Mapping World Bank Data with Thematic Mapping Data.ipynb

{
 "cells": [
  {
   "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>Country</th>\n",
       "      <th>Code</th>\n",
       "      <th>1990</th>\n",
       "      <th>1991</th>\n",
       "      <th>1992</th>\n",
       "      <th>1993</th>\n",
       "      <th>1994</th>\n",
       "      <th>1995</th>\n",
       "      <th>1996</th>\n",
       "      <th>1997</th>\n",
       "      <th>...</th>\n",
       "      <th>2007</th>\n",
       "      <th>2008</th>\n",
       "      <th>2009</th>\n",
       "      <th>2010</th>\n",
       "      <th>2011</th>\n",
       "      <th>2012</th>\n",
       "      <th>2013</th>\n",
       "      <th>2014</th>\n",
       "      <th>2015</th>\n",
       "      <th>2016</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>AFG</td>\n",
       "      <td>2.067825</td>\n",
       "      <td>2.067825</td>\n",
       "      <td>2.067825</td>\n",
       "      <td>2.067825</td>\n",
       "      <td>2.067825</td>\n",
       "      <td>2.067825</td>\n",
       "      <td>2.067825</td>\n",
       "      <td>2.067825</td>\n",
       "      <td>...</td>\n",
       "      <td>2.067825</td>\n",
       "      <td>2.067825</td>\n",
       "      <td>2.067825</td>\n",
       "      <td>2.067825</td>\n",
       "      <td>2.067825</td>\n",
       "      <td>2.067825</td>\n",
       "      <td>2.067825</td>\n",
       "      <td>2.067825</td>\n",
       "      <td>2.067825</td>\n",
       "      <td>2.067825</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Albania</td>\n",
       "      <td>ALB</td>\n",
       "      <td>28.788321</td>\n",
       "      <td>28.717152</td>\n",
       "      <td>28.645986</td>\n",
       "      <td>28.574818</td>\n",
       "      <td>28.503650</td>\n",
       "      <td>28.432481</td>\n",
       "      <td>28.361313</td>\n",
       "      <td>28.290147</td>\n",
       "      <td>...</td>\n",
       "      <td>28.465694</td>\n",
       "      <td>28.421168</td>\n",
       "      <td>28.376643</td>\n",
       "      <td>28.332116</td>\n",
       "      <td>28.297081</td>\n",
       "      <td>28.262044</td>\n",
       "      <td>28.227007</td>\n",
       "      <td>28.191972</td>\n",
       "      <td>28.156934</td>\n",
       "      <td>28.121897</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Algeria</td>\n",
       "      <td>DZA</td>\n",
       "      <td>0.699908</td>\n",
       "      <td>0.696214</td>\n",
       "      <td>0.692519</td>\n",
       "      <td>0.688824</td>\n",
       "      <td>0.685129</td>\n",
       "      <td>0.681435</td>\n",
       "      <td>0.677740</td>\n",
       "      <td>0.674045</td>\n",
       "      <td>...</td>\n",
       "      <td>0.709061</td>\n",
       "      <td>0.741139</td>\n",
       "      <td>0.773216</td>\n",
       "      <td>0.805294</td>\n",
       "      <td>0.808485</td>\n",
       "      <td>0.811675</td>\n",
       "      <td>0.814866</td>\n",
       "      <td>0.818057</td>\n",
       "      <td>0.821248</td>\n",
       "      <td>0.824439</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>American Samoa</td>\n",
       "      <td>ASM</td>\n",
       "      <td>91.949997</td>\n",
       "      <td>91.750002</td>\n",
       "      <td>91.599998</td>\n",
       "      <td>91.450005</td>\n",
       "      <td>91.250000</td>\n",
       "      <td>91.099997</td>\n",
       "      <td>90.950003</td>\n",
       "      <td>90.749998</td>\n",
       "      <td>...</td>\n",
       "      <td>89.049997</td>\n",
       "      <td>88.900003</td>\n",
       "      <td>88.750000</td>\n",
       "      <td>88.549995</td>\n",
       "      <td>88.400002</td>\n",
       "      <td>88.199997</td>\n",
       "      <td>88.050003</td>\n",
       "      <td>87.900000</td>\n",
       "      <td>87.700005</td>\n",
       "      <td>87.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Andorra</td>\n",
       "      <td>AND</td>\n",
       "      <td>34.042553</td>\n",
       "      <td>34.042553</td>\n",
       "      <td>34.042553</td>\n",
       "      <td>34.042553</td>\n",
       "      <td>34.042553</td>\n",
       "      <td>34.042553</td>\n",
       "      <td>34.042553</td>\n",
       "      <td>34.042553</td>\n",
       "      <td>...</td>\n",
       "      <td>34.042553</td>\n",
       "      <td>34.042553</td>\n",
       "      <td>34.042553</td>\n",
       "      <td>34.042553</td>\n",
       "      <td>34.042553</td>\n",
       "      <td>34.042553</td>\n",
       "      <td>34.042553</td>\n",
       "      <td>34.042553</td>\n",
       "      <td>34.042553</td>\n",
       "      <td>34.042553</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Angola</td>\n",
       "      <td>AGO</td>\n",
       "      <td>48.909922</td>\n",
       "      <td>48.809817</td>\n",
       "      <td>48.709712</td>\n",
       "      <td>48.609611</td>\n",
       "      <td>48.509506</td>\n",
       "      <td>48.409401</td>\n",
       "      <td>48.309296</td>\n",
       "      <td>48.209191</td>\n",
       "      <td>...</td>\n",
       "      <td>47.208148</td>\n",
       "      <td>47.108046</td>\n",
       "      <td>47.007942</td>\n",
       "      <td>46.907837</td>\n",
       "      <td>46.807732</td>\n",
       "      <td>46.707627</td>\n",
       "      <td>46.607525</td>\n",
       "      <td>46.507420</td>\n",
       "      <td>46.407315</td>\n",
       "      <td>46.307210</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Antigua and Barbuda</td>\n",
       "      <td>ATG</td>\n",
       "      <td>23.409091</td>\n",
       "      <td>23.340910</td>\n",
       "      <td>23.272727</td>\n",
       "      <td>23.204546</td>\n",
       "      <td>23.136364</td>\n",
       "      <td>23.068181</td>\n",
       "      <td>23.000000</td>\n",
       "      <td>22.931819</td>\n",
       "      <td>...</td>\n",
       "      <td>22.272728</td>\n",
       "      <td>22.272728</td>\n",
       "      <td>22.272728</td>\n",
       "      <td>22.272728</td>\n",
       "      <td>22.272728</td>\n",
       "      <td>22.272728</td>\n",
       "      <td>22.272728</td>\n",
       "      <td>22.272728</td>\n",
       "      <td>22.272728</td>\n",
       "      <td>22.272728</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Argentina</td>\n",
       "      <td>ARG</td>\n",
       "      <td>12.713534</td>\n",
       "      <td>12.606360</td>\n",
       "      <td>12.499186</td>\n",
       "      <td>12.392014</td>\n",
       "      <td>12.284841</td>\n",
       "      <td>12.177667</td>\n",
       "      <td>12.070494</td>\n",
       "      <td>11.963321</td>\n",
       "      <td>...</td>\n",
       "      <td>10.797715</td>\n",
       "      <td>10.681517</td>\n",
       "      <td>10.565318</td>\n",
       "      <td>10.449119</td>\n",
       "      <td>10.340667</td>\n",
       "      <td>10.232215</td>\n",
       "      <td>10.123763</td>\n",
       "      <td>10.015311</td>\n",
       "      <td>9.906858</td>\n",
       "      <td>9.798406</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Armenia</td>\n",
       "      <td>ARM</td>\n",
       "      <td>11.766772</td>\n",
       "      <td>11.752722</td>\n",
       "      <td>11.752722</td>\n",
       "      <td>11.745697</td>\n",
       "      <td>11.738673</td>\n",
       "      <td>11.731647</td>\n",
       "      <td>11.724622</td>\n",
       "      <td>11.717598</td>\n",
       "      <td>...</td>\n",
       "      <td>11.647348</td>\n",
       "      <td>11.640323</td>\n",
       "      <td>11.633299</td>\n",
       "      <td>11.626273</td>\n",
       "      <td>11.633299</td>\n",
       "      <td>11.640323</td>\n",
       "      <td>11.647348</td>\n",
       "      <td>11.654373</td>\n",
       "      <td>11.661398</td>\n",
       "      <td>11.668423</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Aruba</td>\n",
       "      <td>ABW</td>\n",
       "      <td>2.333333</td>\n",
       "      <td>2.333333</td>\n",
       "      <td>2.333333</td>\n",
       "      <td>2.333333</td>\n",
       "      <td>2.333333</td>\n",
       "      <td>2.333333</td>\n",
       "      <td>2.333333</td>\n",
       "      <td>2.333333</td>\n",
       "      <td>...</td>\n",
       "      <td>2.333333</td>\n",
       "      <td>2.333333</td>\n",
       "      <td>2.333333</td>\n",
       "      <td>2.333333</td>\n",
       "      <td>2.333333</td>\n",
       "      <td>2.333333</td>\n",
       "      <td>2.333333</td>\n",
       "      <td>2.333333</td>\n",
       "      <td>2.333333</td>\n",
       "      <td>2.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Australia</td>\n",
       "      <td>AUS</td>\n",
       "      <td>16.732098</td>\n",
       "      <td>16.736004</td>\n",
       "      <td>16.739909</td>\n",
       "      <td>16.743814</td>\n",
       "      <td>16.747719</td>\n",
       "      <td>16.751624</td>\n",
       "      <td>16.755529</td>\n",
       "      <td>16.759434</td>\n",
       "      <td>...</td>\n",
       "      <td>16.384286</td>\n",
       "      <td>16.268956</td>\n",
       "      <td>16.153626</td>\n",
       "      <td>16.038296</td>\n",
       "      <td>16.078388</td>\n",
       "      <td>16.118480</td>\n",
       "      <td>16.158572</td>\n",
       "      <td>16.198664</td>\n",
       "      <td>16.238757</td>\n",
       "      <td>16.258278</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Austria</td>\n",
       "      <td>AUT</td>\n",
       "      <td>45.725357</td>\n",
       "      <td>45.800435</td>\n",
       "      <td>45.875513</td>\n",
       "      <td>45.950595</td>\n",
       "      <td>46.025673</td>\n",
       "      <td>46.100751</td>\n",
       "      <td>46.175829</td>\n",
       "      <td>46.250907</td>\n",
       "      <td>...</td>\n",
       "      <td>46.678294</td>\n",
       "      <td>46.700090</td>\n",
       "      <td>46.721888</td>\n",
       "      <td>46.747650</td>\n",
       "      <td>46.775115</td>\n",
       "      <td>46.800881</td>\n",
       "      <td>46.835735</td>\n",
       "      <td>46.862087</td>\n",
       "      <td>46.883900</td>\n",
       "      <td>46.905713</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Azerbaijan</td>\n",
       "      <td>AZE</td>\n",
       "      <td>10.238293</td>\n",
       "      <td>10.283956</td>\n",
       "      <td>10.283956</td>\n",
       "      <td>10.307990</td>\n",
       "      <td>10.332023</td>\n",
       "      <td>10.356057</td>\n",
       "      <td>10.380090</td>\n",
       "      <td>10.404124</td>\n",
       "      <td>...</td>\n",
       "      <td>11.250771</td>\n",
       "      <td>11.568373</td>\n",
       "      <td>11.886422</td>\n",
       "      <td>12.198752</td>\n",
       "      <td>12.515667</td>\n",
       "      <td>12.832878</td>\n",
       "      <td>13.149928</td>\n",
       "      <td>13.466485</td>\n",
       "      <td>13.783677</td>\n",
       "      <td>14.099673</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Bahamas, The</td>\n",
       "      <td>BHS</td>\n",
       "      <td>51.448551</td>\n",
       "      <td>51.448551</td>\n",
       "      <td>51.448551</td>\n",
       "      <td>51.448551</td>\n",
       "      <td>51.448551</td>\n",
       "      <td>51.448551</td>\n",
       "      <td>51.448551</td>\n",
       "      <td>51.448551</td>\n",
       "      <td>...</td>\n",
       "      <td>51.448551</td>\n",
       "      <td>51.448551</td>\n",
       "      <td>51.448551</td>\n",
       "      <td>51.448551</td>\n",
       "      <td>51.448551</td>\n",
       "      <td>51.448551</td>\n",
       "      <td>51.448551</td>\n",
       "      <td>51.448551</td>\n",
       "      <td>51.448551</td>\n",
       "      <td>51.448551</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Bahrain</td>\n",
       "      <td>BHR</td>\n",
       "      <td>0.318841</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.352113</td>\n",
       "      <td>0.366197</td>\n",
       "      <td>0.394366</td>\n",
       "      <td>0.408451</td>\n",
       "      <td>0.436620</td>\n",
       "      <td>0.450704</td>\n",
       "      <td>...</td>\n",
       "      <td>0.640000</td>\n",
       "      <td>0.644737</td>\n",
       "      <td>0.671053</td>\n",
       "      <td>0.695538</td>\n",
       "      <td>0.704042</td>\n",
       "      <td>0.727273</td>\n",
       "      <td>0.740260</td>\n",
       "      <td>0.765240</td>\n",
       "      <td>0.771208</td>\n",
       "      <td>0.784062</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Bangladesh</td>\n",
       "      <td>BGD</td>\n",
       "      <td>11.477299</td>\n",
       "      <td>11.457325</td>\n",
       "      <td>11.437352</td>\n",
       "      <td>11.417377</td>\n",
       "      <td>11.397403</td>\n",
       "      <td>11.377430</td>\n",
       "      <td>11.357456</td>\n",
       "      <td>11.337482</td>\n",
       "      <td>...</td>\n",
       "      <td>11.137743</td>\n",
       "      <td>11.117769</td>\n",
       "      <td>11.097795</td>\n",
       "      <td>11.077821</td>\n",
       "      <td>11.057848</td>\n",
       "      <td>11.037874</td>\n",
       "      <td>11.017899</td>\n",
       "      <td>10.997926</td>\n",
       "      <td>10.977952</td>\n",
       "      <td>10.957978</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Barbados</td>\n",
       "      <td>BRB</td>\n",
       "      <td>14.651163</td>\n",
       "      <td>14.651163</td>\n",
       "      <td>14.651163</td>\n",
       "      <td>14.651163</td>\n",
       "      <td>14.651163</td>\n",
       "      <td>14.651163</td>\n",
       "      <td>14.651163</td>\n",
       "      <td>14.651163</td>\n",
       "      <td>...</td>\n",
       "      <td>14.651163</td>\n",
       "      <td>14.651163</td>\n",
       "      <td>14.651163</td>\n",
       "      <td>14.651163</td>\n",
       "      <td>14.651163</td>\n",
       "      <td>14.651163</td>\n",
       "      <td>14.651163</td>\n",
       "      <td>14.651163</td>\n",
       "      <td>14.651163</td>\n",
       "      <td>14.651163</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Belarus</td>\n",
       "      <td>BLR</td>\n",
       "      <td>38.355354</td>\n",
       "      <td>38.841451</td>\n",
       "      <td>38.841452</td>\n",
       "      <td>39.084500</td>\n",
       "      <td>39.327550</td>\n",
       "      <td>39.570598</td>\n",
       "      <td>39.813645</td>\n",
       "      <td>40.056695</td>\n",
       "      <td>...</td>\n",
       "      <td>41.770331</td>\n",
       "      <td>41.866929</td>\n",
       "      <td>41.980083</td>\n",
       "      <td>42.060128</td>\n",
       "      <td>42.156130</td>\n",
       "      <td>42.254200</td>\n",
       "      <td>42.352691</td>\n",
       "      <td>42.437168</td>\n",
       "      <td>42.534165</td>\n",
       "      <td>42.630106</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Belgium</td>\n",
       "      <td>BEL</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>22.357992</td>\n",
       "      <td>22.404228</td>\n",
       "      <td>22.450462</td>\n",
       "      <td>22.496698</td>\n",
       "      <td>22.511229</td>\n",
       "      <td>22.525760</td>\n",
       "      <td>22.540291</td>\n",
       "      <td>22.554822</td>\n",
       "      <td>22.569354</td>\n",
       "      <td>22.583885</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Belize</td>\n",
       "      <td>BLZ</td>\n",
       "      <td>70.847437</td>\n",
       "      <td>70.160016</td>\n",
       "      <td>69.473040</td>\n",
       "      <td>68.786059</td>\n",
       "      <td>68.099078</td>\n",
       "      <td>67.411663</td>\n",
       "      <td>66.724682</td>\n",
       "      <td>66.037700</td>\n",
       "      <td>...</td>\n",
       "      <td>61.660235</td>\n",
       "      <td>61.440156</td>\n",
       "      <td>61.219642</td>\n",
       "      <td>60.999124</td>\n",
       "      <td>60.779044</td>\n",
       "      <td>60.558964</td>\n",
       "      <td>60.339323</td>\n",
       "      <td>60.119244</td>\n",
       "      <td>59.899169</td>\n",
       "      <td>59.679089</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Benin</td>\n",
       "      <td>BEN</td>\n",
       "      <td>51.090812</td>\n",
       "      <td>50.470025</td>\n",
       "      <td>49.849237</td>\n",
       "      <td>49.228450</td>\n",
       "      <td>48.607662</td>\n",
       "      <td>47.986875</td>\n",
       "      <td>47.366087</td>\n",
       "      <td>46.745300</td>\n",
       "      <td>...</td>\n",
       "      <td>41.779000</td>\n",
       "      <td>41.335580</td>\n",
       "      <td>40.892160</td>\n",
       "      <td>40.448741</td>\n",
       "      <td>40.005321</td>\n",
       "      <td>39.561901</td>\n",
       "      <td>39.118482</td>\n",
       "      <td>38.675062</td>\n",
       "      <td>38.231642</td>\n",
       "      <td>37.788223</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Bermuda</td>\n",
       "      <td>BMU</td>\n",
       "      <td>18.518518</td>\n",
       "      <td>18.518518</td>\n",
       "      <td>18.518518</td>\n",
       "      <td>18.518518</td>\n",
       "      <td>18.518518</td>\n",
       "      <td>18.518518</td>\n",
       "      <td>18.518518</td>\n",
       "      <td>18.518518</td>\n",
       "      <td>...</td>\n",
       "      <td>18.518518</td>\n",
       "      <td>18.518518</td>\n",
       "      <td>18.518518</td>\n",
       "      <td>18.518518</td>\n",
       "      <td>18.518518</td>\n",
       "      <td>18.518518</td>\n",
       "      <td>18.518518</td>\n",
       "      <td>18.518518</td>\n",
       "      <td>18.518518</td>\n",
       "      <td>18.518518</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Bhutan</td>\n",
       "      <td>BTN</td>\n",
       "      <td>53.650452</td>\n",
       "      <td>53.862980</td>\n",
       "      <td>54.075513</td>\n",
       "      <td>54.288040</td>\n",
       "      <td>63.980652</td>\n",
       "      <td>64.230153</td>\n",
       "      <td>64.479649</td>\n",
       "      <td>64.729145</td>\n",
       "      <td>...</td>\n",
       "      <td>70.191779</td>\n",
       "      <td>70.452291</td>\n",
       "      <td>70.712809</td>\n",
       "      <td>70.973321</td>\n",
       "      <td>71.233833</td>\n",
       "      <td>71.494345</td>\n",
       "      <td>71.754863</td>\n",
       "      <td>72.015375</td>\n",
       "      <td>72.275624</td>\n",
       "      <td>72.484537</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Bolivia</td>\n",
       "      <td>BOL</td>\n",
       "      <td>57.966399</td>\n",
       "      <td>57.716793</td>\n",
       "      <td>57.467183</td>\n",
       "      <td>57.217577</td>\n",
       "      <td>56.967967</td>\n",
       "      <td>56.718361</td>\n",
       "      <td>56.468754</td>\n",
       "      <td>56.219144</td>\n",
       "      <td>...</td>\n",
       "      <td>53.285332</td>\n",
       "      <td>52.819164</td>\n",
       "      <td>52.352995</td>\n",
       "      <td>51.886827</td>\n",
       "      <td>51.620050</td>\n",
       "      <td>51.353272</td>\n",
       "      <td>51.086495</td>\n",
       "      <td>50.819718</td>\n",
       "      <td>50.552940</td>\n",
       "      <td>50.286163</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Bosnia and Herzegovina</td>\n",
       "      <td>BIH</td>\n",
       "      <td>43.164062</td>\n",
       "      <td>43.066406</td>\n",
       "      <td>43.066406</td>\n",
       "      <td>43.017578</td>\n",
       "      <td>42.968750</td>\n",
       "      <td>42.919922</td>\n",
       "      <td>42.871094</td>\n",
       "      <td>42.822266</td>\n",
       "      <td>...</td>\n",
       "      <td>42.675781</td>\n",
       "      <td>42.675781</td>\n",
       "      <td>42.675781</td>\n",
       "      <td>42.675781</td>\n",
       "      <td>42.675781</td>\n",
       "      <td>42.675781</td>\n",
       "      <td>42.675781</td>\n",
       "      <td>42.675781</td>\n",
       "      <td>42.675781</td>\n",
       "      <td>42.675781</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Botswana</td>\n",
       "      <td>BWA</td>\n",
       "      <td>24.205530</td>\n",
       "      <td>23.996789</td>\n",
       "      <td>23.788048</td>\n",
       "      <td>23.579305</td>\n",
       "      <td>23.370564</td>\n",
       "      <td>23.161823</td>\n",
       "      <td>22.953082</td>\n",
       "      <td>22.744341</td>\n",
       "      <td>...</td>\n",
       "      <td>20.655692</td>\n",
       "      <td>20.446773</td>\n",
       "      <td>20.237856</td>\n",
       "      <td>20.028938</td>\n",
       "      <td>19.848605</td>\n",
       "      <td>19.668272</td>\n",
       "      <td>19.487940</td>\n",
       "      <td>19.307607</td>\n",
       "      <td>19.127274</td>\n",
       "      <td>18.946941</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Brazil</td>\n",
       "      <td>BRA</td>\n",
       "      <td>65.409888</td>\n",
       "      <td>65.105619</td>\n",
       "      <td>64.801357</td>\n",
       "      <td>64.497088</td>\n",
       "      <td>64.192826</td>\n",
       "      <td>63.888557</td>\n",
       "      <td>63.584287</td>\n",
       "      <td>63.280026</td>\n",
       "      <td>...</td>\n",
       "      <td>60.231534</td>\n",
       "      <td>60.033501</td>\n",
       "      <td>59.835464</td>\n",
       "      <td>59.637431</td>\n",
       "      <td>59.519702</td>\n",
       "      <td>59.401972</td>\n",
       "      <td>59.284243</td>\n",
       "      <td>59.166513</td>\n",
       "      <td>59.048784</td>\n",
       "      <td>58.931054</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>British Virgin Islands</td>\n",
       "      <td>VGB</td>\n",
       "      <td>24.733334</td>\n",
       "      <td>24.733334</td>\n",
       "      <td>24.666667</td>\n",
       "      <td>24.666667</td>\n",
       "      <td>24.600000</td>\n",
       "      <td>24.600000</td>\n",
       "      <td>24.600000</td>\n",
       "      <td>24.533334</td>\n",
       "      <td>...</td>\n",
       "      <td>24.333334</td>\n",
       "      <td>24.333334</td>\n",
       "      <td>24.266667</td>\n",
       "      <td>24.266667</td>\n",
       "      <td>24.266667</td>\n",
       "      <td>24.200001</td>\n",
       "      <td>24.200001</td>\n",
       "      <td>24.133333</td>\n",
       "      <td>24.133333</td>\n",
       "      <td>24.133333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Brunei Darussalam</td>\n",
       "      <td>BRN</td>\n",
       "      <td>78.368121</td>\n",
       "      <td>78.064515</td>\n",
       "      <td>77.760908</td>\n",
       "      <td>77.457308</td>\n",
       "      <td>77.153701</td>\n",
       "      <td>76.850095</td>\n",
       "      <td>76.546488</td>\n",
       "      <td>76.242882</td>\n",
       "      <td>...</td>\n",
       "      <td>73.130929</td>\n",
       "      <td>72.789375</td>\n",
       "      <td>72.447816</td>\n",
       "      <td>72.106262</td>\n",
       "      <td>72.106262</td>\n",
       "      <td>72.106262</td>\n",
       "      <td>72.106262</td>\n",
       "      <td>72.106262</td>\n",
       "      <td>72.106262</td>\n",
       "      <td>72.106262</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Bulgaria</td>\n",
       "      <td>BGR</td>\n",
       "      <td>30.073217</td>\n",
       "      <td>30.116605</td>\n",
       "      <td>30.159994</td>\n",
       "      <td>30.203380</td>\n",
       "      <td>30.246768</td>\n",
       "      <td>30.290156</td>\n",
       "      <td>30.333545</td>\n",
       "      <td>30.376933</td>\n",
       "      <td>...</td>\n",
       "      <td>33.932418</td>\n",
       "      <td>34.090784</td>\n",
       "      <td>34.264923</td>\n",
       "      <td>34.423360</td>\n",
       "      <td>34.581798</td>\n",
       "      <td>34.740235</td>\n",
       "      <td>34.898674</td>\n",
       "      <td>35.057112</td>\n",
       "      <td>35.215549</td>\n",
       "      <td>35.373986</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>182</th>\n",
       "      <td>Sweden</td>\n",
       "      <td>SWE</td>\n",
       "      <td>68.389628</td>\n",
       "      <td>68.413998</td>\n",
       "      <td>68.438368</td>\n",
       "      <td>68.462738</td>\n",
       "      <td>68.487108</td>\n",
       "      <td>68.511478</td>\n",
       "      <td>68.535848</td>\n",
       "      <td>68.560218</td>\n",
       "      <td>...</td>\n",
       "      <td>68.626017</td>\n",
       "      <td>68.555344</td>\n",
       "      <td>68.484671</td>\n",
       "      <td>68.413998</td>\n",
       "      <td>68.413998</td>\n",
       "      <td>68.917857</td>\n",
       "      <td>68.917857</td>\n",
       "      <td>68.922933</td>\n",
       "      <td>68.922933</td>\n",
       "      <td>68.922933</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>183</th>\n",
       "      <td>Switzerland</td>\n",
       "      <td>CHE</td>\n",
       "      <td>29.117864</td>\n",
       "      <td>29.226646</td>\n",
       "      <td>29.335425</td>\n",
       "      <td>29.444207</td>\n",
       "      <td>29.552986</td>\n",
       "      <td>29.661768</td>\n",
       "      <td>29.771302</td>\n",
       "      <td>29.880841</td>\n",
       "      <td>...</td>\n",
       "      <td>30.979854</td>\n",
       "      <td>31.070959</td>\n",
       "      <td>31.162061</td>\n",
       "      <td>31.253163</td>\n",
       "      <td>31.349327</td>\n",
       "      <td>31.445489</td>\n",
       "      <td>31.541654</td>\n",
       "      <td>31.637816</td>\n",
       "      <td>31.733980</td>\n",
       "      <td>31.830145</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>184</th>\n",
       "      <td>Syrian Arab Republic</td>\n",
       "      <td>SYR</td>\n",
       "      <td>2.024159</td>\n",
       "      <td>2.056807</td>\n",
       "      <td>2.089455</td>\n",
       "      <td>2.122103</td>\n",
       "      <td>2.154750</td>\n",
       "      <td>2.187398</td>\n",
       "      <td>2.220046</td>\n",
       "      <td>2.252693</td>\n",
       "      <td>...</td>\n",
       "      <td>2.575692</td>\n",
       "      <td>2.608364</td>\n",
       "      <td>2.641037</td>\n",
       "      <td>2.673855</td>\n",
       "      <td>2.673855</td>\n",
       "      <td>2.673855</td>\n",
       "      <td>2.673855</td>\n",
       "      <td>2.673855</td>\n",
       "      <td>2.673855</td>\n",
       "      <td>2.673855</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>185</th>\n",
       "      <td>Tajikistan</td>\n",
       "      <td>TJK</td>\n",
       "      <td>2.915119</td>\n",
       "      <td>2.915119</td>\n",
       "      <td>2.917977</td>\n",
       "      <td>2.919406</td>\n",
       "      <td>2.920834</td>\n",
       "      <td>2.922264</td>\n",
       "      <td>2.923693</td>\n",
       "      <td>2.925121</td>\n",
       "      <td>...</td>\n",
       "      <td>2.929408</td>\n",
       "      <td>2.929408</td>\n",
       "      <td>2.929408</td>\n",
       "      <td>2.929408</td>\n",
       "      <td>2.932266</td>\n",
       "      <td>2.935124</td>\n",
       "      <td>2.937982</td>\n",
       "      <td>2.965717</td>\n",
       "      <td>2.968514</td>\n",
       "      <td>2.971396</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>186</th>\n",
       "      <td>Tanzania</td>\n",
       "      <td>TZA</td>\n",
       "      <td>63.129375</td>\n",
       "      <td>62.677805</td>\n",
       "      <td>62.226236</td>\n",
       "      <td>61.774667</td>\n",
       "      <td>61.323098</td>\n",
       "      <td>60.871529</td>\n",
       "      <td>60.419959</td>\n",
       "      <td>59.968390</td>\n",
       "      <td>...</td>\n",
       "      <td>55.452698</td>\n",
       "      <td>55.001129</td>\n",
       "      <td>54.549560</td>\n",
       "      <td>54.097991</td>\n",
       "      <td>53.678031</td>\n",
       "      <td>53.258072</td>\n",
       "      <td>52.838112</td>\n",
       "      <td>52.418153</td>\n",
       "      <td>51.998194</td>\n",
       "      <td>51.578234</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>187</th>\n",
       "      <td>Thailand</td>\n",
       "      <td>THA</td>\n",
       "      <td>27.412946</td>\n",
       "      <td>28.001330</td>\n",
       "      <td>28.589716</td>\n",
       "      <td>29.178101</td>\n",
       "      <td>29.766487</td>\n",
       "      <td>30.354871</td>\n",
       "      <td>30.943255</td>\n",
       "      <td>31.531641</td>\n",
       "      <td>...</td>\n",
       "      <td>31.630291</td>\n",
       "      <td>31.688623</td>\n",
       "      <td>31.746952</td>\n",
       "      <td>31.805281</td>\n",
       "      <td>31.864002</td>\n",
       "      <td>31.922723</td>\n",
       "      <td>31.981444</td>\n",
       "      <td>32.040165</td>\n",
       "      <td>32.098886</td>\n",
       "      <td>32.157607</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188</th>\n",
       "      <td>Timor-Leste</td>\n",
       "      <td>TLS</td>\n",
       "      <td>64.963013</td>\n",
       "      <td>64.209818</td>\n",
       "      <td>63.456622</td>\n",
       "      <td>62.703431</td>\n",
       "      <td>61.950236</td>\n",
       "      <td>61.197041</td>\n",
       "      <td>60.443846</td>\n",
       "      <td>59.690651</td>\n",
       "      <td>...</td>\n",
       "      <td>52.158707</td>\n",
       "      <td>51.405516</td>\n",
       "      <td>50.652321</td>\n",
       "      <td>49.899126</td>\n",
       "      <td>49.145931</td>\n",
       "      <td>48.392735</td>\n",
       "      <td>47.639544</td>\n",
       "      <td>46.886349</td>\n",
       "      <td>46.133154</td>\n",
       "      <td>45.379959</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>189</th>\n",
       "      <td>Togo</td>\n",
       "      <td>TGO</td>\n",
       "      <td>12.594227</td>\n",
       "      <td>12.228350</td>\n",
       "      <td>11.862475</td>\n",
       "      <td>11.496598</td>\n",
       "      <td>11.130723</td>\n",
       "      <td>10.764846</td>\n",
       "      <td>10.398970</td>\n",
       "      <td>10.033095</td>\n",
       "      <td>...</td>\n",
       "      <td>6.368818</td>\n",
       "      <td>6.004780</td>\n",
       "      <td>5.640743</td>\n",
       "      <td>5.276705</td>\n",
       "      <td>4.912668</td>\n",
       "      <td>4.548630</td>\n",
       "      <td>4.184593</td>\n",
       "      <td>3.820555</td>\n",
       "      <td>3.456518</td>\n",
       "      <td>3.092480</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>190</th>\n",
       "      <td>Tonga</td>\n",
       "      <td>TON</td>\n",
       "      <td>12.500000</td>\n",
       "      <td>12.500000</td>\n",
       "      <td>12.500000</td>\n",
       "      <td>12.500000</td>\n",
       "      <td>12.500000</td>\n",
       "      <td>12.500000</td>\n",
       "      <td>12.500000</td>\n",
       "      <td>12.500000</td>\n",
       "      <td>...</td>\n",
       "      <td>12.500000</td>\n",
       "      <td>12.500000</td>\n",
       "      <td>12.500000</td>\n",
       "      <td>12.500000</td>\n",
       "      <td>12.500000</td>\n",
       "      <td>12.500000</td>\n",
       "      <td>12.500000</td>\n",
       "      <td>12.500000</td>\n",
       "      <td>12.500000</td>\n",
       "      <td>12.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>191</th>\n",
       "      <td>Trinidad and Tobago</td>\n",
       "      <td>TTO</td>\n",
       "      <td>46.920077</td>\n",
       "      <td>46.781677</td>\n",
       "      <td>46.643275</td>\n",
       "      <td>46.504875</td>\n",
       "      <td>46.366472</td>\n",
       "      <td>46.228069</td>\n",
       "      <td>46.089669</td>\n",
       "      <td>45.951266</td>\n",
       "      <td>...</td>\n",
       "      <td>44.553606</td>\n",
       "      <td>44.413255</td>\n",
       "      <td>44.272904</td>\n",
       "      <td>44.132552</td>\n",
       "      <td>44.448344</td>\n",
       "      <td>44.762184</td>\n",
       "      <td>45.077973</td>\n",
       "      <td>45.391813</td>\n",
       "      <td>45.707602</td>\n",
       "      <td>46.023393</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>192</th>\n",
       "      <td>Tunisia</td>\n",
       "      <td>TUN</td>\n",
       "      <td>4.138774</td>\n",
       "      <td>4.263646</td>\n",
       "      <td>4.388517</td>\n",
       "      <td>4.513388</td>\n",
       "      <td>4.638259</td>\n",
       "      <td>4.763131</td>\n",
       "      <td>4.888002</td>\n",
       "      <td>5.012873</td>\n",
       "      <td>...</td>\n",
       "      <td>6.082647</td>\n",
       "      <td>6.179197</td>\n",
       "      <td>6.275747</td>\n",
       "      <td>6.372297</td>\n",
       "      <td>6.437951</td>\n",
       "      <td>6.503605</td>\n",
       "      <td>6.569258</td>\n",
       "      <td>6.634913</td>\n",
       "      <td>6.700566</td>\n",
       "      <td>6.766220</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>193</th>\n",
       "      <td>Turkey</td>\n",
       "      <td>TUR</td>\n",
       "      <td>12.502111</td>\n",
       "      <td>12.575003</td>\n",
       "      <td>12.647896</td>\n",
       "      <td>12.720788</td>\n",
       "      <td>12.793681</td>\n",
       "      <td>12.866572</td>\n",
       "      <td>12.939464</td>\n",
       "      <td>13.012357</td>\n",
       "      <td>...</td>\n",
       "      <td>14.134585</td>\n",
       "      <td>14.275171</td>\n",
       "      <td>14.415758</td>\n",
       "      <td>14.556345</td>\n",
       "      <td>14.689397</td>\n",
       "      <td>14.822447</td>\n",
       "      <td>14.955498</td>\n",
       "      <td>15.088549</td>\n",
       "      <td>15.221600</td>\n",
       "      <td>15.354651</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>194</th>\n",
       "      <td>Turkmenistan</td>\n",
       "      <td>TKM</td>\n",
       "      <td>8.782159</td>\n",
       "      <td>8.782159</td>\n",
       "      <td>8.782159</td>\n",
       "      <td>8.782159</td>\n",
       "      <td>8.782159</td>\n",
       "      <td>8.782159</td>\n",
       "      <td>8.782159</td>\n",
       "      <td>8.782159</td>\n",
       "      <td>...</td>\n",
       "      <td>8.782159</td>\n",
       "      <td>8.782159</td>\n",
       "      <td>8.782159</td>\n",
       "      <td>8.782159</td>\n",
       "      <td>8.782159</td>\n",
       "      <td>8.782159</td>\n",
       "      <td>8.782159</td>\n",
       "      <td>8.782159</td>\n",
       "      <td>8.782159</td>\n",
       "      <td>8.782159</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>195</th>\n",
       "      <td>Turks and Caicos Islands</td>\n",
       "      <td>TCA</td>\n",
       "      <td>36.210528</td>\n",
       "      <td>36.210528</td>\n",
       "      <td>36.210528</td>\n",
       "      <td>36.210528</td>\n",
       "      <td>36.210528</td>\n",
       "      <td>36.210528</td>\n",
       "      <td>36.210528</td>\n",
       "      <td>36.210528</td>\n",
       "      <td>...</td>\n",
       "      <td>36.210528</td>\n",
       "      <td>36.210528</td>\n",
       "      <td>36.210528</td>\n",
       "      <td>36.210528</td>\n",
       "      <td>36.210528</td>\n",
       "      <td>36.210528</td>\n",
       "      <td>36.210528</td>\n",
       "      <td>36.210528</td>\n",
       "      <td>36.210528</td>\n",
       "      <td>36.210528</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196</th>\n",
       "      <td>Tuvalu</td>\n",
       "      <td>TUV</td>\n",
       "      <td>33.333333</td>\n",
       "      <td>33.333333</td>\n",
       "      <td>33.333333</td>\n",
       "      <td>33.333333</td>\n",
       "      <td>33.333333</td>\n",
       "      <td>33.333333</td>\n",
       "      <td>33.333333</td>\n",
       "      <td>33.333333</td>\n",
       "      <td>...</td>\n",
       "      <td>33.333333</td>\n",
       "      <td>33.333333</td>\n",
       "      <td>33.333333</td>\n",
       "      <td>33.333333</td>\n",
       "      <td>33.333333</td>\n",
       "      <td>33.333333</td>\n",
       "      <td>33.333333</td>\n",
       "      <td>33.333333</td>\n",
       "      <td>33.333333</td>\n",
       "      <td>33.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>197</th>\n",
       "      <td>Uganda</td>\n",
       "      <td>UGA</td>\n",
       "      <td>23.777589</td>\n",
       "      <td>23.336168</td>\n",
       "      <td>22.894751</td>\n",
       "      <td>22.453330</td>\n",
       "      <td>22.011912</td>\n",
       "      <td>21.570492</td>\n",
       "      <td>21.129072</td>\n",
       "      <td>20.687654</td>\n",
       "      <td>...</td>\n",
       "      <td>15.808018</td>\n",
       "      <td>15.131374</td>\n",
       "      <td>14.454732</td>\n",
       "      <td>13.729304</td>\n",
       "      <td>13.055057</td>\n",
       "      <td>12.380810</td>\n",
       "      <td>11.706562</td>\n",
       "      <td>11.032316</td>\n",
       "      <td>10.358069</td>\n",
       "      <td>9.683822</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198</th>\n",
       "      <td>Ukraine</td>\n",
       "      <td>UKR</td>\n",
       "      <td>16.007595</td>\n",
       "      <td>16.007595</td>\n",
       "      <td>16.089066</td>\n",
       "      <td>16.129800</td>\n",
       "      <td>16.170537</td>\n",
       "      <td>16.211271</td>\n",
       "      <td>16.252006</td>\n",
       "      <td>16.292742</td>\n",
       "      <td>...</td>\n",
       "      <td>16.509071</td>\n",
       "      <td>16.500034</td>\n",
       "      <td>16.490714</td>\n",
       "      <td>16.481392</td>\n",
       "      <td>16.519022</td>\n",
       "      <td>16.556652</td>\n",
       "      <td>16.594284</td>\n",
       "      <td>16.632775</td>\n",
       "      <td>16.670407</td>\n",
       "      <td>16.708039</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199</th>\n",
       "      <td>United Arab Emirates</td>\n",
       "      <td>ARE</td>\n",
       "      <td>3.449732</td>\n",
       "      <td>3.541256</td>\n",
       "      <td>3.632779</td>\n",
       "      <td>3.724303</td>\n",
       "      <td>3.815827</td>\n",
       "      <td>3.907350</td>\n",
       "      <td>3.998874</td>\n",
       "      <td>4.090397</td>\n",
       "      <td>...</td>\n",
       "      <td>4.422979</td>\n",
       "      <td>4.437905</td>\n",
       "      <td>4.452830</td>\n",
       "      <td>4.467755</td>\n",
       "      <td>4.482681</td>\n",
       "      <td>4.497606</td>\n",
       "      <td>4.512532</td>\n",
       "      <td>4.527457</td>\n",
       "      <td>4.542383</td>\n",
       "      <td>4.557308</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>200</th>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>GBR</td>\n",
       "      <td>11.482660</td>\n",
       "      <td>11.555409</td>\n",
       "      <td>11.628157</td>\n",
       "      <td>11.700905</td>\n",
       "      <td>11.773653</td>\n",
       "      <td>11.846402</td>\n",
       "      <td>11.919151</td>\n",
       "      <td>11.991898</td>\n",
       "      <td>...</td>\n",
       "      <td>12.549911</td>\n",
       "      <td>12.581325</td>\n",
       "      <td>12.612739</td>\n",
       "      <td>12.644153</td>\n",
       "      <td>12.714422</td>\n",
       "      <td>12.784690</td>\n",
       "      <td>12.854958</td>\n",
       "      <td>12.925226</td>\n",
       "      <td>12.995495</td>\n",
       "      <td>13.065763</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201</th>\n",
       "      <td>United States</td>\n",
       "      <td>USA</td>\n",
       "      <td>33.022308</td>\n",
       "      <td>33.034165</td>\n",
       "      <td>33.046021</td>\n",
       "      <td>33.057881</td>\n",
       "      <td>33.069738</td>\n",
       "      <td>33.081594</td>\n",
       "      <td>33.093451</td>\n",
       "      <td>33.105308</td>\n",
       "      <td>...</td>\n",
       "      <td>33.436462</td>\n",
       "      <td>33.576114</td>\n",
       "      <td>33.662760</td>\n",
       "      <td>33.749407</td>\n",
       "      <td>33.779470</td>\n",
       "      <td>33.809533</td>\n",
       "      <td>33.839596</td>\n",
       "      <td>33.869659</td>\n",
       "      <td>33.899723</td>\n",
       "      <td>33.929786</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>202</th>\n",
       "      <td>Uruguay</td>\n",
       "      <td>URY</td>\n",
       "      <td>4.558336</td>\n",
       "      <td>4.885099</td>\n",
       "      <td>5.211861</td>\n",
       "      <td>5.538624</td>\n",
       "      <td>5.865387</td>\n",
       "      <td>6.192149</td>\n",
       "      <td>6.518912</td>\n",
       "      <td>6.845675</td>\n",
       "      <td>...</td>\n",
       "      <td>9.173809</td>\n",
       "      <td>9.413210</td>\n",
       "      <td>9.652611</td>\n",
       "      <td>9.892013</td>\n",
       "      <td>10.021941</td>\n",
       "      <td>10.151869</td>\n",
       "      <td>10.281796</td>\n",
       "      <td>10.411724</td>\n",
       "      <td>10.541652</td>\n",
       "      <td>10.671580</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>203</th>\n",
       "      <td>Uzbekistan</td>\n",
       "      <td>UZB</td>\n",
       "      <td>7.157969</td>\n",
       "      <td>7.157969</td>\n",
       "      <td>7.236483</td>\n",
       "      <td>7.275741</td>\n",
       "      <td>7.314998</td>\n",
       "      <td>7.354255</td>\n",
       "      <td>7.393512</td>\n",
       "      <td>7.432769</td>\n",
       "      <td>...</td>\n",
       "      <td>7.727315</td>\n",
       "      <td>7.718148</td>\n",
       "      <td>7.708980</td>\n",
       "      <td>7.699812</td>\n",
       "      <td>7.673672</td>\n",
       "      <td>7.647532</td>\n",
       "      <td>7.621391</td>\n",
       "      <td>7.595252</td>\n",
       "      <td>7.569111</td>\n",
       "      <td>7.542971</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>204</th>\n",
       "      <td>Vanuatu</td>\n",
       "      <td>VUT</td>\n",
       "      <td>36.095160</td>\n",
       "      <td>36.095160</td>\n",
       "      <td>36.095160</td>\n",
       "      <td>36.095160</td>\n",
       "      <td>36.095160</td>\n",
       "      <td>36.095160</td>\n",
       "      <td>36.095160</td>\n",
       "      <td>36.095160</td>\n",
       "      <td>...</td>\n",
       "      <td>36.095160</td>\n",
       "      <td>36.095160</td>\n",
       "      <td>36.095160</td>\n",
       "      <td>36.095160</td>\n",
       "      <td>36.095160</td>\n",
       "      <td>36.095160</td>\n",
       "      <td>36.095160</td>\n",
       "      <td>36.095160</td>\n",
       "      <td>36.095160</td>\n",
       "      <td>36.095160</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>205</th>\n",
       "      <td>Venezuela, RB</td>\n",
       "      <td>VEN</td>\n",
       "      <td>58.983051</td>\n",
       "      <td>58.657106</td>\n",
       "      <td>58.331160</td>\n",
       "      <td>58.005215</td>\n",
       "      <td>57.679270</td>\n",
       "      <td>57.353325</td>\n",
       "      <td>57.027379</td>\n",
       "      <td>56.701434</td>\n",
       "      <td>...</td>\n",
       "      <td>53.998981</td>\n",
       "      <td>53.951816</td>\n",
       "      <td>53.904656</td>\n",
       "      <td>53.857491</td>\n",
       "      <td>53.671109</td>\n",
       "      <td>53.484722</td>\n",
       "      <td>53.298340</td>\n",
       "      <td>53.111953</td>\n",
       "      <td>52.925571</td>\n",
       "      <td>52.739189</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>206</th>\n",
       "      <td>Vietnam</td>\n",
       "      <td>VNM</td>\n",
       "      <td>28.765861</td>\n",
       "      <td>29.492151</td>\n",
       "      <td>30.218439</td>\n",
       "      <td>30.944730</td>\n",
       "      <td>31.671018</td>\n",
       "      <td>32.397309</td>\n",
       "      <td>33.123599</td>\n",
       "      <td>33.849887</td>\n",
       "      <td>...</td>\n",
       "      <td>43.530172</td>\n",
       "      <td>44.208081</td>\n",
       "      <td>44.885993</td>\n",
       "      <td>45.563905</td>\n",
       "      <td>45.979940</td>\n",
       "      <td>46.395975</td>\n",
       "      <td>46.812010</td>\n",
       "      <td>47.228045</td>\n",
       "      <td>47.644080</td>\n",
       "      <td>48.060115</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>207</th>\n",
       "      <td>Virgin Islands (U.S.)</td>\n",
       "      <td>VIR</td>\n",
       "      <td>67.371428</td>\n",
       "      <td>66.485716</td>\n",
       "      <td>65.599997</td>\n",
       "      <td>64.714285</td>\n",
       "      <td>63.828572</td>\n",
       "      <td>62.914287</td>\n",
       "      <td>62.028569</td>\n",
       "      <td>61.142856</td>\n",
       "      <td>...</td>\n",
       "      <td>52.857143</td>\n",
       "      <td>52.542855</td>\n",
       "      <td>52.200001</td>\n",
       "      <td>51.885714</td>\n",
       "      <td>51.571426</td>\n",
       "      <td>51.257144</td>\n",
       "      <td>50.914285</td>\n",
       "      <td>50.599997</td>\n",
       "      <td>50.285715</td>\n",
       "      <td>49.971428</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>208</th>\n",
       "      <td>West Bank and Gaza</td>\n",
       "      <td>PSE</td>\n",
       "      <td>1.508306</td>\n",
       "      <td>1.508306</td>\n",
       "      <td>1.508306</td>\n",
       "      <td>1.508306</td>\n",
       "      <td>1.508306</td>\n",
       "      <td>1.508306</td>\n",
       "      <td>1.508306</td>\n",
       "      <td>1.508306</td>\n",
       "      <td>...</td>\n",
       "      <td>1.523256</td>\n",
       "      <td>1.523256</td>\n",
       "      <td>1.523256</td>\n",
       "      <td>1.523256</td>\n",
       "      <td>1.523256</td>\n",
       "      <td>1.523256</td>\n",
       "      <td>1.523256</td>\n",
       "      <td>1.523256</td>\n",
       "      <td>1.523256</td>\n",
       "      <td>1.523256</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>209</th>\n",
       "      <td>Yemen, Rep.</td>\n",
       "      <td>YEM</td>\n",
       "      <td>1.039832</td>\n",
       "      <td>1.039832</td>\n",
       "      <td>1.039832</td>\n",
       "      <td>1.039832</td>\n",
       "      <td>1.039832</td>\n",
       "      <td>1.039832</td>\n",
       "      <td>1.039832</td>\n",
       "      <td>1.039832</td>\n",
       "      <td>...</td>\n",
       "      <td>1.039832</td>\n",
       "      <td>1.039832</td>\n",
       "      <td>1.039832</td>\n",
       "      <td>1.039832</td>\n",
       "      <td>1.039832</td>\n",
       "      <td>1.039832</td>\n",
       "      <td>1.039832</td>\n",
       "      <td>1.039832</td>\n",
       "      <td>1.039832</td>\n",
       "      <td>1.039832</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>210</th>\n",
       "      <td>Zambia</td>\n",
       "      <td>ZMB</td>\n",
       "      <td>71.025976</td>\n",
       "      <td>70.801865</td>\n",
       "      <td>70.577760</td>\n",
       "      <td>70.353649</td>\n",
       "      <td>70.129544</td>\n",
       "      <td>69.905433</td>\n",
       "      <td>69.681323</td>\n",
       "      <td>69.457217</td>\n",
       "      <td>...</td>\n",
       "      <td>67.216133</td>\n",
       "      <td>66.992022</td>\n",
       "      <td>66.767917</td>\n",
       "      <td>66.543806</td>\n",
       "      <td>66.319695</td>\n",
       "      <td>66.095590</td>\n",
       "      <td>65.871480</td>\n",
       "      <td>65.647374</td>\n",
       "      <td>65.423264</td>\n",
       "      <td>65.199153</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>211</th>\n",
       "      <td>Zimbabwe</td>\n",
       "      <td>ZWE</td>\n",
       "      <td>57.293525</td>\n",
       "      <td>56.448236</td>\n",
       "      <td>55.602947</td>\n",
       "      <td>54.757658</td>\n",
       "      <td>53.912369</td>\n",
       "      <td>53.067080</td>\n",
       "      <td>52.221791</td>\n",
       "      <td>51.376503</td>\n",
       "      <td>...</td>\n",
       "      <td>42.923614</td>\n",
       "      <td>42.078325</td>\n",
       "      <td>41.233036</td>\n",
       "      <td>40.387747</td>\n",
       "      <td>39.580198</td>\n",
       "      <td>38.772651</td>\n",
       "      <td>37.965102</td>\n",
       "      <td>37.157556</td>\n",
       "      <td>36.350006</td>\n",
       "      <td>35.542457</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>212 rows × 29 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                      Country Code       1990       1991       1992  \\\n",
       "0                 Afghanistan  AFG   2.067825   2.067825   2.067825   \n",
       "1                     Albania  ALB  28.788321  28.717152  28.645986   \n",
       "2                     Algeria  DZA   0.699908   0.696214   0.692519   \n",
       "3              American Samoa  ASM  91.949997  91.750002  91.599998   \n",
       "4                     Andorra  AND  34.042553  34.042553  34.042553   \n",
       "5                      Angola  AGO  48.909922  48.809817  48.709712   \n",
       "6         Antigua and Barbuda  ATG  23.409091  23.340910  23.272727   \n",
       "7                   Argentina  ARG  12.713534  12.606360  12.499186   \n",
       "8                     Armenia  ARM  11.766772  11.752722  11.752722   \n",
       "9                       Aruba  ABW   2.333333   2.333333   2.333333   \n",
       "10                  Australia  AUS  16.732098  16.736004  16.739909   \n",
       "11                    Austria  AUT  45.725357  45.800435  45.875513   \n",
       "12                 Azerbaijan  AZE  10.238293  10.283956  10.283956   \n",
       "13               Bahamas, The  BHS  51.448551  51.448551  51.448551   \n",
       "14                    Bahrain  BHR   0.318841   0.333333   0.352113   \n",
       "15                 Bangladesh  BGD  11.477299  11.457325  11.437352   \n",
       "16                   Barbados  BRB  14.651163  14.651163  14.651163   \n",
       "17                    Belarus  BLR  38.355354  38.841451  38.841452   \n",
       "18                    Belgium  BEL        NaN        NaN        NaN   \n",
       "19                     Belize  BLZ  70.847437  70.160016  69.473040   \n",
       "20                      Benin  BEN  51.090812  50.470025  49.849237   \n",
       "21                    Bermuda  BMU  18.518518  18.518518  18.518518   \n",
       "22                     Bhutan  BTN  53.650452  53.862980  54.075513   \n",
       "23                    Bolivia  BOL  57.966399  57.716793  57.467183   \n",
       "24     Bosnia and Herzegovina  BIH  43.164062  43.066406  43.066406   \n",
       "25                   Botswana  BWA  24.205530  23.996789  23.788048   \n",
       "26                     Brazil  BRA  65.409888  65.105619  64.801357   \n",
       "27     British Virgin Islands  VGB  24.733334  24.733334  24.666667   \n",
       "28          Brunei Darussalam  BRN  78.368121  78.064515  77.760908   \n",
       "29                   Bulgaria  BGR  30.073217  30.116605  30.159994   \n",
       "..                        ...  ...        ...        ...        ...   \n",
       "182                    Sweden  SWE  68.389628  68.413998  68.438368   \n",
       "183               Switzerland  CHE  29.117864  29.226646  29.335425   \n",
       "184      Syrian Arab Republic  SYR   2.024159   2.056807   2.089455   \n",
       "185                Tajikistan  TJK   2.915119   2.915119   2.917977   \n",
       "186                  Tanzania  TZA  63.129375  62.677805  62.226236   \n",
       "187                  Thailand  THA  27.412946  28.001330  28.589716   \n",
       "188               Timor-Leste  TLS  64.963013  64.209818  63.456622   \n",
       "189                      Togo  TGO  12.594227  12.228350  11.862475   \n",
       "190                     Tonga  TON  12.500000  12.500000  12.500000   \n",
       "191       Trinidad and Tobago  TTO  46.920077  46.781677  46.643275   \n",
       "192                   Tunisia  TUN   4.138774   4.263646   4.388517   \n",
       "193                    Turkey  TUR  12.502111  12.575003  12.647896   \n",
       "194              Turkmenistan  TKM   8.782159   8.782159   8.782159   \n",
       "195  Turks and Caicos Islands  TCA  36.210528  36.210528  36.210528   \n",
       "196                    Tuvalu  TUV  33.333333  33.333333  33.333333   \n",
       "197                    Uganda  UGA  23.777589  23.336168  22.894751   \n",
       "198                   Ukraine  UKR  16.007595  16.007595  16.089066   \n",
       "199      United Arab Emirates  ARE   3.449732   3.541256   3.632779   \n",
       "200            United Kingdom  GBR  11.482660  11.555409  11.628157   \n",
       "201             United States  USA  33.022308  33.034165  33.046021   \n",
       "202                   Uruguay  URY   4.558336   4.885099   5.211861   \n",
       "203                Uzbekistan  UZB   7.157969   7.157969   7.236483   \n",
       "204                   Vanuatu  VUT  36.095160  36.095160  36.095160   \n",
       "205             Venezuela, RB  VEN  58.983051  58.657106  58.331160   \n",
       "206                   Vietnam  VNM  28.765861  29.492151  30.218439   \n",
       "207     Virgin Islands (U.S.)  VIR  67.371428  66.485716  65.599997   \n",
       "208        West Bank and Gaza  PSE   1.508306   1.508306   1.508306   \n",
       "209               Yemen, Rep.  YEM   1.039832   1.039832   1.039832   \n",
       "210                    Zambia  ZMB  71.025976  70.801865  70.577760   \n",
       "211                  Zimbabwe  ZWE  57.293525  56.448236  55.602947   \n",
       "\n",
       "          1993       1994       1995       1996       1997  ...       2007  \\\n",
       "0     2.067825   2.067825   2.067825   2.067825   2.067825  ...   2.067825   \n",
       "1    28.574818  28.503650  28.432481  28.361313  28.290147  ...  28.465694   \n",
       "2     0.688824   0.685129   0.681435   0.677740   0.674045  ...   0.709061   \n",
       "3    91.450005  91.250000  91.099997  90.950003  90.749998  ...  89.049997   \n",
       "4    34.042553  34.042553  34.042553  34.042553  34.042553  ...  34.042553   \n",
       "5    48.609611  48.509506  48.409401  48.309296  48.209191  ...  47.208148   \n",
       "6    23.204546  23.136364  23.068181  23.000000  22.931819  ...  22.272728   \n",
       "7    12.392014  12.284841  12.177667  12.070494  11.963321  ...  10.797715   \n",
       "8    11.745697  11.738673  11.731647  11.724622  11.717598  ...  11.647348   \n",
       "9     2.333333   2.333333   2.333333   2.333333   2.333333  ...   2.333333   \n",
       "10   16.743814  16.747719  16.751624  16.755529  16.759434  ...  16.384286   \n",
       "11   45.950595  46.025673  46.100751  46.175829  46.250907  ...  46.678294   \n",
       "12   10.307990  10.332023  10.356057  10.380090  10.404124  ...  11.250771   \n",
       "13   51.448551  51.448551  51.448551  51.448551  51.448551  ...  51.448551   \n",
       "14    0.366197   0.394366   0.408451   0.436620   0.450704  ...   0.640000   \n",
       "15   11.417377  11.397403  11.377430  11.357456  11.337482  ...  11.137743   \n",
       "16   14.651163  14.651163  14.651163  14.651163  14.651163  ...  14.651163   \n",
       "17   39.084500  39.327550  39.570598  39.813645  40.056695  ...  41.770331   \n",
       "18         NaN        NaN        NaN        NaN        NaN  ...  22.357992   \n",
       "19   68.786059  68.099078  67.411663  66.724682  66.037700  ...  61.660235   \n",
       "20   49.228450  48.607662  47.986875  47.366087  46.745300  ...  41.779000   \n",
       "21   18.518518  18.518518  18.518518  18.518518  18.518518  ...  18.518518   \n",
       "22   54.288040  63.980652  64.230153  64.479649  64.729145  ...  70.191779   \n",
       "23   57.217577  56.967967  56.718361  56.468754  56.219144  ...  53.285332   \n",
       "24   43.017578  42.968750  42.919922  42.871094  42.822266  ...  42.675781   \n",
       "25   23.579305  23.370564  23.161823  22.953082  22.744341  ...  20.655692   \n",
       "26   64.497088  64.192826  63.888557  63.584287  63.280026  ...  60.231534   \n",
       "27   24.666667  24.600000  24.600000  24.600000  24.533334  ...  24.333334   \n",
       "28   77.457308  77.153701  76.850095  76.546488  76.242882  ...  73.130929   \n",
       "29   30.203380  30.246768  30.290156  30.333545  30.376933  ...  33.932418   \n",
       "..         ...        ...        ...        ...        ...  ...        ...   \n",
       "182  68.462738  68.487108  68.511478  68.535848  68.560218  ...  68.626017   \n",
       "183  29.444207  29.552986  29.661768  29.771302  29.880841  ...  30.979854   \n",
       "184   2.122103   2.154750   2.187398   2.220046   2.252693  ...   2.575692   \n",
       "185   2.919406   2.920834   2.922264   2.923693   2.925121  ...   2.929408   \n",
       "186  61.774667  61.323098  60.871529  60.419959  59.968390  ...  55.452698   \n",
       "187  29.178101  29.766487  30.354871  30.943255  31.531641  ...  31.630291   \n",
       "188  62.703431  61.950236  61.197041  60.443846  59.690651  ...  52.158707   \n",
       "189  11.496598  11.130723  10.764846  10.398970  10.033095  ...   6.368818   \n",
       "190  12.500000  12.500000  12.500000  12.500000  12.500000  ...  12.500000   \n",
       "191  46.504875  46.366472  46.228069  46.089669  45.951266  ...  44.553606   \n",
       "192   4.513388   4.638259   4.763131   4.888002   5.012873  ...   6.082647   \n",
       "193  12.720788  12.793681  12.866572  12.939464  13.012357  ...  14.134585   \n",
       "194   8.782159   8.782159   8.782159   8.782159   8.782159  ...   8.782159   \n",
       "195  36.210528  36.210528  36.210528  36.210528  36.210528  ...  36.210528   \n",
       "196  33.333333  33.333333  33.333333  33.333333  33.333333  ...  33.333333   \n",
       "197  22.453330  22.011912  21.570492  21.129072  20.687654  ...  15.808018   \n",
       "198  16.129800  16.170537  16.211271  16.252006  16.292742  ...  16.509071   \n",
       "199   3.724303   3.815827   3.907350   3.998874   4.090397  ...   4.422979   \n",
       "200  11.700905  11.773653  11.846402  11.919151  11.991898  ...  12.549911   \n",
       "201  33.057881  33.069738  33.081594  33.093451  33.105308  ...  33.436462   \n",
       "202   5.538624   5.865387   6.192149   6.518912   6.845675  ...   9.173809   \n",
       "203   7.275741   7.314998   7.354255   7.393512   7.432769  ...   7.727315   \n",
       "204  36.095160  36.095160  36.095160  36.095160  36.095160  ...  36.095160   \n",
       "205  58.005215  57.679270  57.353325  57.027379  56.701434  ...  53.998981   \n",
       "206  30.944730  31.671018  32.397309  33.123599  33.849887  ...  43.530172   \n",
       "207  64.714285  63.828572  62.914287  62.028569  61.142856  ...  52.857143   \n",
       "208   1.508306   1.508306   1.508306   1.508306   1.508306  ...   1.523256   \n",
       "209   1.039832   1.039832   1.039832   1.039832   1.039832  ...   1.039832   \n",
       "210  70.353649  70.129544  69.905433  69.681323  69.457217  ...  67.216133   \n",
       "211  54.757658  53.912369  53.067080  52.221791  51.376503  ...  42.923614   \n",
       "\n",
       "          2008       2009       2010       2011       2012       2013  \\\n",
       "0     2.067825   2.067825   2.067825   2.067825   2.067825   2.067825   \n",
       "1    28.421168  28.376643  28.332116  28.297081  28.262044  28.227007   \n",
       "2     0.741139   0.773216   0.805294   0.808485   0.811675   0.814866   \n",
       "3    88.900003  88.750000  88.549995  88.400002  88.199997  88.050003   \n",
       "4    34.042553  34.042553  34.042553  34.042553  34.042553  34.042553   \n",
       "5    47.108046  47.007942  46.907837  46.807732  46.707627  46.607525   \n",
       "6    22.272728  22.272728  22.272728  22.272728  22.272728  22.272728   \n",
       "7    10.681517  10.565318  10.449119  10.340667  10.232215  10.123763   \n",
       "8    11.640323  11.633299  11.626273  11.633299  11.640323  11.647348   \n",
       "9     2.333333   2.333333   2.333333   2.333333   2.333333   2.333333   \n",
       "10   16.268956  16.153626  16.038296  16.078388  16.118480  16.158572   \n",
       "11   46.700090  46.721888  46.747650  46.775115  46.800881  46.835735   \n",
       "12   11.568373  11.886422  12.198752  12.515667  12.832878  13.149928   \n",
       "13   51.448551  51.448551  51.448551  51.448551  51.448551  51.448551   \n",
       "14    0.644737   0.671053   0.695538   0.704042   0.727273   0.740260   \n",
       "15   11.117769  11.097795  11.077821  11.057848  11.037874  11.017899   \n",
       "16   14.651163  14.651163  14.651163  14.651163  14.651163  14.651163   \n",
       "17   41.866929  41.980083  42.060128  42.156130  42.254200  42.352691   \n",
       "18   22.404228  22.450462  22.496698  22.511229  22.525760  22.540291   \n",
       "19   61.440156  61.219642  60.999124  60.779044  60.558964  60.339323   \n",
       "20   41.335580  40.892160  40.448741  40.005321  39.561901  39.118482   \n",
       "21   18.518518  18.518518  18.518518  18.518518  18.518518  18.518518   \n",
       "22   70.452291  70.712809  70.973321  71.233833  71.494345  71.754863   \n",
       "23   52.819164  52.352995  51.886827  51.620050  51.353272  51.086495   \n",
       "24   42.675781  42.675781  42.675781  42.675781  42.675781  42.675781   \n",
       "25   20.446773  20.237856  20.028938  19.848605  19.668272  19.487940   \n",
       "26   60.033501  59.835464  59.637431  59.519702  59.401972  59.284243   \n",
       "27   24.333334  24.266667  24.266667  24.266667  24.200001  24.200001   \n",
       "28   72.789375  72.447816  72.106262  72.106262  72.106262  72.106262   \n",
       "29   34.090784  34.264923  34.423360  34.581798  34.740235  34.898674   \n",
       "..         ...        ...        ...        ...        ...        ...   \n",
       "182  68.555344  68.484671  68.413998  68.413998  68.917857  68.917857   \n",
       "183  31.070959  31.162061  31.253163  31.349327  31.445489  31.541654   \n",
       "184   2.608364   2.641037   2.673855   2.673855   2.673855   2.673855   \n",
       "185   2.929408   2.929408   2.929408   2.932266   2.935124   2.937982   \n",
       "186  55.001129  54.549560  54.097991  53.678031  53.258072  52.838112   \n",
       "187  31.688623  31.746952  31.805281  31.864002  31.922723  31.981444   \n",
       "188  51.405516  50.652321  49.899126  49.145931  48.392735  47.639544   \n",
       "189   6.004780   5.640743   5.276705   4.912668   4.548630   4.184593   \n",
       "190  12.500000  12.500000  12.500000  12.500000  12.500000  12.500000   \n",
       "191  44.413255  44.272904  44.132552  44.448344  44.762184  45.077973   \n",
       "192   6.179197   6.275747   6.372297   6.437951   6.503605   6.569258   \n",
       "193  14.275171  14.415758  14.556345  14.689397  14.822447  14.955498   \n",
       "194   8.782159   8.782159   8.782159   8.782159   8.782159   8.782159   \n",
       "195  36.210528  36.210528  36.210528  36.210528  36.210528  36.210528   \n",
       "196  33.333333  33.333333  33.333333  33.333333  33.333333  33.333333   \n",
       "197  15.131374  14.454732  13.729304  13.055057  12.380810  11.706562   \n",
       "198  16.500034  16.490714  16.481392  16.519022  16.556652  16.594284   \n",
       "199   4.437905   4.452830   4.467755   4.482681   4.497606   4.512532   \n",
       "200  12.581325  12.612739  12.644153  12.714422  12.784690  12.854958   \n",
       "201  33.576114  33.662760  33.749407  33.779470  33.809533  33.839596   \n",
       "202   9.413210   9.652611   9.892013  10.021941  10.151869  10.281796   \n",
       "203   7.718148   7.708980   7.699812   7.673672   7.647532   7.621391   \n",
       "204  36.095160  36.095160  36.095160  36.095160  36.095160  36.095160   \n",
       "205  53.951816  53.904656  53.857491  53.671109  53.484722  53.298340   \n",
       "206  44.208081  44.885993  45.563905  45.979940  46.395975  46.812010   \n",
       "207  52.542855  52.200001  51.885714  51.571426  51.257144  50.914285   \n",
       "208   1.523256   1.523256   1.523256   1.523256   1.523256   1.523256   \n",
       "209   1.039832   1.039832   1.039832   1.039832   1.039832   1.039832   \n",
       "210  66.992022  66.767917  66.543806  66.319695  66.095590  65.871480   \n",
       "211  42.078325  41.233036  40.387747  39.580198  38.772651  37.965102   \n",
       "\n",
       "          2014       2015       2016  \n",
       "0     2.067825   2.067825   2.067825  \n",
       "1    28.191972  28.156934  28.121897  \n",
       "2     0.818057   0.821248   0.824439  \n",
       "3    87.900000  87.700005  87.500000  \n",
       "4    34.042553  34.042553  34.042553  \n",
       "5    46.507420  46.407315  46.307210  \n",
       "6    22.272728  22.272728  22.272728  \n",
       "7    10.015311   9.906858   9.798406  \n",
       "8    11.654373  11.661398  11.668423  \n",
       "9     2.333333   2.333333   2.333333  \n",
       "10   16.198664  16.238757  16.258278  \n",
       "11   46.862087  46.883900  46.905713  \n",
       "12   13.466485  13.783677  14.099673  \n",
       "13   51.448551  51.448551  51.448551  \n",
       "14    0.765240   0.771208   0.784062  \n",
       "15   10.997926  10.977952  10.957978  \n",
       "16   14.651163  14.651163  14.651163  \n",
       "17   42.437168  42.534165  42.630106  \n",
       "18   22.554822  22.569354  22.583885  \n",
       "19   60.119244  59.899169  59.679089  \n",
       "20   38.675062  38.231642  37.788223  \n",
       "21   18.518518  18.518518  18.518518  \n",
       "22   72.015375  72.275624  72.484537  \n",
       "23   50.819718  50.552940  50.286163  \n",
       "24   42.675781  42.675781  42.675781  \n",
       "25   19.307607  19.127274  18.946941  \n",
       "26   59.166513  59.048784  58.931054  \n",
       "27   24.133333  24.133333  24.133333  \n",
       "28   72.106262  72.106262  72.106262  \n",
       "29   35.057112  35.215549  35.373986  \n",
       "..         ...        ...        ...  \n",
       "182  68.922933  68.922933  68.922933  \n",
       "183  31.637816  31.733980  31.830145  \n",
       "184   2.673855   2.673855   2.673855  \n",
       "185   2.965717   2.968514   2.971396  \n",
       "186  52.418153  51.998194  51.578234  \n",
       "187  32.040165  32.098886  32.157607  \n",
       "188  46.886349  46.133154  45.379959  \n",
       "189   3.820555   3.456518   3.092480  \n",
       "190  12.500000  12.500000  12.500000  \n",
       "191  45.391813  45.707602  46.023393  \n",
       "192   6.634913   6.700566   6.766220  \n",
       "193  15.088549  15.221600  15.354651  \n",
       "194   8.782159   8.782159   8.782159  \n",
       "195  36.210528  36.210528  36.210528  \n",
       "196  33.333333  33.333333  33.333333  \n",
       "197  11.032316  10.358069   9.683822  \n",
       "198  16.632775  16.670407  16.708039  \n",
       "199   4.527457   4.542383   4.557308  \n",
       "200  12.925226  12.995495  13.065763  \n",
       "201  33.869659  33.899723  33.929786  \n",
       "202  10.411724  10.541652  10.671580  \n",
       "203   7.595252   7.569111   7.542971  \n",
       "204  36.095160  36.095160  36.095160  \n",
       "205  53.111953  52.925571  52.739189  \n",
       "206  47.228045  47.644080  48.060115  \n",
       "207  50.599997  50.285715  49.971428  \n",
       "208   1.523256   1.523256   1.523256  \n",
       "209   1.039832   1.039832   1.039832  \n",
       "210  65.647374  65.423264  65.199153  \n",
       "211  37.157556  36.350006  35.542457  \n",
       "\n",
       "[212 rows x 29 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "# Loading cleaned World Bank data on forest area as percent of land area...\n",
    "pct_forest_coverage = pd.read_csv('pct_forest_coverage.csv', index_col=0)\n",
    "\n",
    "pct_forest_coverage"
   ]
  },
  {
   "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>Country</th>\n",
       "      <th>Code</th>\n",
       "      <th>2017</th>\n",
       "      <th>2018</th>\n",
       "      <th>2019</th>\n",
       "      <th>2020</th>\n",
       "      <th>2021</th>\n",
       "      <th>2022</th>\n",
       "      <th>2023</th>\n",
       "      <th>2024</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>AFG</td>\n",
       "      <td>2.067825</td>\n",
       "      <td>2.067825</td>\n",
       "      <td>2.067825</td>\n",
       "      <td>2.067825</td>\n",
       "      <td>2.067825</td>\n",
       "      <td>2.067825</td>\n",
       "      <td>2.067825</td>\n",
       "      <td>2.067825</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Albania</td>\n",
       "      <td>ALB</td>\n",
       "      <td>28.177785</td>\n",
       "      <td>28.164194</td>\n",
       "      <td>28.150603</td>\n",
       "      <td>28.137012</td>\n",
       "      <td>28.123421</td>\n",
       "      <td>28.109830</td>\n",
       "      <td>28.096239</td>\n",
       "      <td>28.082648</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Algeria</td>\n",
       "      <td>DZA</td>\n",
       "      <td>0.801971</td>\n",
       "      <td>0.808035</td>\n",
       "      <td>0.814100</td>\n",
       "      <td>0.820164</td>\n",
       "      <td>0.826228</td>\n",
       "      <td>0.832293</td>\n",
       "      <td>0.838357</td>\n",
       "      <td>0.844421</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>American Samoa</td>\n",
       "      <td>ASM</td>\n",
       "      <td>87.367664</td>\n",
       "      <td>87.198159</td>\n",
       "      <td>87.028653</td>\n",
       "      <td>86.859148</td>\n",
       "      <td>86.689642</td>\n",
       "      <td>86.520137</td>\n",
       "      <td>86.350631</td>\n",
       "      <td>86.181126</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Andorra</td>\n",
       "      <td>AND</td>\n",
       "      <td>34.042553</td>\n",
       "      <td>34.042553</td>\n",
       "      <td>34.042553</td>\n",
       "      <td>34.042553</td>\n",
       "      <td>34.042553</td>\n",
       "      <td>34.042553</td>\n",
       "      <td>34.042553</td>\n",
       "      <td>34.042553</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Angola</td>\n",
       "      <td>AGO</td>\n",
       "      <td>46.207107</td>\n",
       "      <td>46.107003</td>\n",
       "      <td>46.006898</td>\n",
       "      <td>45.906794</td>\n",
       "      <td>45.806690</td>\n",
       "      <td>45.706585</td>\n",
       "      <td>45.606481</td>\n",
       "      <td>45.506377</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Antigua and Barbuda</td>\n",
       "      <td>ATG</td>\n",
       "      <td>21.960309</td>\n",
       "      <td>21.912440</td>\n",
       "      <td>21.864571</td>\n",
       "      <td>21.816702</td>\n",
       "      <td>21.768834</td>\n",
       "      <td>21.720965</td>\n",
       "      <td>21.673096</td>\n",
       "      <td>21.625227</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Argentina</td>\n",
       "      <td>ARG</td>\n",
       "      <td>9.672721</td>\n",
       "      <td>9.558992</td>\n",
       "      <td>9.445263</td>\n",
       "      <td>9.331534</td>\n",
       "      <td>9.217805</td>\n",
       "      <td>9.104075</td>\n",
       "      <td>8.990346</td>\n",
       "      <td>8.876617</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Armenia</td>\n",
       "      <td>ARM</td>\n",
       "      <td>11.617067</td>\n",
       "      <td>11.612135</td>\n",
       "      <td>11.607203</td>\n",
       "      <td>11.602271</td>\n",
       "      <td>11.597339</td>\n",
       "      <td>11.592407</td>\n",
       "      <td>11.587475</td>\n",
       "      <td>11.582543</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Aruba</td>\n",
       "      <td>ABW</td>\n",
       "      <td>2.333333</td>\n",
       "      <td>2.333333</td>\n",
       "      <td>2.333333</td>\n",
       "      <td>2.333333</td>\n",
       "      <td>2.333333</td>\n",
       "      <td>2.333333</td>\n",
       "      <td>2.333333</td>\n",
       "      <td>2.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Australia</td>\n",
       "      <td>AUS</td>\n",
       "      <td>16.103584</td>\n",
       "      <td>16.073811</td>\n",
       "      <td>16.044038</td>\n",
       "      <td>16.014265</td>\n",
       "      <td>15.984492</td>\n",
       "      <td>15.954719</td>\n",
       "      <td>15.924947</td>\n",
       "      <td>15.895174</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Austria</td>\n",
       "      <td>AUT</td>\n",
       "      <td>47.071539</td>\n",
       "      <td>47.114935</td>\n",
       "      <td>47.158331</td>\n",
       "      <td>47.201727</td>\n",
       "      <td>47.245123</td>\n",
       "      <td>47.288518</td>\n",
       "      <td>47.331914</td>\n",
       "      <td>47.375310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Azerbaijan</td>\n",
       "      <td>AZE</td>\n",
       "      <td>13.224981</td>\n",
       "      <td>13.363464</td>\n",
       "      <td>13.501946</td>\n",
       "      <td>13.640428</td>\n",
       "      <td>13.778910</td>\n",
       "      <td>13.917393</td>\n",
       "      <td>14.055875</td>\n",
       "      <td>14.194357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Bahamas, The</td>\n",
       "      <td>BHS</td>\n",
       "      <td>51.448551</td>\n",
       "      <td>51.448551</td>\n",
       "      <td>51.448551</td>\n",
       "      <td>51.448551</td>\n",
       "      <td>51.448551</td>\n",
       "      <td>51.448551</td>\n",
       "      <td>51.448551</td>\n",
       "      <td>51.448551</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Bahrain</td>\n",
       "      <td>BHR</td>\n",
       "      <td>0.819380</td>\n",
       "      <td>0.837627</td>\n",
       "      <td>0.855874</td>\n",
       "      <td>0.874121</td>\n",
       "      <td>0.892368</td>\n",
       "      <td>0.910615</td>\n",
       "      <td>0.928862</td>\n",
       "      <td>0.947109</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Bangladesh</td>\n",
       "      <td>BGD</td>\n",
       "      <td>10.938004</td>\n",
       "      <td>10.918030</td>\n",
       "      <td>10.898056</td>\n",
       "      <td>10.878082</td>\n",
       "      <td>10.858109</td>\n",
       "      <td>10.838135</td>\n",
       "      <td>10.818161</td>\n",
       "      <td>10.798187</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Barbados</td>\n",
       "      <td>BRB</td>\n",
       "      <td>14.651163</td>\n",
       "      <td>14.651163</td>\n",
       "      <td>14.651163</td>\n",
       "      <td>14.651163</td>\n",
       "      <td>14.651163</td>\n",
       "      <td>14.651163</td>\n",
       "      <td>14.651163</td>\n",
       "      <td>14.651163</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Belarus</td>\n",
       "      <td>BLR</td>\n",
       "      <td>43.199258</td>\n",
       "      <td>43.360085</td>\n",
       "      <td>43.520912</td>\n",
       "      <td>43.681738</td>\n",
       "      <td>43.842565</td>\n",
       "      <td>44.003392</td>\n",
       "      <td>44.164218</td>\n",
       "      <td>44.325045</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Belgium</td>\n",
       "      <td>BEL</td>\n",
       "      <td>22.687292</td>\n",
       "      <td>22.723030</td>\n",
       "      <td>22.758769</td>\n",
       "      <td>22.794507</td>\n",
       "      <td>22.830246</td>\n",
       "      <td>22.865984</td>\n",
       "      <td>22.901722</td>\n",
       "      <td>22.937461</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Belize</td>\n",
       "      <td>BLZ</td>\n",
       "      <td>57.991817</td>\n",
       "      <td>57.572288</td>\n",
       "      <td>57.152758</td>\n",
       "      <td>56.733229</td>\n",
       "      <td>56.313699</td>\n",
       "      <td>55.894170</td>\n",
       "      <td>55.474640</td>\n",
       "      <td>55.055110</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Benin</td>\n",
       "      <td>BEN</td>\n",
       "      <td>36.872327</td>\n",
       "      <td>36.369352</td>\n",
       "      <td>35.866377</td>\n",
       "      <td>35.363401</td>\n",
       "      <td>34.860426</td>\n",
       "      <td>34.357450</td>\n",
       "      <td>33.854475</td>\n",
       "      <td>33.351500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Bermuda</td>\n",
       "      <td>BMU</td>\n",
       "      <td>18.518518</td>\n",
       "      <td>18.518518</td>\n",
       "      <td>18.518518</td>\n",
       "      <td>18.518518</td>\n",
       "      <td>18.518518</td>\n",
       "      <td>18.518518</td>\n",
       "      <td>18.518518</td>\n",
       "      <td>18.518518</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Bhutan</td>\n",
       "      <td>BTN</td>\n",
       "      <td>75.805730</td>\n",
       "      <td>76.486268</td>\n",
       "      <td>77.166806</td>\n",
       "      <td>77.847345</td>\n",
       "      <td>78.527883</td>\n",
       "      <td>79.208421</td>\n",
       "      <td>79.888960</td>\n",
       "      <td>80.569498</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Bolivia</td>\n",
       "      <td>BOL</td>\n",
       "      <td>50.071455</td>\n",
       "      <td>49.766215</td>\n",
       "      <td>49.460975</td>\n",
       "      <td>49.155735</td>\n",
       "      <td>48.850494</td>\n",
       "      <td>48.545254</td>\n",
       "      <td>48.240014</td>\n",
       "      <td>47.934774</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Bosnia and Herzegovina</td>\n",
       "      <td>BIH</td>\n",
       "      <td>42.548912</td>\n",
       "      <td>42.532874</td>\n",
       "      <td>42.516836</td>\n",
       "      <td>42.500799</td>\n",
       "      <td>42.484761</td>\n",
       "      <td>42.468724</td>\n",
       "      <td>42.452686</td>\n",
       "      <td>42.436649</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Botswana</td>\n",
       "      <td>BWA</td>\n",
       "      <td>18.647363</td>\n",
       "      <td>18.442658</td>\n",
       "      <td>18.237953</td>\n",
       "      <td>18.033248</td>\n",
       "      <td>17.828543</td>\n",
       "      <td>17.623837</td>\n",
       "      <td>17.419132</td>\n",
       "      <td>17.214427</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Brazil</td>\n",
       "      <td>BRA</td>\n",
       "      <td>57.978369</td>\n",
       "      <td>57.715154</td>\n",
       "      <td>57.451940</td>\n",
       "      <td>57.188725</td>\n",
       "      <td>56.925510</td>\n",
       "      <td>56.662295</td>\n",
       "      <td>56.399081</td>\n",
       "      <td>56.135866</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>British Virgin Islands</td>\n",
       "      <td>VGB</td>\n",
       "      <td>24.100285</td>\n",
       "      <td>24.077290</td>\n",
       "      <td>24.054294</td>\n",
       "      <td>24.031298</td>\n",
       "      <td>24.008303</td>\n",
       "      <td>23.985307</td>\n",
       "      <td>23.962312</td>\n",
       "      <td>23.939316</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Brunei Darussalam</td>\n",
       "      <td>BRN</td>\n",
       "      <td>70.831509</td>\n",
       "      <td>70.562750</td>\n",
       "      <td>70.293990</td>\n",
       "      <td>70.025231</td>\n",
       "      <td>69.756472</td>\n",
       "      <td>69.487713</td>\n",
       "      <td>69.218953</td>\n",
       "      <td>68.950194</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Bulgaria</td>\n",
       "      <td>BGR</td>\n",
       "      <td>35.906109</td>\n",
       "      <td>36.153903</td>\n",
       "      <td>36.401697</td>\n",
       "      <td>36.649491</td>\n",
       "      <td>36.897285</td>\n",
       "      <td>37.145079</td>\n",
       "      <td>37.392873</td>\n",
       "      <td>37.640667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>182</th>\n",
       "      <td>Sweden</td>\n",
       "      <td>SWE</td>\n",
       "      <td>68.843734</td>\n",
       "      <td>68.859053</td>\n",
       "      <td>68.874371</td>\n",
       "      <td>68.889690</td>\n",
       "      <td>68.905009</td>\n",
       "      <td>68.920328</td>\n",
       "      <td>68.935647</td>\n",
       "      <td>68.950966</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>183</th>\n",
       "      <td>Switzerland</td>\n",
       "      <td>CHE</td>\n",
       "      <td>31.991382</td>\n",
       "      <td>32.096615</td>\n",
       "      <td>32.201849</td>\n",
       "      <td>32.307083</td>\n",
       "      <td>32.412317</td>\n",
       "      <td>32.517551</td>\n",
       "      <td>32.622785</td>\n",
       "      <td>32.728018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>184</th>\n",
       "      <td>Syrian Arab Republic</td>\n",
       "      <td>SYR</td>\n",
       "      <td>2.809693</td>\n",
       "      <td>2.837418</td>\n",
       "      <td>2.865144</td>\n",
       "      <td>2.892869</td>\n",
       "      <td>2.920595</td>\n",
       "      <td>2.948321</td>\n",
       "      <td>2.976046</td>\n",
       "      <td>3.003772</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>185</th>\n",
       "      <td>Tajikistan</td>\n",
       "      <td>TJK</td>\n",
       "      <td>2.951749</td>\n",
       "      <td>2.953201</td>\n",
       "      <td>2.954653</td>\n",
       "      <td>2.956104</td>\n",
       "      <td>2.957556</td>\n",
       "      <td>2.959007</td>\n",
       "      <td>2.960459</td>\n",
       "      <td>2.961910</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>186</th>\n",
       "      <td>Tanzania</td>\n",
       "      <td>TZA</td>\n",
       "      <td>51.025892</td>\n",
       "      <td>50.578916</td>\n",
       "      <td>50.131939</td>\n",
       "      <td>49.684963</td>\n",
       "      <td>49.237987</td>\n",
       "      <td>48.791010</td>\n",
       "      <td>48.344034</td>\n",
       "      <td>47.897058</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>187</th>\n",
       "      <td>Thailand</td>\n",
       "      <td>THA</td>\n",
       "      <td>33.029635</td>\n",
       "      <td>33.152000</td>\n",
       "      <td>33.274365</td>\n",
       "      <td>33.396731</td>\n",
       "      <td>33.519096</td>\n",
       "      <td>33.641462</td>\n",
       "      <td>33.763827</td>\n",
       "      <td>33.886192</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188</th>\n",
       "      <td>Timor-Leste</td>\n",
       "      <td>TLS</td>\n",
       "      <td>44.626765</td>\n",
       "      <td>43.873571</td>\n",
       "      <td>43.120377</td>\n",
       "      <td>42.367182</td>\n",
       "      <td>41.613988</td>\n",
       "      <td>40.860794</td>\n",
       "      <td>40.107599</td>\n",
       "      <td>39.354405</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>189</th>\n",
       "      <td>Togo</td>\n",
       "      <td>TGO</td>\n",
       "      <td>2.718255</td>\n",
       "      <td>2.352590</td>\n",
       "      <td>1.986925</td>\n",
       "      <td>1.621259</td>\n",
       "      <td>1.255594</td>\n",
       "      <td>0.889929</td>\n",
       "      <td>0.524264</td>\n",
       "      <td>0.158599</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>190</th>\n",
       "      <td>Tonga</td>\n",
       "      <td>TON</td>\n",
       "      <td>12.500000</td>\n",
       "      <td>12.500000</td>\n",
       "      <td>12.500000</td>\n",
       "      <td>12.500000</td>\n",
       "      <td>12.500000</td>\n",
       "      <td>12.500000</td>\n",
       "      <td>12.500000</td>\n",
       "      <td>12.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>191</th>\n",
       "      <td>Trinidad and Tobago</td>\n",
       "      <td>TTO</td>\n",
       "      <td>44.435847</td>\n",
       "      <td>44.362320</td>\n",
       "      <td>44.288792</td>\n",
       "      <td>44.215264</td>\n",
       "      <td>44.141736</td>\n",
       "      <td>44.068208</td>\n",
       "      <td>43.994680</td>\n",
       "      <td>43.921153</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>192</th>\n",
       "      <td>Tunisia</td>\n",
       "      <td>TUN</td>\n",
       "      <td>7.042267</td>\n",
       "      <td>7.144898</td>\n",
       "      <td>7.247530</td>\n",
       "      <td>7.350161</td>\n",
       "      <td>7.452793</td>\n",
       "      <td>7.555424</td>\n",
       "      <td>7.658055</td>\n",
       "      <td>7.760687</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>193</th>\n",
       "      <td>Turkey</td>\n",
       "      <td>TUR</td>\n",
       "      <td>15.315756</td>\n",
       "      <td>15.428092</td>\n",
       "      <td>15.540427</td>\n",
       "      <td>15.652763</td>\n",
       "      <td>15.765098</td>\n",
       "      <td>15.877434</td>\n",
       "      <td>15.989769</td>\n",
       "      <td>16.102105</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>194</th>\n",
       "      <td>Turkmenistan</td>\n",
       "      <td>TKM</td>\n",
       "      <td>8.782159</td>\n",
       "      <td>8.782159</td>\n",
       "      <td>8.782159</td>\n",
       "      <td>8.782159</td>\n",
       "      <td>8.782159</td>\n",
       "      <td>8.782159</td>\n",
       "      <td>8.782159</td>\n",
       "      <td>8.782159</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>195</th>\n",
       "      <td>Turks and Caicos Islands</td>\n",
       "      <td>TCA</td>\n",
       "      <td>36.210528</td>\n",
       "      <td>36.210528</td>\n",
       "      <td>36.210528</td>\n",
       "      <td>36.210528</td>\n",
       "      <td>36.210528</td>\n",
       "      <td>36.210528</td>\n",
       "      <td>36.210528</td>\n",
       "      <td>36.210528</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196</th>\n",
       "      <td>Tuvalu</td>\n",
       "      <td>TUV</td>\n",
       "      <td>33.333333</td>\n",
       "      <td>33.333333</td>\n",
       "      <td>33.333333</td>\n",
       "      <td>33.333333</td>\n",
       "      <td>33.333333</td>\n",
       "      <td>33.333333</td>\n",
       "      <td>33.333333</td>\n",
       "      <td>33.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>197</th>\n",
       "      <td>Uganda</td>\n",
       "      <td>UGA</td>\n",
       "      <td>9.972950</td>\n",
       "      <td>9.438450</td>\n",
       "      <td>8.903949</td>\n",
       "      <td>8.369449</td>\n",
       "      <td>7.834948</td>\n",
       "      <td>7.300448</td>\n",
       "      <td>6.765947</td>\n",
       "      <td>6.231447</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198</th>\n",
       "      <td>Ukraine</td>\n",
       "      <td>UKR</td>\n",
       "      <td>16.730267</td>\n",
       "      <td>16.753660</td>\n",
       "      <td>16.777054</td>\n",
       "      <td>16.800447</td>\n",
       "      <td>16.823840</td>\n",
       "      <td>16.847234</td>\n",
       "      <td>16.870627</td>\n",
       "      <td>16.894021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199</th>\n",
       "      <td>United Arab Emirates</td>\n",
       "      <td>ARE</td>\n",
       "      <td>4.762906</td>\n",
       "      <td>4.800998</td>\n",
       "      <td>4.839090</td>\n",
       "      <td>4.877182</td>\n",
       "      <td>4.915274</td>\n",
       "      <td>4.953367</td>\n",
       "      <td>4.991459</td>\n",
       "      <td>5.029551</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>200</th>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>GBR</td>\n",
       "      <td>13.117908</td>\n",
       "      <td>13.175432</td>\n",
       "      <td>13.232957</td>\n",
       "      <td>13.290482</td>\n",
       "      <td>13.348007</td>\n",
       "      <td>13.405532</td>\n",
       "      <td>13.463056</td>\n",
       "      <td>13.520581</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201</th>\n",
       "      <td>United States</td>\n",
       "      <td>USA</td>\n",
       "      <td>33.908794</td>\n",
       "      <td>33.947676</td>\n",
       "      <td>33.986558</td>\n",
       "      <td>34.025440</td>\n",
       "      <td>34.064322</td>\n",
       "      <td>34.103205</td>\n",
       "      <td>34.142087</td>\n",
       "      <td>34.180969</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>202</th>\n",
       "      <td>Uruguay</td>\n",
       "      <td>URY</td>\n",
       "      <td>11.398330</td>\n",
       "      <td>11.633139</td>\n",
       "      <td>11.867947</td>\n",
       "      <td>12.102756</td>\n",
       "      <td>12.337565</td>\n",
       "      <td>12.572374</td>\n",
       "      <td>12.807183</td>\n",
       "      <td>13.041991</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>203</th>\n",
       "      <td>Uzbekistan</td>\n",
       "      <td>UZB</td>\n",
       "      <td>7.788812</td>\n",
       "      <td>7.806965</td>\n",
       "      <td>7.825118</td>\n",
       "      <td>7.843270</td>\n",
       "      <td>7.861423</td>\n",
       "      <td>7.879576</td>\n",
       "      <td>7.897728</td>\n",
       "      <td>7.915881</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>204</th>\n",
       "      <td>Vanuatu</td>\n",
       "      <td>VUT</td>\n",
       "      <td>36.095160</td>\n",
       "      <td>36.095160</td>\n",
       "      <td>36.095160</td>\n",
       "      <td>36.095160</td>\n",
       "      <td>36.095160</td>\n",
       "      <td>36.095160</td>\n",
       "      <td>36.095160</td>\n",
       "      <td>36.095160</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>205</th>\n",
       "      <td>Venezuela, RB</td>\n",
       "      <td>VEN</td>\n",
       "      <td>51.991981</td>\n",
       "      <td>51.754361</td>\n",
       "      <td>51.516742</td>\n",
       "      <td>51.279122</td>\n",
       "      <td>51.041503</td>\n",
       "      <td>50.803883</td>\n",
       "      <td>50.566263</td>\n",
       "      <td>50.328644</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>206</th>\n",
       "      <td>Vietnam</td>\n",
       "      <td>VNM</td>\n",
       "      <td>50.611683</td>\n",
       "      <td>51.414162</td>\n",
       "      <td>52.216641</td>\n",
       "      <td>53.019120</td>\n",
       "      <td>53.821599</td>\n",
       "      <td>54.624078</td>\n",
       "      <td>55.426557</td>\n",
       "      <td>56.229036</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>207</th>\n",
       "      <td>Virgin Islands (U.S.)</td>\n",
       "      <td>VIR</td>\n",
       "      <td>47.160602</td>\n",
       "      <td>46.463079</td>\n",
       "      <td>45.765556</td>\n",
       "      <td>45.068033</td>\n",
       "      <td>44.370510</td>\n",
       "      <td>43.672987</td>\n",
       "      <td>42.975463</td>\n",
       "      <td>42.277940</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>208</th>\n",
       "      <td>West Bank and Gaza</td>\n",
       "      <td>PSE</td>\n",
       "      <td>1.527544</td>\n",
       "      <td>1.528364</td>\n",
       "      <td>1.529184</td>\n",
       "      <td>1.530005</td>\n",
       "      <td>1.530825</td>\n",
       "      <td>1.531646</td>\n",
       "      <td>1.532466</td>\n",
       "      <td>1.533287</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>209</th>\n",
       "      <td>Yemen, Rep.</td>\n",
       "      <td>YEM</td>\n",
       "      <td>1.039832</td>\n",
       "      <td>1.039832</td>\n",
       "      <td>1.039832</td>\n",
       "      <td>1.039832</td>\n",
       "      <td>1.039832</td>\n",
       "      <td>1.039832</td>\n",
       "      <td>1.039832</td>\n",
       "      <td>1.039832</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>210</th>\n",
       "      <td>Zambia</td>\n",
       "      <td>ZMB</td>\n",
       "      <td>64.975047</td>\n",
       "      <td>64.750938</td>\n",
       "      <td>64.526830</td>\n",
       "      <td>64.302721</td>\n",
       "      <td>64.078613</td>\n",
       "      <td>63.854504</td>\n",
       "      <td>63.630396</td>\n",
       "      <td>63.406287</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>211</th>\n",
       "      <td>Zimbabwe</td>\n",
       "      <td>ZWE</td>\n",
       "      <td>34.576851</td>\n",
       "      <td>33.737045</td>\n",
       "      <td>32.897240</td>\n",
       "      <td>32.057435</td>\n",
       "      <td>31.217630</td>\n",
       "      <td>30.377825</td>\n",
       "      <td>29.538019</td>\n",
       "      <td>28.698214</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>212 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                      Country Code       2017       2018       2019  \\\n",
       "0                 Afghanistan  AFG   2.067825   2.067825   2.067825   \n",
       "1                     Albania  ALB  28.177785  28.164194  28.150603   \n",
       "2                     Algeria  DZA   0.801971   0.808035   0.814100   \n",
       "3              American Samoa  ASM  87.367664  87.198159  87.028653   \n",
       "4                     Andorra  AND  34.042553  34.042553  34.042553   \n",
       "5                      Angola  AGO  46.207107  46.107003  46.006898   \n",
       "6         Antigua and Barbuda  ATG  21.960309  21.912440  21.864571   \n",
       "7                   Argentina  ARG   9.672721   9.558992   9.445263   \n",
       "8                     Armenia  ARM  11.617067  11.612135  11.607203   \n",
       "9                       Aruba  ABW   2.333333   2.333333   2.333333   \n",
       "10                  Australia  AUS  16.103584  16.073811  16.044038   \n",
       "11                    Austria  AUT  47.071539  47.114935  47.158331   \n",
       "12                 Azerbaijan  AZE  13.224981  13.363464  13.501946   \n",
       "13               Bahamas, The  BHS  51.448551  51.448551  51.448551   \n",
       "14                    Bahrain  BHR   0.819380   0.837627   0.855874   \n",
       "15                 Bangladesh  BGD  10.938004  10.918030  10.898056   \n",
       "16                   Barbados  BRB  14.651163  14.651163  14.651163   \n",
       "17                    Belarus  BLR  43.199258  43.360085  43.520912   \n",
       "18                    Belgium  BEL  22.687292  22.723030  22.758769   \n",
       "19                     Belize  BLZ  57.991817  57.572288  57.152758   \n",
       "20                      Benin  BEN  36.872327  36.369352  35.866377   \n",
       "21                    Bermuda  BMU  18.518518  18.518518  18.518518   \n",
       "22                     Bhutan  BTN  75.805730  76.486268  77.166806   \n",
       "23                    Bolivia  BOL  50.071455  49.766215  49.460975   \n",
       "24     Bosnia and Herzegovina  BIH  42.548912  42.532874  42.516836   \n",
       "25                   Botswana  BWA  18.647363  18.442658  18.237953   \n",
       "26                     Brazil  BRA  57.978369  57.715154  57.451940   \n",
       "27     British Virgin Islands  VGB  24.100285  24.077290  24.054294   \n",
       "28          Brunei Darussalam  BRN  70.831509  70.562750  70.293990   \n",
       "29                   Bulgaria  BGR  35.906109  36.153903  36.401697   \n",
       "..                        ...  ...        ...        ...        ...   \n",
       "182                    Sweden  SWE  68.843734  68.859053  68.874371   \n",
       "183               Switzerland  CHE  31.991382  32.096615  32.201849   \n",
       "184      Syrian Arab Republic  SYR   2.809693   2.837418   2.865144   \n",
       "185                Tajikistan  TJK   2.951749   2.953201   2.954653   \n",
       "186                  Tanzania  TZA  51.025892  50.578916  50.131939   \n",
       "187                  Thailand  THA  33.029635  33.152000  33.274365   \n",
       "188               Timor-Leste  TLS  44.626765  43.873571  43.120377   \n",
       "189                      Togo  TGO   2.718255   2.352590   1.986925   \n",
       "190                     Tonga  TON  12.500000  12.500000  12.500000   \n",
       "191       Trinidad and Tobago  TTO  44.435847  44.362320  44.288792   \n",
       "192                   Tunisia  TUN   7.042267   7.144898   7.247530   \n",
       "193                    Turkey  TUR  15.315756  15.428092  15.540427   \n",
       "194              Turkmenistan  TKM   8.782159   8.782159   8.782159   \n",
       "195  Turks and Caicos Islands  TCA  36.210528  36.210528  36.210528   \n",
       "196                    Tuvalu  TUV  33.333333  33.333333  33.333333   \n",
       "197                    Uganda  UGA   9.972950   9.438450   8.903949   \n",
       "198                   Ukraine  UKR  16.730267  16.753660  16.777054   \n",
       "199      United Arab Emirates  ARE   4.762906   4.800998   4.839090   \n",
       "200            United Kingdom  GBR  13.117908  13.175432  13.232957   \n",
       "201             United States  USA  33.908794  33.947676  33.986558   \n",
       "202                   Uruguay  URY  11.398330  11.633139  11.867947   \n",
       "203                Uzbekistan  UZB   7.788812   7.806965   7.825118   \n",
       "204                   Vanuatu  VUT  36.095160  36.095160  36.095160   \n",
       "205             Venezuela, RB  VEN  51.991981  51.754361  51.516742   \n",
       "206                   Vietnam  VNM  50.611683  51.414162  52.216641   \n",
       "207     Virgin Islands (U.S.)  VIR  47.160602  46.463079  45.765556   \n",
       "208        West Bank and Gaza  PSE   1.527544   1.528364   1.529184   \n",
       "209               Yemen, Rep.  YEM   1.039832   1.039832   1.039832   \n",
       "210                    Zambia  ZMB  64.975047  64.750938  64.526830   \n",
       "211                  Zimbabwe  ZWE  34.576851  33.737045  32.897240   \n",
       "\n",
       "          2020       2021       2022       2023       2024  \n",
       "0     2.067825   2.067825   2.067825   2.067825   2.067825  \n",
       "1    28.137012  28.123421  28.109830  28.096239  28.082648  \n",
       "2     0.820164   0.826228   0.832293   0.838357   0.844421  \n",
       "3    86.859148  86.689642  86.520137  86.350631  86.181126  \n",
       "4    34.042553  34.042553  34.042553  34.042553  34.042553  \n",
       "5    45.906794  45.806690  45.706585  45.606481  45.506377  \n",
       "6    21.816702  21.768834  21.720965  21.673096  21.625227  \n",
       "7     9.331534   9.217805   9.104075   8.990346   8.876617  \n",
       "8    11.602271  11.597339  11.592407  11.587475  11.582543  \n",
       "9     2.333333   2.333333   2.333333   2.333333   2.333333  \n",
       "10   16.014265  15.984492  15.954719  15.924947  15.895174  \n",
       "11   47.201727  47.245123  47.288518  47.331914  47.375310  \n",
       "12   13.640428  13.778910  13.917393  14.055875  14.194357  \n",
       "13   51.448551  51.448551  51.448551  51.448551  51.448551  \n",
       "14    0.874121   0.892368   0.910615   0.928862   0.947109  \n",
       "15   10.878082  10.858109  10.838135  10.818161  10.798187  \n",
       "16   14.651163  14.651163  14.651163  14.651163  14.651163  \n",
       "17   43.681738  43.842565  44.003392  44.164218  44.325045  \n",
       "18   22.794507  22.830246  22.865984  22.901722  22.937461  \n",
       "19   56.733229  56.313699  55.894170  55.474640  55.055110  \n",
       "20   35.363401  34.860426  34.357450  33.854475  33.351500  \n",
       "21   18.518518  18.518518  18.518518  18.518518  18.518518  \n",
       "22   77.847345  78.527883  79.208421  79.888960  80.569498  \n",
       "23   49.155735  48.850494  48.545254  48.240014  47.934774  \n",
       "24   42.500799  42.484761  42.468724  42.452686  42.436649  \n",
       "25   18.033248  17.828543  17.623837  17.419132  17.214427  \n",
       "26   57.188725  56.925510  56.662295  56.399081  56.135866  \n",
       "27   24.031298  24.008303  23.985307  23.962312  23.939316  \n",
       "28   70.025231  69.756472  69.487713  69.218953  68.950194  \n",
       "29   36.649491  36.897285  37.145079  37.392873  37.640667  \n",
       "..         ...        ...        ...        ...        ...  \n",
       "182  68.889690  68.905009  68.920328  68.935647  68.950966  \n",
       "183  32.307083  32.412317  32.517551  32.622785  32.728018  \n",
       "184   2.892869   2.920595   2.948321   2.976046   3.003772  \n",
       "185   2.956104   2.957556   2.959007   2.960459   2.961910  \n",
       "186  49.684963  49.237987  48.791010  48.344034  47.897058  \n",
       "187  33.396731  33.519096  33.641462  33.763827  33.886192  \n",
       "188  42.367182  41.613988  40.860794  40.107599  39.354405  \n",
       "189   1.621259   1.255594   0.889929   0.524264   0.158599  \n",
       "190  12.500000  12.500000  12.500000  12.500000  12.500000  \n",
       "191  44.215264  44.141736  44.068208  43.994680  43.921153  \n",
       "192   7.350161   7.452793   7.555424   7.658055   7.760687  \n",
       "193  15.652763  15.765098  15.877434  15.989769  16.102105  \n",
       "194   8.782159   8.782159   8.782159   8.782159   8.782159  \n",
       "195  36.210528  36.210528  36.210528  36.210528  36.210528  \n",
       "196  33.333333  33.333333  33.333333  33.333333  33.333333  \n",
       "197   8.369449   7.834948   7.300448   6.765947   6.231447  \n",
       "198  16.800447  16.823840  16.847234  16.870627  16.894021  \n",
       "199   4.877182   4.915274   4.953367   4.991459   5.029551  \n",
       "200  13.290482  13.348007  13.405532  13.463056  13.520581  \n",
       "201  34.025440  34.064322  34.103205  34.142087  34.180969  \n",
       "202  12.102756  12.337565  12.572374  12.807183  13.041991  \n",
       "203   7.843270   7.861423   7.879576   7.897728   7.915881  \n",
       "204  36.095160  36.095160  36.095160  36.095160  36.095160  \n",
       "205  51.279122  51.041503  50.803883  50.566263  50.328644  \n",
       "206  53.019120  53.821599  54.624078  55.426557  56.229036  \n",
       "207  45.068033  44.370510  43.672987  42.975463  42.277940  \n",
       "208   1.530005   1.530825   1.531646   1.532466   1.533287  \n",
       "209   1.039832   1.039832   1.039832   1.039832   1.039832  \n",
       "210  64.302721  64.078613  63.854504  63.630396  63.406287  \n",
       "211  32.057435  31.217630  30.377825  29.538019  28.698214  \n",
       "\n",
       "[212 rows x 10 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Loading predicted data on forest area in square kilometers...\n",
    "pct_forest_coverage_predictions = pd.read_csv(\n",
    "    'pct_forest_coverage_predictions.csv', index_col=0)\n",
    "\n",
    "pct_forest_coverage_predictions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "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>Code</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ATG</td>\n",
       "      <td>(POLYGON ((-61.686668 17.02444100000014, -61.7...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>DZA</td>\n",
       "      <td>POLYGON ((2.96361 36.802216, 2.981389 36.80693...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>AZE</td>\n",
       "      <td>(POLYGON ((45.083321 39.76804400000015, 45.266...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>ALB</td>\n",
       "      <td>POLYGON ((19.436214 41.021065, 19.450554 41.05...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>ARM</td>\n",
       "      <td>(POLYGON ((45.57305100000013 40.632488, 45.528...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>AGO</td>\n",
       "      <td>(POLYGON ((11.750832 -16.75528, 11.775 -16.804...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>ASM</td>\n",
       "      <td>(POLYGON ((-170.542511 -14.297503, -170.546112...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>ARG</td>\n",
       "      <td>(POLYGON ((-68.60861199999999 -54.891396, -68....</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>AUS</td>\n",
       "      <td>(POLYGON ((158.882172 -54.711388, 158.87966900...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>BHR</td>\n",
       "      <td>(POLYGON ((50.81249200000013 25.64222, 50.7924...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>BRB</td>\n",
       "      <td>POLYGON ((-59.533058 13.050554, -59.543335 13....</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>BMU</td>\n",
       "      <td>(POLYGON ((-64.855835 32.27861000000013, -64.8...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>BHS</td>\n",
       "      <td>(POLYGON ((-73.03723100000001 21.139442, -73.1...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>BGD</td>\n",
       "      <td>(POLYGON ((91.897491 21.476662, 91.886932 21.4...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>BLZ</td>\n",
       "      <td>(POLYGON ((-87.80334499999999 17.2941670000001...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>BIH</td>\n",
       "      <td>POLYGON ((17.649841 42.889076, 17.578526 42.94...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>BOL</td>\n",
       "      <td>POLYGON ((-65.190201 -22.09473, -65.5988920000...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>MMR</td>\n",
       "      <td>(POLYGON ((98.03581200000001 9.786386, 98.0302...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>BEN</td>\n",
       "      <td>POLYGON ((2.484418 6.340486, 2.48 6.338611, 2....</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>SLB</td>\n",
       "      <td>(POLYGON ((166.850525 -11.696945, 166.844421 -...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>BRA</td>\n",
       "      <td>(POLYGON ((-48.55056 -27.821392, -48.556671 -2...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>BGR</td>\n",
       "      <td>POLYGON ((27.879166 42.841103, 27.894997 42.80...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>BRN</td>\n",
       "      <td>(POLYGON ((115.223038 4.804998000000126, 115.2...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>CAN</td>\n",
       "      <td>(POLYGON ((-65.613617 43.420273, -65.61972 43....</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>KHM</td>\n",
       "      <td>(POLYGON ((103.775253 10.44249700000012, 103.7...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>LKA</td>\n",
       "      <td>(POLYGON ((81.714996 7.681388, 81.708327999999...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>COG</td>\n",
       "      <td>POLYGON ((12.779047 -4.388991, 12.769165 -4.39...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>COD</td>\n",
       "      <td>(POLYGON ((12.953054 -5.876112, 12.933611 -5.8...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>BDI</td>\n",
       "      <td>POLYGON ((29.229897 -3.750964, 29.232498 -3.74...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>CHN</td>\n",
       "      <td>(POLYGON ((110.524147 19.134441, 110.518600000...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>182</th>\n",
       "      <td>TUV</td>\n",
       "      <td>(POLYGON ((179.222366 -8.554145999999999, 179....</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>183</th>\n",
       "      <td>TKM</td>\n",
       "      <td>(POLYGON ((53.069717 38.899719, 53.099998 38.7...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>184</th>\n",
       "      <td>TZA</td>\n",
       "      <td>(POLYGON ((39.682495 -7.993334, 39.653053 -7.9...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>185</th>\n",
       "      <td>UGA</td>\n",
       "      <td>POLYGON ((33.996666 4.222777, 34.019997 4.2119...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>186</th>\n",
       "      <td>GBR</td>\n",
       "      <td>(POLYGON ((-6.290833 49.912216, -6.311389 49.9...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>187</th>\n",
       "      <td>UKR</td>\n",
       "      <td>(POLYGON ((33.04027600000012 46.011375, 33.008...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188</th>\n",
       "      <td>USA</td>\n",
       "      <td>(POLYGON ((-75.170288 19.931389, -75.223724 19...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>189</th>\n",
       "      <td>BFA</td>\n",
       "      <td>POLYGON ((-2.834048 11.002007, -2.833611 10.95...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>190</th>\n",
       "      <td>URY</td>\n",
       "      <td>POLYGON ((-57.806396 -30.748219, -57.812225 -3...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>191</th>\n",
       "      <td>UZB</td>\n",
       "      <td>POLYGON ((64.383026 38.953125, 64.372756999999...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>192</th>\n",
       "      <td>VCT</td>\n",
       "      <td>(POLYGON ((-61.416946 12.590277, -61.443893 12...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>193</th>\n",
       "      <td>VEN</td>\n",
       "      <td>(POLYGON ((-61.278301 8.516734, -61.263599 8.4...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>194</th>\n",
       "      <td>VGB</td>\n",
       "      <td>(POLYGON ((-64.660843 18.383888, -64.667236 18...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>195</th>\n",
       "      <td>VNM</td>\n",
       "      <td>(POLYGON ((106.600273 8.647778000000001, 106.5...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196</th>\n",
       "      <td>VIR</td>\n",
       "      <td>(POLYGON ((-64.761948 17.774166, -64.758621000...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>197</th>\n",
       "      <td>NAM</td>\n",
       "      <td>POLYGON ((23.284721 -17.662502, 23.289165 -17....</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198</th>\n",
       "      <td>WSM</td>\n",
       "      <td>(POLYGON ((-171.429749 -14.019724, -171.441986...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199</th>\n",
       "      <td>SWZ</td>\n",
       "      <td>POLYGON ((30.902048 -26.305254, 30.969444 -26....</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>200</th>\n",
       "      <td>YEM</td>\n",
       "      <td>(POLYGON ((53.3408280000001 12.108889, 53.3369...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201</th>\n",
       "      <td>ZMB</td>\n",
       "      <td>POLYGON ((24.969997 -17.559723, 24.912498 -17....</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>202</th>\n",
       "      <td>ZWE</td>\n",
       "      <td>POLYGON ((32.987808 -17.265003, 32.990829 -17....</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>203</th>\n",
       "      <td>IDN</td>\n",
       "      <td>(POLYGON ((123.214706 -10.812222, 123.198318 -...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>204</th>\n",
       "      <td>ARE</td>\n",
       "      <td>(POLYGON ((53.96527100000014 24.176666, 53.956...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>205</th>\n",
       "      <td>TLS</td>\n",
       "      <td>(POLYGON ((124.4457272973015 -9.18480145515860...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>206</th>\n",
       "      <td>PLW</td>\n",
       "      <td>(POLYGON ((132.226624 5.292777000000115, 132.2...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>207</th>\n",
       "      <td>MHL</td>\n",
       "      <td>(POLYGON ((168.113586 5.600277, 168.108002 5.6...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>208</th>\n",
       "      <td>SMR</td>\n",
       "      <td>POLYGON ((12.415798 43.957954, 12.450554 43.97...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>209</th>\n",
       "      <td>TCA</td>\n",
       "      <td>(POLYGON ((-71.140289 21.431942, -71.145844 21...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>210</th>\n",
       "      <td>SRB</td>\n",
       "      <td>POLYGON ((20.071423 42.560913, 20.105831 42.64...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>211</th>\n",
       "      <td>MAF</td>\n",
       "      <td>POLYGON ((-63.006668 18.080555, -63.011459 18....</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>212 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    Code                                           geometry\n",
       "0    ATG  (POLYGON ((-61.686668 17.02444100000014, -61.7...\n",
       "1    DZA  POLYGON ((2.96361 36.802216, 2.981389 36.80693...\n",
       "2    AZE  (POLYGON ((45.083321 39.76804400000015, 45.266...\n",
       "3    ALB  POLYGON ((19.436214 41.021065, 19.450554 41.05...\n",
       "4    ARM  (POLYGON ((45.57305100000013 40.632488, 45.528...\n",
       "5    AGO  (POLYGON ((11.750832 -16.75528, 11.775 -16.804...\n",
       "6    ASM  (POLYGON ((-170.542511 -14.297503, -170.546112...\n",
       "7    ARG  (POLYGON ((-68.60861199999999 -54.891396, -68....\n",
       "8    AUS  (POLYGON ((158.882172 -54.711388, 158.87966900...\n",
       "9    BHR  (POLYGON ((50.81249200000013 25.64222, 50.7924...\n",
       "10   BRB  POLYGON ((-59.533058 13.050554, -59.543335 13....\n",
       "11   BMU  (POLYGON ((-64.855835 32.27861000000013, -64.8...\n",
       "12   BHS  (POLYGON ((-73.03723100000001 21.139442, -73.1...\n",
       "13   BGD  (POLYGON ((91.897491 21.476662, 91.886932 21.4...\n",
       "14   BLZ  (POLYGON ((-87.80334499999999 17.2941670000001...\n",
       "15   BIH  POLYGON ((17.649841 42.889076, 17.578526 42.94...\n",
       "16   BOL  POLYGON ((-65.190201 -22.09473, -65.5988920000...\n",
       "17   MMR  (POLYGON ((98.03581200000001 9.786386, 98.0302...\n",
       "18   BEN  POLYGON ((2.484418 6.340486, 2.48 6.338611, 2....\n",
       "19   SLB  (POLYGON ((166.850525 -11.696945, 166.844421 -...\n",
       "20   BRA  (POLYGON ((-48.55056 -27.821392, -48.556671 -2...\n",
       "21   BGR  POLYGON ((27.879166 42.841103, 27.894997 42.80...\n",
       "22   BRN  (POLYGON ((115.223038 4.804998000000126, 115.2...\n",
       "23   CAN  (POLYGON ((-65.613617 43.420273, -65.61972 43....\n",
       "24   KHM  (POLYGON ((103.775253 10.44249700000012, 103.7...\n",
       "25   LKA  (POLYGON ((81.714996 7.681388, 81.708327999999...\n",
       "26   COG  POLYGON ((12.779047 -4.388991, 12.769165 -4.39...\n",
       "27   COD  (POLYGON ((12.953054 -5.876112, 12.933611 -5.8...\n",
       "28   BDI  POLYGON ((29.229897 -3.750964, 29.232498 -3.74...\n",
       "29   CHN  (POLYGON ((110.524147 19.134441, 110.518600000...\n",
       "..   ...                                                ...\n",
       "182  TUV  (POLYGON ((179.222366 -8.554145999999999, 179....\n",
       "183  TKM  (POLYGON ((53.069717 38.899719, 53.099998 38.7...\n",
       "184  TZA  (POLYGON ((39.682495 -7.993334, 39.653053 -7.9...\n",
       "185  UGA  POLYGON ((33.996666 4.222777, 34.019997 4.2119...\n",
       "186  GBR  (POLYGON ((-6.290833 49.912216, -6.311389 49.9...\n",
       "187  UKR  (POLYGON ((33.04027600000012 46.011375, 33.008...\n",
       "188  USA  (POLYGON ((-75.170288 19.931389, -75.223724 19...\n",
       "189  BFA  POLYGON ((-2.834048 11.002007, -2.833611 10.95...\n",
       "190  URY  POLYGON ((-57.806396 -30.748219, -57.812225 -3...\n",
       "191  UZB  POLYGON ((64.383026 38.953125, 64.372756999999...\n",
       "192  VCT  (POLYGON ((-61.416946 12.590277, -61.443893 12...\n",
       "193  VEN  (POLYGON ((-61.278301 8.516734, -61.263599 8.4...\n",
       "194  VGB  (POLYGON ((-64.660843 18.383888, -64.667236 18...\n",
       "195  VNM  (POLYGON ((106.600273 8.647778000000001, 106.5...\n",
       "196  VIR  (POLYGON ((-64.761948 17.774166, -64.758621000...\n",
       "197  NAM  POLYGON ((23.284721 -17.662502, 23.289165 -17....\n",
       "198  WSM  (POLYGON ((-171.429749 -14.019724, -171.441986...\n",
       "199  SWZ  POLYGON ((30.902048 -26.305254, 30.969444 -26....\n",
       "200  YEM  (POLYGON ((53.3408280000001 12.108889, 53.3369...\n",
       "201  ZMB  POLYGON ((24.969997 -17.559723, 24.912498 -17....\n",
       "202  ZWE  POLYGON ((32.987808 -17.265003, 32.990829 -17....\n",
       "203  IDN  (POLYGON ((123.214706 -10.812222, 123.198318 -...\n",
       "204  ARE  (POLYGON ((53.96527100000014 24.176666, 53.956...\n",
       "205  TLS  (POLYGON ((124.4457272973015 -9.18480145515860...\n",
       "206  PLW  (POLYGON ((132.226624 5.292777000000115, 132.2...\n",
       "207  MHL  (POLYGON ((168.113586 5.600277, 168.108002 5.6...\n",
       "208  SMR  POLYGON ((12.415798 43.957954, 12.450554 43.97...\n",
       "209  TCA  (POLYGON ((-71.140289 21.431942, -71.145844 21...\n",
       "210  SRB  POLYGON ((20.071423 42.560913, 20.105831 42.64...\n",
       "211  MAF  POLYGON ((-63.006668 18.080555, -63.011459 18....\n",
       "\n",
       "[212 rows x 2 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import geopandas as gpd\n",
    "\n",
    "# Loading cleaned Thematic Mapping data on country boundaries...\n",
    "country_boundaries = gpd.read_file('country_boundaries.geojson')\n",
    "\n",
    "country_boundaries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "import folium\n",
    "\n",
    "# Passing folium country boundary data to use for mapping...\n",
    "countries = folium.features.GeoJson(country_boundaries)\n",
    "\n",
    "# Creating max number of equally sized bins for choropleth; max is nine...\n",
    "bins = [(11*n) for n in range(10)]\n",
    "\n",
    "# Creating list of years where World Bank data is available...\n",
    "years = [str(year) for year in range(1990, 2017)]\n",
    "\n",
    "# For-loop to create a choropleth map for each year...\n",
    "for year in years:\n",
    "    # Generating world map at appropriate zoom...\n",
    "    folium_map = folium.Map(\n",
    "        location=[40, 10], zoom_start=2, tiles='cartodbpositron')\n",
    "    # Adding country boundary data to generated map...\n",
    "    folium_map.add_child(countries)\n",
    "    # Making map a choropleth with World Bank data on forest coverage...\n",
    "    folium_map.choropleth(\n",
    "        geo_data=country_boundaries,\n",
    "        name='choropleth',\n",
    "        data=pct_forest_coverage,\n",
    "        columns=['Code', year],\n",
    "        key_on='feature.properties.Code',\n",
    "        fill_color='Greens',\n",
    "        fill_opacity=1,\n",
    "        line_opacity=.1,\n",
    "        legend_name=('Forest Area as % of Land Area in ' + year),\n",
    "        bins=bins,\n",
    "        reset=True\n",
    "    )\n",
    "    folium.LayerControl().add_to(folium_map)\n",
    "    \n",
    "    file_name = ('Folium_Maps/html/pct_forest_coverage_' + year + '_map.html')\n",
    "    \n",
    "    folium_map.save(file_name)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Creating list of years where we made predictions...\n",
    "years = [str(year) for year in range(2017, 2025)]\n",
    "\n",
    "# For-loop to create a choropleth map for each predicted year...\n",
    "for year in years:\n",
    "    # Generating world map at appropriate zoom...\n",
    "    folium_map = folium.Map(\n",
    "        location=[40, 10], zoom_start=2, tiles='cartodbpositron')\n",
    "    # Adding country boundary data to generated map...\n",
    "    folium_map.add_child(countries)\n",
    "    # Making map a choropleth with World Bank data on forest coverage...\n",
    "    folium_map.choropleth(\n",
    "        geo_data=country_boundaries,\n",
    "        name='choropleth',\n",
    "        data=pct_forest_coverage_predictions,\n",
    "        columns=['Code', year],\n",
    "        key_on='feature.properties.Code',\n",
    "        fill_color='Greys',\n",
    "        fill_opacity=1,\n",
    "        line_opacity=.1,\n",
    "        legend_name=('Predicted Forest Area as % of Land Area for ' + year),\n",
    "        bins=bins,\n",
    "        reset=True\n",
    "    )\n",
    "    folium.LayerControl().add_to(folium_map)\n",
    "    \n",
    "    file_name = ('Folium_Maps/html/pct_forest_coverage_prediction_'\n",
    "                 + year + '_map.html')\n",
    "    \n",
    "    folium_map.save(file_name)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}