Saharan Africa (excluding high income)</td>\n",
       "      <td>Low income</td>\n",
       "      <td>IDA</td>\n",
       "      <td>Ouagadougou</td>\n",
       "      <td>-1.534</td>\n",
       "      <td>12.361</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BGD</th>\n",
       "      <td>BD</td>\n",
       "      <td>Bangladesh</td>\n",
       "      <td>South Asia</td>\n",
       "      <td>South Asia</td>\n",
       "      <td>Lower middle income</td>\n",
       "      <td>IDA</td>\n",
       "      <td>Dhaka</td>\n",
       "      <td>90.411</td>\n",
       "      <td>23.706</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BGR</th>\n",
       "      <td>BG</td>\n",
       "      <td>Bulgaria</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Europe &amp; Central Asia (excluding high income)</td>\n",
       "      <td>Upper middle income</td>\n",
       "      <td>IBRD</td>\n",
       "      <td>Sofia</td>\n",
       "      <td>23.324</td>\n",
       "      <td>42.711</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BHI</th>\n",
       "      <td>B1</td>\n",
       "      <td>IBRD countries classified as high income</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BHR</th>\n",
       "      <td>BH</td>\n",
       "      <td>Bahrain</td>\n",
       "      <td>Middle East &amp; North Africa</td>\n",
       "      <td></td>\n",
       "      <td>High income</td>\n",
       "      <td>Not classified</td>\n",
       "      <td>Manama</td>\n",
       "      <td>50.535</td>\n",
       "      <td>26.192</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BHS</th>\n",
       "      <td>BS</td>\n",
       "      <td>Bahamas, The</td>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td></td>\n",
       "      <td>High income</td>\n",
       "      <td>Not classified</td>\n",
       "      <td>Nassau</td>\n",
       "      <td>-77.339</td>\n",
       "      <td>25.066</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BIH</th>\n",
       "      <td>BA</td>\n",
       "      <td>Bosnia and Herzegovina</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Europe &amp; Central Asia (excluding high income)</td>\n",
       "      <td>Upper middle income</td>\n",
       "      <td>IBRD</td>\n",
       "      <td>Sarajevo</td>\n",
       "      <td>18.421</td>\n",
       "      <td>43.861</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BLA</th>\n",
       "      <td>B2</td>\n",
       "      <td>Latin America &amp; the Caribbean (IBRD-only countries)</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BLR</th>\n",
       "      <td>BY</td>\n",
       "      <td>Belarus</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Europe &amp; Central Asia (excluding high income)</td>\n",
       "      <td>Upper middle income</td>\n",
       "      <td>IBRD</td>\n",
       "      <td>Minsk</td>\n",
       "      <td>27.577</td>\n",
       "      <td>53.968</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BLZ</th>\n",
       "      <td>BZ</td>\n",
       "      <td>Belize</td>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Latin America &amp; Caribbean (excluding high income)</td>\n",
       "      <td>Upper middle income</td>\n",
       "      <td>IBRD</td>\n",
       "      <td>Belmopan</td>\n",
       "      <td>-88.771</td>\n",
       "      <td>17.253</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BMN</th>\n",
       "      <td>B3</td>\n",
       "      <td>Middle East &amp; North Africa (IBRD-only countries)</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BMU</th>\n",
       "      <td>BM</td>\n",
       "      <td>Bermuda</td>\n",
       "      <td>North America</td>\n",
       "      <td></td>\n",
       "      <td>High income</td>\n",
       "      <td>Not classified</td>\n",
       "      <td>Hamilton</td>\n",
       "      <td>-64.706</td>\n",
       "      <td>32.329</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BOL</th>\n",
       "      <td>BO</td>\n",
       "      <td>Bolivia</td>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Latin America &amp; Caribbean (excluding high income)</td>\n",
       "      <td>Lower middle income</td>\n",
       "      <td>IBRD</td>\n",
       "      <td>La Paz</td>\n",
       "      <td>-66.194</td>\n",
       "      <td>-13.991</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BRA</th>\n",
       "      <td>BR</td>\n",
       "      <td>Brazil</td>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Latin America &amp; Caribbean (excluding high income)</td>\n",
       "      <td>Upper middle income</td>\n",
       "      <td>IBRD</td>\n",
       "      <td>Brasilia</td>\n",
       "      <td>-47.929</td>\n",
       "      <td>-15.780</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BRB</th>\n",
       "      <td>BB</td>\n",
       "      <td>Barbados</td>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td></td>\n",
       "      <td>High income</td>\n",
       "      <td>Not classified</td>\n",
       "      <td>Bridgetown</td>\n",
       "      <td>-59.611</td>\n",
       "      <td>13.094</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BRN</th>\n",
       "      <td>BN</td>\n",
       "      <td>Brunei Darussalam</td>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td></td>\n",
       "      <td>High income</td>\n",
       "      <td>Not classified</td>\n",
       "      <td>Bandar Seri Begawan</td>\n",
       "      <td>114.946</td>\n",
       "      <td>4.942</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BSS</th>\n",
       "      <td>B6</td>\n",
       "      <td>Sub-Saharan Africa (IBRD-only countries)</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BTN</th>\n",
       "      <td>BT</td>\n",
       "      <td>Bhutan</td>\n",
       "      <td>South Asia</td>\n",
       "      <td>South Asia</td>\n",
       "      <td>Lower middle income</td>\n",
       "      <td>IDA</td>\n",
       "      <td>Thimphu</td>\n",
       "      <td>89.618</td>\n",
       "      <td>27.577</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BWA</th>\n",
       "      <td>BW</td>\n",
       "      <td>Botswana</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Sub-Saharan Africa (excluding high income)</td>\n",
       "      <td>Upper middle income</td>\n",
       "      <td>IBRD</td>\n",
       "      <td>Gaborone</td>\n",
       "      <td>25.920</td>\n",
       "      <td>-24.654</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CAA</th>\n",
       "      <td>C9</td>\n",
       "      <td>Sub-Saharan Africa (IFC classification)</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CAF</th>\n",
       "      <td>CF</td>\n",
       "      <td>Central African Republic</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Sub-Saharan Africa (excluding high income)</td>\n",
       "      <td>Low income</td>\n",
       "      <td>IDA</td>\n",
       "      <td>Bangui</td>\n",
       "      <td>21.641</td>\n",
       "      <td>5.631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CAN</th>\n",
       "      <td>CA</td>\n",
       "      <td>Canada</td>\n",
       "      <td>North America</td>\n",
       "      <td></td>\n",
       "      <td>High income</td>\n",
       "      <td>Not classified</td>\n",
       "      <td>Ottawa</td>\n",
       "      <td>-75.692</td>\n",
       "      <td>45.422</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CEA</th>\n",
       "      <td>C4</td>\n",
       "      <td>East Asia and the Pacific (IFC classification)</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CEB</th>\n",
       "      <td>B8</td>\n",
       "      <td>Central Europe and the Baltics</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CEU</th>\n",
       "      <td>C5</td>\n",
       "      <td>Europe and Central Asia (IFC classification)</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CHE</th>\n",
       "      <td>CH</td>\n",
       "      <td>Switzerland</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td></td>\n",
       "      <td>High income</td>\n",
       "      <td>Not classified</td>\n",
       "      <td>Bern</td>\n",
       "      <td>7.448</td>\n",
       "      <td>46.948</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CHI</th>\n",
       "      <td>JG</td>\n",
       "      <td>Channel Islands</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td></td>\n",
       "      <td>High income</td>\n",
       "      <td>Not classified</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CHL</th>\n",
       "      <td>CL</td>\n",
       "      <td>Chile</td>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td></td>\n",
       "      <td>High income</td>\n",
       "      <td>IBRD</td>\n",
       "      <td>Santiago</td>\n",
       "      <td>-70.647</td>\n",
       "      <td>-33.475</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CHN</th>\n",
       "      <td>CN</td>\n",
       "      <td>China</td>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>East Asia &amp; Pacific (excluding high income)</td>\n",
       "      <td>Upper middle income</td>\n",
       "      <td>IBRD</td>\n",
       "      <td>Beijing</td>\n",
       "      <td>116.286</td>\n",
       "      <td>40.050</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CIV</th>\n",
       "      <td>CI</td>\n",
       "      <td>Cote d'Ivoire</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Sub-Saharan Africa (excluding high income)</td>\n",
       "      <td>Lower middle income</td>\n",
       "      <td>IDA</td>\n",
       "      <td>Yamoussoukro</td>\n",
       "      <td>-4.030</td>\n",
       "      <td>5.332</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CLA</th>\n",
       "      <td>C6</td>\n",
       "      <td>Latin America and the Caribbean (IFC classification)</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CME</th>\n",
       "      <td>C7</td>\n",
       "      <td>Middle East and North Africa (IFC classification)</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CMR</th>\n",
       "      <td>CM</td>\n",
       "      <td>Cameroon</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Sub-Saharan Africa (excluding high income)</td>\n",
       "      <td>Lower middle income</td>\n",
       "      <td>Blend</td>\n",
       "      <td>Yaounde</td>\n",
       "      <td>11.517</td>\n",
       "      <td>3.872</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>COD</th>\n",
       "      <td>CD</td>\n",
       "      <td>Congo, Dem. Rep.</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Sub-Saharan Africa (excluding high income)</td>\n",
       "      <td>Low income</td>\n",
       "      <td>IDA</td>\n",
       "      <td>Kinshasa</td>\n",
       "      <td>15.322</td>\n",
       "      <td>-4.325</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>COG</th>\n",
       "      <td>CG</td>\n",
       "      <td>Congo, Rep.</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Sub-Saharan Africa (excluding high income)</td>\n",
       "      <td>Lower middle income</td>\n",
       "      <td>Blend</td>\n",
       "      <td>Brazzaville</td>\n",
       "      <td>15.266</td>\n",
       "      <td>-4.277</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>COL</th>\n",
       "      <td>CO</td>\n",
       "      <td>Colombia</td>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Latin America &amp; Caribbean (excluding high income)</td>\n",
       "      <td>Upper middle income</td>\n",
       "      <td>IBRD</td>\n",
       "      <td>Bogota</td>\n",
       "      <td>-74.082</td>\n",
       "      <td>4.610</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>COM</th>\n",
       "      <td>KM</td>\n",
       "      <td>Comoros</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Sub-Saharan Africa (excluding high income)</td>\n",
       "      <td>Lower middle income</td>\n",
       "      <td>IDA</td>\n",
       "      <td>Moroni</td>\n",
       "      <td>43.242</td>\n",
       "      <td>-11.699</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CPV</th>\n",
       "      <td>CV</td>\n",
       "      <td>Cabo Verde</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Sub-Saharan Africa (excluding high income)</td>\n",
       "      <td>Lower middle income</td>\n",
       "      <td>Blend</td>\n",
       "      <td>Praia</td>\n",
       "      <td>-23.509</td>\n",
       "      <td>14.922</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CRI</th>\n",
       "      <td>CR</td>\n",
       "      <td>Costa Rica</td>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Latin America &amp; Caribbean (excluding high income)</td>\n",
       "      <td>Upper middle income</td>\n",
       "      <td>IBRD</td>\n",
       "      <td>San Jose</td>\n",
       "      <td>-84.009</td>\n",
       "      <td>9.637</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CSA</th>\n",
       "      <td>C8</td>\n",
       "      <td>South Asia (IFC classification)</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CSS</th>\n",
       "      <td>S3</td>\n",
       "      <td>Caribbean small states</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CUB</th>\n",
       "      <td>CU</td>\n",
       "      <td>Cuba</td>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Latin America &amp; Caribbean (excluding high income)</td>\n",
       "      <td>Upper middle income</td>\n",
       "      <td>Not classified</td>\n",
       "      <td>Havana</td>\n",
       "      <td>-82.367</td>\n",
       "      <td>23.133</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CUW</th>\n",
       "      <td>CW</td>\n",
       "      <td>Curacao</td>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td></td>\n",
       "      <td>High income</td>\n",
       "      <td>Not classified</td>\n",
       "      <td>Willemstad</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CYM</th>\n",
       "      <td>KY</td>\n",
       "      <td>Cayman Islands</td>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td></td>\n",
       "      <td>High income</td>\n",
       "      <td>Not classified</td>\n",
       "      <td>George Town</td>\n",
       "      <td>-81.386</td>\n",
       "      <td>19.302</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CYP</th>\n",
       "      <td>CY</td>\n",
       "      <td>Cyprus</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td></td>\n",
       "      <td>High income</td>\n",
       "      <td>Not classified</td>\n",
       "      <td>Nicosia</td>\n",
       "      <td>33.374</td>\n",
       "      <td>35.168</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CZE</th>\n",
       "      <td>CZ</td>\n",
       "      <td>Czech Republic</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td></td>\n",
       "      <td>High income</td>\n",
       "      <td>Not classified</td>\n",
       "      <td>Prague</td>\n",
       "      <td>14.421</td>\n",
       "      <td>50.088</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DEA</th>\n",
       "      <td>D4</td>\n",
       "      <td>East Asia &amp; Pacific (IDA-eligible countries)</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DEC</th>\n",
       "      <td>D7</td>\n",
       "      <td>Europe &amp; Central Asia (IDA-eligible countries)</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DEU</th>\n",
       "      <td>DE</td>\n",
       "      <td>Germany</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td></td>\n",
       "      <td>High income</td>\n",
       "      <td>Not classified</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>13.412</td>\n",
       "      <td>52.523</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DFS</th>\n",
       "      <td>D8</td>\n",
       "      <td>IDA countries classified as Fragile Situations</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DJI</th>\n",
       "      <td>DJ</td>\n",
       "      <td>Djibouti</td>\n",
       "      <td>Middle East &amp; North Africa</td>\n",
       "      <td>Middle East &amp; North Africa (excluding high income)</td>\n",
       "      <td>Lower middle income</td>\n",
       "      <td>IDA</td>\n",
       "      <td>Djibouti</td>\n",
       "      <td>43.142</td>\n",
       "      <td>11.581</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DLA</th>\n",
       "      <td>D2</td>\n",
       "      <td>Latin America &amp; the Caribbean (IDA-eligible countries)</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DMA</th>\n",
       "      <td>DM</td>\n",
       "      <td>Dominica</td>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Latin America &amp; Caribbean (excluding high income)</td>\n",
       "      <td>Upper middle income</td>\n",
       "      <td>Blend</td>\n",
       "      <td>Roseau</td>\n",
       "      <td>-61.390</td>\n",
       "      <td>15.298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DMN</th>\n",
       "      <td>D3</td>\n",
       "      <td>Middle East &amp; North Africa (IDA-eligible countries)</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DNF</th>\n",
       "      <td>D9</td>\n",
       "      <td>IDA countries not classified as Fragile Situations</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DNK</th>\n",
       "      <td>DK</td>\n",
       "      <td>Denmark</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td></td>\n",
       "      <td>High income</td>\n",
       "      <td>Not classified</td>\n",
       "      <td>Copenhagen</td>\n",
       "      <td>12.568</td>\n",
       "      <td>55.676</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DNS</th>\n",
       "      <td>N6</td>\n",
       "      <td>IDA countries in Sub-Saharan Africa not classified as fragile situations</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DOM</th>\n",
       "      <td>DO</td>\n",
       "      <td>Dominican Republic</td>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Latin America &amp; Caribbean (excluding high income)</td>\n",
       "      <td>Upper middle income</td>\n",
       "      <td>IBRD</td>\n",
       "      <td>Santo Domingo</td>\n",
       "      <td>-69.891</td>\n",
       "      <td>18.479</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DSA</th>\n",
       "      <td>D5</td>\n",
       "      <td>South Asia (IDA-eligible countries)</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DSF</th>\n",
       "      <td>F6</td>\n",
       "      <td>IDA countries in Sub-Saharan Africa classified as fragile situations</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DSS</th>\n",
       "      <td>D6</td>\n",
       "      <td>Sub-Saharan Africa (IDA-eligible countries)</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DXS</th>\n",
       "      <td>6D</td>\n",
       "      <td>IDA total, excluding Sub-Saharan Africa</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DZA</th>\n",
       "      <td>DZ</td>\n",
       "      <td>Algeria</td>\n",
       "      <td>Middle East &amp; North Africa</td>\n",
       "      <td>Middle East &amp; North Africa (excluding high income)</td>\n",
       "      <td>Upper middle income</td>\n",
       "      <td>IBRD</td>\n",
       "      <td>Algiers</td>\n",
       "      <td>3.051</td>\n",
       "      <td>36.740</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EAP</th>\n",
       "      <td>4E</td>\n",
       "      <td>East Asia &amp; Pacific (excluding high income)</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EAR</th>\n",
       "      <td>V2</td>\n",
       "      <td>Early-demographic dividend</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EAS</th>\n",
       "      <td>Z4</td>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ECA</th>\n",
       "      <td>7E</td>\n",
       "      <td>Europe &amp; Central Asia (excluding high income)</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ECS</th>\n",
       "      <td>Z7</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ECU</th>\n",
       "      <td>EC</td>\n",
       "      <td>Ecuador</td>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Latin America &amp; Caribbean (excluding high income)</td>\n",
       "      <td>Upper middle income</td>\n",
       "      <td>IBRD</td>\n",
       "      <td>Quito</td>\n",
       "      <td>-78.524</td>\n",
       "      <td>-0.229</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EGY</th>\n",
       "      <td>EG</td>\n",
       "      <td>Egypt, Arab Rep.</td>\n",
       "      <td>Middle East &amp; North Africa</td>\n",
       "      <td>Middle East &amp; North Africa (excluding high income)</td>\n",
       "      <td>Lower middle income</td>\n",
       "      <td>IBRD</td>\n",
       "      <td>Cairo</td>\n",
       "      <td>31.246</td>\n",
       "      <td>30.098</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EMU</th>\n",
       "      <td>XC</td>\n",
       "      <td>Euro area</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ERI</th>\n",
       "      <td>ER</td>\n",
       "      <td>Eritrea</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Sub-Saharan Africa (excluding high income)</td>\n",
       "      <td>Low income</td>\n",
       "      <td>IDA</td>\n",
       "      <td>Asmara</td>\n",
       "      <td>38.918</td>\n",
       "      <td>15.332</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ESP</th>\n",
       "      <td>ES</td>\n",
       "      <td>Spain</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td></td>\n",
       "      <td>High income</td>\n",
       "      <td>Not classified</td>\n",
       "      <td>Madrid</td>\n",
       "      <td>-3.703</td>\n",
       "      <td>40.417</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EST</th>\n",
       "      <td>EE</td>\n",
       "      <td>Estonia</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td></td>\n",
       "      <td>High income</td>\n",
       "      <td>Not classified</td>\n",
       "      <td>Tallinn</td>\n",
       "      <td>24.759</td>\n",
       "      <td>59.439</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ETH</th>\n",
       "      <td>ET</td>\n",
       "      <td>Ethiopia</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Sub-Saharan Africa (excluding high income)</td>\n",
       "      <td>Low income</td>\n",
       "      <td>IDA</td>\n",
       "      <td>Addis Ababa</td>\n",
       "      <td>38.747</td>\n",
       "      <td>9.023</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EUU</th>\n",
       "      <td>EU</td>\n",
       "      <td>European Union</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FCS</th>\n",
       "      <td>F1</td>\n",
       "      <td>Fragile and conflict affected situations</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FIN</th>\n",
       "      <td>FI</td>\n",
       "      <td>Finland</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td></td>\n",
       "      <td>High income</td>\n",
       "      <td>Not classified</td>\n",
       "      <td>Helsinki</td>\n",
       "      <td>24.953</td>\n",
       "      <td>60.161</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FJI</th>\n",
       "      <td>FJ</td>\n",
       "      <td>Fiji</td>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>East Asia &amp; Pacific (excluding high income)</td>\n",
       "      <td>Upper middle income</td>\n",
       "      <td>Blend</td>\n",
       "      <td>Suva</td>\n",
       "      <td>178.399</td>\n",
       "      <td>-18.115</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NIC</th>\n",
       "      <td>NI</td>\n",
       "      <td>Nicaragua</td>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Latin America &amp; Caribbean (excluding high income)</td>\n",
       "      <td>Lower middle income</td>\n",
       "      <td>IDA</td>\n",
       "      <td>Managua</td>\n",
       "      <td>-86.273</td>\n",
       "      <td>12.148</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NLD</th>\n",
       "      <td>NL</td>\n",
       "      <td>Netherlands</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td></td>\n",
       "      <td>High income</td>\n",
       "      <td>Not classified</td>\n",
       "      <td>Amsterdam</td>\n",
       "      <td>4.891</td>\n",
       "      <td>52.374</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NLS</th>\n",
       "      <td>6L</td>\n",
       "      <td>Non-resource rich Sub-Saharan Africa countries, of which landlocked</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NOR</th>\n",
       "      <td>NO</td>\n",
       "      <td>Norway</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td></td>\n",
       "      <td>High income</td>\n",
       "      <td>Not classified</td>\n",
       "      <td>Oslo</td>\n",
       "      <td>10.739</td>\n",
       "      <td>59.914</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NPL</th>\n",
       "      <td>NP</td>\n",
       "      <td>Nepal</td>\n",
       "      <td>South Asia</td>\n",
       "      <td>South Asia</td>\n",
       "      <td>Low income</td>\n",
       "      <td>IDA</td>\n",
       "      <td>Kathmandu</td>\n",
       "      <td>85.316</td>\n",
       "      <td>27.694</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NRS</th>\n",
       "      <td>6X</td>\n",
       "      <td>Non-resource rich Sub-Saharan Africa countries</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NRU</th>\n",
       "      <td>NR</td>\n",
       "      <td>Nauru</td>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>East Asia &amp; Pacific (excluding high income)</td>\n",
       "      <td>Upper middle income</td>\n",
       "      <td>IBRD</td>\n",
       "      <td>Yaren District</td>\n",
       "      <td>166.921</td>\n",
       "      <td>-0.548</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NXS</th>\n",
       "      <td>6N</td>\n",
       "      <td>IDA countries not classified as fragile situations, excluding Sub-Saharan Africa</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NZL</th>\n",
       "      <td>NZ</td>\n",
       "      <td>New Zealand</td>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td></td>\n",
       "      <td>High income</td>\n",
       "      <td>Not classified</td>\n",
       "      <td>Wellington</td>\n",
       "      <td>174.776</td>\n",
       "      <td>-41.286</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OED</th>\n",
       "      <td>OE</td>\n",
       "      <td>OECD members</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OMN</th>\n",
       "      <td>OM</td>\n",
       "      <td>Oman</td>\n",
       "      <td>Middle East &amp; North Africa</td>\n",
       "      <td></td>\n",
       "      <td>High income</td>\n",
       "      <td>Not classified</td>\n",
       "      <td>Muscat</td>\n",
       "      <td>58.587</td>\n",
       "      <td>23.610</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OSS</th>\n",
       "      <td>S4</td>\n",
       "      <td>Other small states</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PAK</th>\n",
       "      <td>PK</td>\n",
       "      <td>Pakistan</td>\n",
       "      <td>South Asia</td>\n",
       "      <td>South Asia</td>\n",
       "      <td>Lower middle income</td>\n",
       "      <td>Blend</td>\n",
       "      <td>Islamabad</td>\n",
       "      <td>72.800</td>\n",
       "      <td>30.517</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PAN</th>\n",
       "      <td>PA</td>\n",
       "      <td>Panama</td>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td></td>\n",
       "      <td>High income</td>\n",
       "      <td>IBRD</td>\n",
       "      <td>Panama City</td>\n",
       "      <td>-79.519</td>\n",
       "      <td>8.994</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PER</th>\n",
       "      <td>PE</td>\n",
       "      <td>Peru</td>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Latin America &amp; Caribbean (excluding high income)</td>\n",
       "      <td>Upper middle income</td>\n",
       "      <td>IBRD</td>\n",
       "      <td>Lima</td>\n",
       "      <td>-77.046</td>\n",
       "      <td>-12.093</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PHL</th>\n",
       "      <td>PH</td>\n",
       "      <td>Philippines</td>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>East Asia &amp; Pacific (excluding high income)</td>\n",
       "      <td>Lower middle income</td>\n",
       "      <td>IBRD</td>\n",
       "      <td>Manila</td>\n",
       "      <td>121.035</td>\n",
       "      <td>14.552</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PLW</th>\n",
       "      <td>PW</td>\n",
       "      <td>Palau</td>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td></td>\n",
       "      <td>High income</td>\n",
       "      <td>IBRD</td>\n",
       "      <td>Koror</td>\n",
       "      <td>134.479</td>\n",
       "      <td>7.342</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PNG</th>\n",
       "      <td>PG</td>\n",
       "      <td>Papua New Guinea</td>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>East Asia &amp; Pacific (excluding high income)</td>\n",
       "      <td>Lower middle income</td>\n",
       "      <td>Blend</td>\n",
       "      <td>Port Moresby</td>\n",
       "      <td>147.194</td>\n",
       "      <td>-9.474</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>POL</th>\n",
       "      <td>PL</td>\n",
       "      <td>Poland</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td></td>\n",
       "      <td>High income</td>\n",
       "      <td>IBRD</td>\n",
       "      <td>Warsaw</td>\n",
       "      <td>21.020</td>\n",
       "      <td>52.260</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PRE</th>\n",
       "      <td>V1</td>\n",
       "      <td>Pre-demographic dividend</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PRI</th>\n",
       "      <td>PR</td>\n",
       "      <td>Puerto Rico</td>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td></td>\n",
       "      <td>High income</td>\n",
       "      <td>Not classified</td>\n",
       "      <td>San Juan</td>\n",
       "      <td>-66.000</td>\n",
       "      <td>18.230</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PRK</th>\n",
       "      <td>KP</td>\n",
       "      <td>Korea, Dem. People’s Rep.</td>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>East Asia &amp; Pacific (excluding high income)</td>\n",
       "      <td>Low income</td>\n",
       "      <td>Not classified</td>\n",
       "      <td>Pyongyang</td>\n",
       "      <td>125.754</td>\n",
       "      <td>39.032</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PRT</th>\n",
       "      <td>PT</td>\n",
       "      <td>Portugal</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td></td>\n",
       "      <td>High income</td>\n",
       "      <td>Not classified</td>\n",
       "      <td>Lisbon</td>\n",
       "      <td>-9.136</td>\n",
       "      <td>38.707</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PRY</th>\n",
       "      <td>PY</td>\n",
       "      <td>Paraguay</td>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Latin America &amp; Caribbean (excluding high income)</td>\n",
       "      <td>Upper middle income</td>\n",
       "      <td>IBRD</td>\n",
       "      <td>Asuncion</td>\n",
       "      <td>-57.636</td>\n",
       "      <td>-25.300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PSE</th>\n",
       "      <td>PS</td>\n",
       "      <td>West Bank and Gaza</td>\n",
       "      <td>Middle East &amp; North Africa</td>\n",
       "      <td>Middle East &amp; North Africa (excluding high income)</td>\n",
       "      <td>Lower middle income</td>\n",
       "      <td>Not classified</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PSS</th>\n",
       "      <td>S2</td>\n",
       "      <td>Pacific island small states</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PST</th>\n",
       "      <td>V4</td>\n",
       "      <td>Post-demographic dividend</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PYF</th>\n",
       "      <td>PF</td>\n",
       "      <td>French Polynesia</td>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td></td>\n",
       "      <td>High income</td>\n",
       "      <td>Not classified</td>\n",
       "      <td>Papeete</td>\n",
       "      <td>-149.570</td>\n",
       "      <td>-17.535</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>QAT</th>\n",
       "      <td>QA</td>\n",
       "      <td>Qatar</td>\n",
       "      <td>Middle East &amp; North Africa</td>\n",
       "      <td></td>\n",
       "      <td>High income</td>\n",
       "      <td>Not classified</td>\n",
       "      <td>Doha</td>\n",
       "      <td>51.508</td>\n",
       "      <td>25.295</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ROU</th>\n",
       "      <td>RO</td>\n",
       "      <td>Romania</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Europe &amp; Central Asia (excluding high income)</td>\n",
       "      <td>Upper middle income</td>\n",
       "      <td>IBRD</td>\n",
       "      <td>Bucharest</td>\n",
       "      <td>26.098</td>\n",
       "      <td>44.448</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RRS</th>\n",
       "      <td>R6</td>\n",
       "      <td>Resource rich Sub-Saharan Africa countries</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RSO</th>\n",
       "      <td>O6</td>\n",
       "      <td>Resource rich Sub-Saharan Africa countries, of which oil exporters</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RUS</th>\n",
       "      <td>RU</td>\n",
       "      <td>Russian Federation</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Europe &amp; Central Asia (excluding high income)</td>\n",
       "      <td>Upper middle income</td>\n",
       "      <td>IBRD</td>\n",
       "      <td>Moscow</td>\n",
       "      <td>37.618</td>\n",
       "      <td>55.756</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RWA</th>\n",
       "      <td>RW</td>\n",
       "      <td>Rwanda</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Sub-Saharan Africa (excluding high income)</td>\n",
       "      <td>Low income</td>\n",
       "      <td>IDA</td>\n",
       "      <td>Kigali</td>\n",
       "      <td>30.059</td>\n",
       "      <td>-1.953</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SAS</th>\n",
       "      <td>8S</td>\n",
       "      <td>South Asia</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SAU</th>\n",
       "      <td>SA</td>\n",
       "      <td>Saudi Arabia</td>\n",
       "      <td>Middle East &amp; North Africa</td>\n",
       "      <td></td>\n",
       "      <td>High income</td>\n",
       "      <td>Not classified</td>\n",
       "      <td>Riyadh</td>\n",
       "      <td>46.698</td>\n",
       "      <td>24.675</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SCE</th>\n",
       "      <td>L7</td>\n",
       "      <td>Southern Cone</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SDN</th>\n",
       "      <td>SD</td>\n",
       "      <td>Sudan</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Sub-Saharan Africa (excluding high income)</td>\n",
       "      <td>Lower middle income</td>\n",
       "      <td>IDA</td>\n",
       "      <td>Khartoum</td>\n",
       "      <td>32.536</td>\n",
       "      <td>15.593</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SEN</th>\n",
       "      <td>SN</td>\n",
       "      <td>Senegal</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Sub-Saharan Africa (excluding high income)</td>\n",
       "      <td>Lower middle income</td>\n",
       "      <td>IDA</td>\n",
       "      <td>Dakar</td>\n",
       "      <td>-17.473</td>\n",
       "      <td>14.725</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SGP</th>\n",
       "      <td>SG</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td></td>\n",
       "      <td>High income</td>\n",
       "      <td>Not classified</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>103.850</td>\n",
       "      <td>1.289</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SLB</th>\n",
       "      <td>SB</td>\n",
       "      <td>Solomon Islands</td>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>East Asia &amp; Pacific (excluding high income)</td>\n",
       "      <td>Lower middle income</td>\n",
       "      <td>IDA</td>\n",
       "      <td>Honiara</td>\n",
       "      <td>159.949</td>\n",
       "      <td>-9.427</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SLE</th>\n",
       "      <td>SL</td>\n",
       "      <td>Sierra Leone</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Sub-Saharan Africa (excluding high income)</td>\n",
       "      <td>Low income</td>\n",
       "      <td>IDA</td>\n",
       "      <td>Freetown</td>\n",
       "      <td>-13.213</td>\n",
       "      <td>8.482</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SLV</th>\n",
       "      <td>SV</td>\n",
       "      <td>El Salvador</td>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Latin America &amp; Caribbean (excluding high income)</td>\n",
       "      <td>Lower middle income</td>\n",
       "      <td>IBRD</td>\n",
       "      <td>San Salvador</td>\n",
       "      <td>-89.207</td>\n",
       "      <td>13.703</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SMR</th>\n",
       "      <td>SM</td>\n",
       "      <td>San Marino</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td></td>\n",
       "      <td>High income</td>\n",
       "      <td>Not classified</td>\n",
       "      <td>San Marino</td>\n",
       "      <td>12.449</td>\n",
       "      <td>43.932</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SOM</th>\n",
       "      <td>SO</td>\n",
       "      <td>Somalia</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Sub-Saharan Africa (excluding high income)</td>\n",
       "      <td>Low income</td>\n",
       "      <td>IDA</td>\n",
       "      <td>Mogadishu</td>\n",
       "      <td>45.325</td>\n",
       "      <td>2.075</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SRB</th>\n",
       "      <td>RS</td>\n",
       "      <td>Serbia</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Europe &amp; Central Asia (excluding high income)</td>\n",
       "      <td>Upper middle income</td>\n",
       "      <td>IBRD</td>\n",
       "      <td>Belgrade</td>\n",
       "      <td>20.466</td>\n",
       "      <td>44.802</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SSA</th>\n",
       "      <td>ZF</td>\n",
       "      <td>Sub-Saharan Africa (excluding high income)</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SSD</th>\n",
       "      <td>SS</td>\n",
       "      <td>South Sudan</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Sub-Saharan Africa (excluding high income)</td>\n",
       "      <td>Low income</td>\n",
       "      <td>IDA</td>\n",
       "      <td>Juba</td>\n",
       "      <td>31.600</td>\n",
       "      <td>4.850</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SSF</th>\n",
       "      <td>ZG</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SST</th>\n",
       "      <td>S1</td>\n",
       "      <td>Small states</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>STP</th>\n",
       "      <td>ST</td>\n",
       "      <td>Sao Tome and Principe</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Sub-Saharan Africa (excluding high income)</td>\n",
       "      <td>Lower middle income</td>\n",
       "      <td>IDA</td>\n",
       "      <td>Sao Tome</td>\n",
       "      <td>6.607</td>\n",
       "      <td>0.206</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SUR</th>\n",
       "      <td>SR</td>\n",
       "      <td>Suriname</td>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Latin America &amp; Caribbean (excluding high income)</td>\n",
       "      <td>Upper middle income</td>\n",
       "      <td>IBRD</td>\n",
       "      <td>Paramaribo</td>\n",
       "      <td>-55.168</td>\n",
       "      <td>5.823</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SVK</th>\n",
       "      <td>SK</td>\n",
       "      <td>Slovak Republic</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td></td>\n",
       "      <td>High income</td>\n",
       "      <td>Not classified</td>\n",
       "      <td>Bratislava</td>\n",
       "      <td>17.107</td>\n",
       "      <td>48.148</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SVN</th>\n",
       "      <td>SI</td>\n",
       "      <td>Slovenia</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td></td>\n",
       "      <td>High income</td>\n",
       "      <td>Not classified</td>\n",
       "      <td>Ljubljana</td>\n",
       "      <td>14.504</td>\n",
       "      <td>46.055</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SWE</th>\n",
       "      <td>SE</td>\n",
       "      <td>Sweden</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td></td>\n",
       "      <td>High income</td>\n",
       "      <td>Not classified</td>\n",
       "      <td>Stockholm</td>\n",
       "      <td>18.064</td>\n",
       "      <td>59.333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SWZ</th>\n",
       "      <td>SZ</td>\n",
       "      <td>Eswatini</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Sub-Saharan Africa (excluding high income)</td>\n",
       "      <td>Lower middle income</td>\n",
       "      <td>IBRD</td>\n",
       "      <td>Mbabane</td>\n",
       "      <td>31.466</td>\n",
       "      <td>-26.523</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SXM</th>\n",
       "      <td>SX</td>\n",
       "      <td>Sint Maarten (Dutch part)</td>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td></td>\n",
       "      <td>High income</td>\n",
       "      <td>Not classified</td>\n",
       "      <td>Philipsburg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SXZ</th>\n",
       "      <td>A4</td>\n",
       "      <td>Sub-Saharan Africa excluding South Africa</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SYC</th>\n",
       "      <td>SC</td>\n",
       "      <td>Seychelles</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td></td>\n",
       "      <td>High income</td>\n",
       "      <td>IBRD</td>\n",
       "      <td>Victoria</td>\n",
       "      <td>55.447</td>\n",
       "      <td>-4.631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SYR</th>\n",
       "      <td>SY</td>\n",
       "      <td>Syrian Arab Republic</td>\n",
       "      <td>Middle East &amp; North Africa</td>\n",
       "      <td>Middle East &amp; North Africa (excluding high income)</td>\n",
       "      <td>Low income</td>\n",
       "      <td>IDA</td>\n",
       "      <td>Damascus</td>\n",
       "      <td>36.312</td>\n",
       "      <td>33.515</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TCA</th>\n",
       "      <td>TC</td>\n",
       "      <td>Turks and Caicos Islands</td>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td></td>\n",
       "      <td>High income</td>\n",
       "      <td>Not classified</td>\n",
       "      <td>Grand Turk</td>\n",
       "      <td>-71.141</td>\n",
       "      <td>21.460</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TCD</th>\n",
       "      <td>TD</td>\n",
       "      <td>Chad</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Sub-Saharan Africa (excluding high income)</td>\n",
       "      <td>Low income</td>\n",
       "      <td>IDA</td>\n",
       "      <td>N'Djamena</td>\n",
       "      <td>15.044</td>\n",
       "      <td>12.105</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TEA</th>\n",
       "      <td>T4</td>\n",
       "      <td>East Asia &amp; Pacific (IDA &amp; IBRD countries)</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TEC</th>\n",
       "      <td>T7</td>\n",
       "      <td>Europe &amp; Central Asia (IDA &amp; IBRD countries)</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TGO</th>\n",
       "      <td>TG</td>\n",
       "      <td>Togo</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Sub-Saharan Africa (excluding high income)</td>\n",
       "      <td>Low income</td>\n",
       "      <td>IDA</td>\n",
       "      <td>Lome</td>\n",
       "      <td>1.226</td>\n",
       "      <td>6.123</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>THA</th>\n",
       "      <td>TH</td>\n",
       "      <td>Thailand</td>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>East Asia &amp; Pacific (excluding high income)</td>\n",
       "      <td>Upper middle income</td>\n",
       "      <td>IBRD</td>\n",
       "      <td>Bangkok</td>\n",
       "      <td>100.521</td>\n",
       "      <td>13.731</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TJK</th>\n",
       "      <td>TJ</td>\n",
       "      <td>Tajikistan</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Europe &amp; Central Asia (excluding high income)</td>\n",
       "      <td>Low income</td>\n",
       "      <td>IDA</td>\n",
       "      <td>Dushanbe</td>\n",
       "      <td>68.786</td>\n",
       "      <td>38.588</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TKM</th>\n",
       "      <td>TM</td>\n",
       "      <td>Turkmenistan</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Europe &amp; Central Asia (excluding high income)</td>\n",
       "      <td>Upper middle income</td>\n",
       "      <td>IBRD</td>\n",
       "      <td>Ashgabat</td>\n",
       "      <td>58.379</td>\n",
       "      <td>37.951</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TLA</th>\n",
       "      <td>T2</td>\n",
       "      <td>Latin America &amp; the Caribbean (IDA &amp; IBRD countries)</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TLS</th>\n",
       "      <td>TL</td>\n",
       "      <td>Timor-Leste</td>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>East Asia &amp; Pacific (excluding high income)</td>\n",
       "      <td>Lower middle income</td>\n",
       "      <td>Blend</td>\n",
       "      <td>Dili</td>\n",
       "      <td>125.567</td>\n",
       "      <td>-8.567</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TMN</th>\n",
       "      <td>T3</td>\n",
       "      <td>Middle East &amp; North Africa (IDA &amp; IBRD countries)</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TON</th>\n",
       "      <td>TO</td>\n",
       "      <td>Tonga</td>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>East Asia &amp; Pacific (excluding high income)</td>\n",
       "      <td>Upper middle income</td>\n",
       "      <td>IDA</td>\n",
       "      <td>Nuku'alofa</td>\n",
       "      <td>-175.216</td>\n",
       "      <td>-21.136</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TSA</th>\n",
       "      <td>T5</td>\n",
       "      <td>South Asia (IDA &amp; IBRD)</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TSS</th>\n",
       "      <td>T6</td>\n",
       "      <td>Sub-Saharan Africa (IDA &amp; IBRD countries)</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TTO</th>\n",
       "      <td>TT</td>\n",
       "      <td>Trinidad and Tobago</td>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td></td>\n",
       "      <td>High income</td>\n",
       "      <td>IBRD</td>\n",
       "      <td>Port-of-Spain</td>\n",
       "      <td>-61.479</td>\n",
       "      <td>10.660</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TUN</th>\n",
       "      <td>TN</td>\n",
       "      <td>Tunisia</td>\n",
       "      <td>Middle East &amp; North Africa</td>\n",
       "      <td>Middle East &amp; North Africa (excluding high income)</td>\n",
       "      <td>Lower middle income</td>\n",
       "      <td>IBRD</td>\n",
       "      <td>Tunis</td>\n",
       "      <td>10.210</td>\n",
       "      <td>36.790</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TUR</th>\n",
       "      <td>TR</td>\n",
       "      <td>Turkey</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Europe &amp; Central Asia (excluding high income)</td>\n",
       "      <td>Upper middle income</td>\n",
       "      <td>IBRD</td>\n",
       "      <td>Ankara</td>\n",
       "      <td>32.361</td>\n",
       "      <td>39.715</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TUV</th>\n",
       "      <td>TV</td>\n",
       "      <td>Tuvalu</td>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>East Asia &amp; Pacific (excluding high income)</td>\n",
       "      <td>Upper middle income</td>\n",
       "      <td>IDA</td>\n",
       "      <td>Funafuti</td>\n",
       "      <td>179.090</td>\n",
       "      <td>-8.631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TWN</th>\n",
       "      <td>TW</td>\n",
       "      <td>Taiwan, China</td>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td></td>\n",
       "      <td>High income</td>\n",
       "      <td>Not classified</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TZA</th>\n",
       "      <td>TZ</td>\n",
       "      <td>Tanzania</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Sub-Saharan Africa (excluding high income)</td>\n",
       "      <td>Low income</td>\n",
       "      <td>IDA</td>\n",
       "      <td>Dodoma</td>\n",
       "      <td>35.738</td>\n",
       "      <td>-6.175</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>UGA</th>\n",
       "      <td>UG</td>\n",
       "      <td>Uganda</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Sub-Saharan Africa (excluding high income)</td>\n",
       "      <td>Low income</td>\n",
       "      <td>IDA</td>\n",
       "      <td>Kampala</td>\n",
       "      <td>32.573</td>\n",
       "      <td>0.314</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>UKR</th>\n",
       "      <td>UA</td>\n",
       "      <td>Ukraine</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Europe &amp; Central Asia (excluding high income)</td>\n",
       "      <td>Lower middle income</td>\n",
       "      <td>IBRD</td>\n",
       "      <td>Kiev</td>\n",
       "      <td>30.504</td>\n",
       "      <td>50.454</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>UMC</th>\n",
       "      <td>XT</td>\n",
       "      <td>Upper middle income</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>URY</th>\n",
       "      <td>UY</td>\n",
       "      <td>Uruguay</td>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td></td>\n",
       "      <td>High income</td>\n",
       "      <td>IBRD</td>\n",
       "      <td>Montevideo</td>\n",
       "      <td>-56.068</td>\n",
       "      <td>-34.894</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>USA</th>\n",
       "      <td>US</td>\n",
       "      <td>United States</td>\n",
       "      <td>North America</td>\n",
       "      <td></td>\n",
       "      <td>High income</td>\n",
       "      <td>Not classified</td>\n",
       "      <td>Washington D.C.</td>\n",
       "      <td>-77.032</td>\n",
       "      <td>38.889</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>UZB</th>\n",
       "      <td>UZ</td>\n",
       "      <td>Uzbekistan</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Europe &amp; Central Asia (excluding high income)</td>\n",
       "      <td>Lower middle income</td>\n",
       "      <td>Blend</td>\n",
       "      <td>Tashkent</td>\n",
       "      <td>69.269</td>\n",
       "      <td>41.305</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>VCT</th>\n",
       "      <td>VC</td>\n",
       "      <td>St. Vincent and the Grenadines</td>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Latin America &amp; Caribbean (excluding high income)</td>\n",
       "      <td>Upper middle income</td>\n",
       "      <td>Blend</td>\n",
       "      <td>Kingstown</td>\n",
       "      <td>-61.265</td>\n",
       "      <td>13.204</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>VEN</th>\n",
       "      <td>VE</td>\n",
       "      <td>Venezuela, RB</td>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Latin America &amp; Caribbean (excluding high income)</td>\n",
       "      <td>Upper middle income</td>\n",
       "      <td>IBRD</td>\n",
       "      <td>Caracas</td>\n",
       "      <td>-69.837</td>\n",
       "      <td>9.082</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>VGB</th>\n",
       "      <td>VG</td>\n",
       "      <td>British Virgin Islands</td>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td></td>\n",
       "      <td>High income</td>\n",
       "      <td>Not classified</td>\n",
       "      <td>Road Town</td>\n",
       "      <td>-64.623</td>\n",
       "      <td>18.431</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>VIR</th>\n",
       "      <td>VI</td>\n",
       "      <td>Virgin Islands (U.S.)</td>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td></td>\n",
       "      <td>High income</td>\n",
       "      <td>Not classified</td>\n",
       "      <td>Charlotte Amalie</td>\n",
       "      <td>-64.896</td>\n",
       "      <td>18.336</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>VNM</th>\n",
       "      <td>VN</td>\n",
       "      <td>Vietnam</td>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>East Asia &amp; Pacific (excluding high income)</td>\n",
       "      <td>Lower middle income</td>\n",
       "      <td>IBRD</td>\n",
       "      <td>Hanoi</td>\n",
       "      <td>105.825</td>\n",
       "      <td>21.007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>VUT</th>\n",
       "      <td>VU</td>\n",
       "      <td>Vanuatu</td>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>East Asia &amp; Pacific (excluding high income)</td>\n",
       "      <td>Lower middle income</td>\n",
       "      <td>IDA</td>\n",
       "      <td>Port-Vila</td>\n",
       "      <td>168.321</td>\n",
       "      <td>-17.740</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WLD</th>\n",
       "      <td>1W</td>\n",
       "      <td>World</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WSM</th>\n",
       "      <td>WS</td>\n",
       "      <td>Samoa</td>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>East Asia &amp; Pacific (excluding high income)</td>\n",
       "      <td>Upper middle income</td>\n",
       "      <td>IDA</td>\n",
       "      <td>Apia</td>\n",
       "      <td>-171.752</td>\n",
       "      <td>-13.831</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>XKX</th>\n",
       "      <td>XK</td>\n",
       "      <td>Kosovo</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Europe &amp; Central Asia (excluding high income)</td>\n",
       "      <td>Upper middle income</td>\n",
       "      <td>IDA</td>\n",
       "      <td>Pristina</td>\n",
       "      <td>20.926</td>\n",
       "      <td>42.565</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>XZN</th>\n",
       "      <td>A5</td>\n",
       "      <td>Sub-Saharan Africa excluding South Africa and Nigeria</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YEM</th>\n",
       "      <td>YE</td>\n",
       "      <td>Yemen, Rep.</td>\n",
       "      <td>Middle East &amp; North Africa</td>\n",
       "      <td>Middle East &amp; North Africa (excluding high income)</td>\n",
       "      <td>Low income</td>\n",
       "      <td>IDA</td>\n",
       "      <td>Sana'a</td>\n",
       "      <td>44.208</td>\n",
       "      <td>15.352</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZAF</th>\n",
       "      <td>ZA</td>\n",
       "      <td>South Africa</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Sub-Saharan Africa (excluding high income)</td>\n",
       "      <td>Upper middle income</td>\n",
       "      <td>IBRD</td>\n",
       "      <td>Pretoria</td>\n",
       "      <td>28.187</td>\n",
       "      <td>-25.746</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZMB</th>\n",
       "      <td>ZM</td>\n",
       "      <td>Zambia</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Sub-Saharan Africa (excluding high income)</td>\n",
       "      <td>Lower middle income</td>\n",
       "      <td>IDA</td>\n",
       "      <td>Lusaka</td>\n",
       "      <td>28.294</td>\n",
       "      <td>-15.398</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZWE</th>\n",
       "      <td>ZW</td>\n",
       "      <td>Zimbabwe</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Sub-Saharan Africa (excluding high income)</td>\n",
       "      <td>Lower middle income</td>\n",
       "      <td>Blend</td>\n",
       "      <td>Harare</td>\n",
       "      <td>31.067</td>\n",
       "      <td>-17.831</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>304 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    iso2Code  \\\n",
       "id             \n",
       "ABW       AW   \n",
       "AFG       AF   \n",
       "AFR       A9   \n",
       "AGO       AO   \n",
       "ALB       AL   \n",
       "AND       AD   \n",
       "ANR       L5   \n",
       "ARB       1A   \n",
       "ARE       AE   \n",
       "ARG       AR   \n",
       "ARM       AM   \n",
       "ASM       AS   \n",
       "ATG       AG   \n",
       "AUS       AU   \n",
       "AUT       AT   \n",
       "AZE       AZ   \n",
       "BDI       BI   \n",
       "BEA       B4   \n",
       "BEC       B7   \n",
       "BEL       BE   \n",
       "BEN       BJ   \n",
       "BFA       BF   \n",
       "BGD       BD   \n",
       "BGR       BG   \n",
       "BHI       B1   \n",
       "BHR       BH   \n",
       "BHS       BS   \n",
       "BIH       BA   \n",
       "BLA       B2   \n",
       "BLR       BY   \n",
       "BLZ       BZ   \n",
       "BMN       B3   \n",
       "BMU       BM   \n",
       "BOL       BO   \n",
       "BRA       BR   \n",
       "BRB       BB   \n",
       "BRN       BN   \n",
       "BSS       B6   \n",
       "BTN       BT   \n",
       "BWA       BW   \n",
       "CAA       C9   \n",
       "CAF       CF   \n",
       "CAN       CA   \n",
       "CEA       C4   \n",
       "CEB       B8   \n",
       "CEU       C5   \n",
       "CHE       CH   \n",
       "CHI       JG   \n",
       "CHL       CL   \n",
       "CHN       CN   \n",
       "CIV       CI   \n",
       "CLA       C6   \n",
       "CME       C7   \n",
       "CMR       CM   \n",
       "COD       CD   \n",
       "COG       CG   \n",
       "COL       CO   \n",
       "COM       KM   \n",
       "CPV       CV   \n",
       "CRI       CR   \n",
       "CSA       C8   \n",
       "CSS       S3   \n",
       "CUB       CU   \n",
       "CUW       CW   \n",
       "CYM       KY   \n",
       "CYP       CY   \n",
       "CZE       CZ   \n",
       "DEA       D4   \n",
       "DEC       D7   \n",
       "DEU       DE   \n",
       "DFS       D8   \n",
       "DJI       DJ   \n",
       "DLA       D2   \n",
       "DMA       DM   \n",
       "DMN       D3   \n",
       "DNF       D9   \n",
       "DNK       DK   \n",
       "DNS       N6   \n",
       "DOM       DO   \n",
       "DSA       D5   \n",
       "DSF       F6   \n",
       "DSS       D6   \n",
       "DXS       6D   \n",
       "DZA       DZ   \n",
       "EAP       4E   \n",
       "EAR       V2   \n",
       "EAS       Z4   \n",
       "ECA       7E   \n",
       "ECS       Z7   \n",
       "ECU       EC   \n",
       "EGY       EG   \n",
       "EMU       XC   \n",
       "ERI       ER   \n",
       "ESP       ES   \n",
       "EST       EE   \n",
       "ETH       ET   \n",
       "EUU       EU   \n",
       "FCS       F1   \n",
       "FIN       FI   \n",
       "FJI       FJ   \n",
       "..       ...   \n",
       "NIC       NI   \n",
       "NLD       NL   \n",
       "NLS       6L   \n",
       "NOR       NO   \n",
       "NPL       NP   \n",
       "NRS       6X   \n",
       "NRU       NR   \n",
       "NXS       6N   \n",
       "NZL       NZ   \n",
       "OED       OE   \n",
       "OMN       OM   \n",
       "OSS       S4   \n",
       "PAK       PK   \n",
       "PAN       PA   \n",
       "PER       PE   \n",
       "PHL       PH   \n",
       "PLW       PW   \n",
       "PNG       PG   \n",
       "POL       PL   \n",
       "PRE       V1   \n",
       "PRI       PR   \n",
       "PRK       KP   \n",
       "PRT       PT   \n",
       "PRY       PY   \n",
       "PSE       PS   \n",
       "PSS       S2   \n",
       "PST       V4   \n",
       "PYF       PF   \n",
       "QAT       QA   \n",
       "ROU       RO   \n",
       "RRS       R6   \n",
       "RSO       O6   \n",
       "RUS       RU   \n",
       "RWA       RW   \n",
       "SAS       8S   \n",
       "SAU       SA   \n",
       "SCE       L7   \n",
       "SDN       SD   \n",
       "SEN       SN   \n",
       "SGP       SG   \n",
       "SLB       SB   \n",
       "SLE       SL   \n",
       "SLV       SV   \n",
       "SMR       SM   \n",
       "SOM       SO   \n",
       "SRB       RS   \n",
       "SSA       ZF   \n",
       "SSD       SS   \n",
       "SSF       ZG   \n",
       "SST       S1   \n",
       "STP       ST   \n",
       "SUR       SR   \n",
       "SVK       SK   \n",
       "SVN       SI   \n",
       "SWE       SE   \n",
       "SWZ       SZ   \n",
       "SXM       SX   \n",
       "SXZ       A4   \n",
       "SYC       SC   \n",
       "SYR       SY   \n",
       "TCA       TC   \n",
       "TCD       TD   \n",
       "TEA       T4   \n",
       "TEC       T7   \n",
       "TGO       TG   \n",
       "THA       TH   \n",
       "TJK       TJ   \n",
       "TKM       TM   \n",
       "TLA       T2   \n",
       "TLS       TL   \n",
       "TMN       T3   \n",
       "TON       TO   \n",
       "TSA       T5   \n",
       "TSS       T6   \n",
       "TTO       TT   \n",
       "TUN       TN   \n",
       "TUR       TR   \n",
       "TUV       TV   \n",
       "TWN       TW   \n",
       "TZA       TZ   \n",
       "UGA       UG   \n",
       "UKR       UA   \n",
       "UMC       XT   \n",
       "URY       UY   \n",
       "USA       US   \n",
       "UZB       UZ   \n",
       "VCT       VC   \n",
       "VEN       VE   \n",
       "VGB       VG   \n",
       "VIR       VI   \n",
       "VNM       VN   \n",
       "VUT       VU   \n",
       "WLD       1W   \n",
       "WSM       WS   \n",
       "XKX       XK   \n",
       "XZN       A5   \n",
       "YEM       YE   \n",
       "ZAF       ZA   \n",
       "ZMB       ZM   \n",
       "ZWE       ZW   \n",
       "\n",
       "                                                                                 name  \\\n",
       "id                                                                                      \n",
       "ABW                                                                             Aruba   \n",
       "AFG                                                                       Afghanistan   \n",
       "AFR                                                                            Africa   \n",
       "AGO                                                                            Angola   \n",
       "ALB                                                                           Albania   \n",
       "AND                                                                           Andorra   \n",
       "ANR                                                                     Andean Region   \n",
       "ARB                                                                        Arab World   \n",
       "ARE                                                              United Arab Emirates   \n",
       "ARG                                                                         Argentina   \n",
       "ARM                                                                           Armenia   \n",
       "ASM                                                                    American Samoa   \n",
       "ATG                                                               Antigua and Barbuda   \n",
       "AUS                                                                         Australia   \n",
       "AUT                                                                           Austria   \n",
       "AZE                                                                        Azerbaijan   \n",
       "BDI                                                                           Burundi   \n",
       "BEA                                         East Asia & Pacific (IBRD-only countries)   \n",
       "BEC                                       Europe & Central Asia (IBRD-only countries)   \n",
       "BEL                                                                           Belgium   \n",
       "BEN                                                                             Benin   \n",
       "BFA                                                                      Burkina Faso   \n",
       "BGD                                                                        Bangladesh   \n",
       "BGR                                                                          Bulgaria   \n",
       "BHI                                          IBRD countries classified as high income   \n",
       "BHR                                                                           Bahrain   \n",
       "BHS                                                                      Bahamas, The   \n",
       "BIH                                                            Bosnia and Herzegovina   \n",
       "BLA                               Latin America & the Caribbean (IBRD-only countries)   \n",
       "BLR                                                                           Belarus   \n",
       "BLZ                                                                            Belize   \n",
       "BMN                                  Middle East & North Africa (IBRD-only countries)   \n",
       "BMU                                                                           Bermuda   \n",
       "BOL                                                                           Bolivia   \n",
       "BRA                                                                            Brazil   \n",
       "BRB                                                                          Barbados   \n",
       "BRN                                                                 Brunei Darussalam   \n",
       "BSS                                          Sub-Saharan Africa (IBRD-only countries)   \n",
       "BTN                                                                            Bhutan   \n",
       "BWA                                                                          Botswana   \n",
       "CAA                                           Sub-Saharan Africa (IFC classification)   \n",
       "CAF                                                          Central African Republic   \n",
       "CAN                                                                            Canada   \n",
       "CEA                                    East Asia and the Pacific (IFC classification)   \n",
       "CEB                                                    Central Europe and the Baltics   \n",
       "CEU                                      Europe and Central Asia (IFC classification)   \n",
       "CHE                                                                       Switzerland   \n",
       "CHI                                                                   Channel Islands   \n",
       "CHL                                                                             Chile   \n",
       "CHN                                                                             China   \n",
       "CIV                                                                     Cote d'Ivoire   \n",
       "CLA                              Latin America and the Caribbean (IFC classification)   \n",
       "CME                                 Middle East and North Africa (IFC classification)   \n",
       "CMR                                                                          Cameroon   \n",
       "COD                                                                  Congo, Dem. Rep.   \n",
       "COG                                                                       Congo, Rep.   \n",
       "COL                                                                          Colombia   \n",
       "COM                                                                           Comoros   \n",
       "CPV                                                                        Cabo Verde   \n",
       "CRI                                                                        Costa Rica   \n",
       "CSA                                                   South Asia (IFC classification)   \n",
       "CSS                                                            Caribbean small states   \n",
       "CUB                                                                              Cuba   \n",
       "CUW                                                                           Curacao   \n",
       "CYM                                                                    Cayman Islands   \n",
       "CYP                                                                            Cyprus   \n",
       "CZE                                                                    Czech Republic   \n",
       "DEA                                      East Asia & Pacific (IDA-eligible countries)   \n",
       "DEC                                    Europe & Central Asia (IDA-eligible countries)   \n",
       "DEU                                                                           Germany   \n",
       "DFS                                    IDA countries classified as Fragile Situations   \n",
       "DJI                                                                          Djibouti   \n",
       "DLA                            Latin America & the Caribbean (IDA-eligible countries)   \n",
       "DMA                                                                          Dominica   \n",
       "DMN                               Middle East & North Africa (IDA-eligible countries)   \n",
       "DNF                                IDA countries not classified as Fragile Situations   \n",
       "DNK                                                                           Denmark   \n",
       "DNS         IDA countries in Sub-Saharan Africa not classified as fragile situations    \n",
       "DOM                                                                Dominican Republic   \n",
       "DSA                                               South Asia (IDA-eligible countries)   \n",
       "DSF             IDA countries in Sub-Saharan Africa classified as fragile situations    \n",
       "DSS                                       Sub-Saharan Africa (IDA-eligible countries)   \n",
       "DXS                                           IDA total, excluding Sub-Saharan Africa   \n",
       "DZA                                                                           Algeria   \n",
       "EAP                                       East Asia & Pacific (excluding high income)   \n",
       "EAR                                                        Early-demographic dividend   \n",
       "EAS                                                               East Asia & Pacific   \n",
       "ECA                                     Europe & Central Asia (excluding high income)   \n",
       "ECS                                                             Europe & Central Asia   \n",
       "ECU                                                                           Ecuador   \n",
       "EGY                                                                  Egypt, Arab Rep.   \n",
       "EMU                                                                         Euro area   \n",
       "ERI                                                                           Eritrea   \n",
       "ESP                                                                             Spain   \n",
       "EST                                                                           Estonia   \n",
       "ETH                                                                          Ethiopia   \n",
       "EUU                                                                    European Union   \n",
       "FCS                                          Fragile and conflict affected situations   \n",
       "FIN                                                                           Finland   \n",
       "FJI                                                                              Fiji   \n",
       "..                                                                                ...   \n",
       "NIC                                                                         Nicaragua   \n",
       "NLD                                                                       Netherlands   \n",
       "NLS               Non-resource rich Sub-Saharan Africa countries, of which landlocked   \n",
       "NOR                                                                            Norway   \n",
       "NPL                                                                             Nepal   \n",
       "NRS                                    Non-resource rich Sub-Saharan Africa countries   \n",
       "NRU                                                                             Nauru   \n",
       "NXS  IDA countries not classified as fragile situations, excluding Sub-Saharan Africa   \n",
       "NZL                                                                       New Zealand   \n",
       "OED                                                                      OECD members   \n",
       "OMN                                                                              Oman   \n",
       "OSS                                                                Other small states   \n",
       "PAK                                                                          Pakistan   \n",
       "PAN                                                                            Panama   \n",
       "PER                                                                              Peru   \n",
       "PHL                                                                       Philippines   \n",
       "PLW                                                                             Palau   \n",
       "PNG                                                                  Papua New Guinea   \n",
       "POL                                                                            Poland   \n",
       "PRE                                                          Pre-demographic dividend   \n",
       "PRI                                                                       Puerto Rico   \n",
       "PRK                                                         Korea, Dem. People’s Rep.   \n",
       "PRT                                                                          Portugal   \n",
       "PRY                                                                          Paraguay   \n",
       "PSE                                                                West Bank and Gaza   \n",
       "PSS                                                       Pacific island small states   \n",
       "PST                                                         Post-demographic dividend   \n",
       "PYF                                                                  French Polynesia   \n",
       "QAT                                                                             Qatar   \n",
       "ROU                                                                           Romania   \n",
       "RRS                                        Resource rich Sub-Saharan Africa countries   \n",
       "RSO                Resource rich Sub-Saharan Africa countries, of which oil exporters   \n",
       "RUS                                                                Russian Federation   \n",
       "RWA                                                                            Rwanda   \n",
       "SAS                                                                        South Asia   \n",
       "SAU                                                                      Saudi Arabia   \n",
       "SCE                                                                     Southern Cone   \n",
       "SDN                                                                             Sudan   \n",
       "SEN                                                                           Senegal   \n",
       "SGP                                                                         Singapore   \n",
       "SLB                                                                   Solomon Islands   \n",
       "SLE                                                                      Sierra Leone   \n",
       "SLV                                                                       El Salvador   \n",
       "SMR                                                                        San Marino   \n",
       "SOM                                                                           Somalia   \n",
       "SRB                                                                            Serbia   \n",
       "SSA                                        Sub-Saharan Africa (excluding high income)   \n",
       "SSD                                                                       South Sudan   \n",
       "SSF                                                               Sub-Saharan Africa    \n",
       "SST                                                                      Small states   \n",
       "STP                                                             Sao Tome and Principe   \n",
       "SUR                                                                          Suriname   \n",
       "SVK                                                                   Slovak Republic   \n",
       "SVN                                                                          Slovenia   \n",
       "SWE                                                                            Sweden   \n",
       "SWZ                                                                          Eswatini   \n",
       "SXM                                                         Sint Maarten (Dutch part)   \n",
       "SXZ                                         Sub-Saharan Africa excluding South Africa   \n",
       "SYC                                                                        Seychelles   \n",
       "SYR                                                              Syrian Arab Republic   \n",
       "TCA                                                          Turks and Caicos Islands   \n",
       "TCD                                                                              Chad   \n",
       "TEA                                        East Asia & Pacific (IDA & IBRD countries)   \n",
       "TEC                                      Europe & Central Asia (IDA & IBRD countries)   \n",
       "TGO                                                                              Togo   \n",
       "THA                                                                          Thailand   \n",
       "TJK                                                                        Tajikistan   \n",
       "TKM                                                                      Turkmenistan   \n",
       "TLA                              Latin America & the Caribbean (IDA & IBRD countries)   \n",
       "TLS                                                                       Timor-Leste   \n",
       "TMN                                 Middle East & North Africa (IDA & IBRD countries)   \n",
       "TON                                                                             Tonga   \n",
       "TSA                                                           South Asia (IDA & IBRD)   \n",
       "TSS                                         Sub-Saharan Africa (IDA & IBRD countries)   \n",
       "TTO                                                               Trinidad and Tobago   \n",
       "TUN                                                                           Tunisia   \n",
       "TUR                                                                            Turkey   \n",
       "TUV                                                                            Tuvalu   \n",
       "TWN                                                                     Taiwan, China   \n",
       "TZA                                                                          Tanzania   \n",
       "UGA                                                                            Uganda   \n",
       "UKR                                                                           Ukraine   \n",
       "UMC                                                               Upper middle income   \n",
       "URY                                                                           Uruguay   \n",
       "USA                                                                     United States   \n",
       "UZB                                                                        Uzbekistan   \n",
       "VCT                                                    St. Vincent and the Grenadines   \n",
       "VEN                                                                     Venezuela, RB   \n",
       "VGB                                                            British Virgin Islands   \n",
       "VIR                                                             Virgin Islands (U.S.)   \n",
       "VNM                                                                           Vietnam   \n",
       "VUT                                                                           Vanuatu   \n",
       "WLD                                                                             World   \n",
       "WSM                                                                             Samoa   \n",
       "XKX                                                                            Kosovo   \n",
       "XZN                             Sub-Saharan Africa excluding South Africa and Nigeria   \n",
       "YEM                                                                       Yemen, Rep.   \n",
       "ZAF                                                                      South Africa   \n",
       "ZMB                                                                            Zambia   \n",
       "ZWE                                                                          Zimbabwe   \n",
       "\n",
       "                         region  \\\n",
       "id                                \n",
       "ABW  Latin America & Caribbean    \n",
       "AFG                  South Asia   \n",
       "AFR                  Aggregates   \n",
       "AGO         Sub-Saharan Africa    \n",
       "ALB       Europe & Central Asia   \n",
       "AND       Europe & Central Asia   \n",
       "ANR                  Aggregates   \n",
       "ARB                  Aggregates   \n",
       "ARE  Middle East & North Africa   \n",
       "ARG  Latin America & Caribbean    \n",
       "ARM       Europe & Central Asia   \n",
       "ASM         East Asia & Pacific   \n",
       "ATG  Latin America & Caribbean    \n",
       "AUS         East Asia & Pacific   \n",
       "AUT       Europe & Central Asia   \n",
       "AZE       Europe & Central Asia   \n",
       "BDI         Sub-Saharan Africa    \n",
       "BEA                  Aggregates   \n",
       "BEC                  Aggregates   \n",
       "BEL       Europe & Central Asia   \n",
       "BEN         Sub-Saharan Africa    \n",
       "BFA         Sub-Saharan Africa    \n",
       "BGD                  South Asia   \n",
       "BGR       Europe & Central Asia   \n",
       "BHI                  Aggregates   \n",
       "BHR  Middle East & North Africa   \n",
       "BHS  Latin America & Caribbean    \n",
       "BIH       Europe & Central Asia   \n",
       "BLA                  Aggregates   \n",
       "BLR       Europe & Central Asia   \n",
       "BLZ  Latin America & Caribbean    \n",
       "BMN                  Aggregates   \n",
       "BMU               North America   \n",
       "BOL  Latin America & Caribbean    \n",
       "BRA  Latin America & Caribbean    \n",
       "BRB  Latin America & Caribbean    \n",
       "BRN         East Asia & Pacific   \n",
       "BSS                  Aggregates   \n",
       "BTN                  South Asia   \n",
       "BWA         Sub-Saharan Africa    \n",
       "CAA                  Aggregates   \n",
       "CAF         Sub-Saharan Africa    \n",
       "CAN               North America   \n",
       "CEA                  Aggregates   \n",
       "CEB                  Aggregates   \n",
       "CEU                  Aggregates   \n",
       "CHE       Europe & Central Asia   \n",
       "CHI       Europe & Central Asia   \n",
       "CHL  Latin America & Caribbean    \n",
       "CHN         East Asia & Pacific   \n",
       "CIV         Sub-Saharan Africa    \n",
       "CLA                  Aggregates   \n",
       "CME                  Aggregates   \n",
       "CMR         Sub-Saharan Africa    \n",
       "COD         Sub-Saharan Africa    \n",
       "COG         Sub-Saharan Africa    \n",
       "COL  Latin America & Caribbean    \n",
       "COM         Sub-Saharan Africa    \n",
       "CPV         Sub-Saharan Africa    \n",
       "CRI  Latin America & Caribbean    \n",
       "CSA                  Aggregates   \n",
       "CSS                  Aggregates   \n",
       "CUB  Latin America & Caribbean    \n",
       "CUW  Latin America & Caribbean    \n",
       "CYM  Latin America & Caribbean    \n",
       "CYP       Europe & Central Asia   \n",
       "CZE       Europe & Central Asia   \n",
       "DEA                  Aggregates   \n",
       "DEC                  Aggregates   \n",
       "DEU       Europe & Central Asia   \n",
       "DFS                  Aggregates   \n",
       "DJI  Middle East & North Africa   \n",
       "DLA                  Aggregates   \n",
       "DMA  Latin America & Caribbean    \n",
       "DMN                  Aggregates   \n",
       "DNF                  Aggregates   \n",
       "DNK       Europe & Central Asia   \n",
       "DNS                  Aggregates   \n",
       "DOM  Latin America & Caribbean    \n",
       "DSA                  Aggregates   \n",
       "DSF                  Aggregates   \n",
       "DSS                  Aggregates   \n",
       "DXS                  Aggregates   \n",
       "DZA  Middle East & North Africa   \n",
       "EAP                  Aggregates   \n",
       "EAR                  Aggregates   \n",
       "EAS                  Aggregates   \n",
       "ECA                  Aggregates   \n",
       "ECS                  Aggregates   \n",
       "ECU  Latin America & Caribbean    \n",
       "EGY  Middle East & North Africa   \n",
       "EMU                  Aggregates   \n",
       "ERI         Sub-Saharan Africa    \n",
       "ESP       Europe & Central Asia   \n",
       "EST       Europe & Central Asia   \n",
       "ETH         Sub-Saharan Africa    \n",
       "EUU                  Aggregates   \n",
       "FCS                  Aggregates   \n",
       "FIN       Europe & Central Asia   \n",
       "FJI         East Asia & Pacific   \n",
       "..                          ...   \n",
       "NIC  Latin America & Caribbean    \n",
       "NLD       Europe & Central Asia   \n",
       "NLS                  Aggregates   \n",
       "NOR       Europe & Central Asia   \n",
       "NPL                  South Asia   \n",
       "NRS                  Aggregates   \n",
       "NRU         East Asia & Pacific   \n",
       "NXS                  Aggregates   \n",
       "NZL         East Asia & Pacific   \n",
       "OED                  Aggregates   \n",
       "OMN  Middle East & North Africa   \n",
       "OSS                  Aggregates   \n",
       "PAK                  South Asia   \n",
       "PAN  Latin America & Caribbean    \n",
       "PER  Latin America & Caribbean    \n",
       "PHL         East Asia & Pacific   \n",
       "PLW         East Asia & Pacific   \n",
       "PNG         East Asia & Pacific   \n",
       "POL       Europe & Central Asia   \n",
       "PRE                  Aggregates   \n",
       "PRI  Latin America & Caribbean    \n",
       "PRK         East Asia & Pacific   \n",
       "PRT       Europe & Central Asia   \n",
       "PRY  Latin America & Caribbean    \n",
       "PSE  Middle East & North Africa   \n",
       "PSS                  Aggregates   \n",
       "PST                  Aggregates   \n",
       "PYF         East Asia & Pacific   \n",
       "QAT  Middle East & North Africa   \n",
       "ROU       Europe & Central Asia   \n",
       "RRS                  Aggregates   \n",
       "RSO                  Aggregates   \n",
       "RUS       Europe & Central Asia   \n",
       "RWA         Sub-Saharan Africa    \n",
       "SAS                  Aggregates   \n",
       "SAU  Middle East & North Africa   \n",
       "SCE                  Aggregates   \n",
       "SDN         Sub-Saharan Africa    \n",
       "SEN         Sub-Saharan Africa    \n",
       "SGP         East Asia & Pacific   \n",
       "SLB         East Asia & Pacific   \n",
       "SLE         Sub-Saharan Africa    \n",
       "SLV  Latin America & Caribbean    \n",
       "SMR       Europe & Central Asia   \n",
       "SOM         Sub-Saharan Africa    \n",
       "SRB       Europe & Central Asia   \n",
       "SSA                  Aggregates   \n",
       "SSD         Sub-Saharan Africa    \n",
       "SSF                  Aggregates   \n",
       "SST                  Aggregates   \n",
       "STP         Sub-Saharan Africa    \n",
       "SUR  Latin America & Caribbean    \n",
       "SVK       Europe & Central Asia   \n",
       "SVN       Europe & Central Asia   \n",
       "SWE       Europe & Central Asia   \n",
       "SWZ         Sub-Saharan Africa    \n",
       "SXM  Latin America & Caribbean    \n",
       "SXZ                  Aggregates   \n",
       "SYC         Sub-Saharan Africa    \n",
       "SYR  Middle East & North Africa   \n",
       "TCA  Latin America & Caribbean    \n",
       "TCD         Sub-Saharan Africa    \n",
       "TEA                  Aggregates   \n",
       "TEC                  Aggregates   \n",
       "TGO         Sub-Saharan Africa    \n",
       "THA         East Asia & Pacific   \n",
       "TJK       Europe & Central Asia   \n",
       "TKM       Europe & Central Asia   \n",
       "TLA                  Aggregates   \n",
       "TLS         East Asia & Pacific   \n",
       "TMN                  Aggregates   \n",
       "TON         East Asia & Pacific   \n",
       "TSA                  Aggregates   \n",
       "TSS                  Aggregates   \n",
       "TTO  Latin America & Caribbean    \n",
       "TUN  Middle East & North Africa   \n",
       "TUR       Europe & Central Asia   \n",
       "TUV         East Asia & Pacific   \n",
       "TWN         East Asia & Pacific   \n",
       "TZA         Sub-Saharan Africa    \n",
       "UGA         Sub-Saharan Africa    \n",
       "UKR       Europe & Central Asia   \n",
       "UMC                  Aggregates   \n",
       "URY  Latin America & Caribbean    \n",
       "USA               North America   \n",
       "UZB       Europe & Central Asia   \n",
       "VCT  Latin America & Caribbean    \n",
       "VEN  Latin America & Caribbean    \n",
       "VGB  Latin America & Caribbean    \n",
       "VIR  Latin America & Caribbean    \n",
       "VNM         East Asia & Pacific   \n",
       "VUT         East Asia & Pacific   \n",
       "WLD                  Aggregates   \n",
       "WSM         East Asia & Pacific   \n",
       "XKX       Europe & Central Asia   \n",
       "XZN                  Aggregates   \n",
       "YEM  Middle East & North Africa   \n",
       "ZAF         Sub-Saharan Africa    \n",
       "ZMB         Sub-Saharan Africa    \n",
       "ZWE         Sub-Saharan Africa    \n",
       "\n",
       "                                            adminregion          incomeLevel  \\\n",
       "id                                                                             \n",
       "ABW                                                              High income   \n",
       "AFG                                          South Asia           Low income   \n",
       "AFR                                                               Aggregates   \n",
       "AGO          Sub-Saharan Africa (excluding high income)  Lower middle income   \n",
       "ALB       Europe & Central Asia (excluding high income)  Upper middle income   \n",
       "AND                                                              High income   \n",
       "ANR                                                               Aggregates   \n",
       "ARB                                                               Aggregates   \n",
       "ARE                                                              High income   \n",
       "ARG   Latin America & Caribbean (excluding high income)  Upper middle income   \n",
       "ARM       Europe & Central Asia (excluding high income)  Upper middle income   \n",
       "ASM         East Asia & Pacific (excluding high income)  Upper middle income   \n",
       "ATG                                                              High income   \n",
       "AUS                                                              High income   \n",
       "AUT                                                              High income   \n",
       "AZE       Europe & Central Asia (excluding high income)  Upper middle income   \n",
       "BDI          Sub-Saharan Africa (excluding high income)           Low income   \n",
       "BEA                                                               Aggregates   \n",
       "BEC                                                               Aggregates   \n",
       "BEL                                                              High income   \n",
       "BEN          Sub-Saharan Africa (excluding high income)           Low income   \n",
       "BFA          Sub-Saharan Africa (excluding high income)           Low income   \n",
       "BGD                                          South Asia  Lower middle income   \n",
       "BGR       Europe & Central Asia (excluding high income)  Upper middle income   \n",
       "BHI                                                               Aggregates   \n",
       "BHR                                                              High income   \n",
       "BHS                                                              High income   \n",
       "BIH       Europe & Central Asia (excluding high income)  Upper middle income   \n",
       "BLA                                                               Aggregates   \n",
       "BLR       Europe & Central Asia (excluding high income)  Upper middle income   \n",
       "BLZ   Latin America & Caribbean (excluding high income)  Upper middle income   \n",
       "BMN                                                               Aggregates   \n",
       "BMU                                                              High income   \n",
       "BOL   Latin America & Caribbean (excluding high income)  Lower middle income   \n",
       "BRA   Latin America & Caribbean (excluding high income)  Upper middle income   \n",
       "BRB                                                              High income   \n",
       "BRN                                                              High income   \n",
       "BSS                                                               Aggregates   \n",
       "BTN                                          South Asia  Lower middle income   \n",
       "BWA          Sub-Saharan Africa (excluding high income)  Upper middle income   \n",
       "CAA                                                               Aggregates   \n",
       "CAF          Sub-Saharan Africa (excluding high income)           Low income   \n",
       "CAN                                                              High income   \n",
       "CEA                                                               Aggregates   \n",
       "CEB                                                               Aggregates   \n",
       "CEU                                                               Aggregates   \n",
       "CHE                                                              High income   \n",
       "CHI                                                              High income   \n",
       "CHL                                                              High income   \n",
       "CHN         East Asia & Pacific (excluding high income)  Upper middle income   \n",
       "CIV          Sub-Saharan Africa (excluding high income)  Lower middle income   \n",
       "CLA                                                               Aggregates   \n",
       "CME                                                               Aggregates   \n",
       "CMR          Sub-Saharan Africa (excluding high income)  Lower middle income   \n",
       "COD          Sub-Saharan Africa (excluding high income)           Low income   \n",
       "COG          Sub-Saharan Africa (excluding high income)  Lower middle income   \n",
       "COL   Latin America & Caribbean (excluding high income)  Upper middle income   \n",
       "COM          Sub-Saharan Africa (excluding high income)  Lower middle income   \n",
       "CPV          Sub-Saharan Africa (excluding high income)  Lower middle income   \n",
       "CRI   Latin America & Caribbean (excluding high income)  Upper middle income   \n",
       "CSA                                                               Aggregates   \n",
       "CSS                                                               Aggregates   \n",
       "CUB   Latin America & Caribbean (excluding high income)  Upper middle income   \n",
       "CUW                                                              High income   \n",
       "CYM                                                              High income   \n",
       "CYP                                                              High income   \n",
       "CZE                                                              High income   \n",
       "DEA                                                               Aggregates   \n",
       "DEC                                                               Aggregates   \n",
       "DEU                                                              High income   \n",
       "DFS                                                               Aggregates   \n",
       "DJI  Middle East & North Africa (excluding high income)  Lower middle income   \n",
       "DLA                                                               Aggregates   \n",
       "DMA   Latin America & Caribbean (excluding high income)  Upper middle income   \n",
       "DMN                                                               Aggregates   \n",
       "DNF                                                               Aggregates   \n",
       "DNK                                                              High income   \n",
       "DNS                                                               Aggregates   \n",
       "DOM   Latin America & Caribbean (excluding high income)  Upper middle income   \n",
       "DSA                                                               Aggregates   \n",
       "DSF                                                               Aggregates   \n",
       "DSS                                                               Aggregates   \n",
       "DXS                                                               Aggregates   \n",
       "DZA  Middle East & North Africa (excluding high income)  Upper middle income   \n",
       "EAP                                                               Aggregates   \n",
       "EAR                                                               Aggregates   \n",
       "EAS                                                               Aggregates   \n",
       "ECA                                                               Aggregates   \n",
       "ECS                                                               Aggregates   \n",
       "ECU   Latin America & Caribbean (excluding high income)  Upper middle income   \n",
       "EGY  Middle East & North Africa (excluding high income)  Lower middle income   \n",
       "EMU                                                               Aggregates   \n",
       "ERI          Sub-Saharan Africa (excluding high income)           Low income   \n",
       "ESP                                                              High income   \n",
       "EST                                                              High income   \n",
       "ETH          Sub-Saharan Africa (excluding high income)           Low income   \n",
       "EUU                                                               Aggregates   \n",
       "FCS                                                               Aggregates   \n",
       "FIN                                                              High income   \n",
       "FJI         East Asia & Pacific (excluding high income)  Upper middle income   \n",
       "..                                                  ...                  ...   \n",
       "NIC   Latin America & Caribbean (excluding high income)  Lower middle income   \n",
       "NLD                                                              High income   \n",
       "NLS                                                               Aggregates   \n",
       "NOR                                                              High income   \n",
       "NPL                                          South Asia           Low income   \n",
       "NRS                                                               Aggregates   \n",
       "NRU         East Asia & Pacific (excluding high income)  Upper middle income   \n",
       "NXS                                                               Aggregates   \n",
       "NZL                                                              High income   \n",
       "OED                                                               Aggregates   \n",
       "OMN                                                              High income   \n",
       "OSS                                                               Aggregates   \n",
       "PAK                                          South Asia  Lower middle income   \n",
       "PAN                                                              High income   \n",
       "PER   Latin America & Caribbean (excluding high income)  Upper middle income   \n",
       "PHL         East Asia & Pacific (excluding high income)  Lower middle income   \n",
       "PLW                                                              High income   \n",
       "PNG         East Asia & Pacific (excluding high income)  Lower middle income   \n",
       "POL                                                              High income   \n",
       "PRE                                                               Aggregates   \n",
       "PRI                                                              High income   \n",
       "PRK         East Asia & Pacific (excluding high income)           Low income   \n",
       "PRT                                                              High income   \n",
       "PRY   Latin America & Caribbean (excluding high income)  Upper middle income   \n",
       "PSE  Middle East & North Africa (excluding high income)  Lower middle income   \n",
       "PSS                                                               Aggregates   \n",
       "PST                                                               Aggregates   \n",
       "PYF                                                              High income   \n",
       "QAT                                                              High income   \n",
       "ROU       Europe & Central Asia (excluding high income)  Upper middle income   \n",
       "RRS                                                               Aggregates   \n",
       "RSO                                                               Aggregates   \n",
       "RUS       Europe & Central Asia (excluding high income)  Upper middle income   \n",
       "RWA          Sub-Saharan Africa (excluding high income)           Low income   \n",
       "SAS                                                               Aggregates   \n",
       "SAU                                                              High income   \n",
       "SCE                                                               Aggregates   \n",
       "SDN          Sub-Saharan Africa (excluding high income)  Lower middle income   \n",
       "SEN          Sub-Saharan Africa (excluding high income)  Lower middle income   \n",
       "SGP                                                              High income   \n",
       "SLB         East Asia & Pacific (excluding high income)  Lower middle income   \n",
       "SLE          Sub-Saharan Africa (excluding high income)           Low income   \n",
       "SLV   Latin America & Caribbean (excluding high income)  Lower middle income   \n",
       "SMR                                                              High income   \n",
       "SOM          Sub-Saharan Africa (excluding high income)           Low income   \n",
       "SRB       Europe & Central Asia (excluding high income)  Upper middle income   \n",
       "SSA                                                               Aggregates   \n",
       "SSD          Sub-Saharan Africa (excluding high income)           Low income   \n",
       "SSF                                                               Aggregates   \n",
       "SST                                                               Aggregates   \n",
       "STP          Sub-Saharan Africa (excluding high income)  Lower middle income   \n",
       "SUR   Latin America & Caribbean (excluding high income)  Upper middle income   \n",
       "SVK                                                              High income   \n",
       "SVN                                                              High income   \n",
       "SWE                                                              High income   \n",
       "SWZ          Sub-Saharan Africa (excluding high income)  Lower middle income   \n",
       "SXM                                                              High income   \n",
       "SXZ                                                               Aggregates   \n",
       "SYC                                                              High income   \n",
       "SYR  Middle East & North Africa (excluding high income)           Low income   \n",
       "TCA                                                              High income   \n",
       "TCD          Sub-Saharan Africa (excluding high income)           Low income   \n",
       "TEA                                                               Aggregates   \n",
       "TEC                                                               Aggregates   \n",
       "TGO          Sub-Saharan Africa (excluding high income)           Low income   \n",
       "THA         East Asia & Pacific (excluding high income)  Upper middle income   \n",
       "TJK       Europe & Central Asia (excluding high income)           Low income   \n",
       "TKM       Europe & Central Asia (excluding high income)  Upper middle income   \n",
       "TLA                                                               Aggregates   \n",
       "TLS         East Asia & Pacific (excluding high income)  Lower middle income   \n",
       "TMN                                                               Aggregates   \n",
       "TON         East Asia & Pacific (excluding high income)  Upper middle income   \n",
       "TSA                                                               Aggregates   \n",
       "TSS                                                               Aggregates   \n",
       "TTO                                                              High income   \n",
       "TUN  Middle East & North Africa (excluding high income)  Lower middle income   \n",
       "TUR       Europe & Central Asia (excluding high income)  Upper middle income   \n",
       "TUV         East Asia & Pacific (excluding high income)  Upper middle income   \n",
       "TWN                                                              High income   \n",
       "TZA          Sub-Saharan Africa (excluding high income)           Low income   \n",
       "UGA          Sub-Saharan Africa (excluding high income)           Low income   \n",
       "UKR       Europe & Central Asia (excluding high income)  Lower middle income   \n",
       "UMC                                                               Aggregates   \n",
       "URY                                                              High income   \n",
       "USA                                                              High income   \n",
       "UZB       Europe & Central Asia (excluding high income)  Lower middle income   \n",
       "VCT   Latin America & Caribbean (excluding high income)  Upper middle income   \n",
       "VEN   Latin America & Caribbean (excluding high income)  Upper middle income   \n",
       "VGB                                                              High income   \n",
       "VIR                                                              High income   \n",
       "VNM         East Asia & Pacific (excluding high income)  Lower middle income   \n",
       "VUT         East Asia & Pacific (excluding high income)  Lower middle income   \n",
       "WLD                                                               Aggregates   \n",
       "WSM         East Asia & Pacific (excluding high income)  Upper middle income   \n",
       "XKX       Europe & Central Asia (excluding high income)  Upper middle income   \n",
       "XZN                                                               Aggregates   \n",
       "YEM  Middle East & North Africa (excluding high income)           Low income   \n",
       "ZAF          Sub-Saharan Africa (excluding high income)  Upper middle income   \n",
       "ZMB          Sub-Saharan Africa (excluding high income)  Lower middle income   \n",
       "ZWE          Sub-Saharan Africa (excluding high income)  Lower middle income   \n",
       "\n",
       "        lendingType          capitalCity  longitude  latitude  \n",
       "id                                                             \n",
       "ABW  Not classified           Oranjestad    -70.017    12.517  \n",
       "AFG             IDA                Kabul     69.176    34.523  \n",
       "AFR      Aggregates                             NaN       NaN  \n",
       "AGO            IBRD               Luanda     13.242    -8.812  \n",
       "ALB            IBRD               Tirane     19.817    41.332  \n",
       "AND  Not classified     Andorra la Vella      1.522    42.508  \n",
       "ANR      Aggregates                             NaN       NaN  \n",
       "ARB      Aggregates                             NaN       NaN  \n",
       "ARE  Not classified            Abu Dhabi     54.370    24.476  \n",
       "ARG            IBRD         Buenos Aires    -58.417   -34.612  \n",
       "ARM            IBRD              Yerevan     44.509    40.160  \n",
       "ASM  Not classified            Pago Pago   -170.691   -14.285  \n",
       "ATG            IBRD         Saint John's    -61.846    17.117  \n",
       "AUS  Not classified             Canberra    149.129   -35.282  \n",
       "AUT  Not classified               Vienna     16.380    48.220  \n",
       "AZE            IBRD                 Baku     49.893    40.383  \n",
       "BDI             IDA            Bujumbura     29.364    -3.378  \n",
       "BEA      Aggregates                             NaN       NaN  \n",
       "BEC      Aggregates                             NaN       NaN  \n",
       "BEL  Not classified             Brussels      4.368    50.837  \n",
       "BEN             IDA           Porto-Novo      2.632     6.478  \n",
       "BFA             IDA          Ouagadougou     -1.534    12.361  \n",
       "BGD             IDA                Dhaka     90.411    23.706  \n",
       "BGR            IBRD                Sofia     23.324    42.711  \n",
       "BHI      Aggregates                             NaN       NaN  \n",
       "BHR  Not classified               Manama     50.535    26.192  \n",
       "BHS  Not classified               Nassau    -77.339    25.066  \n",
       "BIH            IBRD             Sarajevo     18.421    43.861  \n",
       "BLA      Aggregates                             NaN       NaN  \n",
       "BLR            IBRD                Minsk     27.577    53.968  \n",
       "BLZ            IBRD             Belmopan    -88.771    17.253  \n",
       "BMN      Aggregates                             NaN       NaN  \n",
       "BMU  Not classified             Hamilton    -64.706    32.329  \n",
       "BOL            IBRD               La Paz    -66.194   -13.991  \n",
       "BRA            IBRD             Brasilia    -47.929   -15.780  \n",
       "BRB  Not classified           Bridgetown    -59.611    13.094  \n",
       "BRN  Not classified  Bandar Seri Begawan    114.946     4.942  \n",
       "BSS      Aggregates                             NaN       NaN  \n",
       "BTN             IDA              Thimphu     89.618    27.577  \n",
       "BWA            IBRD             Gaborone     25.920   -24.654  \n",
       "CAA      Aggregates                             NaN       NaN  \n",
       "CAF             IDA               Bangui     21.641     5.631  \n",
       "CAN  Not classified               Ottawa    -75.692    45.422  \n",
       "CEA      Aggregates                             NaN       NaN  \n",
       "CEB      Aggregates                             NaN       NaN  \n",
       "CEU      Aggregates                             NaN       NaN  \n",
       "CHE  Not classified                 Bern      7.448    46.948  \n",
       "CHI  Not classified                             NaN       NaN  \n",
       "CHL            IBRD             Santiago    -70.647   -33.475  \n",
       "CHN            IBRD              Beijing    116.286    40.050  \n",
       "CIV             IDA         Yamoussoukro     -4.030     5.332  \n",
       "CLA      Aggregates                             NaN       NaN  \n",
       "CME      Aggregates                             NaN       NaN  \n",
       "CMR           Blend              Yaounde     11.517     3.872  \n",
       "COD             IDA             Kinshasa     15.322    -4.325  \n",
       "COG           Blend          Brazzaville     15.266    -4.277  \n",
       "COL            IBRD               Bogota    -74.082     4.610  \n",
       "COM             IDA               Moroni     43.242   -11.699  \n",
       "CPV           Blend                Praia    -23.509    14.922  \n",
       "CRI            IBRD             San Jose    -84.009     9.637  \n",
       "CSA      Aggregates                             NaN       NaN  \n",
       "CSS      Aggregates                             NaN       NaN  \n",
       "CUB  Not classified               Havana    -82.367    23.133  \n",
       "CUW  Not classified           Willemstad        NaN       NaN  \n",
       "CYM  Not classified          George Town    -81.386    19.302  \n",
       "CYP  Not classified              Nicosia     33.374    35.168  \n",
       "CZE  Not classified               Prague     14.421    50.088  \n",
       "DEA      Aggregates                             NaN       NaN  \n",
       "DEC      Aggregates                             NaN       NaN  \n",
       "DEU  Not classified               Berlin     13.412    52.523  \n",
       "DFS      Aggregates                             NaN       NaN  \n",
       "DJI             IDA             Djibouti     43.142    11.581  \n",
       "DLA      Aggregates                             NaN       NaN  \n",
       "DMA           Blend               Roseau    -61.390    15.298  \n",
       "DMN      Aggregates                             NaN       NaN  \n",
       "DNF      Aggregates                             NaN       NaN  \n",
       "DNK  Not classified           Copenhagen     12.568    55.676  \n",
       "DNS      Aggregates                             NaN       NaN  \n",
       "DOM            IBRD        Santo Domingo    -69.891    18.479  \n",
       "DSA      Aggregates                             NaN       NaN  \n",
       "DSF      Aggregates                             NaN       NaN  \n",
       "DSS      Aggregates                             NaN       NaN  \n",
       "DXS      Aggregates                             NaN       NaN  \n",
       "DZA            IBRD              Algiers      3.051    36.740  \n",
       "EAP      Aggregates                             NaN       NaN  \n",
       "EAR      Aggregates                             NaN       NaN  \n",
       "EAS      Aggregates                             NaN       NaN  \n",
       "ECA      Aggregates                             NaN       NaN  \n",
       "ECS      Aggregates                             NaN       NaN  \n",
       "ECU            IBRD                Quito    -78.524    -0.229  \n",
       "EGY            IBRD                Cairo     31.246    30.098  \n",
       "EMU      Aggregates                             NaN       NaN  \n",
       "ERI             IDA               Asmara     38.918    15.332  \n",
       "ESP  Not classified               Madrid     -3.703    40.417  \n",
       "EST  Not classified              Tallinn     24.759    59.439  \n",
       "ETH             IDA          Addis Ababa     38.747     9.023  \n",
       "EUU      Aggregates                             NaN       NaN  \n",
       "FCS      Aggregates                             NaN       NaN  \n",
       "FIN  Not classified             Helsinki     24.953    60.161  \n",
       "FJI           Blend                 Suva    178.399   -18.115  \n",
       "..              ...                  ...        ...       ...  \n",
       "NIC             IDA              Managua    -86.273    12.148  \n",
       "NLD  Not classified            Amsterdam      4.891    52.374  \n",
       "NLS      Aggregates                             NaN       NaN  \n",
       "NOR  Not classified                 Oslo     10.739    59.914  \n",
       "NPL             IDA            Kathmandu     85.316    27.694  \n",
       "NRS      Aggregates                             NaN       NaN  \n",
       "NRU            IBRD       Yaren District    166.921    -0.548  \n",
       "NXS      Aggregates                             NaN       NaN  \n",
       "NZL  Not classified           Wellington    174.776   -41.286  \n",
       "OED      Aggregates                             NaN       NaN  \n",
       "OMN  Not classified               Muscat     58.587    23.610  \n",
       "OSS      Aggregates                             NaN       NaN  \n",
       "PAK           Blend            Islamabad     72.800    30.517  \n",
       "PAN            IBRD          Panama City    -79.519     8.994  \n",
       "PER            IBRD                 Lima    -77.046   -12.093  \n",
       "PHL            IBRD               Manila    121.035    14.552  \n",
       "PLW            IBRD                Koror    134.479     7.342  \n",
       "PNG           Blend         Port Moresby    147.194    -9.474  \n",
       "POL            IBRD               Warsaw     21.020    52.260  \n",
       "PRE      Aggregates                             NaN       NaN  \n",
       "PRI  Not classified             San Juan    -66.000    18.230  \n",
       "PRK  Not classified            Pyongyang    125.754    39.032  \n",
       "PRT  Not classified               Lisbon     -9.136    38.707  \n",
       "PRY            IBRD             Asuncion    -57.636   -25.300  \n",
       "PSE  Not classified                             NaN       NaN  \n",
       "PSS      Aggregates                             NaN       NaN  \n",
       "PST      Aggregates                             NaN       NaN  \n",
       "PYF  Not classified              Papeete   -149.570   -17.535  \n",
       "QAT  Not classified                 Doha     51.508    25.295  \n",
       "ROU            IBRD            Bucharest     26.098    44.448  \n",
       "RRS      Aggregates                             NaN       NaN  \n",
       "RSO      Aggregates                             NaN       NaN  \n",
       "RUS            IBRD               Moscow     37.618    55.756  \n",
       "RWA             IDA               Kigali     30.059    -1.953  \n",
       "SAS      Aggregates                             NaN       NaN  \n",
       "SAU  Not classified               Riyadh     46.698    24.675  \n",
       "SCE      Aggregates                             NaN       NaN  \n",
       "SDN             IDA             Khartoum     32.536    15.593  \n",
       "SEN             IDA                Dakar    -17.473    14.725  \n",
       "SGP  Not classified            Singapore    103.850     1.289  \n",
       "SLB             IDA              Honiara    159.949    -9.427  \n",
       "SLE             IDA             Freetown    -13.213     8.482  \n",
       "SLV            IBRD         San Salvador    -89.207    13.703  \n",
       "SMR  Not classified           San Marino     12.449    43.932  \n",
       "SOM             IDA            Mogadishu     45.325     2.075  \n",
       "SRB            IBRD             Belgrade     20.466    44.802  \n",
       "SSA      Aggregates                             NaN       NaN  \n",
       "SSD             IDA                 Juba     31.600     4.850  \n",
       "SSF      Aggregates                             NaN       NaN  \n",
       "SST      Aggregates                             NaN       NaN  \n",
       "STP             IDA             Sao Tome      6.607     0.206  \n",
       "SUR            IBRD           Paramaribo    -55.168     5.823  \n",
       "SVK  Not classified           Bratislava     17.107    48.148  \n",
       "SVN  Not classified            Ljubljana     14.504    46.055  \n",
       "SWE  Not classified            Stockholm     18.064    59.333  \n",
       "SWZ            IBRD              Mbabane     31.466   -26.523  \n",
       "SXM  Not classified          Philipsburg        NaN       NaN  \n",
       "SXZ      Aggregates                             NaN       NaN  \n",
       "SYC            IBRD             Victoria     55.447    -4.631  \n",
       "SYR             IDA             Damascus     36.312    33.515  \n",
       "TCA  Not classified           Grand Turk    -71.141    21.460  \n",
       "TCD             IDA            N'Djamena     15.044    12.105  \n",
       "TEA      Aggregates                             NaN       NaN  \n",
       "TEC      Aggregates                             NaN       NaN  \n",
       "TGO             IDA                 Lome      1.226     6.123  \n",
       "THA            IBRD              Bangkok    100.521    13.731  \n",
       "TJK             IDA             Dushanbe     68.786    38.588  \n",
       "TKM            IBRD             Ashgabat     58.379    37.951  \n",
       "TLA      Aggregates                             NaN       NaN  \n",
       "TLS           Blend                 Dili    125.567    -8.567  \n",
       "TMN      Aggregates                             NaN       NaN  \n",
       "TON             IDA           Nuku'alofa   -175.216   -21.136  \n",
       "TSA      Aggregates                             NaN       NaN  \n",
       "TSS      Aggregates                             NaN       NaN  \n",
       "TTO            IBRD        Port-of-Spain    -61.479    10.660  \n",
       "TUN            IBRD                Tunis     10.210    36.790  \n",
       "TUR            IBRD               Ankara     32.361    39.715  \n",
       "TUV             IDA             Funafuti    179.090    -8.631  \n",
       "TWN  Not classified                             NaN       NaN  \n",
       "TZA             IDA               Dodoma     35.738    -6.175  \n",
       "UGA             IDA              Kampala     32.573     0.314  \n",
       "UKR            IBRD                 Kiev     30.504    50.454  \n",
       "UMC      Aggregates                             NaN       NaN  \n",
       "URY            IBRD           Montevideo    -56.068   -34.894  \n",
       "USA  Not classified      Washington D.C.    -77.032    38.889  \n",
       "UZB           Blend             Tashkent     69.269    41.305  \n",
       "VCT           Blend            Kingstown    -61.265    13.204  \n",
       "VEN            IBRD              Caracas    -69.837     9.082  \n",
       "VGB  Not classified            Road Town    -64.623    18.431  \n",
       "VIR  Not classified     Charlotte Amalie    -64.896    18.336  \n",
       "VNM            IBRD                Hanoi    105.825    21.007  \n",
       "VUT             IDA            Port-Vila    168.321   -17.740  \n",
       "WLD      Aggregates                             NaN       NaN  \n",
       "WSM             IDA                 Apia   -171.752   -13.831  \n",
       "XKX             IDA             Pristina     20.926    42.565  \n",
       "XZN      Aggregates                             NaN       NaN  \n",
       "YEM             IDA               Sana'a     44.208    15.352  \n",
       "ZAF            IBRD             Pretoria     28.187   -25.746  \n",
       "ZMB             IDA               Lusaka     28.294   -15.398  \n",
       "ZWE           Blend               Harare     31.067   -17.831  \n",
       "\n",
       "[304 rows x 9 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Countries and associated regions\n",
    "countries = wb.get_countries()\n",
    "countries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['iso2Code', 'name', 'region', 'adminregion', 'incomeLevel',\n",
       "       'lendingType', 'capitalCity', 'longitude', 'latitude'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "countries.keys()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "country_info = countries.keys()[0:3]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "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>iso2Code</th>\n",
       "      <th>region</th>\n",
       "      <th>country</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>ABW</th>\n",
       "      <td>AW</td>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Aruba</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AFG</th>\n",
       "      <td>AF</td>\n",
       "      <td>South Asia</td>\n",
       "      <td>Afghanistan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AGO</th>\n",
       "      <td>AO</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Angola</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ALB</th>\n",
       "      <td>AL</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Albania</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AND</th>\n",
       "      <td>AD</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Andorra</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ARE</th>\n",
       "      <td>AE</td>\n",
       "      <td>Middle East &amp; North Africa</td>\n",
       "      <td>United Arab Emirates</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ARG</th>\n",
       "      <td>AR</td>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Argentina</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ARM</th>\n",
       "      <td>AM</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Armenia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ASM</th>\n",
       "      <td>AS</td>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>American Samoa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ATG</th>\n",
       "      <td>AG</td>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Antigua and Barbuda</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AUS</th>\n",
       "      <td>AU</td>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>Australia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AUT</th>\n",
       "      <td>AT</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Austria</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AZE</th>\n",
       "      <td>AZ</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Azerbaijan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BDI</th>\n",
       "      <td>BI</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Burundi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BEL</th>\n",
       "      <td>BE</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Belgium</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BEN</th>\n",
       "      <td>BJ</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Benin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BFA</th>\n",
       "      <td>BF</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Burkina Faso</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BGD</th>\n",
       "      <td>BD</td>\n",
       "      <td>South Asia</td>\n",
       "      <td>Bangladesh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BGR</th>\n",
       "      <td>BG</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Bulgaria</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BHR</th>\n",
       "      <td>BH</td>\n",
       "      <td>Middle East &amp; North Africa</td>\n",
       "      <td>Bahrain</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BHS</th>\n",
       "      <td>BS</td>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Bahamas, The</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BIH</th>\n",
       "      <td>BA</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Bosnia and Herzegovina</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BLR</th>\n",
       "      <td>BY</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Belarus</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BLZ</th>\n",
       "      <td>BZ</td>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Belize</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BMU</th>\n",
       "      <td>BM</td>\n",
       "      <td>North America</td>\n",
       "      <td>Bermuda</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BOL</th>\n",
       "      <td>BO</td>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Bolivia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BRA</th>\n",
       "      <td>BR</td>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Brazil</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BRB</th>\n",
       "      <td>BB</td>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Barbados</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BRN</th>\n",
       "      <td>BN</td>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>Brunei Darussalam</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BTN</th>\n",
       "      <td>BT</td>\n",
       "      <td>South Asia</td>\n",
       "      <td>Bhutan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BWA</th>\n",
       "      <td>BW</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Botswana</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CAF</th>\n",
       "      <td>CF</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Central African Republic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CAN</th>\n",
       "      <td>CA</td>\n",
       "      <td>North America</td>\n",
       "      <td>Canada</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CHE</th>\n",
       "      <td>CH</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Switzerland</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CHI</th>\n",
       "      <td>JG</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Channel Islands</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CHL</th>\n",
       "      <td>CL</td>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Chile</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CHN</th>\n",
       "      <td>CN</td>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>China</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CIV</th>\n",
       "      <td>CI</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Cote d'Ivoire</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CMR</th>\n",
       "      <td>CM</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Cameroon</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>COD</th>\n",
       "      <td>CD</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Congo, Dem. Rep.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>COG</th>\n",
       "      <td>CG</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Congo, Rep.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>COL</th>\n",
       "      <td>CO</td>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Colombia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>COM</th>\n",
       "      <td>KM</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Comoros</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CPV</th>\n",
       "      <td>CV</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Cabo Verde</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CRI</th>\n",
       "      <td>CR</td>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Costa Rica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CUB</th>\n",
       "      <td>CU</td>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Cuba</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CUW</th>\n",
       "      <td>CW</td>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Curacao</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CYM</th>\n",
       "      <td>KY</td>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Cayman Islands</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CYP</th>\n",
       "      <td>CY</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Cyprus</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CZE</th>\n",
       "      <td>CZ</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Czech Republic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DEU</th>\n",
       "      <td>DE</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Germany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DJI</th>\n",
       "      <td>DJ</td>\n",
       "      <td>Middle East &amp; North Africa</td>\n",
       "      <td>Djibouti</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DMA</th>\n",
       "      <td>DM</td>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Dominica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DNK</th>\n",
       "      <td>DK</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Denmark</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DOM</th>\n",
       "      <td>DO</td>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Dominican Republic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DZA</th>\n",
       "      <td>DZ</td>\n",
       "      <td>Middle East &amp; North Africa</td>\n",
       "      <td>Algeria</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ECU</th>\n",
       "      <td>EC</td>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Ecuador</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EGY</th>\n",
       "      <td>EG</td>\n",
       "      <td>Middle East &amp; North Africa</td>\n",
       "      <td>Egypt, Arab Rep.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ERI</th>\n",
       "      <td>ER</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Eritrea</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ESP</th>\n",
       "      <td>ES</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Spain</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EST</th>\n",
       "      <td>EE</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Estonia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ETH</th>\n",
       "      <td>ET</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Ethiopia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FIN</th>\n",
       "      <td>FI</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Finland</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FJI</th>\n",
       "      <td>FJ</td>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>Fiji</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FRA</th>\n",
       "      <td>FR</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>France</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FRO</th>\n",
       "      <td>FO</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Faroe Islands</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FSM</th>\n",
       "      <td>FM</td>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>Micronesia, Fed. Sts.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GAB</th>\n",
       "      <td>GA</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Gabon</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GBR</th>\n",
       "      <td>GB</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GEO</th>\n",
       "      <td>GE</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Georgia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GHA</th>\n",
       "      <td>GH</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Ghana</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GIB</th>\n",
       "      <td>GI</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Gibraltar</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GIN</th>\n",
       "      <td>GN</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Guinea</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GMB</th>\n",
       "      <td>GM</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Gambia, The</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GNB</th>\n",
       "      <td>GW</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Guinea-Bissau</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GNQ</th>\n",
       "      <td>GQ</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Equatorial Guinea</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GRC</th>\n",
       "      <td>GR</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Greece</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GRD</th>\n",
       "      <td>GD</td>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Grenada</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GRL</th>\n",
       "      <td>GL</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Greenland</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GTM</th>\n",
       "      <td>GT</td>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Guatemala</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GUM</th>\n",
       "      <td>GU</td>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>Guam</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GUY</th>\n",
       "      <td>GY</td>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Guyana</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HKG</th>\n",
       "      <td>HK</td>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>Hong Kong SAR, China</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HND</th>\n",
       "      <td>HN</td>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Honduras</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HRV</th>\n",
       "      <td>HR</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Croatia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HTI</th>\n",
       "      <td>HT</td>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Haiti</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HUN</th>\n",
       "      <td>HU</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Hungary</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IDN</th>\n",
       "      <td>ID</td>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>Indonesia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IMN</th>\n",
       "      <td>IM</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Isle of Man</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IND</th>\n",
       "      <td>IN</td>\n",
       "      <td>South Asia</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IRL</th>\n",
       "      <td>IE</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Ireland</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IRN</th>\n",
       "      <td>IR</td>\n",
       "      <td>Middle East &amp; North Africa</td>\n",
       "      <td>Iran, Islamic Rep.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IRQ</th>\n",
       "      <td>IQ</td>\n",
       "      <td>Middle East &amp; North Africa</td>\n",
       "      <td>Iraq</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ISL</th>\n",
       "      <td>IS</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Iceland</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ISR</th>\n",
       "      <td>IL</td>\n",
       "      <td>Middle East &amp; North Africa</td>\n",
       "      <td>Israel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ITA</th>\n",
       "      <td>IT</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Italy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>JAM</th>\n",
       "      <td>JM</td>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Jamaica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>JOR</th>\n",
       "      <td>JO</td>\n",
       "      <td>Middle East &amp; North Africa</td>\n",
       "      <td>Jordan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>JPN</th>\n",
       "      <td>JP</td>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>Japan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>KAZ</th>\n",
       "      <td>KZ</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Kazakhstan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MAC</th>\n",
       "      <td>MO</td>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>Macao SAR, China</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MAF</th>\n",
       "      <td>MF</td>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>St. Martin (French part)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MAR</th>\n",
       "      <td>MA</td>\n",
       "      <td>Middle East &amp; North Africa</td>\n",
       "      <td>Morocco</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MCO</th>\n",
       "      <td>MC</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Monaco</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MDA</th>\n",
       "      <td>MD</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Moldova</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MDG</th>\n",
       "      <td>MG</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Madagascar</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MDV</th>\n",
       "      <td>MV</td>\n",
       "      <td>South Asia</td>\n",
       "      <td>Maldives</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MEX</th>\n",
       "      <td>MX</td>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Mexico</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MHL</th>\n",
       "      <td>MH</td>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>Marshall Islands</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MKD</th>\n",
       "      <td>MK</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>North Macedonia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MLI</th>\n",
       "      <td>ML</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Mali</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MLT</th>\n",
       "      <td>MT</td>\n",
       "      <td>Middle East &amp; North Africa</td>\n",
       "      <td>Malta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MMR</th>\n",
       "      <td>MM</td>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>Myanmar</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MNE</th>\n",
       "      <td>ME</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Montenegro</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MNG</th>\n",
       "      <td>MN</td>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>Mongolia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MNP</th>\n",
       "      <td>MP</td>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>Northern Mariana Islands</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MOZ</th>\n",
       "      <td>MZ</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Mozambique</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MRT</th>\n",
       "      <td>MR</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Mauritania</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MUS</th>\n",
       "      <td>MU</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Mauritius</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MWI</th>\n",
       "      <td>MW</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Malawi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MYS</th>\n",
       "      <td>MY</td>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>Malaysia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NAM</th>\n",
       "      <td>NA</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Namibia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NCL</th>\n",
       "      <td>NC</td>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>New Caledonia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NER</th>\n",
       "      <td>NE</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Niger</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NGA</th>\n",
       "      <td>NG</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Nigeria</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NIC</th>\n",
       "      <td>NI</td>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Nicaragua</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NLD</th>\n",
       "      <td>NL</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Netherlands</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NOR</th>\n",
       "      <td>NO</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Norway</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NPL</th>\n",
       "      <td>NP</td>\n",
       "      <td>South Asia</td>\n",
       "      <td>Nepal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NRU</th>\n",
       "      <td>NR</td>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>Nauru</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NZL</th>\n",
       "      <td>NZ</td>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>New Zealand</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OMN</th>\n",
       "      <td>OM</td>\n",
       "      <td>Middle East &amp; North Africa</td>\n",
       "      <td>Oman</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PAK</th>\n",
       "      <td>PK</td>\n",
       "      <td>South Asia</td>\n",
       "      <td>Pakistan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PAN</th>\n",
       "      <td>PA</td>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Panama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PER</th>\n",
       "      <td>PE</td>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Peru</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PHL</th>\n",
       "      <td>PH</td>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>Philippines</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PLW</th>\n",
       "      <td>PW</td>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>Palau</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PNG</th>\n",
       "      <td>PG</td>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>Papua New Guinea</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>POL</th>\n",
       "      <td>PL</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Poland</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PRI</th>\n",
       "      <td>PR</td>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Puerto Rico</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PRK</th>\n",
       "      <td>KP</td>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>Korea, Dem. People’s Rep.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PRT</th>\n",
       "      <td>PT</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Portugal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PRY</th>\n",
       "      <td>PY</td>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Paraguay</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PSE</th>\n",
       "      <td>PS</td>\n",
       "      <td>Middle East &amp; North Africa</td>\n",
       "      <td>West Bank and Gaza</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PYF</th>\n",
       "      <td>PF</td>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>French Polynesia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>QAT</th>\n",
       "      <td>QA</td>\n",
       "      <td>Middle East &amp; North Africa</td>\n",
       "      <td>Qatar</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ROU</th>\n",
       "      <td>RO</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Romania</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RUS</th>\n",
       "      <td>RU</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Russian Federation</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RWA</th>\n",
       "      <td>RW</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Rwanda</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SAU</th>\n",
       "      <td>SA</td>\n",
       "      <td>Middle East &amp; North Africa</td>\n",
       "      <td>Saudi Arabia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SDN</th>\n",
       "      <td>SD</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Sudan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SEN</th>\n",
       "      <td>SN</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Senegal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SGP</th>\n",
       "      <td>SG</td>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>Singapore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SLB</th>\n",
       "      <td>SB</td>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>Solomon Islands</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SLE</th>\n",
       "      <td>SL</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Sierra Leone</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SLV</th>\n",
       "      <td>SV</td>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>El Salvador</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SMR</th>\n",
       "      <td>SM</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>San Marino</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SOM</th>\n",
       "      <td>SO</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Somalia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SRB</th>\n",
       "      <td>RS</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Serbia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SSD</th>\n",
       "      <td>SS</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>South Sudan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>STP</th>\n",
       "      <td>ST</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Sao Tome and Principe</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SUR</th>\n",
       "      <td>SR</td>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Suriname</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SVK</th>\n",
       "      <td>SK</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Slovak Republic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SVN</th>\n",
       "      <td>SI</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Slovenia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SWE</th>\n",
       "      <td>SE</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Sweden</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SWZ</th>\n",
       "      <td>SZ</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Eswatini</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SXM</th>\n",
       "      <td>SX</td>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Sint Maarten (Dutch part)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SYC</th>\n",
       "      <td>SC</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Seychelles</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SYR</th>\n",
       "      <td>SY</td>\n",
       "      <td>Middle East &amp; North Africa</td>\n",
       "      <td>Syrian Arab Republic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TCA</th>\n",
       "      <td>TC</td>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Turks and Caicos Islands</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TCD</th>\n",
       "      <td>TD</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Chad</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TGO</th>\n",
       "      <td>TG</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Togo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>THA</th>\n",
       "      <td>TH</td>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>Thailand</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TJK</th>\n",
       "      <td>TJ</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Tajikistan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TKM</th>\n",
       "      <td>TM</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Turkmenistan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TLS</th>\n",
       "      <td>TL</td>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>Timor-Leste</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TON</th>\n",
       "      <td>TO</td>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>Tonga</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TTO</th>\n",
       "      <td>TT</td>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Trinidad and Tobago</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TUN</th>\n",
       "      <td>TN</td>\n",
       "      <td>Middle East &amp; North Africa</td>\n",
       "      <td>Tunisia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TUR</th>\n",
       "      <td>TR</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Turkey</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TUV</th>\n",
       "      <td>TV</td>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>Tuvalu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TWN</th>\n",
       "      <td>TW</td>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>Taiwan, China</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TZA</th>\n",
       "      <td>TZ</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Tanzania</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>UGA</th>\n",
       "      <td>UG</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Uganda</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>UKR</th>\n",
       "      <td>UA</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Ukraine</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>URY</th>\n",
       "      <td>UY</td>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Uruguay</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>USA</th>\n",
       "      <td>US</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>UZB</th>\n",
       "      <td>UZ</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Uzbekistan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>VCT</th>\n",
       "      <td>VC</td>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>St. Vincent and the Grenadines</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>VEN</th>\n",
       "      <td>VE</td>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Venezuela, RB</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>VGB</th>\n",
       "      <td>VG</td>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>British Virgin Islands</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>VIR</th>\n",
       "      <td>VI</td>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Virgin Islands (U.S.)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>VNM</th>\n",
       "      <td>VN</td>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>Vietnam</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>VUT</th>\n",
       "      <td>VU</td>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>Vanuatu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WSM</th>\n",
       "      <td>WS</td>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>Samoa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>XKX</th>\n",
       "      <td>XK</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Kosovo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YEM</th>\n",
       "      <td>YE</td>\n",
       "      <td>Middle East &amp; North Africa</td>\n",
       "      <td>Yemen, Rep.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZAF</th>\n",
       "      <td>ZA</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>South Africa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZMB</th>\n",
       "      <td>ZM</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Zambia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZWE</th>\n",
       "      <td>ZW</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Zimbabwe</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>218 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    iso2Code                      region                         country\n",
       "id                                                                      \n",
       "ABW       AW  Latin America & Caribbean                            Aruba\n",
       "AFG       AF                  South Asia                     Afghanistan\n",
       "AGO       AO         Sub-Saharan Africa                           Angola\n",
       "ALB       AL       Europe & Central Asia                         Albania\n",
       "AND       AD       Europe & Central Asia                         Andorra\n",
       "ARE       AE  Middle East & North Africa            United Arab Emirates\n",
       "ARG       AR  Latin America & Caribbean                        Argentina\n",
       "ARM       AM       Europe & Central Asia                         Armenia\n",
       "ASM       AS         East Asia & Pacific                  American Samoa\n",
       "ATG       AG  Latin America & Caribbean              Antigua and Barbuda\n",
       "AUS       AU         East Asia & Pacific                       Australia\n",
       "AUT       AT       Europe & Central Asia                         Austria\n",
       "AZE       AZ       Europe & Central Asia                      Azerbaijan\n",
       "BDI       BI         Sub-Saharan Africa                          Burundi\n",
       "BEL       BE       Europe & Central Asia                         Belgium\n",
       "BEN       BJ         Sub-Saharan Africa                            Benin\n",
       "BFA       BF         Sub-Saharan Africa                     Burkina Faso\n",
       "BGD       BD                  South Asia                      Bangladesh\n",
       "BGR       BG       Europe & Central Asia                        Bulgaria\n",
       "BHR       BH  Middle East & North Africa                         Bahrain\n",
       "BHS       BS  Latin America & Caribbean                     Bahamas, The\n",
       "BIH       BA       Europe & Central Asia          Bosnia and Herzegovina\n",
       "BLR       BY       Europe & Central Asia                         Belarus\n",
       "BLZ       BZ  Latin America & Caribbean                           Belize\n",
       "BMU       BM               North America                         Bermuda\n",
       "BOL       BO  Latin America & Caribbean                          Bolivia\n",
       "BRA       BR  Latin America & Caribbean                           Brazil\n",
       "BRB       BB  Latin America & Caribbean                         Barbados\n",
       "BRN       BN         East Asia & Pacific               Brunei Darussalam\n",
       "BTN       BT                  South Asia                          Bhutan\n",
       "BWA       BW         Sub-Saharan Africa                         Botswana\n",
       "CAF       CF         Sub-Saharan Africa         Central African Republic\n",
       "CAN       CA               North America                          Canada\n",
       "CHE       CH       Europe & Central Asia                     Switzerland\n",
       "CHI       JG       Europe & Central Asia                 Channel Islands\n",
       "CHL       CL  Latin America & Caribbean                            Chile\n",
       "CHN       CN         East Asia & Pacific                           China\n",
       "CIV       CI         Sub-Saharan Africa                    Cote d'Ivoire\n",
       "CMR       CM         Sub-Saharan Africa                         Cameroon\n",
       "COD       CD         Sub-Saharan Africa                 Congo, Dem. Rep.\n",
       "COG       CG         Sub-Saharan Africa                      Congo, Rep.\n",
       "COL       CO  Latin America & Caribbean                         Colombia\n",
       "COM       KM         Sub-Saharan Africa                          Comoros\n",
       "CPV       CV         Sub-Saharan Africa                       Cabo Verde\n",
       "CRI       CR  Latin America & Caribbean                       Costa Rica\n",
       "CUB       CU  Latin America & Caribbean                             Cuba\n",
       "CUW       CW  Latin America & Caribbean                          Curacao\n",
       "CYM       KY  Latin America & Caribbean                   Cayman Islands\n",
       "CYP       CY       Europe & Central Asia                          Cyprus\n",
       "CZE       CZ       Europe & Central Asia                  Czech Republic\n",
       "DEU       DE       Europe & Central Asia                         Germany\n",
       "DJI       DJ  Middle East & North Africa                        Djibouti\n",
       "DMA       DM  Latin America & Caribbean                         Dominica\n",
       "DNK       DK       Europe & Central Asia                         Denmark\n",
       "DOM       DO  Latin America & Caribbean               Dominican Republic\n",
       "DZA       DZ  Middle East & North Africa                         Algeria\n",
       "ECU       EC  Latin America & Caribbean                          Ecuador\n",
       "EGY       EG  Middle East & North Africa                Egypt, Arab Rep.\n",
       "ERI       ER         Sub-Saharan Africa                          Eritrea\n",
       "ESP       ES       Europe & Central Asia                           Spain\n",
       "EST       EE       Europe & Central Asia                         Estonia\n",
       "ETH       ET         Sub-Saharan Africa                         Ethiopia\n",
       "FIN       FI       Europe & Central Asia                         Finland\n",
       "FJI       FJ         East Asia & Pacific                            Fiji\n",
       "FRA       FR       Europe & Central Asia                          France\n",
       "FRO       FO       Europe & Central Asia                   Faroe Islands\n",
       "FSM       FM         East Asia & Pacific           Micronesia, Fed. Sts.\n",
       "GAB       GA         Sub-Saharan Africa                            Gabon\n",
       "GBR       GB       Europe & Central Asia                  United Kingdom\n",
       "GEO       GE       Europe & Central Asia                         Georgia\n",
       "GHA       GH         Sub-Saharan Africa                            Ghana\n",
       "GIB       GI       Europe & Central Asia                       Gibraltar\n",
       "GIN       GN         Sub-Saharan Africa                           Guinea\n",
       "GMB       GM         Sub-Saharan Africa                      Gambia, The\n",
       "GNB       GW         Sub-Saharan Africa                    Guinea-Bissau\n",
       "GNQ       GQ         Sub-Saharan Africa                Equatorial Guinea\n",
       "GRC       GR       Europe & Central Asia                          Greece\n",
       "GRD       GD  Latin America & Caribbean                          Grenada\n",
       "GRL       GL       Europe & Central Asia                       Greenland\n",
       "GTM       GT  Latin America & Caribbean                        Guatemala\n",
       "GUM       GU         East Asia & Pacific                            Guam\n",
       "GUY       GY  Latin America & Caribbean                           Guyana\n",
       "HKG       HK         East Asia & Pacific            Hong Kong SAR, China\n",
       "HND       HN  Latin America & Caribbean                         Honduras\n",
       "HRV       HR       Europe & Central Asia                         Croatia\n",
       "HTI       HT  Latin America & Caribbean                            Haiti\n",
       "HUN       HU       Europe & Central Asia                         Hungary\n",
       "IDN       ID         East Asia & Pacific                       Indonesia\n",
       "IMN       IM       Europe & Central Asia                     Isle of Man\n",
       "IND       IN                  South Asia                           India\n",
       "IRL       IE       Europe & Central Asia                         Ireland\n",
       "IRN       IR  Middle East & North Africa              Iran, Islamic Rep.\n",
       "IRQ       IQ  Middle East & North Africa                            Iraq\n",
       "ISL       IS       Europe & Central Asia                         Iceland\n",
       "ISR       IL  Middle East & North Africa                          Israel\n",
       "ITA       IT       Europe & Central Asia                           Italy\n",
       "JAM       JM  Latin America & Caribbean                          Jamaica\n",
       "JOR       JO  Middle East & North Africa                          Jordan\n",
       "JPN       JP         East Asia & Pacific                           Japan\n",
       "KAZ       KZ       Europe & Central Asia                      Kazakhstan\n",
       "..       ...                         ...                             ...\n",
       "MAC       MO         East Asia & Pacific                Macao SAR, China\n",
       "MAF       MF  Latin America & Caribbean         St. Martin (French part)\n",
       "MAR       MA  Middle East & North Africa                         Morocco\n",
       "MCO       MC       Europe & Central Asia                          Monaco\n",
       "MDA       MD       Europe & Central Asia                         Moldova\n",
       "MDG       MG         Sub-Saharan Africa                       Madagascar\n",
       "MDV       MV                  South Asia                        Maldives\n",
       "MEX       MX  Latin America & Caribbean                           Mexico\n",
       "MHL       MH         East Asia & Pacific                Marshall Islands\n",
       "MKD       MK       Europe & Central Asia                 North Macedonia\n",
       "MLI       ML         Sub-Saharan Africa                             Mali\n",
       "MLT       MT  Middle East & North Africa                           Malta\n",
       "MMR       MM         East Asia & Pacific                         Myanmar\n",
       "MNE       ME       Europe & Central Asia                      Montenegro\n",
       "MNG       MN         East Asia & Pacific                        Mongolia\n",
       "MNP       MP         East Asia & Pacific        Northern Mariana Islands\n",
       "MOZ       MZ         Sub-Saharan Africa                       Mozambique\n",
       "MRT       MR         Sub-Saharan Africa                       Mauritania\n",
       "MUS       MU         Sub-Saharan Africa                        Mauritius\n",
       "MWI       MW         Sub-Saharan Africa                           Malawi\n",
       "MYS       MY         East Asia & Pacific                        Malaysia\n",
       "NAM       NA         Sub-Saharan Africa                          Namibia\n",
       "NCL       NC         East Asia & Pacific                   New Caledonia\n",
       "NER       NE         Sub-Saharan Africa                            Niger\n",
       "NGA       NG         Sub-Saharan Africa                          Nigeria\n",
       "NIC       NI  Latin America & Caribbean                        Nicaragua\n",
       "NLD       NL       Europe & Central Asia                     Netherlands\n",
       "NOR       NO       Europe & Central Asia                          Norway\n",
       "NPL       NP                  South Asia                           Nepal\n",
       "NRU       NR         East Asia & Pacific                           Nauru\n",
       "NZL       NZ         East Asia & Pacific                     New Zealand\n",
       "OMN       OM  Middle East & North Africa                            Oman\n",
       "PAK       PK                  South Asia                        Pakistan\n",
       "PAN       PA  Latin America & Caribbean                           Panama\n",
       "PER       PE  Latin America & Caribbean                             Peru\n",
       "PHL       PH         East Asia & Pacific                     Philippines\n",
       "PLW       PW         East Asia & Pacific                           Palau\n",
       "PNG       PG         East Asia & Pacific                Papua New Guinea\n",
       "POL       PL       Europe & Central Asia                          Poland\n",
       "PRI       PR  Latin America & Caribbean                      Puerto Rico\n",
       "PRK       KP         East Asia & Pacific       Korea, Dem. People’s Rep.\n",
       "PRT       PT       Europe & Central Asia                        Portugal\n",
       "PRY       PY  Latin America & Caribbean                         Paraguay\n",
       "PSE       PS  Middle East & North Africa              West Bank and Gaza\n",
       "PYF       PF         East Asia & Pacific                French Polynesia\n",
       "QAT       QA  Middle East & North Africa                           Qatar\n",
       "ROU       RO       Europe & Central Asia                         Romania\n",
       "RUS       RU       Europe & Central Asia              Russian Federation\n",
       "RWA       RW         Sub-Saharan Africa                           Rwanda\n",
       "SAU       SA  Middle East & North Africa                    Saudi Arabia\n",
       "SDN       SD         Sub-Saharan Africa                            Sudan\n",
       "SEN       SN         Sub-Saharan Africa                          Senegal\n",
       "SGP       SG         East Asia & Pacific                       Singapore\n",
       "SLB       SB         East Asia & Pacific                 Solomon Islands\n",
       "SLE       SL         Sub-Saharan Africa                     Sierra Leone\n",
       "SLV       SV  Latin America & Caribbean                      El Salvador\n",
       "SMR       SM       Europe & Central Asia                      San Marino\n",
       "SOM       SO         Sub-Saharan Africa                          Somalia\n",
       "SRB       RS       Europe & Central Asia                          Serbia\n",
       "SSD       SS         Sub-Saharan Africa                      South Sudan\n",
       "STP       ST         Sub-Saharan Africa            Sao Tome and Principe\n",
       "SUR       SR  Latin America & Caribbean                         Suriname\n",
       "SVK       SK       Europe & Central Asia                 Slovak Republic\n",
       "SVN       SI       Europe & Central Asia                        Slovenia\n",
       "SWE       SE       Europe & Central Asia                          Sweden\n",
       "SWZ       SZ         Sub-Saharan Africa                         Eswatini\n",
       "SXM       SX  Latin America & Caribbean        Sint Maarten (Dutch part)\n",
       "SYC       SC         Sub-Saharan Africa                       Seychelles\n",
       "SYR       SY  Middle East & North Africa            Syrian Arab Republic\n",
       "TCA       TC  Latin America & Caribbean         Turks and Caicos Islands\n",
       "TCD       TD         Sub-Saharan Africa                             Chad\n",
       "TGO       TG         Sub-Saharan Africa                             Togo\n",
       "THA       TH         East Asia & Pacific                        Thailand\n",
       "TJK       TJ       Europe & Central Asia                      Tajikistan\n",
       "TKM       TM       Europe & Central Asia                    Turkmenistan\n",
       "TLS       TL         East Asia & Pacific                     Timor-Leste\n",
       "TON       TO         East Asia & Pacific                           Tonga\n",
       "TTO       TT  Latin America & Caribbean              Trinidad and Tobago\n",
       "TUN       TN  Middle East & North Africa                         Tunisia\n",
       "TUR       TR       Europe & Central Asia                          Turkey\n",
       "TUV       TV         East Asia & Pacific                          Tuvalu\n",
       "TWN       TW         East Asia & Pacific                   Taiwan, China\n",
       "TZA       TZ         Sub-Saharan Africa                         Tanzania\n",
       "UGA       UG         Sub-Saharan Africa                           Uganda\n",
       "UKR       UA       Europe & Central Asia                         Ukraine\n",
       "URY       UY  Latin America & Caribbean                          Uruguay\n",
       "USA       US               North America                   United States\n",
       "UZB       UZ       Europe & Central Asia                      Uzbekistan\n",
       "VCT       VC  Latin America & Caribbean   St. Vincent and the Grenadines\n",
       "VEN       VE  Latin America & Caribbean                    Venezuela, RB\n",
       "VGB       VG  Latin America & Caribbean           British Virgin Islands\n",
       "VIR       VI  Latin America & Caribbean            Virgin Islands (U.S.)\n",
       "VNM       VN         East Asia & Pacific                         Vietnam\n",
       "VUT       VU         East Asia & Pacific                         Vanuatu\n",
       "WSM       WS         East Asia & Pacific                           Samoa\n",
       "XKX       XK       Europe & Central Asia                          Kosovo\n",
       "YEM       YE  Middle East & North Africa                     Yemen, Rep.\n",
       "ZAF       ZA         Sub-Saharan Africa                     South Africa\n",
       "ZMB       ZM         Sub-Saharan Africa                           Zambia\n",
       "ZWE       ZW         Sub-Saharan Africa                         Zimbabwe\n",
       "\n",
       "[218 rows x 3 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "country_info = countries[['iso2Code', 'region', 'name']].rename(columns={'name': 'country'}).loc[countries.region != 'Aggregates']\n",
    "\n",
    "# country_info = countries[['iso2Code', 'name', 'region']].reset_index()\n",
    "\n",
    "country_info"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Country                                               Series             Year\n",
       "Arab World                                            Population, total  2018    4.198e+08\n",
       "Caribbean small states                                Population, total  2018    7.359e+06\n",
       "Central Europe and the Baltics                        Population, total  2018    1.025e+08\n",
       "Early-demographic dividend                            Population, total  2018    3.249e+09\n",
       "East Asia & Pacific                                   Population, total  2018    2.328e+09\n",
       "East Asia & Pacific (excluding high income)           Population, total  2018    2.082e+09\n",
       "East Asia & Pacific (IDA & IBRD countries)            Population, total  2018    2.056e+09\n",
       "Euro area                                             Population, total  2018    3.419e+08\n",
       "Europe & Central Asia                                 Population, total  2018    9.180e+08\n",
       "Europe & Central Asia (excluding high income)         Population, total  2018    4.169e+08\n",
       "Europe & Central Asia (IDA & IBRD countries)          Population, total  2018    4.590e+08\n",
       "European Union                                        Population, total  2018    4.468e+08\n",
       "Fragile and conflict affected situations              Population, total  2018    7.440e+08\n",
       "Heavily indebted poor countries (HIPC)                Population, total  2018    7.802e+08\n",
       "High income                                           Population, total  2018    1.210e+09\n",
       "IBRD only                                             Population, total  2018    4.772e+09\n",
       "IDA & IBRD total                                      Population, total  2018    6.412e+09\n",
       "IDA blend                                             Population, total  2018    5.550e+08\n",
       "IDA only                                              Population, total  2018    1.084e+09\n",
       "IDA total                                             Population, total  2018    1.639e+09\n",
       "Late-demographic dividend                             Population, total  2018    2.288e+09\n",
       "Latin America & Caribbean                             Population, total  2018    6.414e+08\n",
       "Latin America & Caribbean (excluding high income)     Population, total  2018    6.090e+08\n",
       "Latin America & the Caribbean (IDA & IBRD countries)  Population, total  2018    6.256e+08\n",
       "Least developed countries: UN classification          Population, total  2018    1.010e+09\n",
       "Low & middle income                                   Population, total  2018    6.383e+09\n",
       "Low income                                            Population, total  2018    7.054e+08\n",
       "Lower middle income                                   Population, total  2018    3.022e+09\n",
       "Middle East & North Africa                            Population, total  2018    4.489e+08\n",
       "Middle East & North Africa (excluding high income)    Population, total  2018    3.829e+08\n",
       "Middle East & North Africa (IDA & IBRD countries)     Population, total  2018    3.783e+08\n",
       "Middle income                                         Population, total  2018    5.678e+09\n",
       "North America                                         Population, total  2018    3.638e+08\n",
       "Not classified                                        Population, total  2018          NaN\n",
       "OECD members                                          Population, total  2018    1.303e+09\n",
       "Other small states                                    Population, total  2018    3.076e+07\n",
       "Pacific island small states                           Population, total  2018    2.457e+06\n",
       "Post-demographic dividend                             Population, total  2018    1.109e+09\n",
       "Pre-demographic dividend                              Population, total  2018    9.195e+08\n",
       "Small states                                          Population, total  2018    4.058e+07\n",
       "South Asia                                            Population, total  2018    1.814e+09\n",
       "South Asia (IDA & IBRD)                               Population, total  2018    1.814e+09\n",
       "Sub-Saharan Africa                                    Population, total  2018    1.078e+09\n",
       "Sub-Saharan Africa (excluding high income)            Population, total  2018    1.078e+09\n",
       "Sub-Saharan Africa (IDA & IBRD countries)             Population, total  2018    1.078e+09\n",
       "Upper middle income                                   Population, total  2018    2.656e+09\n",
       "World                                                 Population, total  2018    7.593e+09\n",
       "Afghanistan                                           Population, total  2018    3.717e+07\n",
       "Albania                                               Population, total  2018    2.866e+06\n",
       "Algeria                                               Population, total  2018    4.223e+07\n",
       "American Samoa                                        Population, total  2018    5.546e+04\n",
       "Andorra                                               Population, total  2018    7.701e+04\n",
       "Angola                                                Population, total  2018    3.081e+07\n",
       "Antigua and Barbuda                                   Population, total  2018    9.629e+04\n",
       "Argentina                                             Population, total  2018    4.449e+07\n",
       "Armenia                                               Population, total  2018    2.952e+06\n",
       "Aruba                                                 Population, total  2018    1.058e+05\n",
       "Australia                                             Population, total  2018    2.498e+07\n",
       "Austria                                               Population, total  2018    8.841e+06\n",
       "Azerbaijan                                            Population, total  2018    9.940e+06\n",
       "Bahamas, The                                          Population, total  2018    3.856e+05\n",
       "Bahrain                                               Population, total  2018    1.569e+06\n",
       "Bangladesh                                            Population, total  2018    1.614e+08\n",
       "Barbados                                              Population, total  2018    2.866e+05\n",
       "Belarus                                               Population, total  2018    9.483e+06\n",
       "Belgium                                               Population, total  2018    1.143e+07\n",
       "Belize                                                Population, total  2018    3.831e+05\n",
       "Benin                                                 Population, total  2018    1.149e+07\n",
       "Bermuda                                               Population, total  2018    6.397e+04\n",
       "Bhutan                                                Population, total  2018    7.544e+05\n",
       "Bolivia                                               Population, total  2018    1.135e+07\n",
       "Bosnia and Herzegovina                                Population, total  2018    3.324e+06\n",
       "Botswana                                              Population, total  2018    2.254e+06\n",
       "Brazil                                                Population, total  2018    2.095e+08\n",
       "British Virgin Islands                                Population, total  2018    2.980e+04\n",
       "Brunei Darussalam                                     Population, total  2018    4.290e+05\n",
       "Bulgaria                                              Population, total  2018    7.025e+06\n",
       "Burkina Faso                                          Population, total  2018    1.975e+07\n",
       "Burundi                                               Population, total  2018    1.118e+07\n",
       "Cabo Verde                                            Population, total  2018    5.438e+05\n",
       "Cambodia                                              Population, total  2018    1.625e+07\n",
       "Cameroon                                              Population, total  2018    2.522e+07\n",
       "Canada                                                Population, total  2018    3.706e+07\n",
       "Cayman Islands                                        Population, total  2018    6.417e+04\n",
       "Central African Republic                              Population, total  2018    4.666e+06\n",
       "Chad                                                  Population, total  2018    1.548e+07\n",
       "Channel Islands                                       Population, total  2018    1.705e+05\n",
       "Chile                                                 Population, total  2018    1.873e+07\n",
       "China                                                 Population, total  2018    1.393e+09\n",
       "Colombia                                              Population, total  2018    4.965e+07\n",
       "Comoros                                               Population, total  2018    8.323e+05\n",
       "Congo, Dem. Rep.                                      Population, total  2018    8.407e+07\n",
       "Congo, Rep.                                           Population, total  2018    5.244e+06\n",
       "Costa Rica                                            Population, total  2018    4.999e+06\n",
       "Cote d'Ivoire                                         Population, total  2018    2.507e+07\n",
       "Croatia                                               Population, total  2018    4.088e+06\n",
       "Cuba                                                  Population, total  2018    1.134e+07\n",
       "Curacao                                               Population, total  2018    1.598e+05\n",
       "Cyprus                                                Population, total  2018    1.189e+06\n",
       "Czech Republic                                        Population, total  2018    1.063e+07\n",
       "                                                                                   ...    \n",
       "Macao SAR, China                                      Population, total  2018    6.316e+05\n",
       "Madagascar                                            Population, total  2018    2.626e+07\n",
       "Malawi                                                Population, total  2018    1.814e+07\n",
       "Malaysia                                              Population, total  2018    3.153e+07\n",
       "Maldives                                              Population, total  2018    5.157e+05\n",
       "Mali                                                  Population, total  2018    1.908e+07\n",
       "Malta                                                 Population, total  2018    4.846e+05\n",
       "Marshall Islands                                      Population, total  2018    5.841e+04\n",
       "Mauritania                                            Population, total  2018    4.403e+06\n",
       "Mauritius                                             Population, total  2018    1.265e+06\n",
       "Mexico                                                Population, total  2018    1.262e+08\n",
       "Micronesia, Fed. Sts.                                 Population, total  2018    1.126e+05\n",
       "Moldova                                               Population, total  2018    2.706e+06\n",
       "Monaco                                                Population, total  2018    3.868e+04\n",
       "Mongolia                                              Population, total  2018    3.170e+06\n",
       "Montenegro                                            Population, total  2018    6.222e+05\n",
       "Morocco                                               Population, total  2018    3.603e+07\n",
       "Mozambique                                            Population, total  2018    2.950e+07\n",
       "Myanmar                                               Population, total  2018    5.371e+07\n",
       "Namibia                                               Population, total  2018    2.448e+06\n",
       "Nauru                                                 Population, total  2018    1.270e+04\n",
       "Nepal                                                 Population, total  2018    2.809e+07\n",
       "Netherlands                                           Population, total  2018    1.723e+07\n",
       "New Caledonia                                         Population, total  2018    2.841e+05\n",
       "New Zealand                                           Population, total  2018    4.841e+06\n",
       "Nicaragua                                             Population, total  2018    6.466e+06\n",
       "Niger                                                 Population, total  2018    2.244e+07\n",
       "Nigeria                                               Population, total  2018    1.959e+08\n",
       "North Macedonia                                       Population, total  2018    2.083e+06\n",
       "Northern Mariana Islands                              Population, total  2018    5.688e+04\n",
       "Norway                                                Population, total  2018    5.312e+06\n",
       "Oman                                                  Population, total  2018    4.829e+06\n",
       "Pakistan                                              Population, total  2018    2.122e+08\n",
       "Palau                                                 Population, total  2018    1.791e+04\n",
       "Panama                                                Population, total  2018    4.177e+06\n",
       "Papua New Guinea                                      Population, total  2018    8.606e+06\n",
       "Paraguay                                              Population, total  2018    6.956e+06\n",
       "Peru                                                  Population, total  2018    3.199e+07\n",
       "Philippines                                           Population, total  2018    1.067e+08\n",
       "Poland                                                Population, total  2018    3.797e+07\n",
       "Portugal                                              Population, total  2018    1.028e+07\n",
       "Puerto Rico                                           Population, total  2018    3.195e+06\n",
       "Qatar                                                 Population, total  2018    2.782e+06\n",
       "Romania                                               Population, total  2018    1.947e+07\n",
       "Russian Federation                                    Population, total  2018    1.445e+08\n",
       "Rwanda                                                Population, total  2018    1.230e+07\n",
       "Samoa                                                 Population, total  2018    1.961e+05\n",
       "San Marino                                            Population, total  2018    3.378e+04\n",
       "Sao Tome and Principe                                 Population, total  2018    2.110e+05\n",
       "Saudi Arabia                                          Population, total  2018    3.370e+07\n",
       "Senegal                                               Population, total  2018    1.585e+07\n",
       "Serbia                                                Population, total  2018    6.983e+06\n",
       "Seychelles                                            Population, total  2018    9.676e+04\n",
       "Sierra Leone                                          Population, total  2018    7.650e+06\n",
       "Singapore                                             Population, total  2018    5.639e+06\n",
       "Sint Maarten (Dutch part)                             Population, total  2018    4.065e+04\n",
       "Slovak Republic                                       Population, total  2018    5.447e+06\n",
       "Slovenia                                              Population, total  2018    2.074e+06\n",
       "Solomon Islands                                       Population, total  2018    6.529e+05\n",
       "Somalia                                               Population, total  2018    1.501e+07\n",
       "South Africa                                          Population, total  2018    5.778e+07\n",
       "South Sudan                                           Population, total  2018    1.098e+07\n",
       "Spain                                                 Population, total  2018    4.680e+07\n",
       "Sri Lanka                                             Population, total  2018    2.167e+07\n",
       "St. Kitts and Nevis                                   Population, total  2018    5.244e+04\n",
       "St. Lucia                                             Population, total  2018    1.819e+05\n",
       "St. Martin (French part)                              Population, total  2018    3.726e+04\n",
       "St. Vincent and the Grenadines                        Population, total  2018    1.102e+05\n",
       "Sudan                                                 Population, total  2018    4.180e+07\n",
       "Suriname                                              Population, total  2018    5.760e+05\n",
       "Sweden                                                Population, total  2018    1.018e+07\n",
       "Switzerland                                           Population, total  2018    8.513e+06\n",
       "Syrian Arab Republic                                  Population, total  2018    1.691e+07\n",
       "Tajikistan                                            Population, total  2018    9.101e+06\n",
       "Tanzania                                              Population, total  2018    5.632e+07\n",
       "Thailand                                              Population, total  2018    6.943e+07\n",
       "Timor-Leste                                           Population, total  2018    1.268e+06\n",
       "Togo                                                  Population, total  2018    7.889e+06\n",
       "Tonga                                                 Population, total  2018    1.032e+05\n",
       "Trinidad and Tobago                                   Population, total  2018    1.390e+06\n",
       "Tunisia                                               Population, total  2018    1.157e+07\n",
       "Turkey                                                Population, total  2018    8.232e+07\n",
       "Turkmenistan                                          Population, total  2018    5.851e+06\n",
       "Turks and Caicos Islands                              Population, total  2018    3.766e+04\n",
       "Tuvalu                                                Population, total  2018    1.151e+04\n",
       "Uganda                                                Population, total  2018    4.272e+07\n",
       "Ukraine                                               Population, total  2018    4.462e+07\n",
       "United Arab Emirates                                  Population, total  2018    9.631e+06\n",
       "United Kingdom                                        Population, total  2018    6.646e+07\n",
       "United States                                         Population, total  2018    3.267e+08\n",
       "Uruguay                                               Population, total  2018    3.449e+06\n",
       "Uzbekistan                                            Population, total  2018    3.296e+07\n",
       "Vanuatu                                               Population, total  2018    2.927e+05\n",
       "Venezuela, RB                                         Population, total  2018    2.887e+07\n",
       "Vietnam                                               Population, total  2018    9.554e+07\n",
       "Virgin Islands (U.S.)                                 Population, total  2018    1.070e+05\n",
       "West Bank and Gaza                                    Population, total  2018    4.569e+06\n",
       "Yemen, Rep.                                           Population, total  2018    2.850e+07\n",
       "Zambia                                                Population, total  2018    1.735e+07\n",
       "Zimbabwe                                              Population, total  2018    1.444e+07\n",
       "Name: SP.POP.TOTL, Length: 264, dtype: float64"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Population dataset, by the World Bank (most recent value)\n",
    "population = wb.get_series('SP.POP.TOTL', mrv=1)\n",
    "population"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Country\n",
       "ARB    4.198e+08\n",
       "CSS    7.359e+06\n",
       "CEB    1.025e+08\n",
       "EAR    3.249e+09\n",
       "EAS    2.328e+09\n",
       "EAP    2.082e+09\n",
       "TEA    2.056e+09\n",
       "EMU    3.419e+08\n",
       "ECS    9.180e+08\n",
       "ECA    4.169e+08\n",
       "TEC    4.590e+08\n",
       "EUU    4.468e+08\n",
       "FCS    7.440e+08\n",
       "HPC    7.802e+08\n",
       "HIC    1.210e+09\n",
       "IBD    4.772e+09\n",
       "IBT    6.412e+09\n",
       "IDB    5.550e+08\n",
       "IDX    1.084e+09\n",
       "IDA    1.639e+09\n",
       "LTE    2.288e+09\n",
       "LCN    6.414e+08\n",
       "LAC    6.090e+08\n",
       "TLA    6.256e+08\n",
       "LDC    1.010e+09\n",
       "LMY    6.383e+09\n",
       "LIC    7.054e+08\n",
       "LMC    3.022e+09\n",
       "MEA    4.489e+08\n",
       "MNA    3.829e+08\n",
       "TMN    3.783e+08\n",
       "MIC    5.678e+09\n",
       "NAC    3.638e+08\n",
       "INX          NaN\n",
       "OED    1.303e+09\n",
       "OSS    3.076e+07\n",
       "PSS    2.457e+06\n",
       "PST    1.109e+09\n",
       "PRE    9.195e+08\n",
       "SST    4.058e+07\n",
       "SAS    1.814e+09\n",
       "TSA    1.814e+09\n",
       "SSF    1.078e+09\n",
       "SSA    1.078e+09\n",
       "TSS    1.078e+09\n",
       "UMC    2.656e+09\n",
       "WLD    7.593e+09\n",
       "AFG    3.717e+07\n",
       "ALB    2.866e+06\n",
       "DZA    4.223e+07\n",
       "ASM    5.546e+04\n",
       "AND    7.701e+04\n",
       "AGO    3.081e+07\n",
       "ATG    9.629e+04\n",
       "ARG    4.449e+07\n",
       "ARM    2.952e+06\n",
       "ABW    1.058e+05\n",
       "AUS    2.498e+07\n",
       "AUT    8.841e+06\n",
       "AZE    9.940e+06\n",
       "BHS    3.856e+05\n",
       "BHR    1.569e+06\n",
       "BGD    1.614e+08\n",
       "BRB    2.866e+05\n",
       "BLR    9.483e+06\n",
       "BEL    1.143e+07\n",
       "BLZ    3.831e+05\n",
       "BEN    1.149e+07\n",
       "BMU    6.397e+04\n",
       "BTN    7.544e+05\n",
       "BOL    1.135e+07\n",
       "BIH    3.324e+06\n",
       "BWA    2.254e+06\n",
       "BRA    2.095e+08\n",
       "VGB    2.980e+04\n",
       "BRN    4.290e+05\n",
       "BGR    7.025e+06\n",
       "BFA    1.975e+07\n",
       "BDI    1.118e+07\n",
       "CPV    5.438e+05\n",
       "KHM    1.625e+07\n",
       "CMR    2.522e+07\n",
       "CAN    3.706e+07\n",
       "CYM    6.417e+04\n",
       "CAF    4.666e+06\n",
       "TCD    1.548e+07\n",
       "CHI    1.705e+05\n",
       "CHL    1.873e+07\n",
       "CHN    1.393e+09\n",
       "COL    4.965e+07\n",
       "COM    8.323e+05\n",
       "COD    8.407e+07\n",
       "COG    5.244e+06\n",
       "CRI    4.999e+06\n",
       "CIV    2.507e+07\n",
       "HRV    4.088e+06\n",
       "CUB    1.134e+07\n",
       "CUW    1.598e+05\n",
       "CYP    1.189e+06\n",
       "CZE    1.063e+07\n",
       "         ...    \n",
       "MAC    6.316e+05\n",
       "MDG    2.626e+07\n",
       "MWI    1.814e+07\n",
       "MYS    3.153e+07\n",
       "MDV    5.157e+05\n",
       "MLI    1.908e+07\n",
       "MLT    4.846e+05\n",
       "MHL    5.841e+04\n",
       "MRT    4.403e+06\n",
       "MUS    1.265e+06\n",
       "MEX    1.262e+08\n",
       "FSM    1.126e+05\n",
       "MDA    2.706e+06\n",
       "MCO    3.868e+04\n",
       "MNG    3.170e+06\n",
       "MNE    6.222e+05\n",
       "MAR    3.603e+07\n",
       "MOZ    2.950e+07\n",
       "MMR    5.371e+07\n",
       "NAM    2.448e+06\n",
       "NRU    1.270e+04\n",
       "NPL    2.809e+07\n",
       "NLD    1.723e+07\n",
       "NCL    2.841e+05\n",
       "NZL    4.841e+06\n",
       "NIC    6.466e+06\n",
       "NER    2.244e+07\n",
       "NGA    1.959e+08\n",
       "MKD    2.083e+06\n",
       "MNP    5.688e+04\n",
       "NOR    5.312e+06\n",
       "OMN    4.829e+06\n",
       "PAK    2.122e+08\n",
       "PLW    1.791e+04\n",
       "PAN    4.177e+06\n",
       "PNG    8.606e+06\n",
       "PRY    6.956e+06\n",
       "PER    3.199e+07\n",
       "PHL    1.067e+08\n",
       "POL    3.797e+07\n",
       "PRT    1.028e+07\n",
       "PRI    3.195e+06\n",
       "QAT    2.782e+06\n",
       "ROU    1.947e+07\n",
       "RUS    1.445e+08\n",
       "RWA    1.230e+07\n",
       "WSM    1.961e+05\n",
       "SMR    3.378e+04\n",
       "STP    2.110e+05\n",
       "SAU    3.370e+07\n",
       "SEN    1.585e+07\n",
       "SRB    6.983e+06\n",
       "SYC    9.676e+04\n",
       "SLE    7.650e+06\n",
       "SGP    5.639e+06\n",
       "SXM    4.065e+04\n",
       "SVK    5.447e+06\n",
       "SVN    2.074e+06\n",
       "SLB    6.529e+05\n",
       "SOM    1.501e+07\n",
       "ZAF    5.778e+07\n",
       "SSD    1.098e+07\n",
       "ESP    4.680e+07\n",
       "LKA    2.167e+07\n",
       "KNA    5.244e+04\n",
       "LCA    1.819e+05\n",
       "MAF    3.726e+04\n",
       "VCT    1.102e+05\n",
       "SDN    4.180e+07\n",
       "SUR    5.760e+05\n",
       "SWE    1.018e+07\n",
       "CHE    8.513e+06\n",
       "SYR    1.691e+07\n",
       "TJK    9.101e+06\n",
       "TZA    5.632e+07\n",
       "THA    6.943e+07\n",
       "TLS    1.268e+06\n",
       "TGO    7.889e+06\n",
       "TON    1.032e+05\n",
       "TTO    1.390e+06\n",
       "TUN    1.157e+07\n",
       "TUR    8.232e+07\n",
       "TKM    5.851e+06\n",
       "TCA    3.766e+04\n",
       "TUV    1.151e+04\n",
       "UGA    4.272e+07\n",
       "UKR    4.462e+07\n",
       "ARE    9.631e+06\n",
       "GBR    6.646e+07\n",
       "USA    3.267e+08\n",
       "URY    3.449e+06\n",
       "UZB    3.296e+07\n",
       "VUT    2.927e+05\n",
       "VEN    2.887e+07\n",
       "VNM    9.554e+07\n",
       "VIR    1.070e+05\n",
       "PSE    4.569e+06\n",
       "YEM    2.850e+07\n",
       "ZMB    1.735e+07\n",
       "ZWE    1.444e+07\n",
       "Name: SP.POP.TOTL, Length: 264, dtype: float64"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Same data set, indexed with the country code\n",
    "population = wb.get_series('SP.POP.TOTL', id_or_value='id', simplify_index=True, mrv=1)\n",
    "population"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "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>region</th>\n",
       "      <th>country</th>\n",
       "      <th>population</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>ABW</th>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Aruba</td>\n",
       "      <td>1.058e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AFG</th>\n",
       "      <td>South Asia</td>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>3.717e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AGO</th>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Angola</td>\n",
       "      <td>3.081e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ALB</th>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Albania</td>\n",
       "      <td>2.866e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AND</th>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Andorra</td>\n",
       "      <td>7.701e+04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ARE</th>\n",
       "      <td>Middle East &amp; North Africa</td>\n",
       "      <td>United Arab Emirates</td>\n",
       "      <td>9.631e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ARG</th>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Argentina</td>\n",
       "      <td>4.449e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ARM</th>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Armenia</td>\n",
       "      <td>2.952e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ASM</th>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>American Samoa</td>\n",
       "      <td>5.546e+04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ATG</th>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Antigua and Barbuda</td>\n",
       "      <td>9.629e+04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AUS</th>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>Australia</td>\n",
       "      <td>2.498e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AUT</th>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Austria</td>\n",
       "      <td>8.841e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AZE</th>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Azerbaijan</td>\n",
       "      <td>9.940e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BDI</th>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Burundi</td>\n",
       "      <td>1.118e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BEL</th>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Belgium</td>\n",
       "      <td>1.143e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BEN</th>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Benin</td>\n",
       "      <td>1.149e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BFA</th>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Burkina Faso</td>\n",
       "      <td>1.975e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BGD</th>\n",
       "      <td>South Asia</td>\n",
       "      <td>Bangladesh</td>\n",
       "      <td>1.614e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BGR</th>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Bulgaria</td>\n",
       "      <td>7.025e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BHR</th>\n",
       "      <td>Middle East &amp; North Africa</td>\n",
       "      <td>Bahrain</td>\n",
       "      <td>1.569e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BHS</th>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Bahamas, The</td>\n",
       "      <td>3.856e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BIH</th>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Bosnia and Herzegovina</td>\n",
       "      <td>3.324e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BLR</th>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Belarus</td>\n",
       "      <td>9.483e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BLZ</th>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Belize</td>\n",
       "      <td>3.831e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BMU</th>\n",
       "      <td>North America</td>\n",
       "      <td>Bermuda</td>\n",
       "      <td>6.397e+04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BOL</th>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Bolivia</td>\n",
       "      <td>1.135e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BRA</th>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Brazil</td>\n",
       "      <td>2.095e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BRB</th>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Barbados</td>\n",
       "      <td>2.866e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BRN</th>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>Brunei Darussalam</td>\n",
       "      <td>4.290e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BTN</th>\n",
       "      <td>South Asia</td>\n",
       "      <td>Bhutan</td>\n",
       "      <td>7.544e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BWA</th>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Botswana</td>\n",
       "      <td>2.254e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CAF</th>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Central African Republic</td>\n",
       "      <td>4.666e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CAN</th>\n",
       "      <td>North America</td>\n",
       "      <td>Canada</td>\n",
       "      <td>3.706e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CHE</th>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Switzerland</td>\n",
       "      <td>8.513e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CHI</th>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Channel Islands</td>\n",
       "      <td>1.705e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CHL</th>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Chile</td>\n",
       "      <td>1.873e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CHN</th>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>China</td>\n",
       "      <td>1.393e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CIV</th>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Cote d'Ivoire</td>\n",
       "      <td>2.507e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CMR</th>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Cameroon</td>\n",
       "      <td>2.522e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>COD</th>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Congo, Dem. Rep.</td>\n",
       "      <td>8.407e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>COG</th>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Congo, Rep.</td>\n",
       "      <td>5.244e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>COL</th>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Colombia</td>\n",
       "      <td>4.965e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>COM</th>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Comoros</td>\n",
       "      <td>8.323e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CPV</th>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Cabo Verde</td>\n",
       "      <td>5.438e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CRI</th>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Costa Rica</td>\n",
       "      <td>4.999e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CUB</th>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Cuba</td>\n",
       "      <td>1.134e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CUW</th>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Curacao</td>\n",
       "      <td>1.598e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CYM</th>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Cayman Islands</td>\n",
       "      <td>6.417e+04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CYP</th>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Cyprus</td>\n",
       "      <td>1.189e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CZE</th>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Czech Republic</td>\n",
       "      <td>1.063e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DEU</th>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Germany</td>\n",
       "      <td>8.291e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DJI</th>\n",
       "      <td>Middle East &amp; North Africa</td>\n",
       "      <td>Djibouti</td>\n",
       "      <td>9.589e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DMA</th>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Dominica</td>\n",
       "      <td>7.162e+04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DNK</th>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Denmark</td>\n",
       "      <td>5.794e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DOM</th>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Dominican Republic</td>\n",
       "      <td>1.063e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DZA</th>\n",
       "      <td>Middle East &amp; North Africa</td>\n",
       "      <td>Algeria</td>\n",
       "      <td>4.223e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ECU</th>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Ecuador</td>\n",
       "      <td>1.708e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EGY</th>\n",
       "      <td>Middle East &amp; North Africa</td>\n",
       "      <td>Egypt, Arab Rep.</td>\n",
       "      <td>9.842e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ERI</th>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Eritrea</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ESP</th>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Spain</td>\n",
       "      <td>4.680e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EST</th>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Estonia</td>\n",
       "      <td>1.322e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ETH</th>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Ethiopia</td>\n",
       "      <td>1.092e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FIN</th>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Finland</td>\n",
       "      <td>5.516e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FJI</th>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>Fiji</td>\n",
       "      <td>8.835e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FRA</th>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>France</td>\n",
       "      <td>6.698e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FRO</th>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Faroe Islands</td>\n",
       "      <td>4.850e+04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FSM</th>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>Micronesia, Fed. Sts.</td>\n",
       "      <td>1.126e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GAB</th>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Gabon</td>\n",
       "      <td>2.119e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GBR</th>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>6.646e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GEO</th>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Georgia</td>\n",
       "      <td>3.727e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GHA</th>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Ghana</td>\n",
       "      <td>2.977e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GIB</th>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Gibraltar</td>\n",
       "      <td>3.372e+04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GIN</th>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Guinea</td>\n",
       "      <td>1.241e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GMB</th>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Gambia, The</td>\n",
       "      <td>2.280e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GNB</th>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Guinea-Bissau</td>\n",
       "      <td>1.874e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GNQ</th>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Equatorial Guinea</td>\n",
       "      <td>1.309e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GRC</th>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Greece</td>\n",
       "      <td>1.073e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GRD</th>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Grenada</td>\n",
       "      <td>1.115e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GRL</th>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Greenland</td>\n",
       "      <td>5.602e+04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GTM</th>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Guatemala</td>\n",
       "      <td>1.725e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GUM</th>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>Guam</td>\n",
       "      <td>1.658e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GUY</th>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Guyana</td>\n",
       "      <td>7.790e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HKG</th>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>Hong Kong SAR, China</td>\n",
       "      <td>7.451e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HND</th>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Honduras</td>\n",
       "      <td>9.588e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HRV</th>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Croatia</td>\n",
       "      <td>4.088e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HTI</th>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Haiti</td>\n",
       "      <td>1.112e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HUN</th>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Hungary</td>\n",
       "      <td>9.776e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IDN</th>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>2.677e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IMN</th>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Isle of Man</td>\n",
       "      <td>8.408e+04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IND</th>\n",
       "      <td>South Asia</td>\n",
       "      <td>India</td>\n",
       "      <td>1.353e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IRL</th>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Ireland</td>\n",
       "      <td>4.867e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IRN</th>\n",
       "      <td>Middle East &amp; North Africa</td>\n",
       "      <td>Iran, Islamic Rep.</td>\n",
       "      <td>8.180e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IRQ</th>\n",
       "      <td>Middle East &amp; North Africa</td>\n",
       "      <td>Iraq</td>\n",
       "      <td>3.843e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ISL</th>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Iceland</td>\n",
       "      <td>3.527e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ISR</th>\n",
       "      <td>Middle East &amp; North Africa</td>\n",
       "      <td>Israel</td>\n",
       "      <td>8.883e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ITA</th>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Italy</td>\n",
       "      <td>6.042e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>JAM</th>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Jamaica</td>\n",
       "      <td>2.935e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>JOR</th>\n",
       "      <td>Middle East &amp; North Africa</td>\n",
       "      <td>Jordan</td>\n",
       "      <td>9.956e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>JPN</th>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>Japan</td>\n",
       "      <td>1.265e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>KAZ</th>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Kazakhstan</td>\n",
       "      <td>1.827e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MAC</th>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>Macao SAR, China</td>\n",
       "      <td>6.316e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MAF</th>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>St. Martin (French part)</td>\n",
       "      <td>3.726e+04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MAR</th>\n",
       "      <td>Middle East &amp; North Africa</td>\n",
       "      <td>Morocco</td>\n",
       "      <td>3.603e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MCO</th>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Monaco</td>\n",
       "      <td>3.868e+04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MDA</th>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Moldova</td>\n",
       "      <td>2.706e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MDG</th>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Madagascar</td>\n",
       "      <td>2.626e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MDV</th>\n",
       "      <td>South Asia</td>\n",
       "      <td>Maldives</td>\n",
       "      <td>5.157e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MEX</th>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Mexico</td>\n",
       "      <td>1.262e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MHL</th>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>Marshall Islands</td>\n",
       "      <td>5.841e+04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MKD</th>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>North Macedonia</td>\n",
       "      <td>2.083e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MLI</th>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Mali</td>\n",
       "      <td>1.908e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MLT</th>\n",
       "      <td>Middle East &amp; North Africa</td>\n",
       "      <td>Malta</td>\n",
       "      <td>4.846e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MMR</th>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>Myanmar</td>\n",
       "      <td>5.371e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MNE</th>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Montenegro</td>\n",
       "      <td>6.222e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MNG</th>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>Mongolia</td>\n",
       "      <td>3.170e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MNP</th>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>Northern Mariana Islands</td>\n",
       "      <td>5.688e+04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MOZ</th>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Mozambique</td>\n",
       "      <td>2.950e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MRT</th>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Mauritania</td>\n",
       "      <td>4.403e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MUS</th>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Mauritius</td>\n",
       "      <td>1.265e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MWI</th>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Malawi</td>\n",
       "      <td>1.814e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MYS</th>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>Malaysia</td>\n",
       "      <td>3.153e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NAM</th>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Namibia</td>\n",
       "      <td>2.448e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NCL</th>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>New Caledonia</td>\n",
       "      <td>2.841e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NER</th>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Niger</td>\n",
       "      <td>2.244e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NGA</th>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Nigeria</td>\n",
       "      <td>1.959e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NIC</th>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Nicaragua</td>\n",
       "      <td>6.466e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NLD</th>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Netherlands</td>\n",
       "      <td>1.723e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NOR</th>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Norway</td>\n",
       "      <td>5.312e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NPL</th>\n",
       "      <td>South Asia</td>\n",
       "      <td>Nepal</td>\n",
       "      <td>2.809e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NRU</th>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>Nauru</td>\n",
       "      <td>1.270e+04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NZL</th>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>New Zealand</td>\n",
       "      <td>4.841e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OMN</th>\n",
       "      <td>Middle East &amp; North Africa</td>\n",
       "      <td>Oman</td>\n",
       "      <td>4.829e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PAK</th>\n",
       "      <td>South Asia</td>\n",
       "      <td>Pakistan</td>\n",
       "      <td>2.122e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PAN</th>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Panama</td>\n",
       "      <td>4.177e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PER</th>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Peru</td>\n",
       "      <td>3.199e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PHL</th>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>Philippines</td>\n",
       "      <td>1.067e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PLW</th>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>Palau</td>\n",
       "      <td>1.791e+04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PNG</th>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>Papua New Guinea</td>\n",
       "      <td>8.606e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>POL</th>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Poland</td>\n",
       "      <td>3.797e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PRI</th>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Puerto Rico</td>\n",
       "      <td>3.195e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PRK</th>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>Korea, Dem. People’s Rep.</td>\n",
       "      <td>2.555e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PRT</th>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Portugal</td>\n",
       "      <td>1.028e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PRY</th>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Paraguay</td>\n",
       "      <td>6.956e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PSE</th>\n",
       "      <td>Middle East &amp; North Africa</td>\n",
       "      <td>West Bank and Gaza</td>\n",
       "      <td>4.569e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PYF</th>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>French Polynesia</td>\n",
       "      <td>2.777e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>QAT</th>\n",
       "      <td>Middle East &amp; North Africa</td>\n",
       "      <td>Qatar</td>\n",
       "      <td>2.782e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ROU</th>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Romania</td>\n",
       "      <td>1.947e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RUS</th>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Russian Federation</td>\n",
       "      <td>1.445e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RWA</th>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Rwanda</td>\n",
       "      <td>1.230e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SAU</th>\n",
       "      <td>Middle East &amp; North Africa</td>\n",
       "      <td>Saudi Arabia</td>\n",
       "      <td>3.370e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SDN</th>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Sudan</td>\n",
       "      <td>4.180e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SEN</th>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Senegal</td>\n",
       "      <td>1.585e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SGP</th>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>5.639e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SLB</th>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>Solomon Islands</td>\n",
       "      <td>6.529e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SLE</th>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Sierra Leone</td>\n",
       "      <td>7.650e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SLV</th>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>El Salvador</td>\n",
       "      <td>6.421e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SMR</th>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>San Marino</td>\n",
       "      <td>3.378e+04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SOM</th>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Somalia</td>\n",
       "      <td>1.501e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SRB</th>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Serbia</td>\n",
       "      <td>6.983e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SSD</th>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>South Sudan</td>\n",
       "      <td>1.098e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>STP</th>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Sao Tome and Principe</td>\n",
       "      <td>2.110e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SUR</th>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Suriname</td>\n",
       "      <td>5.760e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SVK</th>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Slovak Republic</td>\n",
       "      <td>5.447e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SVN</th>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Slovenia</td>\n",
       "      <td>2.074e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SWE</th>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Sweden</td>\n",
       "      <td>1.018e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SWZ</th>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Eswatini</td>\n",
       "      <td>1.136e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SXM</th>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Sint Maarten (Dutch part)</td>\n",
       "      <td>4.065e+04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SYC</th>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Seychelles</td>\n",
       "      <td>9.676e+04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SYR</th>\n",
       "      <td>Middle East &amp; North Africa</td>\n",
       "      <td>Syrian Arab Republic</td>\n",
       "      <td>1.691e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TCA</th>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Turks and Caicos Islands</td>\n",
       "      <td>3.766e+04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TCD</th>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Chad</td>\n",
       "      <td>1.548e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TGO</th>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Togo</td>\n",
       "      <td>7.889e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>THA</th>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>Thailand</td>\n",
       "      <td>6.943e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TJK</th>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Tajikistan</td>\n",
       "      <td>9.101e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TKM</th>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Turkmenistan</td>\n",
       "      <td>5.851e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TLS</th>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>Timor-Leste</td>\n",
       "      <td>1.268e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TON</th>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>Tonga</td>\n",
       "      <td>1.032e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TTO</th>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Trinidad and Tobago</td>\n",
       "      <td>1.390e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TUN</th>\n",
       "      <td>Middle East &amp; North Africa</td>\n",
       "      <td>Tunisia</td>\n",
       "      <td>1.157e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TUR</th>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Turkey</td>\n",
       "      <td>8.232e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TUV</th>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>Tuvalu</td>\n",
       "      <td>1.151e+04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TWN</th>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>Taiwan, China</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TZA</th>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Tanzania</td>\n",
       "      <td>5.632e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>UGA</th>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Uganda</td>\n",
       "      <td>4.272e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>UKR</th>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Ukraine</td>\n",
       "      <td>4.462e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>URY</th>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Uruguay</td>\n",
       "      <td>3.449e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>USA</th>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>3.267e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>UZB</th>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Uzbekistan</td>\n",
       "      <td>3.296e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>VCT</th>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>St. Vincent and the Grenadines</td>\n",
       "      <td>1.102e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>VEN</th>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Venezuela, RB</td>\n",
       "      <td>2.887e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>VGB</th>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>British Virgin Islands</td>\n",
       "      <td>2.980e+04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>VIR</th>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Virgin Islands (U.S.)</td>\n",
       "      <td>1.070e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>VNM</th>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>Vietnam</td>\n",
       "      <td>9.554e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>VUT</th>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>Vanuatu</td>\n",
       "      <td>2.927e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WSM</th>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>Samoa</td>\n",
       "      <td>1.961e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>XKX</th>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Kosovo</td>\n",
       "      <td>1.845e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YEM</th>\n",
       "      <td>Middle East &amp; North Africa</td>\n",
       "      <td>Yemen, Rep.</td>\n",
       "      <td>2.850e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZAF</th>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>South Africa</td>\n",
       "      <td>5.778e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZMB</th>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Zambia</td>\n",
       "      <td>1.735e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZWE</th>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Zimbabwe</td>\n",
       "      <td>1.444e+07</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>218 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                         region                         country  population\n",
       "id                                                                         \n",
       "ABW  Latin America & Caribbean                            Aruba   1.058e+05\n",
       "AFG                  South Asia                     Afghanistan   3.717e+07\n",
       "AGO         Sub-Saharan Africa                           Angola   3.081e+07\n",
       "ALB       Europe & Central Asia                         Albania   2.866e+06\n",
       "AND       Europe & Central Asia                         Andorra   7.701e+04\n",
       "ARE  Middle East & North Africa            United Arab Emirates   9.631e+06\n",
       "ARG  Latin America & Caribbean                        Argentina   4.449e+07\n",
       "ARM       Europe & Central Asia                         Armenia   2.952e+06\n",
       "ASM         East Asia & Pacific                  American Samoa   5.546e+04\n",
       "ATG  Latin America & Caribbean              Antigua and Barbuda   9.629e+04\n",
       "AUS         East Asia & Pacific                       Australia   2.498e+07\n",
       "AUT       Europe & Central Asia                         Austria   8.841e+06\n",
       "AZE       Europe & Central Asia                      Azerbaijan   9.940e+06\n",
       "BDI         Sub-Saharan Africa                          Burundi   1.118e+07\n",
       "BEL       Europe & Central Asia                         Belgium   1.143e+07\n",
       "BEN         Sub-Saharan Africa                            Benin   1.149e+07\n",
       "BFA         Sub-Saharan Africa                     Burkina Faso   1.975e+07\n",
       "BGD                  South Asia                      Bangladesh   1.614e+08\n",
       "BGR       Europe & Central Asia                        Bulgaria   7.025e+06\n",
       "BHR  Middle East & North Africa                         Bahrain   1.569e+06\n",
       "BHS  Latin America & Caribbean                     Bahamas, The   3.856e+05\n",
       "BIH       Europe & Central Asia          Bosnia and Herzegovina   3.324e+06\n",
       "BLR       Europe & Central Asia                         Belarus   9.483e+06\n",
       "BLZ  Latin America & Caribbean                           Belize   3.831e+05\n",
       "BMU               North America                         Bermuda   6.397e+04\n",
       "BOL  Latin America & Caribbean                          Bolivia   1.135e+07\n",
       "BRA  Latin America & Caribbean                           Brazil   2.095e+08\n",
       "BRB  Latin America & Caribbean                         Barbados   2.866e+05\n",
       "BRN         East Asia & Pacific               Brunei Darussalam   4.290e+05\n",
       "BTN                  South Asia                          Bhutan   7.544e+05\n",
       "BWA         Sub-Saharan Africa                         Botswana   2.254e+06\n",
       "CAF         Sub-Saharan Africa         Central African Republic   4.666e+06\n",
       "CAN               North America                          Canada   3.706e+07\n",
       "CHE       Europe & Central Asia                     Switzerland   8.513e+06\n",
       "CHI       Europe & Central Asia                 Channel Islands   1.705e+05\n",
       "CHL  Latin America & Caribbean                            Chile   1.873e+07\n",
       "CHN         East Asia & Pacific                           China   1.393e+09\n",
       "CIV         Sub-Saharan Africa                    Cote d'Ivoire   2.507e+07\n",
       "CMR         Sub-Saharan Africa                         Cameroon   2.522e+07\n",
       "COD         Sub-Saharan Africa                 Congo, Dem. Rep.   8.407e+07\n",
       "COG         Sub-Saharan Africa                      Congo, Rep.   5.244e+06\n",
       "COL  Latin America & Caribbean                         Colombia   4.965e+07\n",
       "COM         Sub-Saharan Africa                          Comoros   8.323e+05\n",
       "CPV         Sub-Saharan Africa                       Cabo Verde   5.438e+05\n",
       "CRI  Latin America & Caribbean                       Costa Rica   4.999e+06\n",
       "CUB  Latin America & Caribbean                             Cuba   1.134e+07\n",
       "CUW  Latin America & Caribbean                          Curacao   1.598e+05\n",
       "CYM  Latin America & Caribbean                   Cayman Islands   6.417e+04\n",
       "CYP       Europe & Central Asia                          Cyprus   1.189e+06\n",
       "CZE       Europe & Central Asia                  Czech Republic   1.063e+07\n",
       "DEU       Europe & Central Asia                         Germany   8.291e+07\n",
       "DJI  Middle East & North Africa                        Djibouti   9.589e+05\n",
       "DMA  Latin America & Caribbean                         Dominica   7.162e+04\n",
       "DNK       Europe & Central Asia                         Denmark   5.794e+06\n",
       "DOM  Latin America & Caribbean               Dominican Republic   1.063e+07\n",
       "DZA  Middle East & North Africa                         Algeria   4.223e+07\n",
       "ECU  Latin America & Caribbean                          Ecuador   1.708e+07\n",
       "EGY  Middle East & North Africa                Egypt, Arab Rep.   9.842e+07\n",
       "ERI         Sub-Saharan Africa                          Eritrea         NaN\n",
       "ESP       Europe & Central Asia                           Spain   4.680e+07\n",
       "EST       Europe & Central Asia                         Estonia   1.322e+06\n",
       "ETH         Sub-Saharan Africa                         Ethiopia   1.092e+08\n",
       "FIN       Europe & Central Asia                         Finland   5.516e+06\n",
       "FJI         East Asia & Pacific                            Fiji   8.835e+05\n",
       "FRA       Europe & Central Asia                          France   6.698e+07\n",
       "FRO       Europe & Central Asia                   Faroe Islands   4.850e+04\n",
       "FSM         East Asia & Pacific           Micronesia, Fed. Sts.   1.126e+05\n",
       "GAB         Sub-Saharan Africa                            Gabon   2.119e+06\n",
       "GBR       Europe & Central Asia                  United Kingdom   6.646e+07\n",
       "GEO       Europe & Central Asia                         Georgia   3.727e+06\n",
       "GHA         Sub-Saharan Africa                            Ghana   2.977e+07\n",
       "GIB       Europe & Central Asia                       Gibraltar   3.372e+04\n",
       "GIN         Sub-Saharan Africa                           Guinea   1.241e+07\n",
       "GMB         Sub-Saharan Africa                      Gambia, The   2.280e+06\n",
       "GNB         Sub-Saharan Africa                    Guinea-Bissau   1.874e+06\n",
       "GNQ         Sub-Saharan Africa                Equatorial Guinea   1.309e+06\n",
       "GRC       Europe & Central Asia                          Greece   1.073e+07\n",
       "GRD  Latin America & Caribbean                          Grenada   1.115e+05\n",
       "GRL       Europe & Central Asia                       Greenland   5.602e+04\n",
       "GTM  Latin America & Caribbean                        Guatemala   1.725e+07\n",
       "GUM         East Asia & Pacific                            Guam   1.658e+05\n",
       "GUY  Latin America & Caribbean                           Guyana   7.790e+05\n",
       "HKG         East Asia & Pacific            Hong Kong SAR, China   7.451e+06\n",
       "HND  Latin America & Caribbean                         Honduras   9.588e+06\n",
       "HRV       Europe & Central Asia                         Croatia   4.088e+06\n",
       "HTI  Latin America & Caribbean                            Haiti   1.112e+07\n",
       "HUN       Europe & Central Asia                         Hungary   9.776e+06\n",
       "IDN         East Asia & Pacific                       Indonesia   2.677e+08\n",
       "IMN       Europe & Central Asia                     Isle of Man   8.408e+04\n",
       "IND                  South Asia                           India   1.353e+09\n",
       "IRL       Europe & Central Asia                         Ireland   4.867e+06\n",
       "IRN  Middle East & North Africa              Iran, Islamic Rep.   8.180e+07\n",
       "IRQ  Middle East & North Africa                            Iraq   3.843e+07\n",
       "ISL       Europe & Central Asia                         Iceland   3.527e+05\n",
       "ISR  Middle East & North Africa                          Israel   8.883e+06\n",
       "ITA       Europe & Central Asia                           Italy   6.042e+07\n",
       "JAM  Latin America & Caribbean                          Jamaica   2.935e+06\n",
       "JOR  Middle East & North Africa                          Jordan   9.956e+06\n",
       "JPN         East Asia & Pacific                           Japan   1.265e+08\n",
       "KAZ       Europe & Central Asia                      Kazakhstan   1.827e+07\n",
       "..                          ...                             ...         ...\n",
       "MAC         East Asia & Pacific                Macao SAR, China   6.316e+05\n",
       "MAF  Latin America & Caribbean         St. Martin (French part)   3.726e+04\n",
       "MAR  Middle East & North Africa                         Morocco   3.603e+07\n",
       "MCO       Europe & Central Asia                          Monaco   3.868e+04\n",
       "MDA       Europe & Central Asia                         Moldova   2.706e+06\n",
       "MDG         Sub-Saharan Africa                       Madagascar   2.626e+07\n",
       "MDV                  South Asia                        Maldives   5.157e+05\n",
       "MEX  Latin America & Caribbean                           Mexico   1.262e+08\n",
       "MHL         East Asia & Pacific                Marshall Islands   5.841e+04\n",
       "MKD       Europe & Central Asia                 North Macedonia   2.083e+06\n",
       "MLI         Sub-Saharan Africa                             Mali   1.908e+07\n",
       "MLT  Middle East & North Africa                           Malta   4.846e+05\n",
       "MMR         East Asia & Pacific                         Myanmar   5.371e+07\n",
       "MNE       Europe & Central Asia                      Montenegro   6.222e+05\n",
       "MNG         East Asia & Pacific                        Mongolia   3.170e+06\n",
       "MNP         East Asia & Pacific        Northern Mariana Islands   5.688e+04\n",
       "MOZ         Sub-Saharan Africa                       Mozambique   2.950e+07\n",
       "MRT         Sub-Saharan Africa                       Mauritania   4.403e+06\n",
       "MUS         Sub-Saharan Africa                        Mauritius   1.265e+06\n",
       "MWI         Sub-Saharan Africa                           Malawi   1.814e+07\n",
       "MYS         East Asia & Pacific                        Malaysia   3.153e+07\n",
       "NAM         Sub-Saharan Africa                          Namibia   2.448e+06\n",
       "NCL         East Asia & Pacific                   New Caledonia   2.841e+05\n",
       "NER         Sub-Saharan Africa                            Niger   2.244e+07\n",
       "NGA         Sub-Saharan Africa                          Nigeria   1.959e+08\n",
       "NIC  Latin America & Caribbean                        Nicaragua   6.466e+06\n",
       "NLD       Europe & Central Asia                     Netherlands   1.723e+07\n",
       "NOR       Europe & Central Asia                          Norway   5.312e+06\n",
       "NPL                  South Asia                           Nepal   2.809e+07\n",
       "NRU         East Asia & Pacific                           Nauru   1.270e+04\n",
       "NZL         East Asia & Pacific                     New Zealand   4.841e+06\n",
       "OMN  Middle East & North Africa                            Oman   4.829e+06\n",
       "PAK                  South Asia                        Pakistan   2.122e+08\n",
       "PAN  Latin America & Caribbean                           Panama   4.177e+06\n",
       "PER  Latin America & Caribbean                             Peru   3.199e+07\n",
       "PHL         East Asia & Pacific                     Philippines   1.067e+08\n",
       "PLW         East Asia & Pacific                           Palau   1.791e+04\n",
       "PNG         East Asia & Pacific                Papua New Guinea   8.606e+06\n",
       "POL       Europe & Central Asia                          Poland   3.797e+07\n",
       "PRI  Latin America & Caribbean                      Puerto Rico   3.195e+06\n",
       "PRK         East Asia & Pacific       Korea, Dem. People’s Rep.   2.555e+07\n",
       "PRT       Europe & Central Asia                        Portugal   1.028e+07\n",
       "PRY  Latin America & Caribbean                         Paraguay   6.956e+06\n",
       "PSE  Middle East & North Africa              West Bank and Gaza   4.569e+06\n",
       "PYF         East Asia & Pacific                French Polynesia   2.777e+05\n",
       "QAT  Middle East & North Africa                           Qatar   2.782e+06\n",
       "ROU       Europe & Central Asia                         Romania   1.947e+07\n",
       "RUS       Europe & Central Asia              Russian Federation   1.445e+08\n",
       "RWA         Sub-Saharan Africa                           Rwanda   1.230e+07\n",
       "SAU  Middle East & North Africa                    Saudi Arabia   3.370e+07\n",
       "SDN         Sub-Saharan Africa                            Sudan   4.180e+07\n",
       "SEN         Sub-Saharan Africa                          Senegal   1.585e+07\n",
       "SGP         East Asia & Pacific                       Singapore   5.639e+06\n",
       "SLB         East Asia & Pacific                 Solomon Islands   6.529e+05\n",
       "SLE         Sub-Saharan Africa                     Sierra Leone   7.650e+06\n",
       "SLV  Latin America & Caribbean                      El Salvador   6.421e+06\n",
       "SMR       Europe & Central Asia                      San Marino   3.378e+04\n",
       "SOM         Sub-Saharan Africa                          Somalia   1.501e+07\n",
       "SRB       Europe & Central Asia                          Serbia   6.983e+06\n",
       "SSD         Sub-Saharan Africa                      South Sudan   1.098e+07\n",
       "STP         Sub-Saharan Africa            Sao Tome and Principe   2.110e+05\n",
       "SUR  Latin America & Caribbean                         Suriname   5.760e+05\n",
       "SVK       Europe & Central Asia                 Slovak Republic   5.447e+06\n",
       "SVN       Europe & Central Asia                        Slovenia   2.074e+06\n",
       "SWE       Europe & Central Asia                          Sweden   1.018e+07\n",
       "SWZ         Sub-Saharan Africa                         Eswatini   1.136e+06\n",
       "SXM  Latin America & Caribbean        Sint Maarten (Dutch part)   4.065e+04\n",
       "SYC         Sub-Saharan Africa                       Seychelles   9.676e+04\n",
       "SYR  Middle East & North Africa            Syrian Arab Republic   1.691e+07\n",
       "TCA  Latin America & Caribbean         Turks and Caicos Islands   3.766e+04\n",
       "TCD         Sub-Saharan Africa                             Chad   1.548e+07\n",
       "TGO         Sub-Saharan Africa                             Togo   7.889e+06\n",
       "THA         East Asia & Pacific                        Thailand   6.943e+07\n",
       "TJK       Europe & Central Asia                      Tajikistan   9.101e+06\n",
       "TKM       Europe & Central Asia                    Turkmenistan   5.851e+06\n",
       "TLS         East Asia & Pacific                     Timor-Leste   1.268e+06\n",
       "TON         East Asia & Pacific                           Tonga   1.032e+05\n",
       "TTO  Latin America & Caribbean              Trinidad and Tobago   1.390e+06\n",
       "TUN  Middle East & North Africa                         Tunisia   1.157e+07\n",
       "TUR       Europe & Central Asia                          Turkey   8.232e+07\n",
       "TUV         East Asia & Pacific                          Tuvalu   1.151e+04\n",
       "TWN         East Asia & Pacific                   Taiwan, China         NaN\n",
       "TZA         Sub-Saharan Africa                         Tanzania   5.632e+07\n",
       "UGA         Sub-Saharan Africa                           Uganda   4.272e+07\n",
       "UKR       Europe & Central Asia                         Ukraine   4.462e+07\n",
       "URY  Latin America & Caribbean                          Uruguay   3.449e+06\n",
       "USA               North America                   United States   3.267e+08\n",
       "UZB       Europe & Central Asia                      Uzbekistan   3.296e+07\n",
       "VCT  Latin America & Caribbean   St. Vincent and the Grenadines   1.102e+05\n",
       "VEN  Latin America & Caribbean                    Venezuela, RB   2.887e+07\n",
       "VGB  Latin America & Caribbean           British Virgin Islands   2.980e+04\n",
       "VIR  Latin America & Caribbean            Virgin Islands (U.S.)   1.070e+05\n",
       "VNM         East Asia & Pacific                         Vietnam   9.554e+07\n",
       "VUT         East Asia & Pacific                         Vanuatu   2.927e+05\n",
       "WSM         East Asia & Pacific                           Samoa   1.961e+05\n",
       "XKX       Europe & Central Asia                          Kosovo   1.845e+06\n",
       "YEM  Middle East & North Africa                     Yemen, Rep.   2.850e+07\n",
       "ZAF         Sub-Saharan Africa                     South Africa   5.778e+07\n",
       "ZMB         Sub-Saharan Africa                           Zambia   1.735e+07\n",
       "ZWE         Sub-Saharan Africa                         Zimbabwe   1.444e+07\n",
       "\n",
       "[218 rows x 3 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Aggregate region, country and population\n",
    "df = countries[['region', 'name']].rename(columns={'name': 'country'}).loc[countries.region != 'Aggregates']\n",
    "df['population'] = population\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "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>parents</th>\n",
       "      <th>labels</th>\n",
       "      <th>values</th>\n",
       "      <th>text</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Aruba</td>\n",
       "      <td>1.058e+05</td>\n",
       "      <td>105,845</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>South Asia</td>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>3.717e+07</td>\n",
       "      <td>37,172,386</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Angola</td>\n",
       "      <td>3.081e+07</td>\n",
       "      <td>30,809,762</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Albania</td>\n",
       "      <td>2.866e+06</td>\n",
       "      <td>2,866,376</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Andorra</td>\n",
       "      <td>7.701e+04</td>\n",
       "      <td>77,006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Middle East &amp; North Africa</td>\n",
       "      <td>United Arab Emirates</td>\n",
       "      <td>9.631e+06</td>\n",
       "      <td>9,630,959</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Argentina</td>\n",
       "      <td>4.449e+07</td>\n",
       "      <td>44,494,502</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Armenia</td>\n",
       "      <td>2.952e+06</td>\n",
       "      <td>2,951,776</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>American Samoa</td>\n",
       "      <td>5.546e+04</td>\n",
       "      <td>55,465</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Antigua and Barbuda</td>\n",
       "      <td>9.629e+04</td>\n",
       "      <td>96,286</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>Australia</td>\n",
       "      <td>2.498e+07</td>\n",
       "      <td>24,982,688</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Austria</td>\n",
       "      <td>8.841e+06</td>\n",
       "      <td>8,840,521</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Azerbaijan</td>\n",
       "      <td>9.940e+06</td>\n",
       "      <td>9,939,800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Burundi</td>\n",
       "      <td>1.118e+07</td>\n",
       "      <td>11,175,378</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Belgium</td>\n",
       "      <td>1.143e+07</td>\n",
       "      <td>11,433,256</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Benin</td>\n",
       "      <td>1.149e+07</td>\n",
       "      <td>11,485,048</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Burkina Faso</td>\n",
       "      <td>1.975e+07</td>\n",
       "      <td>19,751,535</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>South Asia</td>\n",
       "      <td>Bangladesh</td>\n",
       "      <td>1.614e+08</td>\n",
       "      <td>161,356,039</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Bulgaria</td>\n",
       "      <td>7.025e+06</td>\n",
       "      <td>7,025,037</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Middle East &amp; North Africa</td>\n",
       "      <td>Bahrain</td>\n",
       "      <td>1.569e+06</td>\n",
       "      <td>1,569,439</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Bahamas, The</td>\n",
       "      <td>3.856e+05</td>\n",
       "      <td>385,640</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Bosnia and Herzegovina</td>\n",
       "      <td>3.324e+06</td>\n",
       "      <td>3,323,929</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Belarus</td>\n",
       "      <td>9.483e+06</td>\n",
       "      <td>9,483,499</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Belize</td>\n",
       "      <td>3.831e+05</td>\n",
       "      <td>383,071</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>North America</td>\n",
       "      <td>Bermuda</td>\n",
       "      <td>6.397e+04</td>\n",
       "      <td>63,973</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Bolivia</td>\n",
       "      <td>1.135e+07</td>\n",
       "      <td>11,353,142</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Brazil</td>\n",
       "      <td>2.095e+08</td>\n",
       "      <td>209,469,333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Barbados</td>\n",
       "      <td>2.866e+05</td>\n",
       "      <td>286,641</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>Brunei Darussalam</td>\n",
       "      <td>4.290e+05</td>\n",
       "      <td>428,962</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>South Asia</td>\n",
       "      <td>Bhutan</td>\n",
       "      <td>7.544e+05</td>\n",
       "      <td>754,394</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Botswana</td>\n",
       "      <td>2.254e+06</td>\n",
       "      <td>2,254,126</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Central African Republic</td>\n",
       "      <td>4.666e+06</td>\n",
       "      <td>4,666,377</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>North America</td>\n",
       "      <td>Canada</td>\n",
       "      <td>3.706e+07</td>\n",
       "      <td>37,057,765</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Switzerland</td>\n",
       "      <td>8.513e+06</td>\n",
       "      <td>8,513,227</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Channel Islands</td>\n",
       "      <td>1.705e+05</td>\n",
       "      <td>170,499</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Chile</td>\n",
       "      <td>1.873e+07</td>\n",
       "      <td>18,729,160</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>China</td>\n",
       "      <td>1.393e+09</td>\n",
       "      <td>1,392,730,000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Cote d'Ivoire</td>\n",
       "      <td>2.507e+07</td>\n",
       "      <td>25,069,229</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Cameroon</td>\n",
       "      <td>2.522e+07</td>\n",
       "      <td>25,216,237</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Congo, Dem. Rep.</td>\n",
       "      <td>8.407e+07</td>\n",
       "      <td>84,068,091</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Congo, Rep.</td>\n",
       "      <td>5.244e+06</td>\n",
       "      <td>5,244,363</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Colombia</td>\n",
       "      <td>4.965e+07</td>\n",
       "      <td>49,648,685</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Comoros</td>\n",
       "      <td>8.323e+05</td>\n",
       "      <td>832,322</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Cabo Verde</td>\n",
       "      <td>5.438e+05</td>\n",
       "      <td>543,767</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Costa Rica</td>\n",
       "      <td>4.999e+06</td>\n",
       "      <td>4,999,441</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Cuba</td>\n",
       "      <td>1.134e+07</td>\n",
       "      <td>11,338,138</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Curacao</td>\n",
       "      <td>1.598e+05</td>\n",
       "      <td>159,800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Cayman Islands</td>\n",
       "      <td>6.417e+04</td>\n",
       "      <td>64,174</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Cyprus</td>\n",
       "      <td>1.189e+06</td>\n",
       "      <td>1,189,265</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Czech Republic</td>\n",
       "      <td>1.063e+07</td>\n",
       "      <td>10,629,928</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Germany</td>\n",
       "      <td>8.291e+07</td>\n",
       "      <td>82,905,782</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>Middle East &amp; North Africa</td>\n",
       "      <td>Djibouti</td>\n",
       "      <td>9.589e+05</td>\n",
       "      <td>958,920</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Dominica</td>\n",
       "      <td>7.162e+04</td>\n",
       "      <td>71,625</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Denmark</td>\n",
       "      <td>5.794e+06</td>\n",
       "      <td>5,793,636</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Dominican Republic</td>\n",
       "      <td>1.063e+07</td>\n",
       "      <td>10,627,165</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>Middle East &amp; North Africa</td>\n",
       "      <td>Algeria</td>\n",
       "      <td>4.223e+07</td>\n",
       "      <td>42,228,429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Ecuador</td>\n",
       "      <td>1.708e+07</td>\n",
       "      <td>17,084,357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>Middle East &amp; North Africa</td>\n",
       "      <td>Egypt, Arab Rep.</td>\n",
       "      <td>9.842e+07</td>\n",
       "      <td>98,423,595</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Eritrea</td>\n",
       "      <td>NaN</td>\n",
       "      <td>nan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Spain</td>\n",
       "      <td>4.680e+07</td>\n",
       "      <td>46,796,540</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Estonia</td>\n",
       "      <td>1.322e+06</td>\n",
       "      <td>1,321,977</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Ethiopia</td>\n",
       "      <td>1.092e+08</td>\n",
       "      <td>109,224,559</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Finland</td>\n",
       "      <td>5.516e+06</td>\n",
       "      <td>5,515,525</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>Fiji</td>\n",
       "      <td>8.835e+05</td>\n",
       "      <td>883,483</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>France</td>\n",
       "      <td>6.698e+07</td>\n",
       "      <td>66,977,107</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Faroe Islands</td>\n",
       "      <td>4.850e+04</td>\n",
       "      <td>48,497</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>Micronesia, Fed. Sts.</td>\n",
       "      <td>1.126e+05</td>\n",
       "      <td>112,640</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Gabon</td>\n",
       "      <td>2.119e+06</td>\n",
       "      <td>2,119,275</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>6.646e+07</td>\n",
       "      <td>66,460,344</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Georgia</td>\n",
       "      <td>3.727e+06</td>\n",
       "      <td>3,726,549</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Ghana</td>\n",
       "      <td>2.977e+07</td>\n",
       "      <td>29,767,108</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Gibraltar</td>\n",
       "      <td>3.372e+04</td>\n",
       "      <td>33,718</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Guinea</td>\n",
       "      <td>1.241e+07</td>\n",
       "      <td>12,414,318</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Gambia, The</td>\n",
       "      <td>2.280e+06</td>\n",
       "      <td>2,280,102</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Guinea-Bissau</td>\n",
       "      <td>1.874e+06</td>\n",
       "      <td>1,874,309</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Equatorial Guinea</td>\n",
       "      <td>1.309e+06</td>\n",
       "      <td>1,308,974</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Greece</td>\n",
       "      <td>1.073e+07</td>\n",
       "      <td>10,731,726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Grenada</td>\n",
       "      <td>1.115e+05</td>\n",
       "      <td>111,454</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Greenland</td>\n",
       "      <td>5.602e+04</td>\n",
       "      <td>56,025</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Guatemala</td>\n",
       "      <td>1.725e+07</td>\n",
       "      <td>17,247,807</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>Guam</td>\n",
       "      <td>1.658e+05</td>\n",
       "      <td>165,768</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Guyana</td>\n",
       "      <td>7.790e+05</td>\n",
       "      <td>779,004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>Hong Kong SAR, China</td>\n",
       "      <td>7.451e+06</td>\n",
       "      <td>7,451,000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Honduras</td>\n",
       "      <td>9.588e+06</td>\n",
       "      <td>9,587,522</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Croatia</td>\n",
       "      <td>4.088e+06</td>\n",
       "      <td>4,087,843</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Haiti</td>\n",
       "      <td>1.112e+07</td>\n",
       "      <td>11,123,176</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Hungary</td>\n",
       "      <td>9.776e+06</td>\n",
       "      <td>9,775,564</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>2.677e+08</td>\n",
       "      <td>267,663,435</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Isle of Man</td>\n",
       "      <td>8.408e+04</td>\n",
       "      <td>84,077</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>South Asia</td>\n",
       "      <td>India</td>\n",
       "      <td>1.353e+09</td>\n",
       "      <td>1,352,617,328</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Ireland</td>\n",
       "      <td>4.867e+06</td>\n",
       "      <td>4,867,309</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>Middle East &amp; North Africa</td>\n",
       "      <td>Iran, Islamic Rep.</td>\n",
       "      <td>8.180e+07</td>\n",
       "      <td>81,800,269</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>Middle East &amp; North Africa</td>\n",
       "      <td>Iraq</td>\n",
       "      <td>3.843e+07</td>\n",
       "      <td>38,433,600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Iceland</td>\n",
       "      <td>3.527e+05</td>\n",
       "      <td>352,721</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>Middle East &amp; North Africa</td>\n",
       "      <td>Israel</td>\n",
       "      <td>8.883e+06</td>\n",
       "      <td>8,882,800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Italy</td>\n",
       "      <td>6.042e+07</td>\n",
       "      <td>60,421,760</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Jamaica</td>\n",
       "      <td>2.935e+06</td>\n",
       "      <td>2,934,855</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>Middle East &amp; North Africa</td>\n",
       "      <td>Jordan</td>\n",
       "      <td>9.956e+06</td>\n",
       "      <td>9,956,011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>Japan</td>\n",
       "      <td>1.265e+08</td>\n",
       "      <td>126,529,100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Kazakhstan</td>\n",
       "      <td>1.827e+07</td>\n",
       "      <td>18,272,430</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126</th>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>Marshall Islands</td>\n",
       "      <td>5.841e+04</td>\n",
       "      <td>58,413</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>127</th>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>North Macedonia</td>\n",
       "      <td>2.083e+06</td>\n",
       "      <td>2,082,958</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>128</th>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Mali</td>\n",
       "      <td>1.908e+07</td>\n",
       "      <td>19,077,690</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129</th>\n",
       "      <td>Middle East &amp; North Africa</td>\n",
       "      <td>Malta</td>\n",
       "      <td>4.846e+05</td>\n",
       "      <td>484,630</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>130</th>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>Myanmar</td>\n",
       "      <td>5.371e+07</td>\n",
       "      <td>53,708,395</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>131</th>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Montenegro</td>\n",
       "      <td>6.222e+05</td>\n",
       "      <td>622,227</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>132</th>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>Mongolia</td>\n",
       "      <td>3.170e+06</td>\n",
       "      <td>3,170,208</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133</th>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>Northern Mariana Islands</td>\n",
       "      <td>5.688e+04</td>\n",
       "      <td>56,882</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>134</th>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Mozambique</td>\n",
       "      <td>2.950e+07</td>\n",
       "      <td>29,495,962</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135</th>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Mauritania</td>\n",
       "      <td>4.403e+06</td>\n",
       "      <td>4,403,319</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136</th>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Mauritius</td>\n",
       "      <td>1.265e+06</td>\n",
       "      <td>1,265,303</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>137</th>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Malawi</td>\n",
       "      <td>1.814e+07</td>\n",
       "      <td>18,143,315</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138</th>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>Malaysia</td>\n",
       "      <td>3.153e+07</td>\n",
       "      <td>31,528,585</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139</th>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Namibia</td>\n",
       "      <td>2.448e+06</td>\n",
       "      <td>2,448,255</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140</th>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>New Caledonia</td>\n",
       "      <td>2.841e+05</td>\n",
       "      <td>284,060</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141</th>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Niger</td>\n",
       "      <td>2.244e+07</td>\n",
       "      <td>22,442,948</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>142</th>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Nigeria</td>\n",
       "      <td>1.959e+08</td>\n",
       "      <td>195,874,740</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143</th>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Nicaragua</td>\n",
       "      <td>6.466e+06</td>\n",
       "      <td>6,465,513</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Netherlands</td>\n",
       "      <td>1.723e+07</td>\n",
       "      <td>17,231,624</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Norway</td>\n",
       "      <td>5.312e+06</td>\n",
       "      <td>5,311,916</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>South Asia</td>\n",
       "      <td>Nepal</td>\n",
       "      <td>2.809e+07</td>\n",
       "      <td>28,087,871</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>Nauru</td>\n",
       "      <td>1.270e+04</td>\n",
       "      <td>12,704</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>New Zealand</td>\n",
       "      <td>4.841e+06</td>\n",
       "      <td>4,841,000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>Middle East &amp; North Africa</td>\n",
       "      <td>Oman</td>\n",
       "      <td>4.829e+06</td>\n",
       "      <td>4,829,483</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150</th>\n",
       "      <td>South Asia</td>\n",
       "      <td>Pakistan</td>\n",
       "      <td>2.122e+08</td>\n",
       "      <td>212,215,030</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151</th>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Panama</td>\n",
       "      <td>4.177e+06</td>\n",
       "      <td>4,176,873</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>152</th>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Peru</td>\n",
       "      <td>3.199e+07</td>\n",
       "      <td>31,989,256</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>153</th>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>Philippines</td>\n",
       "      <td>1.067e+08</td>\n",
       "      <td>106,651,922</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154</th>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>Palau</td>\n",
       "      <td>1.791e+04</td>\n",
       "      <td>17,907</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>155</th>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>Papua New Guinea</td>\n",
       "      <td>8.606e+06</td>\n",
       "      <td>8,606,316</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>156</th>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Poland</td>\n",
       "      <td>3.797e+07</td>\n",
       "      <td>37,974,750</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>157</th>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Puerto Rico</td>\n",
       "      <td>3.195e+06</td>\n",
       "      <td>3,195,153</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>158</th>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>Korea, Dem. People’s Rep.</td>\n",
       "      <td>2.555e+07</td>\n",
       "      <td>25,549,819</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>159</th>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Portugal</td>\n",
       "      <td>1.028e+07</td>\n",
       "      <td>10,283,822</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160</th>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Paraguay</td>\n",
       "      <td>6.956e+06</td>\n",
       "      <td>6,956,071</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>161</th>\n",
       "      <td>Middle East &amp; North Africa</td>\n",
       "      <td>West Bank and Gaza</td>\n",
       "      <td>4.569e+06</td>\n",
       "      <td>4,569,087</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>162</th>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>French Polynesia</td>\n",
       "      <td>2.777e+05</td>\n",
       "      <td>277,679</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>163</th>\n",
       "      <td>Middle East &amp; North Africa</td>\n",
       "      <td>Qatar</td>\n",
       "      <td>2.782e+06</td>\n",
       "      <td>2,781,677</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>164</th>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Romania</td>\n",
       "      <td>1.947e+07</td>\n",
       "      <td>19,466,145</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>165</th>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Russian Federation</td>\n",
       "      <td>1.445e+08</td>\n",
       "      <td>144,478,050</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>166</th>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Rwanda</td>\n",
       "      <td>1.230e+07</td>\n",
       "      <td>12,301,939</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>167</th>\n",
       "      <td>Middle East &amp; North Africa</td>\n",
       "      <td>Saudi Arabia</td>\n",
       "      <td>3.370e+07</td>\n",
       "      <td>33,699,947</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>168</th>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Sudan</td>\n",
       "      <td>4.180e+07</td>\n",
       "      <td>41,801,533</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>169</th>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Senegal</td>\n",
       "      <td>1.585e+07</td>\n",
       "      <td>15,854,360</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>170</th>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>5.639e+06</td>\n",
       "      <td>5,638,676</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>171</th>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>Solomon Islands</td>\n",
       "      <td>6.529e+05</td>\n",
       "      <td>652,858</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>172</th>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Sierra Leone</td>\n",
       "      <td>7.650e+06</td>\n",
       "      <td>7,650,154</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173</th>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>El Salvador</td>\n",
       "      <td>6.421e+06</td>\n",
       "      <td>6,420,744</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>174</th>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>San Marino</td>\n",
       "      <td>3.378e+04</td>\n",
       "      <td>33,785</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>175</th>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Somalia</td>\n",
       "      <td>1.501e+07</td>\n",
       "      <td>15,008,154</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>176</th>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Serbia</td>\n",
       "      <td>6.983e+06</td>\n",
       "      <td>6,982,604</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177</th>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>South Sudan</td>\n",
       "      <td>1.098e+07</td>\n",
       "      <td>10,975,920</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>178</th>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Sao Tome and Principe</td>\n",
       "      <td>2.110e+05</td>\n",
       "      <td>211,028</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>179</th>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Suriname</td>\n",
       "      <td>5.760e+05</td>\n",
       "      <td>575,991</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180</th>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Slovak Republic</td>\n",
       "      <td>5.447e+06</td>\n",
       "      <td>5,446,771</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>181</th>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Slovenia</td>\n",
       "      <td>2.074e+06</td>\n",
       "      <td>2,073,894</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>182</th>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Sweden</td>\n",
       "      <td>1.018e+07</td>\n",
       "      <td>10,175,214</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>183</th>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Eswatini</td>\n",
       "      <td>1.136e+06</td>\n",
       "      <td>1,136,191</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>184</th>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Sint Maarten (Dutch part)</td>\n",
       "      <td>4.065e+04</td>\n",
       "      <td>40,654</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>185</th>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Seychelles</td>\n",
       "      <td>9.676e+04</td>\n",
       "      <td>96,762</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>186</th>\n",
       "      <td>Middle East &amp; North Africa</td>\n",
       "      <td>Syrian Arab Republic</td>\n",
       "      <td>1.691e+07</td>\n",
       "      <td>16,906,283</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>187</th>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Turks and Caicos Islands</td>\n",
       "      <td>3.766e+04</td>\n",
       "      <td>37,665</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188</th>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Chad</td>\n",
       "      <td>1.548e+07</td>\n",
       "      <td>15,477,751</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>189</th>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Togo</td>\n",
       "      <td>7.889e+06</td>\n",
       "      <td>7,889,094</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>190</th>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>Thailand</td>\n",
       "      <td>6.943e+07</td>\n",
       "      <td>69,428,524</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>191</th>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Tajikistan</td>\n",
       "      <td>9.101e+06</td>\n",
       "      <td>9,100,837</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>192</th>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Turkmenistan</td>\n",
       "      <td>5.851e+06</td>\n",
       "      <td>5,850,908</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>193</th>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>Timor-Leste</td>\n",
       "      <td>1.268e+06</td>\n",
       "      <td>1,267,972</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>194</th>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>Tonga</td>\n",
       "      <td>1.032e+05</td>\n",
       "      <td>103,197</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>195</th>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Trinidad and Tobago</td>\n",
       "      <td>1.390e+06</td>\n",
       "      <td>1,389,858</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196</th>\n",
       "      <td>Middle East &amp; North Africa</td>\n",
       "      <td>Tunisia</td>\n",
       "      <td>1.157e+07</td>\n",
       "      <td>11,565,204</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>197</th>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Turkey</td>\n",
       "      <td>8.232e+07</td>\n",
       "      <td>82,319,724</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198</th>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>Tuvalu</td>\n",
       "      <td>1.151e+04</td>\n",
       "      <td>11,508</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199</th>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>Taiwan, China</td>\n",
       "      <td>NaN</td>\n",
       "      <td>nan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>200</th>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Tanzania</td>\n",
       "      <td>5.632e+07</td>\n",
       "      <td>56,318,348</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201</th>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Uganda</td>\n",
       "      <td>4.272e+07</td>\n",
       "      <td>42,723,139</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>202</th>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Ukraine</td>\n",
       "      <td>4.462e+07</td>\n",
       "      <td>44,622,516</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>203</th>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Uruguay</td>\n",
       "      <td>3.449e+06</td>\n",
       "      <td>3,449,299</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>204</th>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>3.267e+08</td>\n",
       "      <td>326,687,501</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>205</th>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Uzbekistan</td>\n",
       "      <td>3.296e+07</td>\n",
       "      <td>32,955,400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>206</th>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>St. Vincent and the Grenadines</td>\n",
       "      <td>1.102e+05</td>\n",
       "      <td>110,210</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>207</th>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Venezuela, RB</td>\n",
       "      <td>2.887e+07</td>\n",
       "      <td>28,870,195</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>208</th>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>British Virgin Islands</td>\n",
       "      <td>2.980e+04</td>\n",
       "      <td>29,802</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>209</th>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Virgin Islands (U.S.)</td>\n",
       "      <td>1.070e+05</td>\n",
       "      <td>106,977</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>210</th>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>Vietnam</td>\n",
       "      <td>9.554e+07</td>\n",
       "      <td>95,540,395</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>211</th>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>Vanuatu</td>\n",
       "      <td>2.927e+05</td>\n",
       "      <td>292,680</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>212</th>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>Samoa</td>\n",
       "      <td>1.961e+05</td>\n",
       "      <td>196,130</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>213</th>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Kosovo</td>\n",
       "      <td>1.845e+06</td>\n",
       "      <td>1,845,300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>214</th>\n",
       "      <td>Middle East &amp; North Africa</td>\n",
       "      <td>Yemen, Rep.</td>\n",
       "      <td>2.850e+07</td>\n",
       "      <td>28,498,687</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>215</th>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>South Africa</td>\n",
       "      <td>5.778e+07</td>\n",
       "      <td>57,779,622</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>216</th>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Zambia</td>\n",
       "      <td>1.735e+07</td>\n",
       "      <td>17,351,822</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>217</th>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Zimbabwe</td>\n",
       "      <td>1.444e+07</td>\n",
       "      <td>14,439,018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>218</th>\n",
       "      <td>World</td>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>0.000e+00</td>\n",
       "      <td>2,304,563,792</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>219</th>\n",
       "      <td>World</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>0.000e+00</td>\n",
       "      <td>917,973,802</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>220</th>\n",
       "      <td>World</td>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>0.000e+00</td>\n",
       "      <td>641,357,466</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>221</th>\n",
       "      <td>World</td>\n",
       "      <td>Middle East &amp; North Africa</td>\n",
       "      <td>0.000e+00</td>\n",
       "      <td>448,912,959</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>222</th>\n",
       "      <td>World</td>\n",
       "      <td>North America</td>\n",
       "      <td>0.000e+00</td>\n",
       "      <td>363,809,239</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>223</th>\n",
       "      <td>World</td>\n",
       "      <td>South Asia</td>\n",
       "      <td>0.000e+00</td>\n",
       "      <td>1,814,388,744</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>224</th>\n",
       "      <td>World</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>0.000e+00</td>\n",
       "      <td>1,074,853,734</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>225</th>\n",
       "      <td></td>\n",
       "      <td>World</td>\n",
       "      <td>0.000e+00</td>\n",
       "      <td>7,592,886,796</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>226 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                        parents                          labels     values  \\\n",
       "0    Latin America & Caribbean                            Aruba  1.058e+05   \n",
       "1                    South Asia                     Afghanistan  3.717e+07   \n",
       "2           Sub-Saharan Africa                           Angola  3.081e+07   \n",
       "3         Europe & Central Asia                         Albania  2.866e+06   \n",
       "4         Europe & Central Asia                         Andorra  7.701e+04   \n",
       "5    Middle East & North Africa            United Arab Emirates  9.631e+06   \n",
       "6    Latin America & Caribbean                        Argentina  4.449e+07   \n",
       "7         Europe & Central Asia                         Armenia  2.952e+06   \n",
       "8           East Asia & Pacific                  American Samoa  5.546e+04   \n",
       "9    Latin America & Caribbean              Antigua and Barbuda  9.629e+04   \n",
       "10          East Asia & Pacific                       Australia  2.498e+07   \n",
       "11        Europe & Central Asia                         Austria  8.841e+06   \n",
       "12        Europe & Central Asia                      Azerbaijan  9.940e+06   \n",
       "13          Sub-Saharan Africa                          Burundi  1.118e+07   \n",
       "14        Europe & Central Asia                         Belgium  1.143e+07   \n",
       "15          Sub-Saharan Africa                            Benin  1.149e+07   \n",
       "16          Sub-Saharan Africa                     Burkina Faso  1.975e+07   \n",
       "17                   South Asia                      Bangladesh  1.614e+08   \n",
       "18        Europe & Central Asia                        Bulgaria  7.025e+06   \n",
       "19   Middle East & North Africa                         Bahrain  1.569e+06   \n",
       "20   Latin America & Caribbean                     Bahamas, The  3.856e+05   \n",
       "21        Europe & Central Asia          Bosnia and Herzegovina  3.324e+06   \n",
       "22        Europe & Central Asia                         Belarus  9.483e+06   \n",
       "23   Latin America & Caribbean                           Belize  3.831e+05   \n",
       "24                North America                         Bermuda  6.397e+04   \n",
       "25   Latin America & Caribbean                          Bolivia  1.135e+07   \n",
       "26   Latin America & Caribbean                           Brazil  2.095e+08   \n",
       "27   Latin America & Caribbean                         Barbados  2.866e+05   \n",
       "28          East Asia & Pacific               Brunei Darussalam  4.290e+05   \n",
       "29                   South Asia                          Bhutan  7.544e+05   \n",
       "30          Sub-Saharan Africa                         Botswana  2.254e+06   \n",
       "31          Sub-Saharan Africa         Central African Republic  4.666e+06   \n",
       "32                North America                          Canada  3.706e+07   \n",
       "33        Europe & Central Asia                     Switzerland  8.513e+06   \n",
       "34        Europe & Central Asia                 Channel Islands  1.705e+05   \n",
       "35   Latin America & Caribbean                            Chile  1.873e+07   \n",
       "36          East Asia & Pacific                           China  1.393e+09   \n",
       "37          Sub-Saharan Africa                    Cote d'Ivoire  2.507e+07   \n",
       "38          Sub-Saharan Africa                         Cameroon  2.522e+07   \n",
       "39          Sub-Saharan Africa                 Congo, Dem. Rep.  8.407e+07   \n",
       "40          Sub-Saharan Africa                      Congo, Rep.  5.244e+06   \n",
       "41   Latin America & Caribbean                         Colombia  4.965e+07   \n",
       "42          Sub-Saharan Africa                          Comoros  8.323e+05   \n",
       "43          Sub-Saharan Africa                       Cabo Verde  5.438e+05   \n",
       "44   Latin America & Caribbean                       Costa Rica  4.999e+06   \n",
       "45   Latin America & Caribbean                             Cuba  1.134e+07   \n",
       "46   Latin America & Caribbean                          Curacao  1.598e+05   \n",
       "47   Latin America & Caribbean                   Cayman Islands  6.417e+04   \n",
       "48        Europe & Central Asia                          Cyprus  1.189e+06   \n",
       "49        Europe & Central Asia                  Czech Republic  1.063e+07   \n",
       "50        Europe & Central Asia                         Germany  8.291e+07   \n",
       "51   Middle East & North Africa                        Djibouti  9.589e+05   \n",
       "52   Latin America & Caribbean                         Dominica  7.162e+04   \n",
       "53        Europe & Central Asia                         Denmark  5.794e+06   \n",
       "54   Latin America & Caribbean               Dominican Republic  1.063e+07   \n",
       "55   Middle East & North Africa                         Algeria  4.223e+07   \n",
       "56   Latin America & Caribbean                          Ecuador  1.708e+07   \n",
       "57   Middle East & North Africa                Egypt, Arab Rep.  9.842e+07   \n",
       "58          Sub-Saharan Africa                          Eritrea        NaN   \n",
       "59        Europe & Central Asia                           Spain  4.680e+07   \n",
       "60        Europe & Central Asia                         Estonia  1.322e+06   \n",
       "61          Sub-Saharan Africa                         Ethiopia  1.092e+08   \n",
       "62        Europe & Central Asia                         Finland  5.516e+06   \n",
       "63          East Asia & Pacific                            Fiji  8.835e+05   \n",
       "64        Europe & Central Asia                          France  6.698e+07   \n",
       "65        Europe & Central Asia                   Faroe Islands  4.850e+04   \n",
       "66          East Asia & Pacific           Micronesia, Fed. Sts.  1.126e+05   \n",
       "67          Sub-Saharan Africa                            Gabon  2.119e+06   \n",
       "68        Europe & Central Asia                  United Kingdom  6.646e+07   \n",
       "69        Europe & Central Asia                         Georgia  3.727e+06   \n",
       "70          Sub-Saharan Africa                            Ghana  2.977e+07   \n",
       "71        Europe & Central Asia                       Gibraltar  3.372e+04   \n",
       "72          Sub-Saharan Africa                           Guinea  1.241e+07   \n",
       "73          Sub-Saharan Africa                      Gambia, The  2.280e+06   \n",
       "74          Sub-Saharan Africa                    Guinea-Bissau  1.874e+06   \n",
       "75          Sub-Saharan Africa                Equatorial Guinea  1.309e+06   \n",
       "76        Europe & Central Asia                          Greece  1.073e+07   \n",
       "77   Latin America & Caribbean                          Grenada  1.115e+05   \n",
       "78        Europe & Central Asia                       Greenland  5.602e+04   \n",
       "79   Latin America & Caribbean                        Guatemala  1.725e+07   \n",
       "80          East Asia & Pacific                            Guam  1.658e+05   \n",
       "81   Latin America & Caribbean                           Guyana  7.790e+05   \n",
       "82          East Asia & Pacific            Hong Kong SAR, China  7.451e+06   \n",
       "83   Latin America & Caribbean                         Honduras  9.588e+06   \n",
       "84        Europe & Central Asia                         Croatia  4.088e+06   \n",
       "85   Latin America & Caribbean                            Haiti  1.112e+07   \n",
       "86        Europe & Central Asia                         Hungary  9.776e+06   \n",
       "87          East Asia & Pacific                       Indonesia  2.677e+08   \n",
       "88        Europe & Central Asia                     Isle of Man  8.408e+04   \n",
       "89                   South Asia                           India  1.353e+09   \n",
       "90        Europe & Central Asia                         Ireland  4.867e+06   \n",
       "91   Middle East & North Africa              Iran, Islamic Rep.  8.180e+07   \n",
       "92   Middle East & North Africa                            Iraq  3.843e+07   \n",
       "93        Europe & Central Asia                         Iceland  3.527e+05   \n",
       "94   Middle East & North Africa                          Israel  8.883e+06   \n",
       "95        Europe & Central Asia                           Italy  6.042e+07   \n",
       "96   Latin America & Caribbean                          Jamaica  2.935e+06   \n",
       "97   Middle East & North Africa                          Jordan  9.956e+06   \n",
       "98          East Asia & Pacific                           Japan  1.265e+08   \n",
       "99        Europe & Central Asia                      Kazakhstan  1.827e+07   \n",
       "..                          ...                             ...        ...   \n",
       "126         East Asia & Pacific                Marshall Islands  5.841e+04   \n",
       "127       Europe & Central Asia                 North Macedonia  2.083e+06   \n",
       "128         Sub-Saharan Africa                             Mali  1.908e+07   \n",
       "129  Middle East & North Africa                           Malta  4.846e+05   \n",
       "130         East Asia & Pacific                         Myanmar  5.371e+07   \n",
       "131       Europe & Central Asia                      Montenegro  6.222e+05   \n",
       "132         East Asia & Pacific                        Mongolia  3.170e+06   \n",
       "133         East Asia & Pacific        Northern Mariana Islands  5.688e+04   \n",
       "134         Sub-Saharan Africa                       Mozambique  2.950e+07   \n",
       "135         Sub-Saharan Africa                       Mauritania  4.403e+06   \n",
       "136         Sub-Saharan Africa                        Mauritius  1.265e+06   \n",
       "137         Sub-Saharan Africa                           Malawi  1.814e+07   \n",
       "138         East Asia & Pacific                        Malaysia  3.153e+07   \n",
       "139         Sub-Saharan Africa                          Namibia  2.448e+06   \n",
       "140         East Asia & Pacific                   New Caledonia  2.841e+05   \n",
       "141         Sub-Saharan Africa                            Niger  2.244e+07   \n",
       "142         Sub-Saharan Africa                          Nigeria  1.959e+08   \n",
       "143  Latin America & Caribbean                        Nicaragua  6.466e+06   \n",
       "144       Europe & Central Asia                     Netherlands  1.723e+07   \n",
       "145       Europe & Central Asia                          Norway  5.312e+06   \n",
       "146                  South Asia                           Nepal  2.809e+07   \n",
       "147         East Asia & Pacific                           Nauru  1.270e+04   \n",
       "148         East Asia & Pacific                     New Zealand  4.841e+06   \n",
       "149  Middle East & North Africa                            Oman  4.829e+06   \n",
       "150                  South Asia                        Pakistan  2.122e+08   \n",
       "151  Latin America & Caribbean                           Panama  4.177e+06   \n",
       "152  Latin America & Caribbean                             Peru  3.199e+07   \n",
       "153         East Asia & Pacific                     Philippines  1.067e+08   \n",
       "154         East Asia & Pacific                           Palau  1.791e+04   \n",
       "155         East Asia & Pacific                Papua New Guinea  8.606e+06   \n",
       "156       Europe & Central Asia                          Poland  3.797e+07   \n",
       "157  Latin America & Caribbean                      Puerto Rico  3.195e+06   \n",
       "158         East Asia & Pacific       Korea, Dem. People’s Rep.  2.555e+07   \n",
       "159       Europe & Central Asia                        Portugal  1.028e+07   \n",
       "160  Latin America & Caribbean                         Paraguay  6.956e+06   \n",
       "161  Middle East & North Africa              West Bank and Gaza  4.569e+06   \n",
       "162         East Asia & Pacific                French Polynesia  2.777e+05   \n",
       "163  Middle East & North Africa                           Qatar  2.782e+06   \n",
       "164       Europe & Central Asia                         Romania  1.947e+07   \n",
       "165       Europe & Central Asia              Russian Federation  1.445e+08   \n",
       "166         Sub-Saharan Africa                           Rwanda  1.230e+07   \n",
       "167  Middle East & North Africa                    Saudi Arabia  3.370e+07   \n",
       "168         Sub-Saharan Africa                            Sudan  4.180e+07   \n",
       "169         Sub-Saharan Africa                          Senegal  1.585e+07   \n",
       "170         East Asia & Pacific                       Singapore  5.639e+06   \n",
       "171         East Asia & Pacific                 Solomon Islands  6.529e+05   \n",
       "172         Sub-Saharan Africa                     Sierra Leone  7.650e+06   \n",
       "173  Latin America & Caribbean                      El Salvador  6.421e+06   \n",
       "174       Europe & Central Asia                      San Marino  3.378e+04   \n",
       "175         Sub-Saharan Africa                          Somalia  1.501e+07   \n",
       "176       Europe & Central Asia                          Serbia  6.983e+06   \n",
       "177         Sub-Saharan Africa                      South Sudan  1.098e+07   \n",
       "178         Sub-Saharan Africa            Sao Tome and Principe  2.110e+05   \n",
       "179  Latin America & Caribbean                         Suriname  5.760e+05   \n",
       "180       Europe & Central Asia                 Slovak Republic  5.447e+06   \n",
       "181       Europe & Central Asia                        Slovenia  2.074e+06   \n",
       "182       Europe & Central Asia                          Sweden  1.018e+07   \n",
       "183         Sub-Saharan Africa                         Eswatini  1.136e+06   \n",
       "184  Latin America & Caribbean        Sint Maarten (Dutch part)  4.065e+04   \n",
       "185         Sub-Saharan Africa                       Seychelles  9.676e+04   \n",
       "186  Middle East & North Africa            Syrian Arab Republic  1.691e+07   \n",
       "187  Latin America & Caribbean         Turks and Caicos Islands  3.766e+04   \n",
       "188         Sub-Saharan Africa                             Chad  1.548e+07   \n",
       "189         Sub-Saharan Africa                             Togo  7.889e+06   \n",
       "190         East Asia & Pacific                        Thailand  6.943e+07   \n",
       "191       Europe & Central Asia                      Tajikistan  9.101e+06   \n",
       "192       Europe & Central Asia                    Turkmenistan  5.851e+06   \n",
       "193         East Asia & Pacific                     Timor-Leste  1.268e+06   \n",
       "194         East Asia & Pacific                           Tonga  1.032e+05   \n",
       "195  Latin America & Caribbean              Trinidad and Tobago  1.390e+06   \n",
       "196  Middle East & North Africa                         Tunisia  1.157e+07   \n",
       "197       Europe & Central Asia                          Turkey  8.232e+07   \n",
       "198         East Asia & Pacific                          Tuvalu  1.151e+04   \n",
       "199         East Asia & Pacific                   Taiwan, China        NaN   \n",
       "200         Sub-Saharan Africa                         Tanzania  5.632e+07   \n",
       "201         Sub-Saharan Africa                           Uganda  4.272e+07   \n",
       "202       Europe & Central Asia                         Ukraine  4.462e+07   \n",
       "203  Latin America & Caribbean                          Uruguay  3.449e+06   \n",
       "204               North America                   United States  3.267e+08   \n",
       "205       Europe & Central Asia                      Uzbekistan  3.296e+07   \n",
       "206  Latin America & Caribbean   St. Vincent and the Grenadines  1.102e+05   \n",
       "207  Latin America & Caribbean                    Venezuela, RB  2.887e+07   \n",
       "208  Latin America & Caribbean           British Virgin Islands  2.980e+04   \n",
       "209  Latin America & Caribbean            Virgin Islands (U.S.)  1.070e+05   \n",
       "210         East Asia & Pacific                         Vietnam  9.554e+07   \n",
       "211         East Asia & Pacific                         Vanuatu  2.927e+05   \n",
       "212         East Asia & Pacific                           Samoa  1.961e+05   \n",
       "213       Europe & Central Asia                          Kosovo  1.845e+06   \n",
       "214  Middle East & North Africa                     Yemen, Rep.  2.850e+07   \n",
       "215         Sub-Saharan Africa                     South Africa  5.778e+07   \n",
       "216         Sub-Saharan Africa                           Zambia  1.735e+07   \n",
       "217         Sub-Saharan Africa                         Zimbabwe  1.444e+07   \n",
       "218                       World             East Asia & Pacific  0.000e+00   \n",
       "219                       World           Europe & Central Asia  0.000e+00   \n",
       "220                       World      Latin America & Caribbean   0.000e+00   \n",
       "221                       World      Middle East & North Africa  0.000e+00   \n",
       "222                       World                   North America  0.000e+00   \n",
       "223                       World                      South Asia  0.000e+00   \n",
       "224                       World             Sub-Saharan Africa   0.000e+00   \n",
       "225                                                       World  0.000e+00   \n",
       "\n",
       "              text  \n",
       "0          105,845  \n",
       "1       37,172,386  \n",
       "2       30,809,762  \n",
       "3        2,866,376  \n",
       "4           77,006  \n",
       "5        9,630,959  \n",
       "6       44,494,502  \n",
       "7        2,951,776  \n",
       "8           55,465  \n",
       "9           96,286  \n",
       "10      24,982,688  \n",
       "11       8,840,521  \n",
       "12       9,939,800  \n",
       "13      11,175,378  \n",
       "14      11,433,256  \n",
       "15      11,485,048  \n",
       "16      19,751,535  \n",
       "17     161,356,039  \n",
       "18       7,025,037  \n",
       "19       1,569,439  \n",
       "20         385,640  \n",
       "21       3,323,929  \n",
       "22       9,483,499  \n",
       "23         383,071  \n",
       "24          63,973  \n",
       "25      11,353,142  \n",
       "26     209,469,333  \n",
       "27         286,641  \n",
       "28         428,962  \n",
       "29         754,394  \n",
       "30       2,254,126  \n",
       "31       4,666,377  \n",
       "32      37,057,765  \n",
       "33       8,513,227  \n",
       "34         170,499  \n",
       "35      18,729,160  \n",
       "36   1,392,730,000  \n",
       "37      25,069,229  \n",
       "38      25,216,237  \n",
       "39      84,068,091  \n",
       "40       5,244,363  \n",
       "41      49,648,685  \n",
       "42         832,322  \n",
       "43         543,767  \n",
       "44       4,999,441  \n",
       "45      11,338,138  \n",
       "46         159,800  \n",
       "47          64,174  \n",
       "48       1,189,265  \n",
       "49      10,629,928  \n",
       "50      82,905,782  \n",
       "51         958,920  \n",
       "52          71,625  \n",
       "53       5,793,636  \n",
       "54      10,627,165  \n",
       "55      42,228,429  \n",
       "56      17,084,357  \n",
       "57      98,423,595  \n",
       "58             nan  \n",
       "59      46,796,540  \n",
       "60       1,321,977  \n",
       "61     109,224,559  \n",
       "62       5,515,525  \n",
       "63         883,483  \n",
       "64      66,977,107  \n",
       "65          48,497  \n",
       "66         112,640  \n",
       "67       2,119,275  \n",
       "68      66,460,344  \n",
       "69       3,726,549  \n",
       "70      29,767,108  \n",
       "71          33,718  \n",
       "72      12,414,318  \n",
       "73       2,280,102  \n",
       "74       1,874,309  \n",
       "75       1,308,974  \n",
       "76      10,731,726  \n",
       "77         111,454  \n",
       "78          56,025  \n",
       "79      17,247,807  \n",
       "80         165,768  \n",
       "81         779,004  \n",
       "82       7,451,000  \n",
       "83       9,587,522  \n",
       "84       4,087,843  \n",
       "85      11,123,176  \n",
       "86       9,775,564  \n",
       "87     267,663,435  \n",
       "88          84,077  \n",
       "89   1,352,617,328  \n",
       "90       4,867,309  \n",
       "91      81,800,269  \n",
       "92      38,433,600  \n",
       "93         352,721  \n",
       "94       8,882,800  \n",
       "95      60,421,760  \n",
       "96       2,934,855  \n",
       "97       9,956,011  \n",
       "98     126,529,100  \n",
       "99      18,272,430  \n",
       "..             ...  \n",
       "126         58,413  \n",
       "127      2,082,958  \n",
       "128     19,077,690  \n",
       "129        484,630  \n",
       "130     53,708,395  \n",
       "131        622,227  \n",
       "132      3,170,208  \n",
       "133         56,882  \n",
       "134     29,495,962  \n",
       "135      4,403,319  \n",
       "136      1,265,303  \n",
       "137     18,143,315  \n",
       "138     31,528,585  \n",
       "139      2,448,255  \n",
       "140        284,060  \n",
       "141     22,442,948  \n",
       "142    195,874,740  \n",
       "143      6,465,513  \n",
       "144     17,231,624  \n",
       "145      5,311,916  \n",
       "146     28,087,871  \n",
       "147         12,704  \n",
       "148      4,841,000  \n",
       "149      4,829,483  \n",
       "150    212,215,030  \n",
       "151      4,176,873  \n",
       "152     31,989,256  \n",
       "153    106,651,922  \n",
       "154         17,907  \n",
       "155      8,606,316  \n",
       "156     37,974,750  \n",
       "157      3,195,153  \n",
       "158     25,549,819  \n",
       "159     10,283,822  \n",
       "160      6,956,071  \n",
       "161      4,569,087  \n",
       "162        277,679  \n",
       "163      2,781,677  \n",
       "164     19,466,145  \n",
       "165    144,478,050  \n",
       "166     12,301,939  \n",
       "167     33,699,947  \n",
       "168     41,801,533  \n",
       "169     15,854,360  \n",
       "170      5,638,676  \n",
       "171        652,858  \n",
       "172      7,650,154  \n",
       "173      6,420,744  \n",
       "174         33,785  \n",
       "175     15,008,154  \n",
       "176      6,982,604  \n",
       "177     10,975,920  \n",
       "178        211,028  \n",
       "179        575,991  \n",
       "180      5,446,771  \n",
       "181      2,073,894  \n",
       "182     10,175,214  \n",
       "183      1,136,191  \n",
       "184         40,654  \n",
       "185         96,762  \n",
       "186     16,906,283  \n",
       "187         37,665  \n",
       "188     15,477,751  \n",
       "189      7,889,094  \n",
       "190     69,428,524  \n",
       "191      9,100,837  \n",
       "192      5,850,908  \n",
       "193      1,267,972  \n",
       "194        103,197  \n",
       "195      1,389,858  \n",
       "196     11,565,204  \n",
       "197     82,319,724  \n",
       "198         11,508  \n",
       "199            nan  \n",
       "200     56,318,348  \n",
       "201     42,723,139  \n",
       "202     44,622,516  \n",
       "203      3,449,299  \n",
       "204    326,687,501  \n",
       "205     32,955,400  \n",
       "206        110,210  \n",
       "207     28,870,195  \n",
       "208         29,802  \n",
       "209        106,977  \n",
       "210     95,540,395  \n",
       "211        292,680  \n",
       "212        196,130  \n",
       "213      1,845,300  \n",
       "214     28,498,687  \n",
       "215     57,779,622  \n",
       "216     17,351,822  \n",
       "217     14,439,018  \n",
       "218  2,304,563,792  \n",
       "219    917,973,802  \n",
       "220    641,357,466  \n",
       "221    448,912,959  \n",
       "222    363,809,239  \n",
       "223  1,814,388,744  \n",
       "224  1,074,853,734  \n",
       "225  7,592,886,796  \n",
       "\n",
       "[226 rows x 4 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# The sunburst plot requires weights (values), labels, and parent (region, or World)\n",
    "# We build the corresponding table here\n",
    "columns = ['parents', 'labels', 'values']\n",
    "\n",
    "level1 = df.copy()\n",
    "level1.columns = columns\n",
    "level1['text'] = level1['values'].apply(lambda pop: '{:,.0f}'.format(pop))\n",
    "\n",
    "level2 = df.groupby('region').population.sum().reset_index()[['region', 'region', 'population']]\n",
    "level2.columns = columns\n",
    "level2['parents'] = 'World'\n",
    "# move value to text for this level\n",
    "level2['text'] = level2['values'].apply(lambda pop: '{:,.0f}'.format(pop))\n",
    "level2['values'] = 0\n",
    "\n",
    "level3 = pd.DataFrame({'parents': [''], 'labels': ['World'],\n",
    "                       'values': [0.0], 'text': ['{:,.0f}'.format(population.loc['WLD'])]})\n",
    "\n",
    "all_levels = pd.concat([level1, level2, level3], axis=0).reset_index(drop=True)\n",
    "all_levels"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Gap minder "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Life expectancy at birth, total (years)\n",
    "\n",
    "# SP.DYN.LE00.IN\n",
    "\n",
    "# GDP per capita (current US$)\n",
    "\n",
    "# NY.GDP.PCAP.CD"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "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",
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       "\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>iso2Code</th>\n",
       "      <th>name</th>\n",
       "      <th>region</th>\n",
       "      <th>adminregion</th>\n",
       "      <th>incomeLevel</th>\n",
       "      <th>lendingType</th>\n",
       "      <th>capitalCity</th>\n",
       "      <th>longitude</th>\n",
       "      <th>latitude</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>id</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>ABW</th>\n",
       "      <td>AW</td>\n",
       "      <td>Aruba</td>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td></td>\n",
       "      <td>High income</td>\n",
       "      <td>Not classified</td>\n",
       "      <td>Oranjestad</td>\n",
       "      <td>-70.017</td>\n",
       "      <td>12.517</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AFG</th>\n",
       "      <td>AF</td>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>South Asia</td>\n",
       "      <td>South Asia</td>\n",
       "      <td>Low income</td>\n",
       "      <td>IDA</td>\n",
       "      <td>Kabul</td>\n",
       "      <td>69.176</td>\n",
       "      <td>34.523</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AFR</th>\n",
       "      <td>A9</td>\n",
       "      <td>Africa</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AGO</th>\n",
       "      <td>AO</td>\n",
       "      <td>Angola</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Sub-Saharan Africa (excluding high income)</td>\n",
       "      <td>Lower middle income</td>\n",
       "      <td>IBRD</td>\n",
       "      <td>Luanda</td>\n",
       "      <td>13.242</td>\n",
       "      <td>-8.812</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ALB</th>\n",
       "      <td>AL</td>\n",
       "      <td>Albania</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Europe &amp; Central Asia (excluding high income)</td>\n",
       "      <td>Upper middle income</td>\n",
       "      <td>IBRD</td>\n",
       "      <td>Tirane</td>\n",
       "      <td>19.817</td>\n",
       "      <td>41.332</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AND</th>\n",
       "      <td>AD</td>\n",
       "      <td>Andorra</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td></td>\n",
       "      <td>High income</td>\n",
       "      <td>Not classified</td>\n",
       "      <td>Andorra la Vella</td>\n",
       "      <td>1.522</td>\n",
       "      <td>42.508</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ANR</th>\n",
       "      <td>L5</td>\n",
       "      <td>Andean Region</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ARB</th>\n",
       "      <td>1A</td>\n",
       "      <td>Arab World</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ARE</th>\n",
       "      <td>AE</td>\n",
       "      <td>United Arab Emirates</td>\n",
       "      <td>Middle East &amp; North Africa</td>\n",
       "      <td></td>\n",
       "      <td>High income</td>\n",
       "      <td>Not classified</td>\n",
       "      <td>Abu Dhabi</td>\n",
       "      <td>54.370</td>\n",
       "      <td>24.476</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ARG</th>\n",
       "      <td>AR</td>\n",
       "      <td>Argentina</td>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Latin America &amp; Caribbean (excluding high income)</td>\n",
       "      <td>Upper middle income</td>\n",
       "      <td>IBRD</td>\n",
       "      <td>Buenos Aires</td>\n",
       "      <td>-58.417</td>\n",
       "      <td>-34.612</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ARM</th>\n",
       "      <td>AM</td>\n",
       "      <td>Armenia</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Europe &amp; Central Asia (excluding high income)</td>\n",
       "      <td>Upper middle income</td>\n",
       "      <td>IBRD</td>\n",
       "      <td>Yerevan</td>\n",
       "      <td>44.509</td>\n",
       "      <td>40.160</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ASM</th>\n",
       "      <td>AS</td>\n",
       "      <td>American Samoa</td>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>East Asia &amp; Pacific (excluding high income)</td>\n",
       "      <td>Upper middle income</td>\n",
       "      <td>Not classified</td>\n",
       "      <td>Pago Pago</td>\n",
       "      <td>-170.691</td>\n",
       "      <td>-14.285</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ATG</th>\n",
       "      <td>AG</td>\n",
       "      <td>Antigua and Barbuda</td>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td></td>\n",
       "      <td>High income</td>\n",
       "      <td>IBRD</td>\n",
       "      <td>Saint John's</td>\n",
       "      <td>-61.846</td>\n",
       "      <td>17.117</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AUS</th>\n",
       "      <td>AU</td>\n",
       "      <td>Australia</td>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td></td>\n",
       "      <td>High income</td>\n",
       "      <td>Not classified</td>\n",
       "      <td>Canberra</td>\n",
       "      <td>149.129</td>\n",
       "      <td>-35.282</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AUT</th>\n",
       "      <td>AT</td>\n",
       "      <td>Austria</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td></td>\n",
       "      <td>High income</td>\n",
       "      <td>Not classified</td>\n",
       "      <td>Vienna</td>\n",
       "      <td>16.380</td>\n",
       "      <td>48.220</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AZE</th>\n",
       "      <td>AZ</td>\n",
       "      <td>Azerbaijan</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Europe &amp; Central Asia (excluding high income)</td>\n",
       "      <td>Upper middle income</td>\n",
       "      <td>IBRD</td>\n",
       "      <td>Baku</td>\n",
       "      <td>49.893</td>\n",
       "      <td>40.383</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BDI</th>\n",
       "      <td>BI</td>\n",
       "      <td>Burundi</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Sub-Saharan Africa (excluding high income)</td>\n",
       "      <td>Low income</td>\n",
       "      <td>IDA</td>\n",
       "      <td>Bujumbura</td>\n",
       "      <td>29.364</td>\n",
       "      <td>-3.378</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BEA</th>\n",
       "      <td>B4</td>\n",
       "      <td>East Asia &amp; Pacific (IBRD-only countries)</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BEC</th>\n",
       "      <td>B7</td>\n",
       "      <td>Europe &amp; Central Asia (IBRD-only countries)</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BEL</th>\n",
       "      <td>BE</td>\n",
       "      <td>Belgium</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td></td>\n",
       "      <td>High income</td>\n",
       "      <td>Not classified</td>\n",
       "      <td>Brussels</td>\n",
       "      <td>4.368</td>\n",
       "      <td>50.837</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BEN</th>\n",
       "      <td>BJ</td>\n",
       "      <td>Benin</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Sub-Saharan Africa (excluding high income)</td>\n",
       "      <td>Low income</td>\n",
       "      <td>IDA</td>\n",
       "      <td>Porto-Novo</td>\n",
       "      <td>2.632</td>\n",
       "      <td>6.478</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BFA</th>\n",
       "      <td>BF</td>\n",
       "      <td>Burkina Faso</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Sub-Saharan Africa (excluding high income)</td>\n",
       "      <td>Low income</td>\n",
       "      <td>IDA</td>\n",
       "      <td>Ouagadougou</td>\n",
       "      <td>-1.534</td>\n",
       "      <td>12.361</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BGD</th>\n",
       "      <td>BD</td>\n",
       "      <td>Bangladesh</td>\n",
       "      <td>South Asia</td>\n",
       "      <td>South Asia</td>\n",
       "      <td>Lower middle income</td>\n",
       "      <td>IDA</td>\n",
       "      <td>Dhaka</td>\n",
       "      <td>90.411</td>\n",
       "      <td>23.706</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BGR</th>\n",
       "      <td>BG</td>\n",
       "      <td>Bulgaria</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Europe &amp; Central Asia (excluding high income)</td>\n",
       "      <td>Upper middle income</td>\n",
       "      <td>IBRD</td>\n",
       "      <td>Sofia</td>\n",
       "      <td>23.324</td>\n",
       "      <td>42.711</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BHI</th>\n",
       "      <td>B1</td>\n",
       "      <td>IBRD countries classified as high income</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BHR</th>\n",
       "      <td>BH</td>\n",
       "      <td>Bahrain</td>\n",
       "      <td>Middle East &amp; North Africa</td>\n",
       "      <td></td>\n",
       "      <td>High income</td>\n",
       "      <td>Not classified</td>\n",
       "      <td>Manama</td>\n",
       "      <td>50.535</td>\n",
       "      <td>26.192</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BHS</th>\n",
       "      <td>BS</td>\n",
       "      <td>Bahamas, The</td>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td></td>\n",
       "      <td>High income</td>\n",
       "      <td>Not classified</td>\n",
       "      <td>Nassau</td>\n",
       "      <td>-77.339</td>\n",
       "      <td>25.066</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BIH</th>\n",
       "      <td>BA</td>\n",
       "      <td>Bosnia and Herzegovina</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Europe &amp; Central Asia (excluding high income)</td>\n",
       "      <td>Upper middle income</td>\n",
       "      <td>IBRD</td>\n",
       "      <td>Sarajevo</td>\n",
       "      <td>18.421</td>\n",
       "      <td>43.861</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BLA</th>\n",
       "      <td>B2</td>\n",
       "      <td>Latin America &amp; the Caribbean (IBRD-only countries)</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BLR</th>\n",
       "      <td>BY</td>\n",
       "      <td>Belarus</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Europe &amp; Central Asia (excluding high income)</td>\n",
       "      <td>Upper middle income</td>\n",
       "      <td>IBRD</td>\n",
       "      <td>Minsk</td>\n",
       "      <td>27.577</td>\n",
       "      <td>53.968</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BLZ</th>\n",
       "      <td>BZ</td>\n",
       "      <td>Belize</td>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Latin America &amp; Caribbean (excluding high income)</td>\n",
       "      <td>Upper middle income</td>\n",
       "      <td>IBRD</td>\n",
       "      <td>Belmopan</td>\n",
       "      <td>-88.771</td>\n",
       "      <td>17.253</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BMN</th>\n",
       "      <td>B3</td>\n",
       "      <td>Middle East &amp; North Africa (IBRD-only countries)</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BMU</th>\n",
       "      <td>BM</td>\n",
       "      <td>Bermuda</td>\n",
       "      <td>North America</td>\n",
       "      <td></td>\n",
       "      <td>High income</td>\n",
       "      <td>Not classified</td>\n",
       "      <td>Hamilton</td>\n",
       "      <td>-64.706</td>\n",
       "      <td>32.329</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BOL</th>\n",
       "      <td>BO</td>\n",
       "      <td>Bolivia</td>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Latin America &amp; Caribbean (excluding high income)</td>\n",
       "      <td>Lower middle income</td>\n",
       "      <td>IBRD</td>\n",
       "      <td>La Paz</td>\n",
       "      <td>-66.194</td>\n",
       "      <td>-13.991</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BRA</th>\n",
       "      <td>BR</td>\n",
       "      <td>Brazil</td>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Latin America &amp; Caribbean (excluding high income)</td>\n",
       "      <td>Upper middle income</td>\n",
       "      <td>IBRD</td>\n",
       "      <td>Brasilia</td>\n",
       "      <td>-47.929</td>\n",
       "      <td>-15.780</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BRB</th>\n",
       "      <td>BB</td>\n",
       "      <td>Barbados</td>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td></td>\n",
       "      <td>High income</td>\n",
       "      <td>Not classified</td>\n",
       "      <td>Bridgetown</td>\n",
       "      <td>-59.611</td>\n",
       "      <td>13.094</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BRN</th>\n",
       "      <td>BN</td>\n",
       "      <td>Brunei Darussalam</td>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td></td>\n",
       "      <td>High income</td>\n",
       "      <td>Not classified</td>\n",
       "      <td>Bandar Seri Begawan</td>\n",
       "      <td>114.946</td>\n",
       "      <td>4.942</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BSS</th>\n",
       "      <td>B6</td>\n",
       "      <td>Sub-Saharan Africa (IBRD-only countries)</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BTN</th>\n",
       "      <td>BT</td>\n",
       "      <td>Bhutan</td>\n",
       "      <td>South Asia</td>\n",
       "      <td>South Asia</td>\n",
       "      <td>Lower middle income</td>\n",
       "      <td>IDA</td>\n",
       "      <td>Thimphu</td>\n",
       "      <td>89.618</td>\n",
       "      <td>27.577</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BWA</th>\n",
       "      <td>BW</td>\n",
       "      <td>Botswana</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Sub-Saharan Africa (excluding high income)</td>\n",
       "      <td>Upper middle income</td>\n",
       "      <td>IBRD</td>\n",
       "      <td>Gaborone</td>\n",
       "      <td>25.920</td>\n",
       "      <td>-24.654</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CAA</th>\n",
       "      <td>C9</td>\n",
       "      <td>Sub-Saharan Africa (IFC classification)</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CAF</th>\n",
       "      <td>CF</td>\n",
       "      <td>Central African Republic</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Sub-Saharan Africa (excluding high income)</td>\n",
       "      <td>Low income</td>\n",
       "      <td>IDA</td>\n",
       "      <td>Bangui</td>\n",
       "      <td>21.641</td>\n",
       "      <td>5.631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CAN</th>\n",
       "      <td>CA</td>\n",
       "      <td>Canada</td>\n",
       "      <td>North America</td>\n",
       "      <td></td>\n",
       "      <td>High income</td>\n",
       "      <td>Not classified</td>\n",
       "      <td>Ottawa</td>\n",
       "      <td>-75.692</td>\n",
       "      <td>45.422</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CEA</th>\n",
       "      <td>C4</td>\n",
       "      <td>East Asia and the Pacific (IFC classification)</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CEB</th>\n",
       "      <td>B8</td>\n",
       "      <td>Central Europe and the Baltics</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CEU</th>\n",
       "      <td>C5</td>\n",
       "      <td>Europe and Central Asia (IFC classification)</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CHE</th>\n",
       "      <td>CH</td>\n",
       "      <td>Switzerland</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td></td>\n",
       "      <td>High income</td>\n",
       "      <td>Not classified</td>\n",
       "      <td>Bern</td>\n",
       "      <td>7.448</td>\n",
       "      <td>46.948</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CHI</th>\n",
       "      <td>JG</td>\n",
       "      <td>Channel Islands</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td></td>\n",
       "      <td>High income</td>\n",
       "      <td>Not classified</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CHL</th>\n",
       "      <td>CL</td>\n",
       "      <td>Chile</td>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td></td>\n",
       "      <td>High income</td>\n",
       "      <td>IBRD</td>\n",
       "      <td>Santiago</td>\n",
       "      <td>-70.647</td>\n",
       "      <td>-33.475</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CHN</th>\n",
       "      <td>CN</td>\n",
       "      <td>China</td>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>East Asia &amp; Pacific (excluding high income)</td>\n",
       "      <td>Upper middle income</td>\n",
       "      <td>IBRD</td>\n",
       "      <td>Beijing</td>\n",
       "      <td>116.286</td>\n",
       "      <td>40.050</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CIV</th>\n",
       "      <td>CI</td>\n",
       "      <td>Cote d'Ivoire</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Sub-Saharan Africa (excluding high income)</td>\n",
       "      <td>Lower middle income</td>\n",
       "      <td>IDA</td>\n",
       "      <td>Yamoussoukro</td>\n",
       "      <td>-4.030</td>\n",
       "      <td>5.332</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CLA</th>\n",
       "      <td>C6</td>\n",
       "      <td>Latin America and the Caribbean (IFC classification)</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CME</th>\n",
       "      <td>C7</td>\n",
       "      <td>Middle East and North Africa (IFC classification)</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CMR</th>\n",
       "      <td>CM</td>\n",
       "      <td>Cameroon</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Sub-Saharan Africa (excluding high income)</td>\n",
       "      <td>Lower middle income</td>\n",
       "      <td>Blend</td>\n",
       "      <td>Yaounde</td>\n",
       "      <td>11.517</td>\n",
       "      <td>3.872</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>COD</th>\n",
       "      <td>CD</td>\n",
       "      <td>Congo, Dem. Rep.</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Sub-Saharan Africa (excluding high income)</td>\n",
       "      <td>Low income</td>\n",
       "      <td>IDA</td>\n",
       "      <td>Kinshasa</td>\n",
       "      <td>15.322</td>\n",
       "      <td>-4.325</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>COG</th>\n",
       "      <td>CG</td>\n",
       "      <td>Congo, Rep.</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Sub-Saharan Africa (excluding high income)</td>\n",
       "      <td>Lower middle income</td>\n",
       "      <td>Blend</td>\n",
       "      <td>Brazzaville</td>\n",
       "      <td>15.266</td>\n",
       "      <td>-4.277</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>COL</th>\n",
       "      <td>CO</td>\n",
       "      <td>Colombia</td>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Latin America &amp; Caribbean (excluding high income)</td>\n",
       "      <td>Upper middle income</td>\n",
       "      <td>IBRD</td>\n",
       "      <td>Bogota</td>\n",
       "      <td>-74.082</td>\n",
       "      <td>4.610</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>COM</th>\n",
       "      <td>KM</td>\n",
       "      <td>Comoros</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Sub-Saharan Africa (excluding high income)</td>\n",
       "      <td>Lower middle income</td>\n",
       "      <td>IDA</td>\n",
       "      <td>Moroni</td>\n",
       "      <td>43.242</td>\n",
       "      <td>-11.699</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CPV</th>\n",
       "      <td>CV</td>\n",
       "      <td>Cabo Verde</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Sub-Saharan Africa (excluding high income)</td>\n",
       "      <td>Lower middle income</td>\n",
       "      <td>Blend</td>\n",
       "      <td>Praia</td>\n",
       "      <td>-23.509</td>\n",
       "      <td>14.922</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CRI</th>\n",
       "      <td>CR</td>\n",
       "      <td>Costa Rica</td>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Latin America &amp; Caribbean (excluding high income)</td>\n",
       "      <td>Upper middle income</td>\n",
       "      <td>IBRD</td>\n",
       "      <td>San Jose</td>\n",
       "      <td>-84.009</td>\n",
       "      <td>9.637</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CSA</th>\n",
       "      <td>C8</td>\n",
       "      <td>South Asia (IFC classification)</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CSS</th>\n",
       "      <td>S3</td>\n",
       "      <td>Caribbean small states</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CUB</th>\n",
       "      <td>CU</td>\n",
       "      <td>Cuba</td>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Latin America &amp; Caribbean (excluding high income)</td>\n",
       "      <td>Upper middle income</td>\n",
       "      <td>Not classified</td>\n",
       "      <td>Havana</td>\n",
       "      <td>-82.367</td>\n",
       "      <td>23.133</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CUW</th>\n",
       "      <td>CW</td>\n",
       "      <td>Curacao</td>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td></td>\n",
       "      <td>High income</td>\n",
       "      <td>Not classified</td>\n",
       "      <td>Willemstad</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CYM</th>\n",
       "      <td>KY</td>\n",
       "      <td>Cayman Islands</td>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td></td>\n",
       "      <td>High income</td>\n",
       "      <td>Not classified</td>\n",
       "      <td>George Town</td>\n",
       "      <td>-81.386</td>\n",
       "      <td>19.302</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CYP</th>\n",
       "      <td>CY</td>\n",
       "      <td>Cyprus</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td></td>\n",
       "      <td>High income</td>\n",
       "      <td>Not classified</td>\n",
       "      <td>Nicosia</td>\n",
       "      <td>33.374</td>\n",
       "      <td>35.168</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CZE</th>\n",
       "      <td>CZ</td>\n",
       "      <td>Czech Republic</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td></td>\n",
       "      <td>High income</td>\n",
       "      <td>Not classified</td>\n",
       "      <td>Prague</td>\n",
       "      <td>14.421</td>\n",
       "      <td>50.088</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DEA</th>\n",
       "      <td>D4</td>\n",
       "      <td>East Asia &amp; Pacific (IDA-eligible countries)</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DEC</th>\n",
       "      <td>D7</td>\n",
       "      <td>Europe &amp; Central Asia (IDA-eligible countries)</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DEU</th>\n",
       "      <td>DE</td>\n",
       "      <td>Germany</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td></td>\n",
       "      <td>High income</td>\n",
       "      <td>Not classified</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>13.412</td>\n",
       "      <td>52.523</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DFS</th>\n",
       "      <td>D8</td>\n",
       "      <td>IDA countries classified as Fragile Situations</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DJI</th>\n",
       "      <td>DJ</td>\n",
       "      <td>Djibouti</td>\n",
       "      <td>Middle East &amp; North Africa</td>\n",
       "      <td>Middle East &amp; North Africa (excluding high income)</td>\n",
       "      <td>Lower middle income</td>\n",
       "      <td>IDA</td>\n",
       "      <td>Djibouti</td>\n",
       "      <td>43.142</td>\n",
       "      <td>11.581</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DLA</th>\n",
       "      <td>D2</td>\n",
       "      <td>Latin America &amp; the Caribbean (IDA-eligible countries)</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DMA</th>\n",
       "      <td>DM</td>\n",
       "      <td>Dominica</td>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Latin America &amp; Caribbean (excluding high income)</td>\n",
       "      <td>Upper middle income</td>\n",
       "      <td>Blend</td>\n",
       "      <td>Roseau</td>\n",
       "      <td>-61.390</td>\n",
       "      <td>15.298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DMN</th>\n",
       "      <td>D3</td>\n",
       "      <td>Middle East &amp; North Africa (IDA-eligible countries)</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DNF</th>\n",
       "      <td>D9</td>\n",
       "      <td>IDA countries not classified as Fragile Situations</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DNK</th>\n",
       "      <td>DK</td>\n",
       "      <td>Denmark</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td></td>\n",
       "      <td>High income</td>\n",
       "      <td>Not classified</td>\n",
       "      <td>Copenhagen</td>\n",
       "      <td>12.568</td>\n",
       "      <td>55.676</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DNS</th>\n",
       "      <td>N6</td>\n",
       "      <td>IDA countries in Sub-Saharan Africa not classified as fragile situations</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DOM</th>\n",
       "      <td>DO</td>\n",
       "      <td>Dominican Republic</td>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Latin America &amp; Caribbean (excluding high income)</td>\n",
       "      <td>Upper middle income</td>\n",
       "      <td>IBRD</td>\n",
       "      <td>Santo Domingo</td>\n",
       "      <td>-69.891</td>\n",
       "      <td>18.479</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DSA</th>\n",
       "      <td>D5</td>\n",
       "      <td>South Asia (IDA-eligible countries)</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DSF</th>\n",
       "      <td>F6</td>\n",
       "      <td>IDA countries in Sub-Saharan Africa classified as fragile situations</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DSS</th>\n",
       "      <td>D6</td>\n",
       "      <td>Sub-Saharan Africa (IDA-eligible countries)</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DXS</th>\n",
       "      <td>6D</td>\n",
       "      <td>IDA total, excluding Sub-Saharan Africa</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DZA</th>\n",
       "      <td>DZ</td>\n",
       "      <td>Algeria</td>\n",
       "      <td>Middle East &amp; North Africa</td>\n",
       "      <td>Middle East &amp; North Africa (excluding high income)</td>\n",
       "      <td>Upper middle income</td>\n",
       "      <td>IBRD</td>\n",
       "      <td>Algiers</td>\n",
       "      <td>3.051</td>\n",
       "      <td>36.740</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EAP</th>\n",
       "      <td>4E</td>\n",
       "      <td>East Asia &amp; Pacific (excluding high income)</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EAR</th>\n",
       "      <td>V2</td>\n",
       "      <td>Early-demographic dividend</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EAS</th>\n",
       "      <td>Z4</td>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ECA</th>\n",
       "      <td>7E</td>\n",
       "      <td>Europe &amp; Central Asia (excluding high income)</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ECS</th>\n",
       "      <td>Z7</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ECU</th>\n",
       "      <td>EC</td>\n",
       "      <td>Ecuador</td>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Latin America &amp; Caribbean (excluding high income)</td>\n",
       "      <td>Upper middle income</td>\n",
       "      <td>IBRD</td>\n",
       "      <td>Quito</td>\n",
       "      <td>-78.524</td>\n",
       "      <td>-0.229</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EGY</th>\n",
       "      <td>EG</td>\n",
       "      <td>Egypt, Arab Rep.</td>\n",
       "      <td>Middle East &amp; North Africa</td>\n",
       "      <td>Middle East &amp; North Africa (excluding high income)</td>\n",
       "      <td>Lower middle income</td>\n",
       "      <td>IBRD</td>\n",
       "      <td>Cairo</td>\n",
       "      <td>31.246</td>\n",
       "      <td>30.098</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EMU</th>\n",
       "      <td>XC</td>\n",
       "      <td>Euro area</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ERI</th>\n",
       "      <td>ER</td>\n",
       "      <td>Eritrea</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Sub-Saharan Africa (excluding high income)</td>\n",
       "      <td>Low income</td>\n",
       "      <td>IDA</td>\n",
       "      <td>Asmara</td>\n",
       "      <td>38.918</td>\n",
       "      <td>15.332</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ESP</th>\n",
       "      <td>ES</td>\n",
       "      <td>Spain</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td></td>\n",
       "      <td>High income</td>\n",
       "      <td>Not classified</td>\n",
       "      <td>Madrid</td>\n",
       "      <td>-3.703</td>\n",
       "      <td>40.417</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EST</th>\n",
       "      <td>EE</td>\n",
       "      <td>Estonia</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td></td>\n",
       "      <td>High income</td>\n",
       "      <td>Not classified</td>\n",
       "      <td>Tallinn</td>\n",
       "      <td>24.759</td>\n",
       "      <td>59.439</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ETH</th>\n",
       "      <td>ET</td>\n",
       "      <td>Ethiopia</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Sub-Saharan Africa (excluding high income)</td>\n",
       "      <td>Low income</td>\n",
       "      <td>IDA</td>\n",
       "      <td>Addis Ababa</td>\n",
       "      <td>38.747</td>\n",
       "      <td>9.023</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EUU</th>\n",
       "      <td>EU</td>\n",
       "      <td>European Union</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FCS</th>\n",
       "      <td>F1</td>\n",
       "      <td>Fragile and conflict affected situations</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FIN</th>\n",
       "      <td>FI</td>\n",
       "      <td>Finland</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td></td>\n",
       "      <td>High income</td>\n",
       "      <td>Not classified</td>\n",
       "      <td>Helsinki</td>\n",
       "      <td>24.953</td>\n",
       "      <td>60.161</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FJI</th>\n",
       "      <td>FJ</td>\n",
       "      <td>Fiji</td>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>East Asia &amp; Pacific (excluding high income)</td>\n",
       "      <td>Upper middle income</td>\n",
       "      <td>Blend</td>\n",
       "      <td>Suva</td>\n",
       "      <td>178.399</td>\n",
       "      <td>-18.115</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NIC</th>\n",
       "      <td>NI</td>\n",
       "      <td>Nicaragua</td>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Latin America &amp; Caribbean (excluding high income)</td>\n",
       "      <td>Lower middle income</td>\n",
       "      <td>IDA</td>\n",
       "      <td>Managua</td>\n",
       "      <td>-86.273</td>\n",
       "      <td>12.148</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NLD</th>\n",
       "      <td>NL</td>\n",
       "      <td>Netherlands</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td></td>\n",
       "      <td>High income</td>\n",
       "      <td>Not classified</td>\n",
       "      <td>Amsterdam</td>\n",
       "      <td>4.891</td>\n",
       "      <td>52.374</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NLS</th>\n",
       "      <td>6L</td>\n",
       "      <td>Non-resource rich Sub-Saharan Africa countries, of which landlocked</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NOR</th>\n",
       "      <td>NO</td>\n",
       "      <td>Norway</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td></td>\n",
       "      <td>High income</td>\n",
       "      <td>Not classified</td>\n",
       "      <td>Oslo</td>\n",
       "      <td>10.739</td>\n",
       "      <td>59.914</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NPL</th>\n",
       "      <td>NP</td>\n",
       "      <td>Nepal</td>\n",
       "      <td>South Asia</td>\n",
       "      <td>South Asia</td>\n",
       "      <td>Low income</td>\n",
       "      <td>IDA</td>\n",
       "      <td>Kathmandu</td>\n",
       "      <td>85.316</td>\n",
       "      <td>27.694</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NRS</th>\n",
       "      <td>6X</td>\n",
       "      <td>Non-resource rich Sub-Saharan Africa countries</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NRU</th>\n",
       "      <td>NR</td>\n",
       "      <td>Nauru</td>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>East Asia &amp; Pacific (excluding high income)</td>\n",
       "      <td>Upper middle income</td>\n",
       "      <td>IBRD</td>\n",
       "      <td>Yaren District</td>\n",
       "      <td>166.921</td>\n",
       "      <td>-0.548</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NXS</th>\n",
       "      <td>6N</td>\n",
       "      <td>IDA countries not classified as fragile situations, excluding Sub-Saharan Africa</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NZL</th>\n",
       "      <td>NZ</td>\n",
       "      <td>New Zealand</td>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td></td>\n",
       "      <td>High income</td>\n",
       "      <td>Not classified</td>\n",
       "      <td>Wellington</td>\n",
       "      <td>174.776</td>\n",
       "      <td>-41.286</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OED</th>\n",
       "      <td>OE</td>\n",
       "      <td>OECD members</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OMN</th>\n",
       "      <td>OM</td>\n",
       "      <td>Oman</td>\n",
       "      <td>Middle East &amp; North Africa</td>\n",
       "      <td></td>\n",
       "      <td>High income</td>\n",
       "      <td>Not classified</td>\n",
       "      <td>Muscat</td>\n",
       "      <td>58.587</td>\n",
       "      <td>23.610</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OSS</th>\n",
       "      <td>S4</td>\n",
       "      <td>Other small states</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PAK</th>\n",
       "      <td>PK</td>\n",
       "      <td>Pakistan</td>\n",
       "      <td>South Asia</td>\n",
       "      <td>South Asia</td>\n",
       "      <td>Lower middle income</td>\n",
       "      <td>Blend</td>\n",
       "      <td>Islamabad</td>\n",
       "      <td>72.800</td>\n",
       "      <td>30.517</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PAN</th>\n",
       "      <td>PA</td>\n",
       "      <td>Panama</td>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td></td>\n",
       "      <td>High income</td>\n",
       "      <td>IBRD</td>\n",
       "      <td>Panama City</td>\n",
       "      <td>-79.519</td>\n",
       "      <td>8.994</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PER</th>\n",
       "      <td>PE</td>\n",
       "      <td>Peru</td>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Latin America &amp; Caribbean (excluding high income)</td>\n",
       "      <td>Upper middle income</td>\n",
       "      <td>IBRD</td>\n",
       "      <td>Lima</td>\n",
       "      <td>-77.046</td>\n",
       "      <td>-12.093</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PHL</th>\n",
       "      <td>PH</td>\n",
       "      <td>Philippines</td>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>East Asia &amp; Pacific (excluding high income)</td>\n",
       "      <td>Lower middle income</td>\n",
       "      <td>IBRD</td>\n",
       "      <td>Manila</td>\n",
       "      <td>121.035</td>\n",
       "      <td>14.552</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PLW</th>\n",
       "      <td>PW</td>\n",
       "      <td>Palau</td>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td></td>\n",
       "      <td>High income</td>\n",
       "      <td>IBRD</td>\n",
       "      <td>Koror</td>\n",
       "      <td>134.479</td>\n",
       "      <td>7.342</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PNG</th>\n",
       "      <td>PG</td>\n",
       "      <td>Papua New Guinea</td>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>East Asia &amp; Pacific (excluding high income)</td>\n",
       "      <td>Lower middle income</td>\n",
       "      <td>Blend</td>\n",
       "      <td>Port Moresby</td>\n",
       "      <td>147.194</td>\n",
       "      <td>-9.474</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>POL</th>\n",
       "      <td>PL</td>\n",
       "      <td>Poland</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td></td>\n",
       "      <td>High income</td>\n",
       "      <td>IBRD</td>\n",
       "      <td>Warsaw</td>\n",
       "      <td>21.020</td>\n",
       "      <td>52.260</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PRE</th>\n",
       "      <td>V1</td>\n",
       "      <td>Pre-demographic dividend</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PRI</th>\n",
       "      <td>PR</td>\n",
       "      <td>Puerto Rico</td>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td></td>\n",
       "      <td>High income</td>\n",
       "      <td>Not classified</td>\n",
       "      <td>San Juan</td>\n",
       "      <td>-66.000</td>\n",
       "      <td>18.230</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PRK</th>\n",
       "      <td>KP</td>\n",
       "      <td>Korea, Dem. People’s Rep.</td>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>East Asia &amp; Pacific (excluding high income)</td>\n",
       "      <td>Low income</td>\n",
       "      <td>Not classified</td>\n",
       "      <td>Pyongyang</td>\n",
       "      <td>125.754</td>\n",
       "      <td>39.032</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PRT</th>\n",
       "      <td>PT</td>\n",
       "      <td>Portugal</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td></td>\n",
       "      <td>High income</td>\n",
       "      <td>Not classified</td>\n",
       "      <td>Lisbon</td>\n",
       "      <td>-9.136</td>\n",
       "      <td>38.707</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PRY</th>\n",
       "      <td>PY</td>\n",
       "      <td>Paraguay</td>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Latin America &amp; Caribbean (excluding high income)</td>\n",
       "      <td>Upper middle income</td>\n",
       "      <td>IBRD</td>\n",
       "      <td>Asuncion</td>\n",
       "      <td>-57.636</td>\n",
       "      <td>-25.300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PSE</th>\n",
       "      <td>PS</td>\n",
       "      <td>West Bank and Gaza</td>\n",
       "      <td>Middle East &amp; North Africa</td>\n",
       "      <td>Middle East &amp; North Africa (excluding high income)</td>\n",
       "      <td>Lower middle income</td>\n",
       "      <td>Not classified</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PSS</th>\n",
       "      <td>S2</td>\n",
       "      <td>Pacific island small states</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PST</th>\n",
       "      <td>V4</td>\n",
       "      <td>Post-demographic dividend</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PYF</th>\n",
       "      <td>PF</td>\n",
       "      <td>French Polynesia</td>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td></td>\n",
       "      <td>High income</td>\n",
       "      <td>Not classified</td>\n",
       "      <td>Papeete</td>\n",
       "      <td>-149.570</td>\n",
       "      <td>-17.535</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>QAT</th>\n",
       "      <td>QA</td>\n",
       "      <td>Qatar</td>\n",
       "      <td>Middle East &amp; North Africa</td>\n",
       "      <td></td>\n",
       "      <td>High income</td>\n",
       "      <td>Not classified</td>\n",
       "      <td>Doha</td>\n",
       "      <td>51.508</td>\n",
       "      <td>25.295</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ROU</th>\n",
       "      <td>RO</td>\n",
       "      <td>Romania</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Europe &amp; Central Asia (excluding high income)</td>\n",
       "      <td>Upper middle income</td>\n",
       "      <td>IBRD</td>\n",
       "      <td>Bucharest</td>\n",
       "      <td>26.098</td>\n",
       "      <td>44.448</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RRS</th>\n",
       "      <td>R6</td>\n",
       "      <td>Resource rich Sub-Saharan Africa countries</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RSO</th>\n",
       "      <td>O6</td>\n",
       "      <td>Resource rich Sub-Saharan Africa countries, of which oil exporters</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RUS</th>\n",
       "      <td>RU</td>\n",
       "      <td>Russian Federation</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Europe &amp; Central Asia (excluding high income)</td>\n",
       "      <td>Upper middle income</td>\n",
       "      <td>IBRD</td>\n",
       "      <td>Moscow</td>\n",
       "      <td>37.618</td>\n",
       "      <td>55.756</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RWA</th>\n",
       "      <td>RW</td>\n",
       "      <td>Rwanda</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Sub-Saharan Africa (excluding high income)</td>\n",
       "      <td>Low income</td>\n",
       "      <td>IDA</td>\n",
       "      <td>Kigali</td>\n",
       "      <td>30.059</td>\n",
       "      <td>-1.953</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SAS</th>\n",
       "      <td>8S</td>\n",
       "      <td>South Asia</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SAU</th>\n",
       "      <td>SA</td>\n",
       "      <td>Saudi Arabia</td>\n",
       "      <td>Middle East &amp; North Africa</td>\n",
       "      <td></td>\n",
       "      <td>High income</td>\n",
       "      <td>Not classified</td>\n",
       "      <td>Riyadh</td>\n",
       "      <td>46.698</td>\n",
       "      <td>24.675</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SCE</th>\n",
       "      <td>L7</td>\n",
       "      <td>Southern Cone</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SDN</th>\n",
       "      <td>SD</td>\n",
       "      <td>Sudan</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Sub-Saharan Africa (excluding high income)</td>\n",
       "      <td>Lower middle income</td>\n",
       "      <td>IDA</td>\n",
       "      <td>Khartoum</td>\n",
       "      <td>32.536</td>\n",
       "      <td>15.593</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SEN</th>\n",
       "      <td>SN</td>\n",
       "      <td>Senegal</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Sub-Saharan Africa (excluding high income)</td>\n",
       "      <td>Lower middle income</td>\n",
       "      <td>IDA</td>\n",
       "      <td>Dakar</td>\n",
       "      <td>-17.473</td>\n",
       "      <td>14.725</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SGP</th>\n",
       "      <td>SG</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td></td>\n",
       "      <td>High income</td>\n",
       "      <td>Not classified</td>\n",
       "      <td>Singapore</td>\n",
       "      <td>103.850</td>\n",
       "      <td>1.289</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SLB</th>\n",
       "      <td>SB</td>\n",
       "      <td>Solomon Islands</td>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>East Asia &amp; Pacific (excluding high income)</td>\n",
       "      <td>Lower middle income</td>\n",
       "      <td>IDA</td>\n",
       "      <td>Honiara</td>\n",
       "      <td>159.949</td>\n",
       "      <td>-9.427</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SLE</th>\n",
       "      <td>SL</td>\n",
       "      <td>Sierra Leone</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Sub-Saharan Africa (excluding high income)</td>\n",
       "      <td>Low income</td>\n",
       "      <td>IDA</td>\n",
       "      <td>Freetown</td>\n",
       "      <td>-13.213</td>\n",
       "      <td>8.482</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SLV</th>\n",
       "      <td>SV</td>\n",
       "      <td>El Salvador</td>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Latin America &amp; Caribbean (excluding high income)</td>\n",
       "      <td>Lower middle income</td>\n",
       "      <td>IBRD</td>\n",
       "      <td>San Salvador</td>\n",
       "      <td>-89.207</td>\n",
       "      <td>13.703</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SMR</th>\n",
       "      <td>SM</td>\n",
       "      <td>San Marino</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td></td>\n",
       "      <td>High income</td>\n",
       "      <td>Not classified</td>\n",
       "      <td>San Marino</td>\n",
       "      <td>12.449</td>\n",
       "      <td>43.932</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SOM</th>\n",
       "      <td>SO</td>\n",
       "      <td>Somalia</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Sub-Saharan Africa (excluding high income)</td>\n",
       "      <td>Low income</td>\n",
       "      <td>IDA</td>\n",
       "      <td>Mogadishu</td>\n",
       "      <td>45.325</td>\n",
       "      <td>2.075</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SRB</th>\n",
       "      <td>RS</td>\n",
       "      <td>Serbia</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Europe &amp; Central Asia (excluding high income)</td>\n",
       "      <td>Upper middle income</td>\n",
       "      <td>IBRD</td>\n",
       "      <td>Belgrade</td>\n",
       "      <td>20.466</td>\n",
       "      <td>44.802</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SSA</th>\n",
       "      <td>ZF</td>\n",
       "      <td>Sub-Saharan Africa (excluding high income)</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SSD</th>\n",
       "      <td>SS</td>\n",
       "      <td>South Sudan</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Sub-Saharan Africa (excluding high income)</td>\n",
       "      <td>Low income</td>\n",
       "      <td>IDA</td>\n",
       "      <td>Juba</td>\n",
       "      <td>31.600</td>\n",
       "      <td>4.850</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SSF</th>\n",
       "      <td>ZG</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SST</th>\n",
       "      <td>S1</td>\n",
       "      <td>Small states</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>STP</th>\n",
       "      <td>ST</td>\n",
       "      <td>Sao Tome and Principe</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Sub-Saharan Africa (excluding high income)</td>\n",
       "      <td>Lower middle income</td>\n",
       "      <td>IDA</td>\n",
       "      <td>Sao Tome</td>\n",
       "      <td>6.607</td>\n",
       "      <td>0.206</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SUR</th>\n",
       "      <td>SR</td>\n",
       "      <td>Suriname</td>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Latin America &amp; Caribbean (excluding high income)</td>\n",
       "      <td>Upper middle income</td>\n",
       "      <td>IBRD</td>\n",
       "      <td>Paramaribo</td>\n",
       "      <td>-55.168</td>\n",
       "      <td>5.823</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SVK</th>\n",
       "      <td>SK</td>\n",
       "      <td>Slovak Republic</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td></td>\n",
       "      <td>High income</td>\n",
       "      <td>Not classified</td>\n",
       "      <td>Bratislava</td>\n",
       "      <td>17.107</td>\n",
       "      <td>48.148</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SVN</th>\n",
       "      <td>SI</td>\n",
       "      <td>Slovenia</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td></td>\n",
       "      <td>High income</td>\n",
       "      <td>Not classified</td>\n",
       "      <td>Ljubljana</td>\n",
       "      <td>14.504</td>\n",
       "      <td>46.055</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SWE</th>\n",
       "      <td>SE</td>\n",
       "      <td>Sweden</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td></td>\n",
       "      <td>High income</td>\n",
       "      <td>Not classified</td>\n",
       "      <td>Stockholm</td>\n",
       "      <td>18.064</td>\n",
       "      <td>59.333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SWZ</th>\n",
       "      <td>SZ</td>\n",
       "      <td>Eswatini</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Sub-Saharan Africa (excluding high income)</td>\n",
       "      <td>Lower middle income</td>\n",
       "      <td>IBRD</td>\n",
       "      <td>Mbabane</td>\n",
       "      <td>31.466</td>\n",
       "      <td>-26.523</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SXM</th>\n",
       "      <td>SX</td>\n",
       "      <td>Sint Maarten (Dutch part)</td>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td></td>\n",
       "      <td>High income</td>\n",
       "      <td>Not classified</td>\n",
       "      <td>Philipsburg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SXZ</th>\n",
       "      <td>A4</td>\n",
       "      <td>Sub-Saharan Africa excluding South Africa</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SYC</th>\n",
       "      <td>SC</td>\n",
       "      <td>Seychelles</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td></td>\n",
       "      <td>High income</td>\n",
       "      <td>IBRD</td>\n",
       "      <td>Victoria</td>\n",
       "      <td>55.447</td>\n",
       "      <td>-4.631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SYR</th>\n",
       "      <td>SY</td>\n",
       "      <td>Syrian Arab Republic</td>\n",
       "      <td>Middle East &amp; North Africa</td>\n",
       "      <td>Middle East &amp; North Africa (excluding high income)</td>\n",
       "      <td>Low income</td>\n",
       "      <td>IDA</td>\n",
       "      <td>Damascus</td>\n",
       "      <td>36.312</td>\n",
       "      <td>33.515</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TCA</th>\n",
       "      <td>TC</td>\n",
       "      <td>Turks and Caicos Islands</td>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td></td>\n",
       "      <td>High income</td>\n",
       "      <td>Not classified</td>\n",
       "      <td>Grand Turk</td>\n",
       "      <td>-71.141</td>\n",
       "      <td>21.460</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TCD</th>\n",
       "      <td>TD</td>\n",
       "      <td>Chad</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Sub-Saharan Africa (excluding high income)</td>\n",
       "      <td>Low income</td>\n",
       "      <td>IDA</td>\n",
       "      <td>N'Djamena</td>\n",
       "      <td>15.044</td>\n",
       "      <td>12.105</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TEA</th>\n",
       "      <td>T4</td>\n",
       "      <td>East Asia &amp; Pacific (IDA &amp; IBRD countries)</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TEC</th>\n",
       "      <td>T7</td>\n",
       "      <td>Europe &amp; Central Asia (IDA &amp; IBRD countries)</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TGO</th>\n",
       "      <td>TG</td>\n",
       "      <td>Togo</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Sub-Saharan Africa (excluding high income)</td>\n",
       "      <td>Low income</td>\n",
       "      <td>IDA</td>\n",
       "      <td>Lome</td>\n",
       "      <td>1.226</td>\n",
       "      <td>6.123</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>THA</th>\n",
       "      <td>TH</td>\n",
       "      <td>Thailand</td>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>East Asia &amp; Pacific (excluding high income)</td>\n",
       "      <td>Upper middle income</td>\n",
       "      <td>IBRD</td>\n",
       "      <td>Bangkok</td>\n",
       "      <td>100.521</td>\n",
       "      <td>13.731</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TJK</th>\n",
       "      <td>TJ</td>\n",
       "      <td>Tajikistan</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Europe &amp; Central Asia (excluding high income)</td>\n",
       "      <td>Low income</td>\n",
       "      <td>IDA</td>\n",
       "      <td>Dushanbe</td>\n",
       "      <td>68.786</td>\n",
       "      <td>38.588</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TKM</th>\n",
       "      <td>TM</td>\n",
       "      <td>Turkmenistan</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Europe &amp; Central Asia (excluding high income)</td>\n",
       "      <td>Upper middle income</td>\n",
       "      <td>IBRD</td>\n",
       "      <td>Ashgabat</td>\n",
       "      <td>58.379</td>\n",
       "      <td>37.951</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TLA</th>\n",
       "      <td>T2</td>\n",
       "      <td>Latin America &amp; the Caribbean (IDA &amp; IBRD countries)</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TLS</th>\n",
       "      <td>TL</td>\n",
       "      <td>Timor-Leste</td>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>East Asia &amp; Pacific (excluding high income)</td>\n",
       "      <td>Lower middle income</td>\n",
       "      <td>Blend</td>\n",
       "      <td>Dili</td>\n",
       "      <td>125.567</td>\n",
       "      <td>-8.567</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TMN</th>\n",
       "      <td>T3</td>\n",
       "      <td>Middle East &amp; North Africa (IDA &amp; IBRD countries)</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TON</th>\n",
       "      <td>TO</td>\n",
       "      <td>Tonga</td>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>East Asia &amp; Pacific (excluding high income)</td>\n",
       "      <td>Upper middle income</td>\n",
       "      <td>IDA</td>\n",
       "      <td>Nuku'alofa</td>\n",
       "      <td>-175.216</td>\n",
       "      <td>-21.136</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TSA</th>\n",
       "      <td>T5</td>\n",
       "      <td>South Asia (IDA &amp; IBRD)</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TSS</th>\n",
       "      <td>T6</td>\n",
       "      <td>Sub-Saharan Africa (IDA &amp; IBRD countries)</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TTO</th>\n",
       "      <td>TT</td>\n",
       "      <td>Trinidad and Tobago</td>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td></td>\n",
       "      <td>High income</td>\n",
       "      <td>IBRD</td>\n",
       "      <td>Port-of-Spain</td>\n",
       "      <td>-61.479</td>\n",
       "      <td>10.660</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TUN</th>\n",
       "      <td>TN</td>\n",
       "      <td>Tunisia</td>\n",
       "      <td>Middle East &amp; North Africa</td>\n",
       "      <td>Middle East &amp; North Africa (excluding high income)</td>\n",
       "      <td>Lower middle income</td>\n",
       "      <td>IBRD</td>\n",
       "      <td>Tunis</td>\n",
       "      <td>10.210</td>\n",
       "      <td>36.790</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TUR</th>\n",
       "      <td>TR</td>\n",
       "      <td>Turkey</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Europe &amp; Central Asia (excluding high income)</td>\n",
       "      <td>Upper middle income</td>\n",
       "      <td>IBRD</td>\n",
       "      <td>Ankara</td>\n",
       "      <td>32.361</td>\n",
       "      <td>39.715</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TUV</th>\n",
       "      <td>TV</td>\n",
       "      <td>Tuvalu</td>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>East Asia &amp; Pacific (excluding high income)</td>\n",
       "      <td>Upper middle income</td>\n",
       "      <td>IDA</td>\n",
       "      <td>Funafuti</td>\n",
       "      <td>179.090</td>\n",
       "      <td>-8.631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TWN</th>\n",
       "      <td>TW</td>\n",
       "      <td>Taiwan, China</td>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td></td>\n",
       "      <td>High income</td>\n",
       "      <td>Not classified</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TZA</th>\n",
       "      <td>TZ</td>\n",
       "      <td>Tanzania</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Sub-Saharan Africa (excluding high income)</td>\n",
       "      <td>Low income</td>\n",
       "      <td>IDA</td>\n",
       "      <td>Dodoma</td>\n",
       "      <td>35.738</td>\n",
       "      <td>-6.175</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>UGA</th>\n",
       "      <td>UG</td>\n",
       "      <td>Uganda</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Sub-Saharan Africa (excluding high income)</td>\n",
       "      <td>Low income</td>\n",
       "      <td>IDA</td>\n",
       "      <td>Kampala</td>\n",
       "      <td>32.573</td>\n",
       "      <td>0.314</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>UKR</th>\n",
       "      <td>UA</td>\n",
       "      <td>Ukraine</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Europe &amp; Central Asia (excluding high income)</td>\n",
       "      <td>Lower middle income</td>\n",
       "      <td>IBRD</td>\n",
       "      <td>Kiev</td>\n",
       "      <td>30.504</td>\n",
       "      <td>50.454</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>UMC</th>\n",
       "      <td>XT</td>\n",
       "      <td>Upper middle income</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>URY</th>\n",
       "      <td>UY</td>\n",
       "      <td>Uruguay</td>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td></td>\n",
       "      <td>High income</td>\n",
       "      <td>IBRD</td>\n",
       "      <td>Montevideo</td>\n",
       "      <td>-56.068</td>\n",
       "      <td>-34.894</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>USA</th>\n",
       "      <td>US</td>\n",
       "      <td>United States</td>\n",
       "      <td>North America</td>\n",
       "      <td></td>\n",
       "      <td>High income</td>\n",
       "      <td>Not classified</td>\n",
       "      <td>Washington D.C.</td>\n",
       "      <td>-77.032</td>\n",
       "      <td>38.889</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>UZB</th>\n",
       "      <td>UZ</td>\n",
       "      <td>Uzbekistan</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Europe &amp; Central Asia (excluding high income)</td>\n",
       "      <td>Lower middle income</td>\n",
       "      <td>Blend</td>\n",
       "      <td>Tashkent</td>\n",
       "      <td>69.269</td>\n",
       "      <td>41.305</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>VCT</th>\n",
       "      <td>VC</td>\n",
       "      <td>St. Vincent and the Grenadines</td>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Latin America &amp; Caribbean (excluding high income)</td>\n",
       "      <td>Upper middle income</td>\n",
       "      <td>Blend</td>\n",
       "      <td>Kingstown</td>\n",
       "      <td>-61.265</td>\n",
       "      <td>13.204</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>VEN</th>\n",
       "      <td>VE</td>\n",
       "      <td>Venezuela, RB</td>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>Latin America &amp; Caribbean (excluding high income)</td>\n",
       "      <td>Upper middle income</td>\n",
       "      <td>IBRD</td>\n",
       "      <td>Caracas</td>\n",
       "      <td>-69.837</td>\n",
       "      <td>9.082</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>VGB</th>\n",
       "      <td>VG</td>\n",
       "      <td>British Virgin Islands</td>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td></td>\n",
       "      <td>High income</td>\n",
       "      <td>Not classified</td>\n",
       "      <td>Road Town</td>\n",
       "      <td>-64.623</td>\n",
       "      <td>18.431</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>VIR</th>\n",
       "      <td>VI</td>\n",
       "      <td>Virgin Islands (U.S.)</td>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td></td>\n",
       "      <td>High income</td>\n",
       "      <td>Not classified</td>\n",
       "      <td>Charlotte Amalie</td>\n",
       "      <td>-64.896</td>\n",
       "      <td>18.336</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>VNM</th>\n",
       "      <td>VN</td>\n",
       "      <td>Vietnam</td>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>East Asia &amp; Pacific (excluding high income)</td>\n",
       "      <td>Lower middle income</td>\n",
       "      <td>IBRD</td>\n",
       "      <td>Hanoi</td>\n",
       "      <td>105.825</td>\n",
       "      <td>21.007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>VUT</th>\n",
       "      <td>VU</td>\n",
       "      <td>Vanuatu</td>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>East Asia &amp; Pacific (excluding high income)</td>\n",
       "      <td>Lower middle income</td>\n",
       "      <td>IDA</td>\n",
       "      <td>Port-Vila</td>\n",
       "      <td>168.321</td>\n",
       "      <td>-17.740</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WLD</th>\n",
       "      <td>1W</td>\n",
       "      <td>World</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WSM</th>\n",
       "      <td>WS</td>\n",
       "      <td>Samoa</td>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>East Asia &amp; Pacific (excluding high income)</td>\n",
       "      <td>Upper middle income</td>\n",
       "      <td>IDA</td>\n",
       "      <td>Apia</td>\n",
       "      <td>-171.752</td>\n",
       "      <td>-13.831</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>XKX</th>\n",
       "      <td>XK</td>\n",
       "      <td>Kosovo</td>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>Europe &amp; Central Asia (excluding high income)</td>\n",
       "      <td>Upper middle income</td>\n",
       "      <td>IDA</td>\n",
       "      <td>Pristina</td>\n",
       "      <td>20.926</td>\n",
       "      <td>42.565</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>XZN</th>\n",
       "      <td>A5</td>\n",
       "      <td>Sub-Saharan Africa excluding South Africa and Nigeria</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>Aggregates</td>\n",
       "      <td>Aggregates</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YEM</th>\n",
       "      <td>YE</td>\n",
       "      <td>Yemen, Rep.</td>\n",
       "      <td>Middle East &amp; North Africa</td>\n",
       "      <td>Middle East &amp; North Africa (excluding high income)</td>\n",
       "      <td>Low income</td>\n",
       "      <td>IDA</td>\n",
       "      <td>Sana'a</td>\n",
       "      <td>44.208</td>\n",
       "      <td>15.352</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZAF</th>\n",
       "      <td>ZA</td>\n",
       "      <td>South Africa</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Sub-Saharan Africa (excluding high income)</td>\n",
       "      <td>Upper middle income</td>\n",
       "      <td>IBRD</td>\n",
       "      <td>Pretoria</td>\n",
       "      <td>28.187</td>\n",
       "      <td>-25.746</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZMB</th>\n",
       "      <td>ZM</td>\n",
       "      <td>Zambia</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Sub-Saharan Africa (excluding high income)</td>\n",
       "      <td>Lower middle income</td>\n",
       "      <td>IDA</td>\n",
       "      <td>Lusaka</td>\n",
       "      <td>28.294</td>\n",
       "      <td>-15.398</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZWE</th>\n",
       "      <td>ZW</td>\n",
       "      <td>Zimbabwe</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Sub-Saharan Africa (excluding high income)</td>\n",
       "      <td>Lower middle income</td>\n",
       "      <td>Blend</td>\n",
       "      <td>Harare</td>\n",
       "      <td>31.067</td>\n",
       "      <td>-17.831</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>304 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    iso2Code  \\\n",
       "id             \n",
       "ABW       AW   \n",
       "AFG       AF   \n",
       "AFR       A9   \n",
       "AGO       AO   \n",
       "ALB       AL   \n",
       "AND       AD   \n",
       "ANR       L5   \n",
       "ARB       1A   \n",
       "ARE       AE   \n",
       "ARG       AR   \n",
       "ARM       AM   \n",
       "ASM       AS   \n",
       "ATG       AG   \n",
       "AUS       AU   \n",
       "AUT       AT   \n",
       "AZE       AZ   \n",
       "BDI       BI   \n",
       "BEA       B4   \n",
       "BEC       B7   \n",
       "BEL       BE   \n",
       "BEN       BJ   \n",
       "BFA       BF   \n",
       "BGD       BD   \n",
       "BGR       BG   \n",
       "BHI       B1   \n",
       "BHR       BH   \n",
       "BHS       BS   \n",
       "BIH       BA   \n",
       "BLA       B2   \n",
       "BLR       BY   \n",
       "BLZ       BZ   \n",
       "BMN       B3   \n",
       "BMU       BM   \n",
       "BOL       BO   \n",
       "BRA       BR   \n",
       "BRB       BB   \n",
       "BRN       BN   \n",
       "BSS       B6   \n",
       "BTN       BT   \n",
       "BWA       BW   \n",
       "CAA       C9   \n",
       "CAF       CF   \n",
       "CAN       CA   \n",
       "CEA       C4   \n",
       "CEB       B8   \n",
       "CEU       C5   \n",
       "CHE       CH   \n",
       "CHI       JG   \n",
       "CHL       CL   \n",
       "CHN       CN   \n",
       "CIV       CI   \n",
       "CLA       C6   \n",
       "CME       C7   \n",
       "CMR       CM   \n",
       "COD       CD   \n",
       "COG       CG   \n",
       "COL       CO   \n",
       "COM       KM   \n",
       "CPV       CV   \n",
       "CRI       CR   \n",
       "CSA       C8   \n",
       "CSS       S3   \n",
       "CUB       CU   \n",
       "CUW       CW   \n",
       "CYM       KY   \n",
       "CYP       CY   \n",
       "CZE       CZ   \n",
       "DEA       D4   \n",
       "DEC       D7   \n",
       "DEU       DE   \n",
       "DFS       D8   \n",
       "DJI       DJ   \n",
       "DLA       D2   \n",
       "DMA       DM   \n",
       "DMN       D3   \n",
       "DNF       D9   \n",
       "DNK       DK   \n",
       "DNS       N6   \n",
       "DOM       DO   \n",
       "DSA       D5   \n",
       "DSF       F6   \n",
       "DSS       D6   \n",
       "DXS       6D   \n",
       "DZA       DZ   \n",
       "EAP       4E   \n",
       "EAR       V2   \n",
       "EAS       Z4   \n",
       "ECA       7E   \n",
       "ECS       Z7   \n",
       "ECU       EC   \n",
       "EGY       EG   \n",
       "EMU       XC   \n",
       "ERI       ER   \n",
       "ESP       ES   \n",
       "EST       EE   \n",
       "ETH       ET   \n",
       "EUU       EU   \n",
       "FCS       F1   \n",
       "FIN       FI   \n",
       "FJI       FJ   \n",
       "..       ...   \n",
       "NIC       NI   \n",
       "NLD       NL   \n",
       "NLS       6L   \n",
       "NOR       NO   \n",
       "NPL       NP   \n",
       "NRS       6X   \n",
       "NRU       NR   \n",
       "NXS       6N   \n",
       "NZL       NZ   \n",
       "OED       OE   \n",
       "OMN       OM   \n",
       "OSS       S4   \n",
       "PAK       PK   \n",
       "PAN       PA   \n",
       "PER       PE   \n",
       "PHL       PH   \n",
       "PLW       PW   \n",
       "PNG       PG   \n",
       "POL       PL   \n",
       "PRE       V1   \n",
       "PRI       PR   \n",
       "PRK       KP   \n",
       "PRT       PT   \n",
       "PRY       PY   \n",
       "PSE       PS   \n",
       "PSS       S2   \n",
       "PST       V4   \n",
       "PYF       PF   \n",
       "QAT       QA   \n",
       "ROU       RO   \n",
       "RRS       R6   \n",
       "RSO       O6   \n",
       "RUS       RU   \n",
       "RWA       RW   \n",
       "SAS       8S   \n",
       "SAU       SA   \n",
       "SCE       L7   \n",
       "SDN       SD   \n",
       "SEN       SN   \n",
       "SGP       SG   \n",
       "SLB       SB   \n",
       "SLE       SL   \n",
       "SLV       SV   \n",
       "SMR       SM   \n",
       "SOM       SO   \n",
       "SRB       RS   \n",
       "SSA       ZF   \n",
       "SSD       SS   \n",
       "SSF       ZG   \n",
       "SST       S1   \n",
       "STP       ST   \n",
       "SUR       SR   \n",
       "SVK       SK   \n",
       "SVN       SI   \n",
       "SWE       SE   \n",
       "SWZ       SZ   \n",
       "SXM       SX   \n",
       "SXZ       A4   \n",
       "SYC       SC   \n",
       "SYR       SY   \n",
       "TCA       TC   \n",
       "TCD       TD   \n",
       "TEA       T4   \n",
       "TEC       T7   \n",
       "TGO       TG   \n",
       "THA       TH   \n",
       "TJK       TJ   \n",
       "TKM       TM   \n",
       "TLA       T2   \n",
       "TLS       TL   \n",
       "TMN       T3   \n",
       "TON       TO   \n",
       "TSA       T5   \n",
       "TSS       T6   \n",
       "TTO       TT   \n",
       "TUN       TN   \n",
       "TUR       TR   \n",
       "TUV       TV   \n",
       "TWN       TW   \n",
       "TZA       TZ   \n",
       "UGA       UG   \n",
       "UKR       UA   \n",
       "UMC       XT   \n",
       "URY       UY   \n",
       "USA       US   \n",
       "UZB       UZ   \n",
       "VCT       VC   \n",
       "VEN       VE   \n",
       "VGB       VG   \n",
       "VIR       VI   \n",
       "VNM       VN   \n",
       "VUT       VU   \n",
       "WLD       1W   \n",
       "WSM       WS   \n",
       "XKX       XK   \n",
       "XZN       A5   \n",
       "YEM       YE   \n",
       "ZAF       ZA   \n",
       "ZMB       ZM   \n",
       "ZWE       ZW   \n",
       "\n",
       "                                                                                 name  \\\n",
       "id                                                                                      \n",
       "ABW                                                                             Aruba   \n",
       "AFG                                                                       Afghanistan   \n",
       "AFR                                                                            Africa   \n",
       "AGO                                                                            Angola   \n",
       "ALB                                                                           Albania   \n",
       "AND                                                                           Andorra   \n",
       "ANR                                                                     Andean Region   \n",
       "ARB                                                                        Arab World   \n",
       "ARE                                                              United Arab Emirates   \n",
       "ARG                                                                         Argentina   \n",
       "ARM                                                                           Armenia   \n",
       "ASM                                                                    American Samoa   \n",
       "ATG                                                               Antigua and Barbuda   \n",
       "AUS                                                                         Australia   \n",
       "AUT                                                                           Austria   \n",
       "AZE                                                                        Azerbaijan   \n",
       "BDI                                                                           Burundi   \n",
       "BEA                                         East Asia & Pacific (IBRD-only countries)   \n",
       "BEC                                       Europe & Central Asia (IBRD-only countries)   \n",
       "BEL                                                                           Belgium   \n",
       "BEN                                                                             Benin   \n",
       "BFA                                                                      Burkina Faso   \n",
       "BGD                                                                        Bangladesh   \n",
       "BGR                                                                          Bulgaria   \n",
       "BHI                                          IBRD countries classified as high income   \n",
       "BHR                                                                           Bahrain   \n",
       "BHS                                                                      Bahamas, The   \n",
       "BIH                                                            Bosnia and Herzegovina   \n",
       "BLA                               Latin America & the Caribbean (IBRD-only countries)   \n",
       "BLR                                                                           Belarus   \n",
       "BLZ                                                                            Belize   \n",
       "BMN                                  Middle East & North Africa (IBRD-only countries)   \n",
       "BMU                                                                           Bermuda   \n",
       "BOL                                                                           Bolivia   \n",
       "BRA                                                                            Brazil   \n",
       "BRB                                                                          Barbados   \n",
       "BRN                                                                 Brunei Darussalam   \n",
       "BSS                                          Sub-Saharan Africa (IBRD-only countries)   \n",
       "BTN                                                                            Bhutan   \n",
       "BWA                                                                          Botswana   \n",
       "CAA                                           Sub-Saharan Africa (IFC classification)   \n",
       "CAF                                                          Central African Republic   \n",
       "CAN                                                                            Canada   \n",
       "CEA                                    East Asia and the Pacific (IFC classification)   \n",
       "CEB                                                    Central Europe and the Baltics   \n",
       "CEU                                      Europe and Central Asia (IFC classification)   \n",
       "CHE                                                                       Switzerland   \n",
       "CHI                                                                   Channel Islands   \n",
       "CHL                                                                             Chile   \n",
       "CHN                                                                             China   \n",
       "CIV                                                                     Cote d'Ivoire   \n",
       "CLA                              Latin America and the Caribbean (IFC classification)   \n",
       "CME                                 Middle East and North Africa (IFC classification)   \n",
       "CMR                                                                          Cameroon   \n",
       "COD                                                                  Congo, Dem. Rep.   \n",
       "COG                                                                       Congo, Rep.   \n",
       "COL                                                                          Colombia   \n",
       "COM                                                                           Comoros   \n",
       "CPV                                                                        Cabo Verde   \n",
       "CRI                                                                        Costa Rica   \n",
       "CSA                                                   South Asia (IFC classification)   \n",
       "CSS                                                            Caribbean small states   \n",
       "CUB                                                                              Cuba   \n",
       "CUW                                                                           Curacao   \n",
       "CYM                                                                    Cayman Islands   \n",
       "CYP                                                                            Cyprus   \n",
       "CZE                                                                    Czech Republic   \n",
       "DEA                                      East Asia & Pacific (IDA-eligible countries)   \n",
       "DEC                                    Europe & Central Asia (IDA-eligible countries)   \n",
       "DEU                                                                           Germany   \n",
       "DFS                                    IDA countries classified as Fragile Situations   \n",
       "DJI                                                                          Djibouti   \n",
       "DLA                            Latin America & the Caribbean (IDA-eligible countries)   \n",
       "DMA                                                                          Dominica   \n",
       "DMN                               Middle East & North Africa (IDA-eligible countries)   \n",
       "DNF                                IDA countries not classified as Fragile Situations   \n",
       "DNK                                                                           Denmark   \n",
       "DNS         IDA countries in Sub-Saharan Africa not classified as fragile situations    \n",
       "DOM                                                                Dominican Republic   \n",
       "DSA                                               South Asia (IDA-eligible countries)   \n",
       "DSF             IDA countries in Sub-Saharan Africa classified as fragile situations    \n",
       "DSS                                       Sub-Saharan Africa (IDA-eligible countries)   \n",
       "DXS                                           IDA total, excluding Sub-Saharan Africa   \n",
       "DZA                                                                           Algeria   \n",
       "EAP                                       East Asia & Pacific (excluding high income)   \n",
       "EAR                                                        Early-demographic dividend   \n",
       "EAS                                                               East Asia & Pacific   \n",
       "ECA                                     Europe & Central Asia (excluding high income)   \n",
       "ECS                                                             Europe & Central Asia   \n",
       "ECU                                                                           Ecuador   \n",
       "EGY                                                                  Egypt, Arab Rep.   \n",
       "EMU                                                                         Euro area   \n",
       "ERI                                                                           Eritrea   \n",
       "ESP                                                                             Spain   \n",
       "EST                                                                           Estonia   \n",
       "ETH                                                                          Ethiopia   \n",
       "EUU                                                                    European Union   \n",
       "FCS                                          Fragile and conflict affected situations   \n",
       "FIN                                                                           Finland   \n",
       "FJI                                                                              Fiji   \n",
       "..                                                                                ...   \n",
       "NIC                                                                         Nicaragua   \n",
       "NLD                                                                       Netherlands   \n",
       "NLS               Non-resource rich Sub-Saharan Africa countries, of which landlocked   \n",
       "NOR                                                                            Norway   \n",
       "NPL                                                                             Nepal   \n",
       "NRS                                    Non-resource rich Sub-Saharan Africa countries   \n",
       "NRU                                                                             Nauru   \n",
       "NXS  IDA countries not classified as fragile situations, excluding Sub-Saharan Africa   \n",
       "NZL                                                                       New Zealand   \n",
       "OED                                                                      OECD members   \n",
       "OMN                                                                              Oman   \n",
       "OSS                                                                Other small states   \n",
       "PAK                                                                          Pakistan   \n",
       "PAN                                                                            Panama   \n",
       "PER                                                                              Peru   \n",
       "PHL                                                                       Philippines   \n",
       "PLW                                                                             Palau   \n",
       "PNG                                                                  Papua New Guinea   \n",
       "POL                                                                            Poland   \n",
       "PRE                                                          Pre-demographic dividend   \n",
       "PRI                                                                       Puerto Rico   \n",
       "PRK                                                         Korea, Dem. People’s Rep.   \n",
       "PRT                                                                          Portugal   \n",
       "PRY                                                                          Paraguay   \n",
       "PSE                                                                West Bank and Gaza   \n",
       "PSS                                                       Pacific island small states   \n",
       "PST                                                         Post-demographic dividend   \n",
       "PYF                                                                  French Polynesia   \n",
       "QAT                                                                             Qatar   \n",
       "ROU                                                                           Romania   \n",
       "RRS                                        Resource rich Sub-Saharan Africa countries   \n",
       "RSO                Resource rich Sub-Saharan Africa countries, of which oil exporters   \n",
       "RUS                                                                Russian Federation   \n",
       "RWA                                                                            Rwanda   \n",
       "SAS                                                                        South Asia   \n",
       "SAU                                                                      Saudi Arabia   \n",
       "SCE                                                                     Southern Cone   \n",
       "SDN                                                                             Sudan   \n",
       "SEN                                                                           Senegal   \n",
       "SGP                                                                         Singapore   \n",
       "SLB                                                                   Solomon Islands   \n",
       "SLE                                                                      Sierra Leone   \n",
       "SLV                                                                       El Salvador   \n",
       "SMR                                                                        San Marino   \n",
       "SOM                                                                           Somalia   \n",
       "SRB                                                                            Serbia   \n",
       "SSA                                        Sub-Saharan Africa (excluding high income)   \n",
       "SSD                                                                       South Sudan   \n",
       "SSF                                                               Sub-Saharan Africa    \n",
       "SST                                                                      Small states   \n",
       "STP                                                             Sao Tome and Principe   \n",
       "SUR                                                                          Suriname   \n",
       "SVK                                                                   Slovak Republic   \n",
       "SVN                                                                          Slovenia   \n",
       "SWE                                                                            Sweden   \n",
       "SWZ                                                                          Eswatini   \n",
       "SXM                                                         Sint Maarten (Dutch part)   \n",
       "SXZ                                         Sub-Saharan Africa excluding South Africa   \n",
       "SYC                                                                        Seychelles   \n",
       "SYR                                                              Syrian Arab Republic   \n",
       "TCA                                                          Turks and Caicos Islands   \n",
       "TCD                                                                              Chad   \n",
       "TEA                                        East Asia & Pacific (IDA & IBRD countries)   \n",
       "TEC                                      Europe & Central Asia (IDA & IBRD countries)   \n",
       "TGO                                                                              Togo   \n",
       "THA                                                                          Thailand   \n",
       "TJK                                                                        Tajikistan   \n",
       "TKM                                                                      Turkmenistan   \n",
       "TLA                              Latin America & the Caribbean (IDA & IBRD countries)   \n",
       "TLS                                                                       Timor-Leste   \n",
       "TMN                                 Middle East & North Africa (IDA & IBRD countries)   \n",
       "TON                                                                             Tonga   \n",
       "TSA                                                           South Asia (IDA & IBRD)   \n",
       "TSS                                         Sub-Saharan Africa (IDA & IBRD countries)   \n",
       "TTO                                                               Trinidad and Tobago   \n",
       "TUN                                                                           Tunisia   \n",
       "TUR                                                                            Turkey   \n",
       "TUV                                                                            Tuvalu   \n",
       "TWN                                                                     Taiwan, China   \n",
       "TZA                                                                          Tanzania   \n",
       "UGA                                                                            Uganda   \n",
       "UKR                                                                           Ukraine   \n",
       "UMC                                                               Upper middle income   \n",
       "URY                                                                           Uruguay   \n",
       "USA                                                                     United States   \n",
       "UZB                                                                        Uzbekistan   \n",
       "VCT                                                    St. Vincent and the Grenadines   \n",
       "VEN                                                                     Venezuela, RB   \n",
       "VGB                                                            British Virgin Islands   \n",
       "VIR                                                             Virgin Islands (U.S.)   \n",
       "VNM                                                                           Vietnam   \n",
       "VUT                                                                           Vanuatu   \n",
       "WLD                                                                             World   \n",
       "WSM                                                                             Samoa   \n",
       "XKX                                                                            Kosovo   \n",
       "XZN                             Sub-Saharan Africa excluding South Africa and Nigeria   \n",
       "YEM                                                                       Yemen, Rep.   \n",
       "ZAF                                                                      South Africa   \n",
       "ZMB                                                                            Zambia   \n",
       "ZWE                                                                          Zimbabwe   \n",
       "\n",
       "                         region  \\\n",
       "id                                \n",
       "ABW  Latin America & Caribbean    \n",
       "AFG                  South Asia   \n",
       "AFR                  Aggregates   \n",
       "AGO         Sub-Saharan Africa    \n",
       "ALB       Europe & Central Asia   \n",
       "AND       Europe & Central Asia   \n",
       "ANR                  Aggregates   \n",
       "ARB                  Aggregates   \n",
       "ARE  Middle East & North Africa   \n",
       "ARG  Latin America & Caribbean    \n",
       "ARM       Europe & Central Asia   \n",
       "ASM         East Asia & Pacific   \n",
       "ATG  Latin America & Caribbean    \n",
       "AUS         East Asia & Pacific   \n",
       "AUT       Europe & Central Asia   \n",
       "AZE       Europe & Central Asia   \n",
       "BDI         Sub-Saharan Africa    \n",
       "BEA                  Aggregates   \n",
       "BEC                  Aggregates   \n",
       "BEL       Europe & Central Asia   \n",
       "BEN         Sub-Saharan Africa    \n",
       "BFA         Sub-Saharan Africa    \n",
       "BGD                  South Asia   \n",
       "BGR       Europe & Central Asia   \n",
       "BHI                  Aggregates   \n",
       "BHR  Middle East & North Africa   \n",
       "BHS  Latin America & Caribbean    \n",
       "BIH       Europe & Central Asia   \n",
       "BLA                  Aggregates   \n",
       "BLR       Europe & Central Asia   \n",
       "BLZ  Latin America & Caribbean    \n",
       "BMN                  Aggregates   \n",
       "BMU               North America   \n",
       "BOL  Latin America & Caribbean    \n",
       "BRA  Latin America & Caribbean    \n",
       "BRB  Latin America & Caribbean    \n",
       "BRN         East Asia & Pacific   \n",
       "BSS                  Aggregates   \n",
       "BTN                  South Asia   \n",
       "BWA         Sub-Saharan Africa    \n",
       "CAA                  Aggregates   \n",
       "CAF         Sub-Saharan Africa    \n",
       "CAN               North America   \n",
       "CEA                  Aggregates   \n",
       "CEB                  Aggregates   \n",
       "CEU                  Aggregates   \n",
       "CHE       Europe & Central Asia   \n",
       "CHI       Europe & Central Asia   \n",
       "CHL  Latin America & Caribbean    \n",
       "CHN         East Asia & Pacific   \n",
       "CIV         Sub-Saharan Africa    \n",
       "CLA                  Aggregates   \n",
       "CME                  Aggregates   \n",
       "CMR         Sub-Saharan Africa    \n",
       "COD         Sub-Saharan Africa    \n",
       "COG         Sub-Saharan Africa    \n",
       "COL  Latin America & Caribbean    \n",
       "COM         Sub-Saharan Africa    \n",
       "CPV         Sub-Saharan Africa    \n",
       "CRI  Latin America & Caribbean    \n",
       "CSA                  Aggregates   \n",
       "CSS                  Aggregates   \n",
       "CUB  Latin America & Caribbean    \n",
       "CUW  Latin America & Caribbean    \n",
       "CYM  Latin America & Caribbean    \n",
       "CYP       Europe & Central Asia   \n",
       "CZE       Europe & Central Asia   \n",
       "DEA                  Aggregates   \n",
       "DEC                  Aggregates   \n",
       "DEU       Europe & Central Asia   \n",
       "DFS                  Aggregates   \n",
       "DJI  Middle East & North Africa   \n",
       "DLA                  Aggregates   \n",
       "DMA  Latin America & Caribbean    \n",
       "DMN                  Aggregates   \n",
       "DNF                  Aggregates   \n",
       "DNK       Europe & Central Asia   \n",
       "DNS                  Aggregates   \n",
       "DOM  Latin America & Caribbean    \n",
       "DSA                  Aggregates   \n",
       "DSF                  Aggregates   \n",
       "DSS                  Aggregates   \n",
       "DXS                  Aggregates   \n",
       "DZA  Middle East & North Africa   \n",
       "EAP                  Aggregates   \n",
       "EAR                  Aggregates   \n",
       "EAS                  Aggregates   \n",
       "ECA                  Aggregates   \n",
       "ECS                  Aggregates   \n",
       "ECU  Latin America & Caribbean    \n",
       "EGY  Middle East & North Africa   \n",
       "EMU                  Aggregates   \n",
       "ERI         Sub-Saharan Africa    \n",
       "ESP       Europe & Central Asia   \n",
       "EST       Europe & Central Asia   \n",
       "ETH         Sub-Saharan Africa    \n",
       "EUU                  Aggregates   \n",
       "FCS                  Aggregates   \n",
       "FIN       Europe & Central Asia   \n",
       "FJI         East Asia & Pacific   \n",
       "..                          ...   \n",
       "NIC  Latin America & Caribbean    \n",
       "NLD       Europe & Central Asia   \n",
       "NLS                  Aggregates   \n",
       "NOR       Europe & Central Asia   \n",
       "NPL                  South Asia   \n",
       "NRS                  Aggregates   \n",
       "NRU         East Asia & Pacific   \n",
       "NXS                  Aggregates   \n",
       "NZL         East Asia & Pacific   \n",
       "OED                  Aggregates   \n",
       "OMN  Middle East & North Africa   \n",
       "OSS                  Aggregates   \n",
       "PAK                  South Asia   \n",
       "PAN  Latin America & Caribbean    \n",
       "PER  Latin America & Caribbean    \n",
       "PHL         East Asia & Pacific   \n",
       "PLW         East Asia & Pacific   \n",
       "PNG         East Asia & Pacific   \n",
       "POL       Europe & Central Asia   \n",
       "PRE                  Aggregates   \n",
       "PRI  Latin America & Caribbean    \n",
       "PRK         East Asia & Pacific   \n",
       "PRT       Europe & Central Asia   \n",
       "PRY  Latin America & Caribbean    \n",
       "PSE  Middle East & North Africa   \n",
       "PSS                  Aggregates   \n",
       "PST                  Aggregates   \n",
       "PYF         East Asia & Pacific   \n",
       "QAT  Middle East & North Africa   \n",
       "ROU       Europe & Central Asia   \n",
       "RRS                  Aggregates   \n",
       "RSO                  Aggregates   \n",
       "RUS       Europe & Central Asia   \n",
       "RWA         Sub-Saharan Africa    \n",
       "SAS                  Aggregates   \n",
       "SAU  Middle East & North Africa   \n",
       "SCE                  Aggregates   \n",
       "SDN         Sub-Saharan Africa    \n",
       "SEN         Sub-Saharan Africa    \n",
       "SGP         East Asia & Pacific   \n",
       "SLB         East Asia & Pacific   \n",
       "SLE         Sub-Saharan Africa    \n",
       "SLV  Latin America & Caribbean    \n",
       "SMR       Europe & Central Asia   \n",
       "SOM         Sub-Saharan Africa    \n",
       "SRB       Europe & Central Asia   \n",
       "SSA                  Aggregates   \n",
       "SSD         Sub-Saharan Africa    \n",
       "SSF                  Aggregates   \n",
       "SST                  Aggregates   \n",
       "STP         Sub-Saharan Africa    \n",
       "SUR  Latin America & Caribbean    \n",
       "SVK       Europe & Central Asia   \n",
       "SVN       Europe & Central Asia   \n",
       "SWE       Europe & Central Asia   \n",
       "SWZ         Sub-Saharan Africa    \n",
       "SXM  Latin America & Caribbean    \n",
       "SXZ                  Aggregates   \n",
       "SYC         Sub-Saharan Africa    \n",
       "SYR  Middle East & North Africa   \n",
       "TCA  Latin America & Caribbean    \n",
       "TCD         Sub-Saharan Africa    \n",
       "TEA                  Aggregates   \n",
       "TEC                  Aggregates   \n",
       "TGO         Sub-Saharan Africa    \n",
       "THA         East Asia & Pacific   \n",
       "TJK       Europe & Central Asia   \n",
       "TKM       Europe & Central Asia   \n",
       "TLA                  Aggregates   \n",
       "TLS         East Asia & Pacific   \n",
       "TMN                  Aggregates   \n",
       "TON         East Asia & Pacific   \n",
       "TSA                  Aggregates   \n",
       "TSS                  Aggregates   \n",
       "TTO  Latin America & Caribbean    \n",
       "TUN  Middle East & North Africa   \n",
       "TUR       Europe & Central Asia   \n",
       "TUV         East Asia & Pacific   \n",
       "TWN         East Asia & Pacific   \n",
       "TZA         Sub-Saharan Africa    \n",
       "UGA         Sub-Saharan Africa    \n",
       "UKR       Europe & Central Asia   \n",
       "UMC                  Aggregates   \n",
       "URY  Latin America & Caribbean    \n",
       "USA               North America   \n",
       "UZB       Europe & Central Asia   \n",
       "VCT  Latin America & Caribbean    \n",
       "VEN  Latin America & Caribbean    \n",
       "VGB  Latin America & Caribbean    \n",
       "VIR  Latin America & Caribbean    \n",
       "VNM         East Asia & Pacific   \n",
       "VUT         East Asia & Pacific   \n",
       "WLD                  Aggregates   \n",
       "WSM         East Asia & Pacific   \n",
       "XKX       Europe & Central Asia   \n",
       "XZN                  Aggregates   \n",
       "YEM  Middle East & North Africa   \n",
       "ZAF         Sub-Saharan Africa    \n",
       "ZMB         Sub-Saharan Africa    \n",
       "ZWE         Sub-Saharan Africa    \n",
       "\n",
       "                                            adminregion          incomeLevel  \\\n",
       "id                                                                             \n",
       "ABW                                                              High income   \n",
       "AFG                                          South Asia           Low income   \n",
       "AFR                                                               Aggregates   \n",
       "AGO          Sub-Saharan Africa (excluding high income)  Lower middle income   \n",
       "ALB       Europe & Central Asia (excluding high income)  Upper middle income   \n",
       "AND                                                              High income   \n",
       "ANR                                                               Aggregates   \n",
       "ARB                                                               Aggregates   \n",
       "ARE                                                              High income   \n",
       "ARG   Latin America & Caribbean (excluding high income)  Upper middle income   \n",
       "ARM       Europe & Central Asia (excluding high income)  Upper middle income   \n",
       "ASM         East Asia & Pacific (excluding high income)  Upper middle income   \n",
       "ATG                                                              High income   \n",
       "AUS                                                              High income   \n",
       "AUT                                                              High income   \n",
       "AZE       Europe & Central Asia (excluding high income)  Upper middle income   \n",
       "BDI          Sub-Saharan Africa (excluding high income)           Low income   \n",
       "BEA                                                               Aggregates   \n",
       "BEC                                                               Aggregates   \n",
       "BEL                                                              High income   \n",
       "BEN          Sub-Saharan Africa (excluding high income)           Low income   \n",
       "BFA          Sub-Saharan Africa (excluding high income)           Low income   \n",
       "BGD                                          South Asia  Lower middle income   \n",
       "BGR       Europe & Central Asia (excluding high income)  Upper middle income   \n",
       "BHI                                                               Aggregates   \n",
       "BHR                                                              High income   \n",
       "BHS                                                              High income   \n",
       "BIH       Europe & Central Asia (excluding high income)  Upper middle income   \n",
       "BLA                                                               Aggregates   \n",
       "BLR       Europe & Central Asia (excluding high income)  Upper middle income   \n",
       "BLZ   Latin America & Caribbean (excluding high income)  Upper middle income   \n",
       "BMN                                                               Aggregates   \n",
       "BMU                                                              High income   \n",
       "BOL   Latin America & Caribbean (excluding high income)  Lower middle income   \n",
       "BRA   Latin America & Caribbean (excluding high income)  Upper middle income   \n",
       "BRB                                                              High income   \n",
       "BRN                                                              High income   \n",
       "BSS                                                               Aggregates   \n",
       "BTN                                          South Asia  Lower middle income   \n",
       "BWA          Sub-Saharan Africa (excluding high income)  Upper middle income   \n",
       "CAA                                                               Aggregates   \n",
       "CAF          Sub-Saharan Africa (excluding high income)           Low income   \n",
       "CAN                                                              High income   \n",
       "CEA                                                               Aggregates   \n",
       "CEB                                                               Aggregates   \n",
       "CEU                                                               Aggregates   \n",
       "CHE                                                              High income   \n",
       "CHI                                                              High income   \n",
       "CHL                                                              High income   \n",
       "CHN         East Asia & Pacific (excluding high income)  Upper middle income   \n",
       "CIV          Sub-Saharan Africa (excluding high income)  Lower middle income   \n",
       "CLA                                                               Aggregates   \n",
       "CME                                                               Aggregates   \n",
       "CMR          Sub-Saharan Africa (excluding high income)  Lower middle income   \n",
       "COD          Sub-Saharan Africa (excluding high income)           Low income   \n",
       "COG          Sub-Saharan Africa (excluding high income)  Lower middle income   \n",
       "COL   Latin America & Caribbean (excluding high income)  Upper middle income   \n",
       "COM          Sub-Saharan Africa (excluding high income)  Lower middle income   \n",
       "CPV          Sub-Saharan Africa (excluding high income)  Lower middle income   \n",
       "CRI   Latin America & Caribbean (excluding high income)  Upper middle income   \n",
       "CSA                                                               Aggregates   \n",
       "CSS                                                               Aggregates   \n",
       "CUB   Latin America & Caribbean (excluding high income)  Upper middle income   \n",
       "CUW                                                              High income   \n",
       "CYM                                                              High income   \n",
       "CYP                                                              High income   \n",
       "CZE                                                              High income   \n",
       "DEA                                                               Aggregates   \n",
       "DEC                                                               Aggregates   \n",
       "DEU                                                              High income   \n",
       "DFS                                                               Aggregates   \n",
       "DJI  Middle East & North Africa (excluding high income)  Lower middle income   \n",
       "DLA                                                               Aggregates   \n",
       "DMA   Latin America & Caribbean (excluding high income)  Upper middle income   \n",
       "DMN                                                               Aggregates   \n",
       "DNF                                                               Aggregates   \n",
       "DNK                                                              High income   \n",
       "DNS                                                               Aggregates   \n",
       "DOM   Latin America & Caribbean (excluding high income)  Upper middle income   \n",
       "DSA                                                               Aggregates   \n",
       "DSF                                                               Aggregates   \n",
       "DSS                                                               Aggregates   \n",
       "DXS                                                               Aggregates   \n",
       "DZA  Middle East & North Africa (excluding high income)  Upper middle income   \n",
       "EAP                                                               Aggregates   \n",
       "EAR                                                               Aggregates   \n",
       "EAS                                                               Aggregates   \n",
       "ECA                                                               Aggregates   \n",
       "ECS                                                               Aggregates   \n",
       "ECU   Latin America & Caribbean (excluding high income)  Upper middle income   \n",
       "EGY  Middle East & North Africa (excluding high income)  Lower middle income   \n",
       "EMU                                                               Aggregates   \n",
       "ERI          Sub-Saharan Africa (excluding high income)           Low income   \n",
       "ESP                                                              High income   \n",
       "EST                                                              High income   \n",
       "ETH          Sub-Saharan Africa (excluding high income)           Low income   \n",
       "EUU                                                               Aggregates   \n",
       "FCS                                                               Aggregates   \n",
       "FIN                                                              High income   \n",
       "FJI         East Asia & Pacific (excluding high income)  Upper middle income   \n",
       "..                                                  ...                  ...   \n",
       "NIC   Latin America & Caribbean (excluding high income)  Lower middle income   \n",
       "NLD                                                              High income   \n",
       "NLS                                                               Aggregates   \n",
       "NOR                                                              High income   \n",
       "NPL                                          South Asia           Low income   \n",
       "NRS                                                               Aggregates   \n",
       "NRU         East Asia & Pacific (excluding high income)  Upper middle income   \n",
       "NXS                                                               Aggregates   \n",
       "NZL                                                              High income   \n",
       "OED                                                               Aggregates   \n",
       "OMN                                                              High income   \n",
       "OSS                                                               Aggregates   \n",
       "PAK                                          South Asia  Lower middle income   \n",
       "PAN                                                              High income   \n",
       "PER   Latin America & Caribbean (excluding high income)  Upper middle income   \n",
       "PHL         East Asia & Pacific (excluding high income)  Lower middle income   \n",
       "PLW                                                              High income   \n",
       "PNG         East Asia & Pacific (excluding high income)  Lower middle income   \n",
       "POL                                                              High income   \n",
       "PRE                                                               Aggregates   \n",
       "PRI                                                              High income   \n",
       "PRK         East Asia & Pacific (excluding high income)           Low income   \n",
       "PRT                                                              High income   \n",
       "PRY   Latin America & Caribbean (excluding high income)  Upper middle income   \n",
       "PSE  Middle East & North Africa (excluding high income)  Lower middle income   \n",
       "PSS                                                               Aggregates   \n",
       "PST                                                               Aggregates   \n",
       "PYF                                                              High income   \n",
       "QAT                                                              High income   \n",
       "ROU       Europe & Central Asia (excluding high income)  Upper middle income   \n",
       "RRS                                                               Aggregates   \n",
       "RSO                                                               Aggregates   \n",
       "RUS       Europe & Central Asia (excluding high income)  Upper middle income   \n",
       "RWA          Sub-Saharan Africa (excluding high income)           Low income   \n",
       "SAS                                                               Aggregates   \n",
       "SAU                                                              High income   \n",
       "SCE                                                               Aggregates   \n",
       "SDN          Sub-Saharan Africa (excluding high income)  Lower middle income   \n",
       "SEN          Sub-Saharan Africa (excluding high income)  Lower middle income   \n",
       "SGP                                                              High income   \n",
       "SLB         East Asia & Pacific (excluding high income)  Lower middle income   \n",
       "SLE          Sub-Saharan Africa (excluding high income)           Low income   \n",
       "SLV   Latin America & Caribbean (excluding high income)  Lower middle income   \n",
       "SMR                                                              High income   \n",
       "SOM          Sub-Saharan Africa (excluding high income)           Low income   \n",
       "SRB       Europe & Central Asia (excluding high income)  Upper middle income   \n",
       "SSA                                                               Aggregates   \n",
       "SSD          Sub-Saharan Africa (excluding high income)           Low income   \n",
       "SSF                                                               Aggregates   \n",
       "SST                                                               Aggregates   \n",
       "STP          Sub-Saharan Africa (excluding high income)  Lower middle income   \n",
       "SUR   Latin America & Caribbean (excluding high income)  Upper middle income   \n",
       "SVK                                                              High income   \n",
       "SVN                                                              High income   \n",
       "SWE                                                              High income   \n",
       "SWZ          Sub-Saharan Africa (excluding high income)  Lower middle income   \n",
       "SXM                                                              High income   \n",
       "SXZ                                                               Aggregates   \n",
       "SYC                                                              High income   \n",
       "SYR  Middle East & North Africa (excluding high income)           Low income   \n",
       "TCA                                                              High income   \n",
       "TCD          Sub-Saharan Africa (excluding high income)           Low income   \n",
       "TEA                                                               Aggregates   \n",
       "TEC                                                               Aggregates   \n",
       "TGO          Sub-Saharan Africa (excluding high income)           Low income   \n",
       "THA         East Asia & Pacific (excluding high income)  Upper middle income   \n",
       "TJK       Europe & Central Asia (excluding high income)           Low income   \n",
       "TKM       Europe & Central Asia (excluding high income)  Upper middle income   \n",
       "TLA                                                               Aggregates   \n",
       "TLS         East Asia & Pacific (excluding high income)  Lower middle income   \n",
       "TMN                                                               Aggregates   \n",
       "TON         East Asia & Pacific (excluding high income)  Upper middle income   \n",
       "TSA                                                               Aggregates   \n",
       "TSS                                                               Aggregates   \n",
       "TTO                                                              High income   \n",
       "TUN  Middle East & North Africa (excluding high income)  Lower middle income   \n",
       "TUR       Europe & Central Asia (excluding high income)  Upper middle income   \n",
       "TUV         East Asia & Pacific (excluding high income)  Upper middle income   \n",
       "TWN                                                              High income   \n",
       "TZA          Sub-Saharan Africa (excluding high income)           Low income   \n",
       "UGA          Sub-Saharan Africa (excluding high income)           Low income   \n",
       "UKR       Europe & Central Asia (excluding high income)  Lower middle income   \n",
       "UMC                                                               Aggregates   \n",
       "URY                                                              High income   \n",
       "USA                                                              High income   \n",
       "UZB       Europe & Central Asia (excluding high income)  Lower middle income   \n",
       "VCT   Latin America & Caribbean (excluding high income)  Upper middle income   \n",
       "VEN   Latin America & Caribbean (excluding high income)  Upper middle income   \n",
       "VGB                                                              High income   \n",
       "VIR                                                              High income   \n",
       "VNM         East Asia & Pacific (excluding high income)  Lower middle income   \n",
       "VUT         East Asia & Pacific (excluding high income)  Lower middle income   \n",
       "WLD                                                               Aggregates   \n",
       "WSM         East Asia & Pacific (excluding high income)  Upper middle income   \n",
       "XKX       Europe & Central Asia (excluding high income)  Upper middle income   \n",
       "XZN                                                               Aggregates   \n",
       "YEM  Middle East & North Africa (excluding high income)           Low income   \n",
       "ZAF          Sub-Saharan Africa (excluding high income)  Upper middle income   \n",
       "ZMB          Sub-Saharan Africa (excluding high income)  Lower middle income   \n",
       "ZWE          Sub-Saharan Africa (excluding high income)  Lower middle income   \n",
       "\n",
       "        lendingType          capitalCity  longitude  latitude  \n",
       "id                                                             \n",
       "ABW  Not classified           Oranjestad    -70.017    12.517  \n",
       "AFG             IDA                Kabul     69.176    34.523  \n",
       "AFR      Aggregates                             NaN       NaN  \n",
       "AGO            IBRD               Luanda     13.242    -8.812  \n",
       "ALB            IBRD               Tirane     19.817    41.332  \n",
       "AND  Not classified     Andorra la Vella      1.522    42.508  \n",
       "ANR      Aggregates                             NaN       NaN  \n",
       "ARB      Aggregates                             NaN       NaN  \n",
       "ARE  Not classified            Abu Dhabi     54.370    24.476  \n",
       "ARG            IBRD         Buenos Aires    -58.417   -34.612  \n",
       "ARM            IBRD              Yerevan     44.509    40.160  \n",
       "ASM  Not classified            Pago Pago   -170.691   -14.285  \n",
       "ATG            IBRD         Saint John's    -61.846    17.117  \n",
       "AUS  Not classified             Canberra    149.129   -35.282  \n",
       "AUT  Not classified               Vienna     16.380    48.220  \n",
       "AZE            IBRD                 Baku     49.893    40.383  \n",
       "BDI             IDA            Bujumbura     29.364    -3.378  \n",
       "BEA      Aggregates                             NaN       NaN  \n",
       "BEC      Aggregates                             NaN       NaN  \n",
       "BEL  Not classified             Brussels      4.368    50.837  \n",
       "BEN             IDA           Porto-Novo      2.632     6.478  \n",
       "BFA             IDA          Ouagadougou     -1.534    12.361  \n",
       "BGD             IDA                Dhaka     90.411    23.706  \n",
       "BGR            IBRD                Sofia     23.324    42.711  \n",
       "BHI      Aggregates                             NaN       NaN  \n",
       "BHR  Not classified               Manama     50.535    26.192  \n",
       "BHS  Not classified               Nassau    -77.339    25.066  \n",
       "BIH            IBRD             Sarajevo     18.421    43.861  \n",
       "BLA      Aggregates                             NaN       NaN  \n",
       "BLR            IBRD                Minsk     27.577    53.968  \n",
       "BLZ            IBRD             Belmopan    -88.771    17.253  \n",
       "BMN      Aggregates                             NaN       NaN  \n",
       "BMU  Not classified             Hamilton    -64.706    32.329  \n",
       "BOL            IBRD               La Paz    -66.194   -13.991  \n",
       "BRA            IBRD             Brasilia    -47.929   -15.780  \n",
       "BRB  Not classified           Bridgetown    -59.611    13.094  \n",
       "BRN  Not classified  Bandar Seri Begawan    114.946     4.942  \n",
       "BSS      Aggregates                             NaN       NaN  \n",
       "BTN             IDA              Thimphu     89.618    27.577  \n",
       "BWA            IBRD             Gaborone     25.920   -24.654  \n",
       "CAA      Aggregates                             NaN       NaN  \n",
       "CAF             IDA               Bangui     21.641     5.631  \n",
       "CAN  Not classified               Ottawa    -75.692    45.422  \n",
       "CEA      Aggregates                             NaN       NaN  \n",
       "CEB      Aggregates                             NaN       NaN  \n",
       "CEU      Aggregates                             NaN       NaN  \n",
       "CHE  Not classified                 Bern      7.448    46.948  \n",
       "CHI  Not classified                             NaN       NaN  \n",
       "CHL            IBRD             Santiago    -70.647   -33.475  \n",
       "CHN            IBRD              Beijing    116.286    40.050  \n",
       "CIV             IDA         Yamoussoukro     -4.030     5.332  \n",
       "CLA      Aggregates                             NaN       NaN  \n",
       "CME      Aggregates                             NaN       NaN  \n",
       "CMR           Blend              Yaounde     11.517     3.872  \n",
       "COD             IDA             Kinshasa     15.322    -4.325  \n",
       "COG           Blend          Brazzaville     15.266    -4.277  \n",
       "COL            IBRD               Bogota    -74.082     4.610  \n",
       "COM             IDA               Moroni     43.242   -11.699  \n",
       "CPV           Blend                Praia    -23.509    14.922  \n",
       "CRI            IBRD             San Jose    -84.009     9.637  \n",
       "CSA      Aggregates                             NaN       NaN  \n",
       "CSS      Aggregates                             NaN       NaN  \n",
       "CUB  Not classified               Havana    -82.367    23.133  \n",
       "CUW  Not classified           Willemstad        NaN       NaN  \n",
       "CYM  Not classified          George Town    -81.386    19.302  \n",
       "CYP  Not classified              Nicosia     33.374    35.168  \n",
       "CZE  Not classified               Prague     14.421    50.088  \n",
       "DEA      Aggregates                             NaN       NaN  \n",
       "DEC      Aggregates                             NaN       NaN  \n",
       "DEU  Not classified               Berlin     13.412    52.523  \n",
       "DFS      Aggregates                             NaN       NaN  \n",
       "DJI             IDA             Djibouti     43.142    11.581  \n",
       "DLA      Aggregates                             NaN       NaN  \n",
       "DMA           Blend               Roseau    -61.390    15.298  \n",
       "DMN      Aggregates                             NaN       NaN  \n",
       "DNF      Aggregates                             NaN       NaN  \n",
       "DNK  Not classified           Copenhagen     12.568    55.676  \n",
       "DNS      Aggregates                             NaN       NaN  \n",
       "DOM            IBRD        Santo Domingo    -69.891    18.479  \n",
       "DSA      Aggregates                             NaN       NaN  \n",
       "DSF      Aggregates                             NaN       NaN  \n",
       "DSS      Aggregates                             NaN       NaN  \n",
       "DXS      Aggregates                             NaN       NaN  \n",
       "DZA            IBRD              Algiers      3.051    36.740  \n",
       "EAP      Aggregates                             NaN       NaN  \n",
       "EAR      Aggregates                             NaN       NaN  \n",
       "EAS      Aggregates                             NaN       NaN  \n",
       "ECA      Aggregates                             NaN       NaN  \n",
       "ECS      Aggregates                             NaN       NaN  \n",
       "ECU            IBRD                Quito    -78.524    -0.229  \n",
       "EGY            IBRD                Cairo     31.246    30.098  \n",
       "EMU      Aggregates                             NaN       NaN  \n",
       "ERI             IDA               Asmara     38.918    15.332  \n",
       "ESP  Not classified               Madrid     -3.703    40.417  \n",
       "EST  Not classified              Tallinn     24.759    59.439  \n",
       "ETH             IDA          Addis Ababa     38.747     9.023  \n",
       "EUU      Aggregates                             NaN       NaN  \n",
       "FCS      Aggregates                             NaN       NaN  \n",
       "FIN  Not classified             Helsinki     24.953    60.161  \n",
       "FJI           Blend                 Suva    178.399   -18.115  \n",
       "..              ...                  ...        ...       ...  \n",
       "NIC             IDA              Managua    -86.273    12.148  \n",
       "NLD  Not classified            Amsterdam      4.891    52.374  \n",
       "NLS      Aggregates                             NaN       NaN  \n",
       "NOR  Not classified                 Oslo     10.739    59.914  \n",
       "NPL             IDA            Kathmandu     85.316    27.694  \n",
       "NRS      Aggregates                             NaN       NaN  \n",
       "NRU            IBRD       Yaren District    166.921    -0.548  \n",
       "NXS      Aggregates                             NaN       NaN  \n",
       "NZL  Not classified           Wellington    174.776   -41.286  \n",
       "OED      Aggregates                             NaN       NaN  \n",
       "OMN  Not classified               Muscat     58.587    23.610  \n",
       "OSS      Aggregates                             NaN       NaN  \n",
       "PAK           Blend            Islamabad     72.800    30.517  \n",
       "PAN            IBRD          Panama City    -79.519     8.994  \n",
       "PER            IBRD                 Lima    -77.046   -12.093  \n",
       "PHL            IBRD               Manila    121.035    14.552  \n",
       "PLW            IBRD                Koror    134.479     7.342  \n",
       "PNG           Blend         Port Moresby    147.194    -9.474  \n",
       "POL            IBRD               Warsaw     21.020    52.260  \n",
       "PRE      Aggregates                             NaN       NaN  \n",
       "PRI  Not classified             San Juan    -66.000    18.230  \n",
       "PRK  Not classified            Pyongyang    125.754    39.032  \n",
       "PRT  Not classified               Lisbon     -9.136    38.707  \n",
       "PRY            IBRD             Asuncion    -57.636   -25.300  \n",
       "PSE  Not classified                             NaN       NaN  \n",
       "PSS      Aggregates                             NaN       NaN  \n",
       "PST      Aggregates                             NaN       NaN  \n",
       "PYF  Not classified              Papeete   -149.570   -17.535  \n",
       "QAT  Not classified                 Doha     51.508    25.295  \n",
       "ROU            IBRD            Bucharest     26.098    44.448  \n",
       "RRS      Aggregates                             NaN       NaN  \n",
       "RSO      Aggregates                             NaN       NaN  \n",
       "RUS            IBRD               Moscow     37.618    55.756  \n",
       "RWA             IDA               Kigali     30.059    -1.953  \n",
       "SAS      Aggregates                             NaN       NaN  \n",
       "SAU  Not classified               Riyadh     46.698    24.675  \n",
       "SCE      Aggregates                             NaN       NaN  \n",
       "SDN             IDA             Khartoum     32.536    15.593  \n",
       "SEN             IDA                Dakar    -17.473    14.725  \n",
       "SGP  Not classified            Singapore    103.850     1.289  \n",
       "SLB             IDA              Honiara    159.949    -9.427  \n",
       "SLE             IDA             Freetown    -13.213     8.482  \n",
       "SLV            IBRD         San Salvador    -89.207    13.703  \n",
       "SMR  Not classified           San Marino     12.449    43.932  \n",
       "SOM             IDA            Mogadishu     45.325     2.075  \n",
       "SRB            IBRD             Belgrade     20.466    44.802  \n",
       "SSA      Aggregates                             NaN       NaN  \n",
       "SSD             IDA                 Juba     31.600     4.850  \n",
       "SSF      Aggregates                             NaN       NaN  \n",
       "SST      Aggregates                             NaN       NaN  \n",
       "STP             IDA             Sao Tome      6.607     0.206  \n",
       "SUR            IBRD           Paramaribo    -55.168     5.823  \n",
       "SVK  Not classified           Bratislava     17.107    48.148  \n",
       "SVN  Not classified            Ljubljana     14.504    46.055  \n",
       "SWE  Not classified            Stockholm     18.064    59.333  \n",
       "SWZ            IBRD              Mbabane     31.466   -26.523  \n",
       "SXM  Not classified          Philipsburg        NaN       NaN  \n",
       "SXZ      Aggregates                             NaN       NaN  \n",
       "SYC            IBRD             Victoria     55.447    -4.631  \n",
       "SYR             IDA             Damascus     36.312    33.515  \n",
       "TCA  Not classified           Grand Turk    -71.141    21.460  \n",
       "TCD             IDA            N'Djamena     15.044    12.105  \n",
       "TEA      Aggregates                             NaN       NaN  \n",
       "TEC      Aggregates                             NaN       NaN  \n",
       "TGO             IDA                 Lome      1.226     6.123  \n",
       "THA            IBRD              Bangkok    100.521    13.731  \n",
       "TJK             IDA             Dushanbe     68.786    38.588  \n",
       "TKM            IBRD             Ashgabat     58.379    37.951  \n",
       "TLA      Aggregates                             NaN       NaN  \n",
       "TLS           Blend                 Dili    125.567    -8.567  \n",
       "TMN      Aggregates                             NaN       NaN  \n",
       "TON             IDA           Nuku'alofa   -175.216   -21.136  \n",
       "TSA      Aggregates                             NaN       NaN  \n",
       "TSS      Aggregates                             NaN       NaN  \n",
       "TTO            IBRD        Port-of-Spain    -61.479    10.660  \n",
       "TUN            IBRD                Tunis     10.210    36.790  \n",
       "TUR            IBRD               Ankara     32.361    39.715  \n",
       "TUV             IDA             Funafuti    179.090    -8.631  \n",
       "TWN  Not classified                             NaN       NaN  \n",
       "TZA             IDA               Dodoma     35.738    -6.175  \n",
       "UGA             IDA              Kampala     32.573     0.314  \n",
       "UKR            IBRD                 Kiev     30.504    50.454  \n",
       "UMC      Aggregates                             NaN       NaN  \n",
       "URY            IBRD           Montevideo    -56.068   -34.894  \n",
       "USA  Not classified      Washington D.C.    -77.032    38.889  \n",
       "UZB           Blend             Tashkent     69.269    41.305  \n",
       "VCT           Blend            Kingstown    -61.265    13.204  \n",
       "VEN            IBRD              Caracas    -69.837     9.082  \n",
       "VGB  Not classified            Road Town    -64.623    18.431  \n",
       "VIR  Not classified     Charlotte Amalie    -64.896    18.336  \n",
       "VNM            IBRD                Hanoi    105.825    21.007  \n",
       "VUT             IDA            Port-Vila    168.321   -17.740  \n",
       "WLD      Aggregates                             NaN       NaN  \n",
       "WSM             IDA                 Apia   -171.752   -13.831  \n",
       "XKX             IDA             Pristina     20.926    42.565  \n",
       "XZN      Aggregates                             NaN       NaN  \n",
       "YEM             IDA               Sana'a     44.208    15.352  \n",
       "ZAF            IBRD             Pretoria     28.187   -25.746  \n",
       "ZMB             IDA               Lusaka     28.294   -15.398  \n",
       "ZWE           Blend               Harare     31.067   -17.831  \n",
       "\n",
       "[304 rows x 9 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Countries and associated regions\n",
    "countries = wb.get_countries()\n",
    "countries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Country\n",
       "ARB    4.198e+08\n",
       "CSS    7.359e+06\n",
       "CEB    1.025e+08\n",
       "EAR    3.249e+09\n",
       "EAS    2.328e+09\n",
       "EAP    2.082e+09\n",
       "TEA    2.056e+09\n",
       "EMU    3.419e+08\n",
       "ECS    9.180e+08\n",
       "ECA    4.169e+08\n",
       "TEC    4.590e+08\n",
       "EUU    4.468e+08\n",
       "FCS    7.440e+08\n",
       "HPC    7.802e+08\n",
       "HIC    1.210e+09\n",
       "IBD    4.772e+09\n",
       "IBT    6.412e+09\n",
       "IDB    5.550e+08\n",
       "IDX    1.084e+09\n",
       "IDA    1.639e+09\n",
       "LTE    2.288e+09\n",
       "LCN    6.414e+08\n",
       "LAC    6.090e+08\n",
       "TLA    6.256e+08\n",
       "LDC    1.010e+09\n",
       "LMY    6.383e+09\n",
       "LIC    7.054e+08\n",
       "LMC    3.022e+09\n",
       "MEA    4.489e+08\n",
       "MNA    3.829e+08\n",
       "TMN    3.783e+08\n",
       "MIC    5.678e+09\n",
       "NAC    3.638e+08\n",
       "INX          NaN\n",
       "OED    1.303e+09\n",
       "OSS    3.076e+07\n",
       "PSS    2.457e+06\n",
       "PST    1.109e+09\n",
       "PRE    9.195e+08\n",
       "SST    4.058e+07\n",
       "SAS    1.814e+09\n",
       "TSA    1.814e+09\n",
       "SSF    1.078e+09\n",
       "SSA    1.078e+09\n",
       "TSS    1.078e+09\n",
       "UMC    2.656e+09\n",
       "WLD    7.593e+09\n",
       "AFG    3.717e+07\n",
       "ALB    2.866e+06\n",
       "DZA    4.223e+07\n",
       "ASM    5.546e+04\n",
       "AND    7.701e+04\n",
       "AGO    3.081e+07\n",
       "ATG    9.629e+04\n",
       "ARG    4.449e+07\n",
       "ARM    2.952e+06\n",
       "ABW    1.058e+05\n",
       "AUS    2.498e+07\n",
       "AUT    8.841e+06\n",
       "AZE    9.940e+06\n",
       "BHS    3.856e+05\n",
       "BHR    1.569e+06\n",
       "BGD    1.614e+08\n",
       "BRB    2.866e+05\n",
       "BLR    9.483e+06\n",
       "BEL    1.143e+07\n",
       "BLZ    3.831e+05\n",
       "BEN    1.149e+07\n",
       "BMU    6.397e+04\n",
       "BTN    7.544e+05\n",
       "BOL    1.135e+07\n",
       "BIH    3.324e+06\n",
       "BWA    2.254e+06\n",
       "BRA    2.095e+08\n",
       "VGB    2.980e+04\n",
       "BRN    4.290e+05\n",
       "BGR    7.025e+06\n",
       "BFA    1.975e+07\n",
       "BDI    1.118e+07\n",
       "CPV    5.438e+05\n",
       "KHM    1.625e+07\n",
       "CMR    2.522e+07\n",
       "CAN    3.706e+07\n",
       "CYM    6.417e+04\n",
       "CAF    4.666e+06\n",
       "TCD    1.548e+07\n",
       "CHI    1.705e+05\n",
       "CHL    1.873e+07\n",
       "CHN    1.393e+09\n",
       "COL    4.965e+07\n",
       "COM    8.323e+05\n",
       "COD    8.407e+07\n",
       "COG    5.244e+06\n",
       "CRI    4.999e+06\n",
       "CIV    2.507e+07\n",
       "HRV    4.088e+06\n",
       "CUB    1.134e+07\n",
       "CUW    1.598e+05\n",
       "CYP    1.189e+06\n",
       "CZE    1.063e+07\n",
       "         ...    \n",
       "MAC    6.316e+05\n",
       "MDG    2.626e+07\n",
       "MWI    1.814e+07\n",
       "MYS    3.153e+07\n",
       "MDV    5.157e+05\n",
       "MLI    1.908e+07\n",
       "MLT    4.846e+05\n",
       "MHL    5.841e+04\n",
       "MRT    4.403e+06\n",
       "MUS    1.265e+06\n",
       "MEX    1.262e+08\n",
       "FSM    1.126e+05\n",
       "MDA    2.706e+06\n",
       "MCO    3.868e+04\n",
       "MNG    3.170e+06\n",
       "MNE    6.222e+05\n",
       "MAR    3.603e+07\n",
       "MOZ    2.950e+07\n",
       "MMR    5.371e+07\n",
       "NAM    2.448e+06\n",
       "NRU    1.270e+04\n",
       "NPL    2.809e+07\n",
       "NLD    1.723e+07\n",
       "NCL    2.841e+05\n",
       "NZL    4.841e+06\n",
       "NIC    6.466e+06\n",
       "NER    2.244e+07\n",
       "NGA    1.959e+08\n",
       "MKD    2.083e+06\n",
       "MNP    5.688e+04\n",
       "NOR    5.312e+06\n",
       "OMN    4.829e+06\n",
       "PAK    2.122e+08\n",
       "PLW    1.791e+04\n",
       "PAN    4.177e+06\n",
       "PNG    8.606e+06\n",
       "PRY    6.956e+06\n",
       "PER    3.199e+07\n",
       "PHL    1.067e+08\n",
       "POL    3.797e+07\n",
       "PRT    1.028e+07\n",
       "PRI    3.195e+06\n",
       "QAT    2.782e+06\n",
       "ROU    1.947e+07\n",
       "RUS    1.445e+08\n",
       "RWA    1.230e+07\n",
       "WSM    1.961e+05\n",
       "SMR    3.378e+04\n",
       "STP    2.110e+05\n",
       "SAU    3.370e+07\n",
       "SEN    1.585e+07\n",
       "SRB    6.983e+06\n",
       "SYC    9.676e+04\n",
       "SLE    7.650e+06\n",
       "SGP    5.639e+06\n",
       "SXM    4.065e+04\n",
       "SVK    5.447e+06\n",
       "SVN    2.074e+06\n",
       "SLB    6.529e+05\n",
       "SOM    1.501e+07\n",
       "ZAF    5.778e+07\n",
       "SSD    1.098e+07\n",
       "ESP    4.680e+07\n",
       "LKA    2.167e+07\n",
       "KNA    5.244e+04\n",
       "LCA    1.819e+05\n",
       "MAF    3.726e+04\n",
       "VCT    1.102e+05\n",
       "SDN    4.180e+07\n",
       "SUR    5.760e+05\n",
       "SWE    1.018e+07\n",
       "CHE    8.513e+06\n",
       "SYR    1.691e+07\n",
       "TJK    9.101e+06\n",
       "TZA    5.632e+07\n",
       "THA    6.943e+07\n",
       "TLS    1.268e+06\n",
       "TGO    7.889e+06\n",
       "TON    1.032e+05\n",
       "TTO    1.390e+06\n",
       "TUN    1.157e+07\n",
       "TUR    8.232e+07\n",
       "TKM    5.851e+06\n",
       "TCA    3.766e+04\n",
       "TUV    1.151e+04\n",
       "UGA    4.272e+07\n",
       "UKR    4.462e+07\n",
       "ARE    9.631e+06\n",
       "GBR    6.646e+07\n",
       "USA    3.267e+08\n",
       "URY    3.449e+06\n",
       "UZB    3.296e+07\n",
       "VUT    2.927e+05\n",
       "VEN    2.887e+07\n",
       "VNM    9.554e+07\n",
       "VIR    1.070e+05\n",
       "PSE    4.569e+06\n",
       "YEM    2.850e+07\n",
       "ZMB    1.735e+07\n",
       "ZWE    1.444e+07\n",
       "Name: SP.POP.TOTL, Length: 264, dtype: float64"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "population_2018 = wb.get_series('SP.POP.TOTL', id_or_value='id', simplify_index=True, mrv=1, gapfill='Y')\n",
    "population_2018"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Country\n",
       "ARB      6610.150\n",
       "CSS      9991.016\n",
       "CEB     15926.098\n",
       "EAR      3582.136\n",
       "EAS     11142.552\n",
       "EAP      7822.368\n",
       "TEA      7904.543\n",
       "EMU     39918.857\n",
       "ECS     25130.099\n",
       "ECA      8181.090\n",
       "TEC      8840.159\n",
       "EUU     35616.087\n",
       "FCS      2216.276\n",
       "HPC       939.616\n",
       "HIC     44806.246\n",
       "IBD      6389.162\n",
       "IBT      5102.491\n",
       "IDB      1788.797\n",
       "IDX      1144.240\n",
       "IDA      1362.054\n",
       "LTE      9703.600\n",
       "LCN      9072.680\n",
       "LAC      8576.170\n",
       "TLA      8916.731\n",
       "LDC      1057.986\n",
       "LMY      4975.115\n",
       "LIC       840.860\n",
       "LMC      2217.614\n",
       "MEA      8044.322\n",
       "MNA           NaN\n",
       "TMN           NaN\n",
       "MIC      5489.305\n",
       "NAC     61197.856\n",
       "INX           NaN\n",
       "OED     40426.914\n",
       "OSS     14682.036\n",
       "PSS      4224.530\n",
       "PST     45148.871\n",
       "PRE      1440.272\n",
       "SST     13197.549\n",
       "SAS      1902.803\n",
       "TSA      1902.803\n",
       "SSF      1589.248\n",
       "SSA      1587.914\n",
       "TSS      1589.248\n",
       "UMC      9212.075\n",
       "WLD     11317.271\n",
       "AFG       520.897\n",
       "ALB      5268.849\n",
       "DZA      4114.715\n",
       "ASM     11466.691\n",
       "AND     42029.763\n",
       "AGO      3432.386\n",
       "ATG     16726.981\n",
       "ARG     11683.950\n",
       "ARM      4212.071\n",
       "ABW           NaN\n",
       "AUS     57395.919\n",
       "AUT     51499.885\n",
       "AZE      4722.382\n",
       "BHS     32217.872\n",
       "BHR     24050.758\n",
       "BGD      1698.263\n",
       "BRB     17949.282\n",
       "BLR      6330.075\n",
       "BEL     47472.137\n",
       "BLZ      4884.742\n",
       "BEN      1240.829\n",
       "BMU           NaN\n",
       "BTN      3243.231\n",
       "BOL      3548.590\n",
       "BIH      6065.673\n",
       "BWA      8258.642\n",
       "BRA      9001.234\n",
       "VGB           NaN\n",
       "BRN     31628.329\n",
       "BGR      9271.546\n",
       "BFA       715.123\n",
       "BDI       271.752\n",
       "CPV      3635.407\n",
       "KHM      1510.325\n",
       "CMR      1533.742\n",
       "CAN     46234.351\n",
       "CYM           NaN\n",
       "CAF       475.721\n",
       "TCD       728.343\n",
       "CHI           NaN\n",
       "CHL     15923.359\n",
       "CHN      9770.847\n",
       "COL      6667.791\n",
       "COM      1415.264\n",
       "COD       561.777\n",
       "COG      2147.769\n",
       "CRI     12027.366\n",
       "CIV      1715.531\n",
       "HRV     14915.372\n",
       "CUB      8821.819\n",
       "CUW     19573.893\n",
       "CYP     28689.699\n",
       "CZE     23069.383\n",
       "          ...    \n",
       "MAC     87208.536\n",
       "MDG       527.501\n",
       "MWI       389.398\n",
       "MYS     11373.233\n",
       "MDV     10330.616\n",
       "MLI       899.660\n",
       "MLT     30029.967\n",
       "MHL      3788.164\n",
       "MRT      1188.835\n",
       "MUS     11238.690\n",
       "MEX      9673.444\n",
       "FSM      3568.291\n",
       "MDA      4228.922\n",
       "MCO    185741.280\n",
       "MNG      4121.732\n",
       "MNE      8845.914\n",
       "MAR      3222.201\n",
       "MOZ       498.957\n",
       "MMR      1325.953\n",
       "NAM      5931.454\n",
       "NRU      9888.894\n",
       "NPL      1033.912\n",
       "NLD     53022.191\n",
       "NCL           NaN\n",
       "NZL     42330.906\n",
       "NIC      2020.547\n",
       "NER       413.980\n",
       "NGA      2028.182\n",
       "MKD      6083.719\n",
       "MNP     23258.676\n",
       "NOR     81734.466\n",
       "OMN     16415.157\n",
       "PAK      1482.403\n",
       "PLW     15859.435\n",
       "PAN     15575.073\n",
       "PNG      2730.275\n",
       "PRY      5821.814\n",
       "PER      6941.236\n",
       "PHL      3102.713\n",
       "POL     15422.453\n",
       "PRT     23403.218\n",
       "PRI     31651.348\n",
       "QAT     68793.784\n",
       "ROU     12306.110\n",
       "RUS     11288.878\n",
       "RWA       772.944\n",
       "WSM      4183.408\n",
       "SMR           NaN\n",
       "STP      2001.141\n",
       "SAU     23338.963\n",
       "SEN      1521.954\n",
       "SRB      7246.192\n",
       "SYC     16433.935\n",
       "SLE       533.991\n",
       "SGP     64581.944\n",
       "SXM           NaN\n",
       "SVK     19443.562\n",
       "SVN     26041.819\n",
       "SLB      2137.691\n",
       "SOM       314.544\n",
       "ZAF      6374.028\n",
       "SSD           NaN\n",
       "ESP     30323.651\n",
       "LKA      4102.481\n",
       "KNA     19275.419\n",
       "LCA     10566.050\n",
       "MAF           NaN\n",
       "VCT      7361.401\n",
       "SDN       977.274\n",
       "SUR      6234.045\n",
       "SWE     54651.085\n",
       "CHE     82828.797\n",
       "SYR           NaN\n",
       "TJK       826.622\n",
       "TZA      1060.995\n",
       "THA      7273.563\n",
       "TLS      1237.103\n",
       "TGO       678.956\n",
       "TON      4364.016\n",
       "TTO     17129.913\n",
       "TUN      3447.508\n",
       "TUR      9370.176\n",
       "TKM      6966.635\n",
       "TCA     27142.228\n",
       "TUV      3700.711\n",
       "UGA       642.777\n",
       "UKR      3095.174\n",
       "ARE     43004.953\n",
       "GBR     42962.413\n",
       "USA     62886.836\n",
       "URY     17277.970\n",
       "UZB      1532.372\n",
       "VUT      3123.893\n",
       "VEN           NaN\n",
       "VNM      2566.597\n",
       "VIR           NaN\n",
       "PSE      3198.867\n",
       "YEM       944.408\n",
       "ZMB      1539.900\n",
       "ZWE      2146.996\n",
       "Name: NY.GDP.PCAP.CD, Length: 264, dtype: float64"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# gdpPerCapita = wb.get_series('NY.GDP.PCAP.CD', mrv=1)\n",
    "# gdpPerCapita\n",
    "\n",
    "gdpPerCapita_2018 = wb.get_series('NY.GDP.PCAP.CD', id_or_value='id', simplify_index=True, mrv=1, gapfill='Y')\n",
    "gdpPerCapita_2018"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Country\n",
       "ARB    71.807\n",
       "CSS    73.637\n",
       "CEB    77.013\n",
       "EAR    70.484\n",
       "EAS    76.068\n",
       "EAP    75.211\n",
       "TEA    75.249\n",
       "EMU    81.962\n",
       "ECS    77.880\n",
       "ECA    73.668\n",
       "TEC    74.045\n",
       "EUU    80.971\n",
       "FCS    61.496\n",
       "HPC    63.135\n",
       "HIC    80.728\n",
       "IBD    73.409\n",
       "IBT    71.073\n",
       "IDB    62.252\n",
       "IDX    65.304\n",
       "IDA    64.271\n",
       "LTE    76.227\n",
       "LCN    75.439\n",
       "LAC    75.244\n",
       "TLA    75.356\n",
       "LDC    65.040\n",
       "LMY    71.013\n",
       "LIC    63.768\n",
       "LMC    68.545\n",
       "MEA    74.089\n",
       "MNA    73.587\n",
       "TMN    73.584\n",
       "MIC    71.913\n",
       "NAC    78.887\n",
       "INX       NaN\n",
       "OED    80.172\n",
       "OSS    68.556\n",
       "PSS    69.929\n",
       "PST    80.632\n",
       "PRE    60.821\n",
       "SST    69.548\n",
       "SAS    69.412\n",
       "TSA    69.412\n",
       "SSF    61.273\n",
       "SSA    61.272\n",
       "TSS    61.273\n",
       "UMC    75.746\n",
       "WLD    72.560\n",
       "AFG    64.486\n",
       "ALB    78.458\n",
       "DZA    76.693\n",
       "ASM       NaN\n",
       "AND       NaN\n",
       "AGO    60.782\n",
       "ATG    76.885\n",
       "ARG    76.520\n",
       "ARM    74.945\n",
       "ABW    76.152\n",
       "AUS    82.749\n",
       "AUT    81.644\n",
       "AZE    72.864\n",
       "BHS    73.752\n",
       "BHR    77.163\n",
       "BGD    72.320\n",
       "BRB    79.081\n",
       "BLR    74.176\n",
       "BEL    81.595\n",
       "BLZ    74.496\n",
       "BEN    61.470\n",
       "BMU    81.652\n",
       "BTN    71.460\n",
       "BOL    71.239\n",
       "BIH    77.262\n",
       "BWA    69.275\n",
       "BRA    75.672\n",
       "VGB       NaN\n",
       "BRN    75.722\n",
       "BGR    74.866\n",
       "BFA    61.174\n",
       "BDI    61.247\n",
       "CPV    72.782\n",
       "KHM    69.570\n",
       "CMR    58.921\n",
       "CAN    81.949\n",
       "CYM       NaN\n",
       "CAF    52.805\n",
       "TCD    53.977\n",
       "CHI    82.928\n",
       "CHL    80.042\n",
       "CHN    76.704\n",
       "COL    77.109\n",
       "COM    64.118\n",
       "COD    60.368\n",
       "COG    64.290\n",
       "CRI    80.095\n",
       "CIV    57.422\n",
       "HRV    78.071\n",
       "CUB    78.726\n",
       "CUW       NaN\n",
       "CYP    80.828\n",
       "CZE    78.978\n",
       "        ...  \n",
       "MAC    84.118\n",
       "MDG    66.681\n",
       "MWI    63.798\n",
       "MYS    75.997\n",
       "MDV    78.627\n",
       "MLI    58.893\n",
       "MLT    82.346\n",
       "MHL       NaN\n",
       "MRT    64.704\n",
       "MUS    74.416\n",
       "MEX    74.992\n",
       "FSM    67.755\n",
       "MDA    71.808\n",
       "MCO       NaN\n",
       "MNG    69.689\n",
       "MNE    76.770\n",
       "MAR    76.453\n",
       "MOZ    60.163\n",
       "MMR    66.867\n",
       "NAM    63.373\n",
       "NRU       NaN\n",
       "NPL    70.478\n",
       "NLD    81.761\n",
       "NCL    77.149\n",
       "NZL    81.859\n",
       "NIC    74.275\n",
       "NER    62.024\n",
       "NGA    54.332\n",
       "MKD    75.688\n",
       "MNP       NaN\n",
       "NOR    82.812\n",
       "OMN    77.633\n",
       "PAK    67.114\n",
       "PLW       NaN\n",
       "PAN    78.329\n",
       "PNG    64.263\n",
       "PRY    74.131\n",
       "PER    76.516\n",
       "PHL    71.095\n",
       "POL    77.754\n",
       "PRT    81.724\n",
       "PRI    79.778\n",
       "QAT    80.100\n",
       "ROU    75.410\n",
       "RUS    72.657\n",
       "RWA    68.700\n",
       "WSM    73.187\n",
       "SMR       NaN\n",
       "STP    70.170\n",
       "SAU    74.998\n",
       "SEN    67.665\n",
       "SRB    75.539\n",
       "SYC    72.841\n",
       "SLE    54.309\n",
       "SGP    83.146\n",
       "SXM       NaN\n",
       "SVK    77.166\n",
       "SVN    81.029\n",
       "SLB    72.835\n",
       "SOM    57.068\n",
       "ZAF    63.857\n",
       "SSD    57.604\n",
       "ESP    83.334\n",
       "LKA    76.812\n",
       "KNA       NaN\n",
       "LCA    76.057\n",
       "MAF    79.871\n",
       "VCT    72.415\n",
       "SDN    65.095\n",
       "SUR    71.570\n",
       "SWE    82.512\n",
       "CHE    83.551\n",
       "SYR    71.779\n",
       "TJK    70.879\n",
       "TZA    65.015\n",
       "THA    76.931\n",
       "TLS    69.260\n",
       "TGO    60.760\n",
       "TON    70.801\n",
       "TTO    73.380\n",
       "TUN    76.505\n",
       "TUR    77.437\n",
       "TKM    68.073\n",
       "TCA       NaN\n",
       "TUV       NaN\n",
       "UGA    62.973\n",
       "UKR    71.583\n",
       "ARE    77.814\n",
       "GBR    81.356\n",
       "USA    78.539\n",
       "URY    77.770\n",
       "UZB    71.573\n",
       "VUT    70.323\n",
       "VEN    72.128\n",
       "VNM    75.317\n",
       "VIR    79.568\n",
       "PSE    73.895\n",
       "YEM    66.096\n",
       "ZMB    63.510\n",
       "ZWE    61.195\n",
       "Name: SP.DYN.LE00.IN, Length: 264, dtype: float64"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# lifeExpectancyAtBirth = wb.get_series('SP.DYN.LE00.IN', mrv=1)\n",
    "# lifeExpectancyAtBirth\n",
    "\n",
    "\n",
    "lifeExpectancyAtBirth_2018 = wb.get_series('SP.DYN.LE00.IN', id_or_value='id', simplify_index=True, mrv=1, gapfill='Y')\n",
    "lifeExpectancyAtBirth_2018\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "pandas.core.series.Series"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(lifeExpectancyAtBirth_2018)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "gapMinder_df = pd.DataFrame({\n",
    "#     'country_code_lifeExp18':lifeExpectancyAtBirth_2018.index,\n",
    "    'country_code' : lifeExpectancyAtBirth_2018.index,\n",
    "    'lifeExpectancyAtBirth_2018values': lifeExpectancyAtBirth_2018.values,\n",
    "    \n",
    "#     'country_code_gdp18':gdpPerCapita_2018.index,\n",
    "    'gdpPerCapita_2018_values': gdpPerCapita_2018.values,\n",
    "    \n",
    "    #     'country_code_population18'population_2018.index,\n",
    "    'population_2018_values': population_2018.values\n",
    "})\n",
    "\n",
    "# gapMinder_df.set_index('country_code')\n",
    "# gapMinder_df.to_csv(\"gapMinder.csv\", index=False)\n",
    "\n",
    "# Format columns\n",
    "# gapMinder_df['population_2018_values'] = gapMinder_df['population_2018_values'].apply(lambda pop: '{:,.0f}'.format(pop))\n",
    "\n",
    "# gapMinder_df['gdpPerCapita_2018_values'] = gapMinder_df['gdpPerCapita_2018_values'].apply(lambda pop: '{:,.0f}'.format(pop))\n",
    "\n",
    "# gapMinder_df['lifeExpectancyAtBirth_2018values'] = gapMinder_df['lifeExpectancyAtBirth_2018values'].apply(lambda pop: '{:,.0f}'.format(pop))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "gapMinder_df.to_csv('gapMinder.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = countries[['region', 'name']].rename(columns={'name': 'country'}).loc[countries.region != 'Aggregates']\n",
    "df['GDP_Per_Capita'] = gdpPerCapita_2018\n",
    "df['Life_Expectancy_At_Birth'] = lifeExpectancyAtBirth_2018\n",
    "df['Population'] = population_2018\n",
    "\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "level1 = df.copy()\n",
    "level1['Population'] = level1['Population'].apply(lambda pop: '{:,.0f}'.format(pop))\n",
    "level1['GDP_Per_Capita'] = level1['GDP_Per_Capita'].apply(lambda pop: '{:,.0f}'.format(pop))\n",
    "level1['Life_Expectancy_At_Birth']= level1['Life_Expectancy_At_Birth'].apply(lambda pop: '{:,.2f}'.format(pop))\n",
    "level1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "level1.dropna()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# JG's work"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Get topics:\n",
    "wb_topics = wb.get_topics()\n",
    "wb_topics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Get list of countries and relevant data\n",
    "\n",
    "countries = wb.get_countries()\n",
    "countries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "# Review most recent sources of information from the World Bank API\n",
    "\n",
    "sources = wb.get_sources().sort_values('lastupdated', ascending=False)\n",
    "sources = sources.loc[sources.lastupdated >= '2020-01-01']\n",
    "sources"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "# TOPIC\n",
    "\n",
    "topic = wb.get_topics()\n",
    "topic"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "countries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "asean_countries = ['BRN','KHM','IDN', 'LAO', 'MYS', 'MMR', 'PHL', 'SGP', 'THA','VN']\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Query World Bank API and extract information for each country related to Foreign Di\n",
    "\n",
    "# population = wb.get_series('SP.POP.TOTL')\n",
    "# population\n",
    "\n",
    "\n",
    "fdi_inflows_pct_of_gdp = [];\n",
    "\n",
    "for member in asean_countries:\n",
    "\n",
    "    data = wb.get_series('BX.KLT.DINV.WD.GD.ZS', country=member)\n",
    "    conversion = data.copy()\n",
    "    fdi_inflows_pct_of_gdp.append(conversion)\n",
    "    print(f'appended ${member}')\n",
    "    \n",
    "# brunei_fdi = wb.get_series('BX.KLT.DINV.WD.GD.ZS', country='BRN')\n",
    "# brunei_series = brunei_fdi.copy()\n",
    "# brunei_series.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "fdi_inflows_pct_of_gdp[0].index.names"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# fdi_inflows_pct_of_gdp[1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "test = fdi_inflows_pct_of_gdp[0].reset_index().head(20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "test.rename(columns={'Series': 'Indicator','BX.KLT.DINV.WD.GD.ZS': 'Foreign direct investment, net inflows (% of GDP)'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# for member in range(0, len(fdi_inflows_pct_of_gdp):\n",
    "\n",
    "# num = len(fdi_inflows_pct_of_gdp)\n",
    "# for member in range(0, num):\n",
    "#     print(member)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Loop thru all 10 ASEAN countries, query the API, and create a copy of the data into a DF, and push to an array\n",
    "\n",
    "fdi_inflows_pct_of_gdp_stp2 = []\n",
    "number_of_members = len(fdi_inflows_pct_of_gdp)\n",
    "\n",
    "for member in range(0, number_of_members):\n",
    "    clean_member = fdi_inflows_pct_of_gdp[member].reset_index()\n",
    "    clean_member = clean_member.rename(columns={'Series': 'Indicator','BX.KLT.DINV.WD.GD.ZS': 'Values'})\n",
    "    fdi_inflows_pct_of_gdp_stp2.append(clean_member)\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# CONCATENATE IF YOU WANT... \n",
    "asean_fdi_df = pd.concat(fdi_inflows_pct_of_gdp_stp2)\n",
    "# asean_fdi_df.set_index('Year')\n",
    "\n",
    "# asean_fdi_df.groupby(['Year'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Function to generate years matching data\n",
    "\n",
    "years = []\n",
    "for num in range(1960, 2019):\n",
    "    years.append(num)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Get index values to a list\n",
    "# fdi_inflows_pct_of_gdp[1].index.values.tolist() \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "wb.get_series('SP.POP.GROW', country='VN')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "population = wb.get_series('SP.POP.TOTL', id_or_value='id', simplify_index=True, mrv=1)\n",
    "population"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Aggregate region, country and population\n",
    "df = countries[['region', 'name']].rename(columns={'name': 'country'}).loc[countries.region != 'Aggregates']\n",
    "df['population'] = population\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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