diff --git a/module3/exo3/LouRodriguezPairs.ipynb b/module3/exo3/LouRodriguezPairs.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..7c44d79085e2817fe0e65441af7bc52466f675bf
--- /dev/null
+++ b/module3/exo3/LouRodriguezPairs.ipynb
@@ -0,0 +1,5426 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 77,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import matplotlib.pyplot as plt\n",
+    "import pandas as pd"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 78,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "url = \"https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_confirmed_global.csv\""
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Lecture globale des données du document CSV avec Pandas"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 79,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
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+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
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+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Province/State</th>\n",
+       "      <th>Country/Region</th>\n",
+       "      <th>Lat</th>\n",
+       "      <th>Long</th>\n",
+       "      <th>1/22/20</th>\n",
+       "      <th>1/23/20</th>\n",
+       "      <th>1/24/20</th>\n",
+       "      <th>1/25/20</th>\n",
+       "      <th>1/26/20</th>\n",
+       "      <th>1/27/20</th>\n",
+       "      <th>...</th>\n",
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+       "      <td>28.033900</td>\n",
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+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Andorra</td>\n",
+       "      <td>42.506300</td>\n",
+       "      <td>1.521800</td>\n",
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+       "      <td>47890</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Angola</td>\n",
+       "      <td>-11.202700</td>\n",
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+       "      <td>105277</td>\n",
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+       "      <td>105288</td>\n",
+       "      <td>105288</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Antarctica</td>\n",
+       "      <td>-71.949900</td>\n",
+       "      <td>23.347000</td>\n",
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+       "      <td>11</td>\n",
+       "      <td>11</td>\n",
+       "      <td>11</td>\n",
+       "      <td>11</td>\n",
+       "      <td>11</td>\n",
+       "      <td>11</td>\n",
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+       "      <td>11</td>\n",
+       "      <td>11</td>\n",
+       "      <td>11</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Antigua and Barbuda</td>\n",
+       "      <td>17.060800</td>\n",
+       "      <td>-61.796400</td>\n",
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+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>NaN</td>\n",
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+       "      <td>-38.416100</td>\n",
+       "      <td>-63.616700</td>\n",
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+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
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+       "      <td>10044125</td>\n",
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+       "      <td>10044957</td>\n",
+       "      <td>10044957</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Armenia</td>\n",
+       "      <td>40.069100</td>\n",
+       "      <td>45.038200</td>\n",
+       "      <td>0</td>\n",
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+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>446819</td>\n",
+       "      <td>446819</td>\n",
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+       "      <td>446819</td>\n",
+       "      <td>446819</td>\n",
+       "      <td>447308</td>\n",
+       "      <td>447308</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>Australian Capital Territory</td>\n",
+       "      <td>Australia</td>\n",
+       "      <td>-35.473500</td>\n",
+       "      <td>149.012400</td>\n",
+       "      <td>0</td>\n",
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+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>232018</td>\n",
+       "      <td>232018</td>\n",
+       "      <td>232619</td>\n",
+       "      <td>232619</td>\n",
+       "      <td>232619</td>\n",
+       "      <td>232619</td>\n",
+       "      <td>232619</td>\n",
+       "      <td>232619</td>\n",
+       "      <td>232619</td>\n",
+       "      <td>232974</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>New South Wales</td>\n",
+       "      <td>Australia</td>\n",
+       "      <td>-33.868800</td>\n",
+       "      <td>151.209300</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>...</td>\n",
+       "      <td>3900969</td>\n",
+       "      <td>3900969</td>\n",
+       "      <td>3908129</td>\n",
+       "      <td>3908129</td>\n",
+       "      <td>3908129</td>\n",
+       "      <td>3908129</td>\n",
+       "      <td>3908129</td>\n",
+       "      <td>3908129</td>\n",
+       "      <td>3908129</td>\n",
+       "      <td>3915992</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>Northern Territory</td>\n",
+       "      <td>Australia</td>\n",
+       "      <td>-12.463400</td>\n",
+       "      <td>130.845600</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>104931</td>\n",
+       "      <td>104931</td>\n",
+       "      <td>105021</td>\n",
+       "      <td>105021</td>\n",
+       "      <td>105021</td>\n",
+       "      <td>105021</td>\n",
+       "      <td>105021</td>\n",
+       "      <td>105021</td>\n",
+       "      <td>105021</td>\n",
+       "      <td>105111</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>Queensland</td>\n",
+       "      <td>Australia</td>\n",
+       "      <td>-27.469800</td>\n",
+       "      <td>153.025100</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1796633</td>\n",
+       "      <td>1796633</td>\n",
+       "      <td>1800236</td>\n",
+       "      <td>1800236</td>\n",
+       "      <td>1800236</td>\n",
+       "      <td>1800236</td>\n",
+       "      <td>1800236</td>\n",
+       "      <td>1800236</td>\n",
+       "      <td>1800236</td>\n",
+       "      <td>1800236</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>South Australia</td>\n",
+       "      <td>Australia</td>\n",
+       "      <td>-34.928500</td>\n",
+       "      <td>138.600700</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>880207</td>\n",
+       "      <td>880207</td>\n",
+       "      <td>881911</td>\n",
+       "      <td>881911</td>\n",
+       "      <td>881911</td>\n",
+       "      <td>881911</td>\n",
+       "      <td>881911</td>\n",
+       "      <td>881911</td>\n",
+       "      <td>881911</td>\n",
+       "      <td>883620</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>Tasmania</td>\n",
+       "      <td>Australia</td>\n",
+       "      <td>-42.882100</td>\n",
+       "      <td>147.327200</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>286264</td>\n",
+       "      <td>286264</td>\n",
+       "      <td>286264</td>\n",
+       "      <td>286897</td>\n",
+       "      <td>286897</td>\n",
+       "      <td>286897</td>\n",
+       "      <td>286897</td>\n",
+       "      <td>286897</td>\n",
+       "      <td>286897</td>\n",
+       "      <td>287507</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>Victoria</td>\n",
+       "      <td>Australia</td>\n",
+       "      <td>-37.813600</td>\n",
+       "      <td>144.963100</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2874262</td>\n",
+       "      <td>2874262</td>\n",
+       "      <td>2877260</td>\n",
+       "      <td>2877260</td>\n",
+       "      <td>2877260</td>\n",
+       "      <td>2877260</td>\n",
+       "      <td>2877260</td>\n",
+       "      <td>2877260</td>\n",
+       "      <td>2877260</td>\n",
+       "      <td>2880559</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>Western Australia</td>\n",
+       "      <td>Australia</td>\n",
+       "      <td>-31.950500</td>\n",
+       "      <td>115.860500</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1291077</td>\n",
+       "      <td>1291077</td>\n",
+       "      <td>1293461</td>\n",
+       "      <td>1293461</td>\n",
+       "      <td>1293461</td>\n",
+       "      <td>1293461</td>\n",
+       "      <td>1293461</td>\n",
+       "      <td>1293461</td>\n",
+       "      <td>1293461</td>\n",
+       "      <td>1293461</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Austria</td>\n",
+       "      <td>47.516200</td>\n",
+       "      <td>14.550100</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>5911294</td>\n",
+       "      <td>5919616</td>\n",
+       "      <td>5926148</td>\n",
+       "      <td>5931247</td>\n",
+       "      <td>5936666</td>\n",
+       "      <td>5940935</td>\n",
+       "      <td>5943417</td>\n",
+       "      <td>5949418</td>\n",
+       "      <td>5955860</td>\n",
+       "      <td>5961143</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Azerbaijan</td>\n",
+       "      <td>40.143100</td>\n",
+       "      <td>47.576900</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
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+       "      <td>828548</td>\n",
+       "      <td>828588</td>\n",
+       "      <td>828628</td>\n",
+       "      <td>828648</td>\n",
+       "      <td>828682</td>\n",
+       "      <td>828721</td>\n",
+       "      <td>828730</td>\n",
+       "      <td>828783</td>\n",
+       "      <td>828819</td>\n",
+       "      <td>828825</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Bahamas</td>\n",
+       "      <td>25.025885</td>\n",
+       "      <td>-78.035889</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>37491</td>\n",
+       "      <td>37491</td>\n",
+       "      <td>37491</td>\n",
+       "      <td>37491</td>\n",
+       "      <td>37491</td>\n",
+       "      <td>37491</td>\n",
+       "      <td>37491</td>\n",
+       "      <td>37491</td>\n",
+       "      <td>37491</td>\n",
+       "      <td>37491</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Bahrain</td>\n",
+       "      <td>26.027500</td>\n",
+       "      <td>50.550000</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>707480</td>\n",
+       "      <td>707828</td>\n",
+       "      <td>708061</td>\n",
+       "      <td>708532</td>\n",
+       "      <td>708768</td>\n",
+       "      <td>709230</td>\n",
+       "      <td>709230</td>\n",
+       "      <td>709858</td>\n",
+       "      <td>710306</td>\n",
+       "      <td>710693</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Bangladesh</td>\n",
+       "      <td>23.685000</td>\n",
+       "      <td>90.356300</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2037773</td>\n",
+       "      <td>2037829</td>\n",
+       "      <td>2037829</td>\n",
+       "      <td>2037829</td>\n",
+       "      <td>2037829</td>\n",
+       "      <td>2037829</td>\n",
+       "      <td>2037829</td>\n",
+       "      <td>2037829</td>\n",
+       "      <td>2037871</td>\n",
+       "      <td>2037871</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Barbados</td>\n",
+       "      <td>13.193900</td>\n",
+       "      <td>-59.543200</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>106645</td>\n",
+       "      <td>106645</td>\n",
+       "      <td>106645</td>\n",
+       "      <td>106645</td>\n",
+       "      <td>106645</td>\n",
+       "      <td>106645</td>\n",
+       "      <td>106645</td>\n",
+       "      <td>106645</td>\n",
+       "      <td>106645</td>\n",
+       "      <td>106798</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Belarus</td>\n",
+       "      <td>53.709800</td>\n",
+       "      <td>27.953400</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>994037</td>\n",
+       "      <td>994037</td>\n",
+       "      <td>994037</td>\n",
+       "      <td>994037</td>\n",
+       "      <td>994037</td>\n",
+       "      <td>994037</td>\n",
+       "      <td>994037</td>\n",
+       "      <td>994037</td>\n",
+       "      <td>994037</td>\n",
+       "      <td>994037</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Belgium</td>\n",
+       "      <td>50.833300</td>\n",
+       "      <td>4.469936</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>4717655</td>\n",
+       "      <td>4717655</td>\n",
+       "      <td>4727795</td>\n",
+       "      <td>4727795</td>\n",
+       "      <td>4727795</td>\n",
+       "      <td>4727795</td>\n",
+       "      <td>4727795</td>\n",
+       "      <td>4727795</td>\n",
+       "      <td>4727795</td>\n",
+       "      <td>4739365</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Belize</td>\n",
+       "      <td>17.189900</td>\n",
+       "      <td>-88.497600</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>70757</td>\n",
+       "      <td>70757</td>\n",
+       "      <td>70757</td>\n",
+       "      <td>70757</td>\n",
+       "      <td>70757</td>\n",
+       "      <td>70757</td>\n",
+       "      <td>70757</td>\n",
+       "      <td>70757</td>\n",
+       "      <td>70757</td>\n",
+       "      <td>70757</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Benin</td>\n",
+       "      <td>9.307700</td>\n",
+       "      <td>2.315800</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>27990</td>\n",
+       "      <td>27990</td>\n",
+       "      <td>27990</td>\n",
+       "      <td>27990</td>\n",
+       "      <td>27990</td>\n",
+       "      <td>27990</td>\n",
+       "      <td>27990</td>\n",
+       "      <td>27999</td>\n",
+       "      <td>27999</td>\n",
+       "      <td>27999</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Bhutan</td>\n",
+       "      <td>27.514200</td>\n",
+       "      <td>90.433600</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>62615</td>\n",
+       "      <td>62620</td>\n",
+       "      <td>62620</td>\n",
+       "      <td>62620</td>\n",
+       "      <td>62620</td>\n",
+       "      <td>62620</td>\n",
+       "      <td>62620</td>\n",
+       "      <td>62620</td>\n",
+       "      <td>62627</td>\n",
+       "      <td>62627</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Bolivia</td>\n",
+       "      <td>-16.290200</td>\n",
+       "      <td>-63.588700</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1193009</td>\n",
+       "      <td>1193256</td>\n",
+       "      <td>1193418</td>\n",
+       "      <td>1193650</td>\n",
+       "      <td>1193815</td>\n",
+       "      <td>1193908</td>\n",
+       "      <td>1193970</td>\n",
+       "      <td>1194069</td>\n",
+       "      <td>1194187</td>\n",
+       "      <td>1194277</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Bosnia and Herzegovina</td>\n",
+       "      <td>43.915900</td>\n",
+       "      <td>17.679100</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>401575</td>\n",
+       "      <td>401636</td>\n",
+       "      <td>401636</td>\n",
+       "      <td>401636</td>\n",
+       "      <td>401636</td>\n",
+       "      <td>401636</td>\n",
+       "      <td>401636</td>\n",
+       "      <td>401636</td>\n",
+       "      <td>401729</td>\n",
+       "      <td>401729</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>259</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Tuvalu</td>\n",
+       "      <td>-7.109500</td>\n",
+       "      <td>177.649300</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2805</td>\n",
+       "      <td>2805</td>\n",
+       "      <td>2805</td>\n",
+       "      <td>2805</td>\n",
+       "      <td>2805</td>\n",
+       "      <td>2805</td>\n",
+       "      <td>2805</td>\n",
+       "      <td>2805</td>\n",
+       "      <td>2805</td>\n",
+       "      <td>2805</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>260</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>US</td>\n",
+       "      <td>40.000000</td>\n",
+       "      <td>-100.000000</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>...</td>\n",
+       "      <td>103443455</td>\n",
+       "      <td>103533872</td>\n",
+       "      <td>103589757</td>\n",
+       "      <td>103648690</td>\n",
+       "      <td>103650837</td>\n",
+       "      <td>103646975</td>\n",
+       "      <td>103655539</td>\n",
+       "      <td>103690910</td>\n",
+       "      <td>103755771</td>\n",
+       "      <td>103802702</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>261</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Uganda</td>\n",
+       "      <td>1.373333</td>\n",
+       "      <td>32.290275</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>170504</td>\n",
+       "      <td>170504</td>\n",
+       "      <td>170504</td>\n",
+       "      <td>170504</td>\n",
+       "      <td>170504</td>\n",
+       "      <td>170504</td>\n",
+       "      <td>170504</td>\n",
+       "      <td>170504</td>\n",
+       "      <td>170544</td>\n",
+       "      <td>170544</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>262</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Ukraine</td>\n",
+       "      <td>48.379400</td>\n",
+       "      <td>31.165600</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>5693846</td>\n",
+       "      <td>5701249</td>\n",
+       "      <td>5701333</td>\n",
+       "      <td>5701474</td>\n",
+       "      <td>5701602</td>\n",
+       "      <td>5701743</td>\n",
+       "      <td>5701855</td>\n",
+       "      <td>5701959</td>\n",
+       "      <td>5711818</td>\n",
+       "      <td>5711929</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>263</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>United Arab Emirates</td>\n",
+       "      <td>23.424076</td>\n",
+       "      <td>53.847818</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1051998</td>\n",
+       "      <td>1052122</td>\n",
+       "      <td>1052247</td>\n",
+       "      <td>1052382</td>\n",
+       "      <td>1052519</td>\n",
+       "      <td>1052664</td>\n",
+       "      <td>1052664</td>\n",
+       "      <td>1052926</td>\n",
+       "      <td>1053068</td>\n",
+       "      <td>1053213</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>264</th>\n",
+       "      <td>Anguilla</td>\n",
+       "      <td>United Kingdom</td>\n",
+       "      <td>18.220600</td>\n",
+       "      <td>-63.068600</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>3904</td>\n",
+       "      <td>3904</td>\n",
+       "      <td>3904</td>\n",
+       "      <td>3904</td>\n",
+       "      <td>3904</td>\n",
+       "      <td>3904</td>\n",
+       "      <td>3904</td>\n",
+       "      <td>3904</td>\n",
+       "      <td>3904</td>\n",
+       "      <td>3904</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>265</th>\n",
+       "      <td>Bermuda</td>\n",
+       "      <td>United Kingdom</td>\n",
+       "      <td>32.307800</td>\n",
+       "      <td>-64.750500</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>18799</td>\n",
+       "      <td>18814</td>\n",
+       "      <td>18814</td>\n",
+       "      <td>18814</td>\n",
+       "      <td>18814</td>\n",
+       "      <td>18814</td>\n",
+       "      <td>18814</td>\n",
+       "      <td>18814</td>\n",
+       "      <td>18828</td>\n",
+       "      <td>18828</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>266</th>\n",
+       "      <td>British Virgin Islands</td>\n",
+       "      <td>United Kingdom</td>\n",
+       "      <td>18.420700</td>\n",
+       "      <td>-64.640000</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>7305</td>\n",
+       "      <td>7305</td>\n",
+       "      <td>7305</td>\n",
+       "      <td>7305</td>\n",
+       "      <td>7305</td>\n",
+       "      <td>7305</td>\n",
+       "      <td>7305</td>\n",
+       "      <td>7305</td>\n",
+       "      <td>7305</td>\n",
+       "      <td>7305</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>267</th>\n",
+       "      <td>Cayman Islands</td>\n",
+       "      <td>United Kingdom</td>\n",
+       "      <td>19.313300</td>\n",
+       "      <td>-81.254600</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>31472</td>\n",
+       "      <td>31472</td>\n",
+       "      <td>31472</td>\n",
+       "      <td>31472</td>\n",
+       "      <td>31472</td>\n",
+       "      <td>31472</td>\n",
+       "      <td>31472</td>\n",
+       "      <td>31472</td>\n",
+       "      <td>31472</td>\n",
+       "      <td>31472</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>268</th>\n",
+       "      <td>Channel Islands</td>\n",
+       "      <td>United Kingdom</td>\n",
+       "      <td>49.372300</td>\n",
+       "      <td>-2.364400</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>269</th>\n",
+       "      <td>Falkland Islands (Malvinas)</td>\n",
+       "      <td>United Kingdom</td>\n",
+       "      <td>-51.796300</td>\n",
+       "      <td>-59.523600</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1930</td>\n",
+       "      <td>1930</td>\n",
+       "      <td>1930</td>\n",
+       "      <td>1930</td>\n",
+       "      <td>1930</td>\n",
+       "      <td>1930</td>\n",
+       "      <td>1930</td>\n",
+       "      <td>1930</td>\n",
+       "      <td>1930</td>\n",
+       "      <td>1930</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>270</th>\n",
+       "      <td>Gibraltar</td>\n",
+       "      <td>United Kingdom</td>\n",
+       "      <td>36.140800</td>\n",
+       "      <td>-5.353600</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>20423</td>\n",
+       "      <td>20423</td>\n",
+       "      <td>20423</td>\n",
+       "      <td>20433</td>\n",
+       "      <td>20433</td>\n",
+       "      <td>20433</td>\n",
+       "      <td>20433</td>\n",
+       "      <td>20433</td>\n",
+       "      <td>20433</td>\n",
+       "      <td>20433</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>271</th>\n",
+       "      <td>Guernsey</td>\n",
+       "      <td>United Kingdom</td>\n",
+       "      <td>49.448196</td>\n",
+       "      <td>-2.589490</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>34867</td>\n",
+       "      <td>34929</td>\n",
+       "      <td>34929</td>\n",
+       "      <td>34929</td>\n",
+       "      <td>34929</td>\n",
+       "      <td>34929</td>\n",
+       "      <td>34929</td>\n",
+       "      <td>34929</td>\n",
+       "      <td>34991</td>\n",
+       "      <td>34991</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>272</th>\n",
+       "      <td>Isle of Man</td>\n",
+       "      <td>United Kingdom</td>\n",
+       "      <td>54.236100</td>\n",
+       "      <td>-4.548100</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>38008</td>\n",
+       "      <td>38008</td>\n",
+       "      <td>38008</td>\n",
+       "      <td>38008</td>\n",
+       "      <td>38008</td>\n",
+       "      <td>38008</td>\n",
+       "      <td>38008</td>\n",
+       "      <td>38008</td>\n",
+       "      <td>38008</td>\n",
+       "      <td>38008</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>273</th>\n",
+       "      <td>Jersey</td>\n",
+       "      <td>United Kingdom</td>\n",
+       "      <td>49.213800</td>\n",
+       "      <td>-2.135800</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>66391</td>\n",
+       "      <td>66391</td>\n",
+       "      <td>66391</td>\n",
+       "      <td>66391</td>\n",
+       "      <td>66391</td>\n",
+       "      <td>66391</td>\n",
+       "      <td>66391</td>\n",
+       "      <td>66391</td>\n",
+       "      <td>66391</td>\n",
+       "      <td>66391</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>274</th>\n",
+       "      <td>Montserrat</td>\n",
+       "      <td>United Kingdom</td>\n",
+       "      <td>16.742498</td>\n",
+       "      <td>-62.187366</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1403</td>\n",
+       "      <td>1403</td>\n",
+       "      <td>1403</td>\n",
+       "      <td>1403</td>\n",
+       "      <td>1403</td>\n",
+       "      <td>1403</td>\n",
+       "      <td>1403</td>\n",
+       "      <td>1403</td>\n",
+       "      <td>1403</td>\n",
+       "      <td>1403</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>275</th>\n",
+       "      <td>Pitcairn Islands</td>\n",
+       "      <td>United Kingdom</td>\n",
+       "      <td>-24.376800</td>\n",
+       "      <td>-128.324200</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>276</th>\n",
+       "      <td>Saint Helena, Ascension and Tristan da Cunha</td>\n",
+       "      <td>United Kingdom</td>\n",
+       "      <td>-7.946700</td>\n",
+       "      <td>-14.355900</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2166</td>\n",
+       "      <td>2166</td>\n",
+       "      <td>2166</td>\n",
+       "      <td>2166</td>\n",
+       "      <td>2166</td>\n",
+       "      <td>2166</td>\n",
+       "      <td>2166</td>\n",
+       "      <td>2166</td>\n",
+       "      <td>2166</td>\n",
+       "      <td>2166</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>277</th>\n",
+       "      <td>Turks and Caicos Islands</td>\n",
+       "      <td>United Kingdom</td>\n",
+       "      <td>21.694000</td>\n",
+       "      <td>-71.797900</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>6551</td>\n",
+       "      <td>6551</td>\n",
+       "      <td>6551</td>\n",
+       "      <td>6551</td>\n",
+       "      <td>6551</td>\n",
+       "      <td>6551</td>\n",
+       "      <td>6551</td>\n",
+       "      <td>6557</td>\n",
+       "      <td>6557</td>\n",
+       "      <td>6561</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>278</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>United Kingdom</td>\n",
+       "      <td>55.378100</td>\n",
+       "      <td>-3.436000</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>24370150</td>\n",
+       "      <td>24370150</td>\n",
+       "      <td>24396530</td>\n",
+       "      <td>24396530</td>\n",
+       "      <td>24396530</td>\n",
+       "      <td>24396530</td>\n",
+       "      <td>24396530</td>\n",
+       "      <td>24396530</td>\n",
+       "      <td>24396530</td>\n",
+       "      <td>24425309</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>279</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Uruguay</td>\n",
+       "      <td>-32.522800</td>\n",
+       "      <td>-55.765800</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1034303</td>\n",
+       "      <td>1034303</td>\n",
+       "      <td>1034303</td>\n",
+       "      <td>1034303</td>\n",
+       "      <td>1034303</td>\n",
+       "      <td>1034303</td>\n",
+       "      <td>1034303</td>\n",
+       "      <td>1034303</td>\n",
+       "      <td>1034303</td>\n",
+       "      <td>1034303</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>280</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Uzbekistan</td>\n",
+       "      <td>41.377491</td>\n",
+       "      <td>64.585262</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>250932</td>\n",
+       "      <td>251071</td>\n",
+       "      <td>251071</td>\n",
+       "      <td>251071</td>\n",
+       "      <td>251071</td>\n",
+       "      <td>251071</td>\n",
+       "      <td>251071</td>\n",
+       "      <td>251071</td>\n",
+       "      <td>251247</td>\n",
+       "      <td>251247</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>281</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Vanuatu</td>\n",
+       "      <td>-15.376700</td>\n",
+       "      <td>166.959200</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>12014</td>\n",
+       "      <td>12014</td>\n",
+       "      <td>12014</td>\n",
+       "      <td>12014</td>\n",
+       "      <td>12014</td>\n",
+       "      <td>12014</td>\n",
+       "      <td>12014</td>\n",
+       "      <td>12014</td>\n",
+       "      <td>12014</td>\n",
+       "      <td>12014</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>282</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Venezuela</td>\n",
+       "      <td>6.423800</td>\n",
+       "      <td>-66.589700</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>551981</td>\n",
+       "      <td>551986</td>\n",
+       "      <td>551986</td>\n",
+       "      <td>552014</td>\n",
+       "      <td>552051</td>\n",
+       "      <td>552051</td>\n",
+       "      <td>552125</td>\n",
+       "      <td>552157</td>\n",
+       "      <td>552157</td>\n",
+       "      <td>552162</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>283</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Vietnam</td>\n",
+       "      <td>14.058324</td>\n",
+       "      <td>108.277199</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>...</td>\n",
+       "      <td>11526917</td>\n",
+       "      <td>11526926</td>\n",
+       "      <td>11526937</td>\n",
+       "      <td>11526950</td>\n",
+       "      <td>11526962</td>\n",
+       "      <td>11526966</td>\n",
+       "      <td>11526966</td>\n",
+       "      <td>11526986</td>\n",
+       "      <td>11526994</td>\n",
+       "      <td>11526994</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>284</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>West Bank and Gaza</td>\n",
+       "      <td>31.952200</td>\n",
+       "      <td>35.233200</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>703228</td>\n",
+       "      <td>703228</td>\n",
+       "      <td>703228</td>\n",
+       "      <td>703228</td>\n",
+       "      <td>703228</td>\n",
+       "      <td>703228</td>\n",
+       "      <td>703228</td>\n",
+       "      <td>703228</td>\n",
+       "      <td>703228</td>\n",
+       "      <td>703228</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>285</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Winter Olympics 2022</td>\n",
+       "      <td>39.904200</td>\n",
+       "      <td>116.407400</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>535</td>\n",
+       "      <td>535</td>\n",
+       "      <td>535</td>\n",
+       "      <td>535</td>\n",
+       "      <td>535</td>\n",
+       "      <td>535</td>\n",
+       "      <td>535</td>\n",
+       "      <td>535</td>\n",
+       "      <td>535</td>\n",
+       "      <td>535</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>286</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Yemen</td>\n",
+       "      <td>15.552727</td>\n",
+       "      <td>48.516388</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>11945</td>\n",
+       "      <td>11945</td>\n",
+       "      <td>11945</td>\n",
+       "      <td>11945</td>\n",
+       "      <td>11945</td>\n",
+       "      <td>11945</td>\n",
+       "      <td>11945</td>\n",
+       "      <td>11945</td>\n",
+       "      <td>11945</td>\n",
+       "      <td>11945</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>287</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Zambia</td>\n",
+       "      <td>-13.133897</td>\n",
+       "      <td>27.849332</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>343012</td>\n",
+       "      <td>343012</td>\n",
+       "      <td>343079</td>\n",
+       "      <td>343079</td>\n",
+       "      <td>343079</td>\n",
+       "      <td>343135</td>\n",
+       "      <td>343135</td>\n",
+       "      <td>343135</td>\n",
+       "      <td>343135</td>\n",
+       "      <td>343135</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>288</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Zimbabwe</td>\n",
+       "      <td>-19.015438</td>\n",
+       "      <td>29.154857</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>263921</td>\n",
+       "      <td>264127</td>\n",
+       "      <td>264127</td>\n",
+       "      <td>264127</td>\n",
+       "      <td>264127</td>\n",
+       "      <td>264127</td>\n",
+       "      <td>264127</td>\n",
+       "      <td>264127</td>\n",
+       "      <td>264276</td>\n",
+       "      <td>264276</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>289 rows × 1147 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                   Province/State          Country/Region  \\\n",
+       "0                                             NaN             Afghanistan   \n",
+       "1                                             NaN                 Albania   \n",
+       "2                                             NaN                 Algeria   \n",
+       "3                                             NaN                 Andorra   \n",
+       "4                                             NaN                  Angola   \n",
+       "5                                             NaN              Antarctica   \n",
+       "6                                             NaN     Antigua and Barbuda   \n",
+       "7                                             NaN               Argentina   \n",
+       "8                                             NaN                 Armenia   \n",
+       "9                    Australian Capital Territory               Australia   \n",
+       "10                                New South Wales               Australia   \n",
+       "11                             Northern Territory               Australia   \n",
+       "12                                     Queensland               Australia   \n",
+       "13                                South Australia               Australia   \n",
+       "14                                       Tasmania               Australia   \n",
+       "15                                       Victoria               Australia   \n",
+       "16                              Western Australia               Australia   \n",
+       "17                                            NaN                 Austria   \n",
+       "18                                            NaN              Azerbaijan   \n",
+       "19                                            NaN                 Bahamas   \n",
+       "20                                            NaN                 Bahrain   \n",
+       "21                                            NaN              Bangladesh   \n",
+       "22                                            NaN                Barbados   \n",
+       "23                                            NaN                 Belarus   \n",
+       "24                                            NaN                 Belgium   \n",
+       "25                                            NaN                  Belize   \n",
+       "26                                            NaN                   Benin   \n",
+       "27                                            NaN                  Bhutan   \n",
+       "28                                            NaN                 Bolivia   \n",
+       "29                                            NaN  Bosnia and Herzegovina   \n",
+       "..                                            ...                     ...   \n",
+       "259                                           NaN                  Tuvalu   \n",
+       "260                                           NaN                      US   \n",
+       "261                                           NaN                  Uganda   \n",
+       "262                                           NaN                 Ukraine   \n",
+       "263                                           NaN    United Arab Emirates   \n",
+       "264                                      Anguilla          United Kingdom   \n",
+       "265                                       Bermuda          United Kingdom   \n",
+       "266                        British Virgin Islands          United Kingdom   \n",
+       "267                                Cayman Islands          United Kingdom   \n",
+       "268                               Channel Islands          United Kingdom   \n",
+       "269                   Falkland Islands (Malvinas)          United Kingdom   \n",
+       "270                                     Gibraltar          United Kingdom   \n",
+       "271                                      Guernsey          United Kingdom   \n",
+       "272                                   Isle of Man          United Kingdom   \n",
+       "273                                        Jersey          United Kingdom   \n",
+       "274                                    Montserrat          United Kingdom   \n",
+       "275                              Pitcairn Islands          United Kingdom   \n",
+       "276  Saint Helena, Ascension and Tristan da Cunha          United Kingdom   \n",
+       "277                      Turks and Caicos Islands          United Kingdom   \n",
+       "278                                           NaN          United Kingdom   \n",
+       "279                                           NaN                 Uruguay   \n",
+       "280                                           NaN              Uzbekistan   \n",
+       "281                                           NaN                 Vanuatu   \n",
+       "282                                           NaN               Venezuela   \n",
+       "283                                           NaN                 Vietnam   \n",
+       "284                                           NaN      West Bank and Gaza   \n",
+       "285                                           NaN    Winter Olympics 2022   \n",
+       "286                                           NaN                   Yemen   \n",
+       "287                                           NaN                  Zambia   \n",
+       "288                                           NaN                Zimbabwe   \n",
+       "\n",
+       "           Lat        Long  1/22/20  1/23/20  1/24/20  1/25/20  1/26/20  \\\n",
+       "0    33.939110   67.709953        0        0        0        0        0   \n",
+       "1    41.153300   20.168300        0        0        0        0        0   \n",
+       "2    28.033900    1.659600        0        0        0        0        0   \n",
+       "3    42.506300    1.521800        0        0        0        0        0   \n",
+       "4   -11.202700   17.873900        0        0        0        0        0   \n",
+       "5   -71.949900   23.347000        0        0        0        0        0   \n",
+       "6    17.060800  -61.796400        0        0        0        0        0   \n",
+       "7   -38.416100  -63.616700        0        0        0        0        0   \n",
+       "8    40.069100   45.038200        0        0        0        0        0   \n",
+       "9   -35.473500  149.012400        0        0        0        0        0   \n",
+       "10  -33.868800  151.209300        0        0        0        0        3   \n",
+       "11  -12.463400  130.845600        0        0        0        0        0   \n",
+       "12  -27.469800  153.025100        0        0        0        0        0   \n",
+       "13  -34.928500  138.600700        0        0        0        0        0   \n",
+       "14  -42.882100  147.327200        0        0        0        0        0   \n",
+       "15  -37.813600  144.963100        0        0        0        0        1   \n",
+       "16  -31.950500  115.860500        0        0        0        0        0   \n",
+       "17   47.516200   14.550100        0        0        0        0        0   \n",
+       "18   40.143100   47.576900        0        0        0        0        0   \n",
+       "19   25.025885  -78.035889        0        0        0        0        0   \n",
+       "20   26.027500   50.550000        0        0        0        0        0   \n",
+       "21   23.685000   90.356300        0        0        0        0        0   \n",
+       "22   13.193900  -59.543200        0        0        0        0        0   \n",
+       "23   53.709800   27.953400        0        0        0        0        0   \n",
+       "24   50.833300    4.469936        0        0        0        0        0   \n",
+       "25   17.189900  -88.497600        0        0        0        0        0   \n",
+       "26    9.307700    2.315800        0        0        0        0        0   \n",
+       "27   27.514200   90.433600        0        0        0        0        0   \n",
+       "28  -16.290200  -63.588700        0        0        0        0        0   \n",
+       "29   43.915900   17.679100        0        0        0        0        0   \n",
+       "..         ...         ...      ...      ...      ...      ...      ...   \n",
+       "259  -7.109500  177.649300        0        0        0        0        0   \n",
+       "260  40.000000 -100.000000        1        1        2        2        5   \n",
+       "261   1.373333   32.290275        0        0        0        0        0   \n",
+       "262  48.379400   31.165600        0        0        0        0        0   \n",
+       "263  23.424076   53.847818        0        0        0        0        0   \n",
+       "264  18.220600  -63.068600        0        0        0        0        0   \n",
+       "265  32.307800  -64.750500        0        0        0        0        0   \n",
+       "266  18.420700  -64.640000        0        0        0        0        0   \n",
+       "267  19.313300  -81.254600        0        0        0        0        0   \n",
+       "268  49.372300   -2.364400        0        0        0        0        0   \n",
+       "269 -51.796300  -59.523600        0        0        0        0        0   \n",
+       "270  36.140800   -5.353600        0        0        0        0        0   \n",
+       "271  49.448196   -2.589490        0        0        0        0        0   \n",
+       "272  54.236100   -4.548100        0        0        0        0        0   \n",
+       "273  49.213800   -2.135800        0        0        0        0        0   \n",
+       "274  16.742498  -62.187366        0        0        0        0        0   \n",
+       "275 -24.376800 -128.324200        0        0        0        0        0   \n",
+       "276  -7.946700  -14.355900        0        0        0        0        0   \n",
+       "277  21.694000  -71.797900        0        0        0        0        0   \n",
+       "278  55.378100   -3.436000        0        0        0        0        0   \n",
+       "279 -32.522800  -55.765800        0        0        0        0        0   \n",
+       "280  41.377491   64.585262        0        0        0        0        0   \n",
+       "281 -15.376700  166.959200        0        0        0        0        0   \n",
+       "282   6.423800  -66.589700        0        0        0        0        0   \n",
+       "283  14.058324  108.277199        0        2        2        2        2   \n",
+       "284  31.952200   35.233200        0        0        0        0        0   \n",
+       "285  39.904200  116.407400        0        0        0        0        0   \n",
+       "286  15.552727   48.516388        0        0        0        0        0   \n",
+       "287 -13.133897   27.849332        0        0        0        0        0   \n",
+       "288 -19.015438   29.154857        0        0        0        0        0   \n",
+       "\n",
+       "     1/27/20    ...        2/28/23     3/1/23     3/2/23     3/3/23  \\\n",
+       "0          0    ...         209322     209340     209358     209362   \n",
+       "1          0    ...         334391     334408     334408     334427   \n",
+       "2          0    ...         271441     271448     271463     271469   \n",
+       "3          0    ...          47866      47875      47875      47875   \n",
+       "4          0    ...         105255     105277     105277     105277   \n",
+       "5          0    ...             11         11         11         11   \n",
+       "6          0    ...           9106       9106       9106       9106   \n",
+       "7          0    ...       10044125   10044125   10044125   10044125   \n",
+       "8          0    ...         446819     446819     446819     446819   \n",
+       "9          0    ...         232018     232018     232619     232619   \n",
+       "10         4    ...        3900969    3900969    3908129    3908129   \n",
+       "11         0    ...         104931     104931     105021     105021   \n",
+       "12         0    ...        1796633    1796633    1800236    1800236   \n",
+       "13         0    ...         880207     880207     881911     881911   \n",
+       "14         0    ...         286264     286264     286264     286897   \n",
+       "15         1    ...        2874262    2874262    2877260    2877260   \n",
+       "16         0    ...        1291077    1291077    1293461    1293461   \n",
+       "17         0    ...        5911294    5919616    5926148    5931247   \n",
+       "18         0    ...         828548     828588     828628     828648   \n",
+       "19         0    ...          37491      37491      37491      37491   \n",
+       "20         0    ...         707480     707828     708061     708532   \n",
+       "21         0    ...        2037773    2037829    2037829    2037829   \n",
+       "22         0    ...         106645     106645     106645     106645   \n",
+       "23         0    ...         994037     994037     994037     994037   \n",
+       "24         0    ...        4717655    4717655    4727795    4727795   \n",
+       "25         0    ...          70757      70757      70757      70757   \n",
+       "26         0    ...          27990      27990      27990      27990   \n",
+       "27         0    ...          62615      62620      62620      62620   \n",
+       "28         0    ...        1193009    1193256    1193418    1193650   \n",
+       "29         0    ...         401575     401636     401636     401636   \n",
+       "..       ...    ...            ...        ...        ...        ...   \n",
+       "259        0    ...           2805       2805       2805       2805   \n",
+       "260        5    ...      103443455  103533872  103589757  103648690   \n",
+       "261        0    ...         170504     170504     170504     170504   \n",
+       "262        0    ...        5693846    5701249    5701333    5701474   \n",
+       "263        0    ...        1051998    1052122    1052247    1052382   \n",
+       "264        0    ...           3904       3904       3904       3904   \n",
+       "265        0    ...          18799      18814      18814      18814   \n",
+       "266        0    ...           7305       7305       7305       7305   \n",
+       "267        0    ...          31472      31472      31472      31472   \n",
+       "268        0    ...              0          0          0          0   \n",
+       "269        0    ...           1930       1930       1930       1930   \n",
+       "270        0    ...          20423      20423      20423      20433   \n",
+       "271        0    ...          34867      34929      34929      34929   \n",
+       "272        0    ...          38008      38008      38008      38008   \n",
+       "273        0    ...          66391      66391      66391      66391   \n",
+       "274        0    ...           1403       1403       1403       1403   \n",
+       "275        0    ...              4          4          4          4   \n",
+       "276        0    ...           2166       2166       2166       2166   \n",
+       "277        0    ...           6551       6551       6551       6551   \n",
+       "278        0    ...       24370150   24370150   24396530   24396530   \n",
+       "279        0    ...        1034303    1034303    1034303    1034303   \n",
+       "280        0    ...         250932     251071     251071     251071   \n",
+       "281        0    ...          12014      12014      12014      12014   \n",
+       "282        0    ...         551981     551986     551986     552014   \n",
+       "283        2    ...       11526917   11526926   11526937   11526950   \n",
+       "284        0    ...         703228     703228     703228     703228   \n",
+       "285        0    ...            535        535        535        535   \n",
+       "286        0    ...          11945      11945      11945      11945   \n",
+       "287        0    ...         343012     343012     343079     343079   \n",
+       "288        0    ...         263921     264127     264127     264127   \n",
+       "\n",
+       "        3/4/23     3/5/23     3/6/23     3/7/23     3/8/23     3/9/23  \n",
+       "0       209369     209390     209406     209436     209451     209451  \n",
+       "1       334427     334427     334427     334427     334443     334457  \n",
+       "2       271469     271477     271477     271490     271494     271496  \n",
+       "3        47875      47875      47875      47875      47890      47890  \n",
+       "4       105277     105277     105277     105277     105288     105288  \n",
+       "5           11         11         11         11         11         11  \n",
+       "6         9106       9106       9106       9106       9106       9106  \n",
+       "7     10044125   10044125   10044957   10044957   10044957   10044957  \n",
+       "8       446819     446819     446819     446819     447308     447308  \n",
+       "9       232619     232619     232619     232619     232619     232974  \n",
+       "10     3908129    3908129    3908129    3908129    3908129    3915992  \n",
+       "11      105021     105021     105021     105021     105021     105111  \n",
+       "12     1800236    1800236    1800236    1800236    1800236    1800236  \n",
+       "13      881911     881911     881911     881911     881911     883620  \n",
+       "14      286897     286897     286897     286897     286897     287507  \n",
+       "15     2877260    2877260    2877260    2877260    2877260    2880559  \n",
+       "16     1293461    1293461    1293461    1293461    1293461    1293461  \n",
+       "17     5936666    5940935    5943417    5949418    5955860    5961143  \n",
+       "18      828682     828721     828730     828783     828819     828825  \n",
+       "19       37491      37491      37491      37491      37491      37491  \n",
+       "20      708768     709230     709230     709858     710306     710693  \n",
+       "21     2037829    2037829    2037829    2037829    2037871    2037871  \n",
+       "22      106645     106645     106645     106645     106645     106798  \n",
+       "23      994037     994037     994037     994037     994037     994037  \n",
+       "24     4727795    4727795    4727795    4727795    4727795    4739365  \n",
+       "25       70757      70757      70757      70757      70757      70757  \n",
+       "26       27990      27990      27990      27999      27999      27999  \n",
+       "27       62620      62620      62620      62620      62627      62627  \n",
+       "28     1193815    1193908    1193970    1194069    1194187    1194277  \n",
+       "29      401636     401636     401636     401636     401729     401729  \n",
+       "..         ...        ...        ...        ...        ...        ...  \n",
+       "259       2805       2805       2805       2805       2805       2805  \n",
+       "260  103650837  103646975  103655539  103690910  103755771  103802702  \n",
+       "261     170504     170504     170504     170504     170544     170544  \n",
+       "262    5701602    5701743    5701855    5701959    5711818    5711929  \n",
+       "263    1052519    1052664    1052664    1052926    1053068    1053213  \n",
+       "264       3904       3904       3904       3904       3904       3904  \n",
+       "265      18814      18814      18814      18814      18828      18828  \n",
+       "266       7305       7305       7305       7305       7305       7305  \n",
+       "267      31472      31472      31472      31472      31472      31472  \n",
+       "268          0          0          0          0          0          0  \n",
+       "269       1930       1930       1930       1930       1930       1930  \n",
+       "270      20433      20433      20433      20433      20433      20433  \n",
+       "271      34929      34929      34929      34929      34991      34991  \n",
+       "272      38008      38008      38008      38008      38008      38008  \n",
+       "273      66391      66391      66391      66391      66391      66391  \n",
+       "274       1403       1403       1403       1403       1403       1403  \n",
+       "275          4          4          4          4          4          4  \n",
+       "276       2166       2166       2166       2166       2166       2166  \n",
+       "277       6551       6551       6551       6557       6557       6561  \n",
+       "278   24396530   24396530   24396530   24396530   24396530   24425309  \n",
+       "279    1034303    1034303    1034303    1034303    1034303    1034303  \n",
+       "280     251071     251071     251071     251071     251247     251247  \n",
+       "281      12014      12014      12014      12014      12014      12014  \n",
+       "282     552051     552051     552125     552157     552157     552162  \n",
+       "283   11526962   11526966   11526966   11526986   11526994   11526994  \n",
+       "284     703228     703228     703228     703228     703228     703228  \n",
+       "285        535        535        535        535        535        535  \n",
+       "286      11945      11945      11945      11945      11945      11945  \n",
+       "287     343079     343135     343135     343135     343135     343135  \n",
+       "288     264127     264127     264127     264127     264276     264276  \n",
+       "\n",
+       "[289 rows x 1147 columns]"
+      ]
+     },
+     "execution_count": 79,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data = pd.read_csv(url)\n",
+    "data"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Récuperer les données des pays demandés"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 80,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "## Pays qui nous intéressent\n",
+    "pays = [\"Belgium\", \"China\", \"China\", \"France\", \"Germany\", \"Iran\", \"Italy\", \"Japan\",\"Korea, South\", \"Netherlands\", \"Portugal\", \"Spain\", \"United Kingdom\", \"US\"]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 81,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
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+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Province/State</th>\n",
+       "      <th>Country/Region</th>\n",
+       "      <th>Lat</th>\n",
+       "      <th>Long</th>\n",
+       "      <th>1/22/20</th>\n",
+       "      <th>1/23/20</th>\n",
+       "      <th>1/24/20</th>\n",
+       "      <th>1/25/20</th>\n",
+       "      <th>1/26/20</th>\n",
+       "      <th>1/27/20</th>\n",
+       "      <th>...</th>\n",
+       "      <th>2/28/23</th>\n",
+       "      <th>3/1/23</th>\n",
+       "      <th>3/2/23</th>\n",
+       "      <th>3/3/23</th>\n",
+       "      <th>3/4/23</th>\n",
+       "      <th>3/5/23</th>\n",
+       "      <th>3/6/23</th>\n",
+       "      <th>3/7/23</th>\n",
+       "      <th>3/8/23</th>\n",
+       "      <th>3/9/23</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Belgium</td>\n",
+       "      <td>50.833300</td>\n",
+       "      <td>4.469936</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>4717655</td>\n",
+       "      <td>4717655</td>\n",
+       "      <td>4727795</td>\n",
+       "      <td>4727795</td>\n",
+       "      <td>4727795</td>\n",
+       "      <td>4727795</td>\n",
+       "      <td>4727795</td>\n",
+       "      <td>4727795</td>\n",
+       "      <td>4727795</td>\n",
+       "      <td>4739365</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>59</th>\n",
+       "      <td>Anhui</td>\n",
+       "      <td>China</td>\n",
+       "      <td>31.825700</td>\n",
+       "      <td>117.226400</td>\n",
+       "      <td>1</td>\n",
+       "      <td>9</td>\n",
+       "      <td>15</td>\n",
+       "      <td>39</td>\n",
+       "      <td>60</td>\n",
+       "      <td>70</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2275</td>\n",
+       "      <td>2275</td>\n",
+       "      <td>2275</td>\n",
+       "      <td>2275</td>\n",
+       "      <td>2275</td>\n",
+       "      <td>2275</td>\n",
+       "      <td>2275</td>\n",
+       "      <td>2275</td>\n",
+       "      <td>2275</td>\n",
+       "      <td>2275</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>60</th>\n",
+       "      <td>Beijing</td>\n",
+       "      <td>China</td>\n",
+       "      <td>40.182400</td>\n",
+       "      <td>116.414200</td>\n",
+       "      <td>14</td>\n",
+       "      <td>22</td>\n",
+       "      <td>36</td>\n",
+       "      <td>41</td>\n",
+       "      <td>68</td>\n",
+       "      <td>80</td>\n",
+       "      <td>...</td>\n",
+       "      <td>40774</td>\n",
+       "      <td>40774</td>\n",
+       "      <td>40774</td>\n",
+       "      <td>40774</td>\n",
+       "      <td>40774</td>\n",
+       "      <td>40774</td>\n",
+       "      <td>40774</td>\n",
+       "      <td>40774</td>\n",
+       "      <td>40774</td>\n",
+       "      <td>40774</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>61</th>\n",
+       "      <td>Chongqing</td>\n",
+       "      <td>China</td>\n",
+       "      <td>30.057200</td>\n",
+       "      <td>107.874000</td>\n",
+       "      <td>6</td>\n",
+       "      <td>9</td>\n",
+       "      <td>27</td>\n",
+       "      <td>57</td>\n",
+       "      <td>75</td>\n",
+       "      <td>110</td>\n",
+       "      <td>...</td>\n",
+       "      <td>14715</td>\n",
+       "      <td>14715</td>\n",
+       "      <td>14715</td>\n",
+       "      <td>14715</td>\n",
+       "      <td>14715</td>\n",
+       "      <td>14715</td>\n",
+       "      <td>14715</td>\n",
+       "      <td>14715</td>\n",
+       "      <td>14715</td>\n",
+       "      <td>14715</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>62</th>\n",
+       "      <td>Fujian</td>\n",
+       "      <td>China</td>\n",
+       "      <td>26.078900</td>\n",
+       "      <td>117.987400</td>\n",
+       "      <td>1</td>\n",
+       "      <td>5</td>\n",
+       "      <td>10</td>\n",
+       "      <td>18</td>\n",
+       "      <td>35</td>\n",
+       "      <td>59</td>\n",
+       "      <td>...</td>\n",
+       "      <td>17122</td>\n",
+       "      <td>17122</td>\n",
+       "      <td>17122</td>\n",
+       "      <td>17122</td>\n",
+       "      <td>17122</td>\n",
+       "      <td>17122</td>\n",
+       "      <td>17122</td>\n",
+       "      <td>17122</td>\n",
+       "      <td>17122</td>\n",
+       "      <td>17122</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>63</th>\n",
+       "      <td>Gansu</td>\n",
+       "      <td>China</td>\n",
+       "      <td>35.751800</td>\n",
+       "      <td>104.286100</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>4</td>\n",
+       "      <td>7</td>\n",
+       "      <td>14</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1742</td>\n",
+       "      <td>1742</td>\n",
+       "      <td>1742</td>\n",
+       "      <td>1742</td>\n",
+       "      <td>1742</td>\n",
+       "      <td>1742</td>\n",
+       "      <td>1742</td>\n",
+       "      <td>1742</td>\n",
+       "      <td>1742</td>\n",
+       "      <td>1742</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>64</th>\n",
+       "      <td>Guangdong</td>\n",
+       "      <td>China</td>\n",
+       "      <td>23.341700</td>\n",
+       "      <td>113.424400</td>\n",
+       "      <td>26</td>\n",
+       "      <td>32</td>\n",
+       "      <td>53</td>\n",
+       "      <td>78</td>\n",
+       "      <td>111</td>\n",
+       "      <td>151</td>\n",
+       "      <td>...</td>\n",
+       "      <td>103248</td>\n",
+       "      <td>103248</td>\n",
+       "      <td>103248</td>\n",
+       "      <td>103248</td>\n",
+       "      <td>103248</td>\n",
+       "      <td>103248</td>\n",
+       "      <td>103248</td>\n",
+       "      <td>103248</td>\n",
+       "      <td>103248</td>\n",
+       "      <td>103248</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>65</th>\n",
+       "      <td>Guangxi</td>\n",
+       "      <td>China</td>\n",
+       "      <td>23.829800</td>\n",
+       "      <td>108.788100</td>\n",
+       "      <td>2</td>\n",
+       "      <td>5</td>\n",
+       "      <td>23</td>\n",
+       "      <td>23</td>\n",
+       "      <td>36</td>\n",
+       "      <td>46</td>\n",
+       "      <td>...</td>\n",
+       "      <td>13371</td>\n",
+       "      <td>13371</td>\n",
+       "      <td>13371</td>\n",
+       "      <td>13371</td>\n",
+       "      <td>13371</td>\n",
+       "      <td>13371</td>\n",
+       "      <td>13371</td>\n",
+       "      <td>13371</td>\n",
+       "      <td>13371</td>\n",
+       "      <td>13371</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>66</th>\n",
+       "      <td>Guizhou</td>\n",
+       "      <td>China</td>\n",
+       "      <td>26.815400</td>\n",
+       "      <td>106.874800</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>7</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2534</td>\n",
+       "      <td>2534</td>\n",
+       "      <td>2534</td>\n",
+       "      <td>2534</td>\n",
+       "      <td>2534</td>\n",
+       "      <td>2534</td>\n",
+       "      <td>2534</td>\n",
+       "      <td>2534</td>\n",
+       "      <td>2534</td>\n",
+       "      <td>2534</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>67</th>\n",
+       "      <td>Hainan</td>\n",
+       "      <td>China</td>\n",
+       "      <td>19.195900</td>\n",
+       "      <td>109.745300</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>8</td>\n",
+       "      <td>19</td>\n",
+       "      <td>22</td>\n",
+       "      <td>33</td>\n",
+       "      <td>...</td>\n",
+       "      <td>10483</td>\n",
+       "      <td>10483</td>\n",
+       "      <td>10483</td>\n",
+       "      <td>10483</td>\n",
+       "      <td>10483</td>\n",
+       "      <td>10483</td>\n",
+       "      <td>10483</td>\n",
+       "      <td>10483</td>\n",
+       "      <td>10483</td>\n",
+       "      <td>10483</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>68</th>\n",
+       "      <td>Hebei</td>\n",
+       "      <td>China</td>\n",
+       "      <td>39.549000</td>\n",
+       "      <td>116.130600</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>8</td>\n",
+       "      <td>13</td>\n",
+       "      <td>18</td>\n",
+       "      <td>...</td>\n",
+       "      <td>3292</td>\n",
+       "      <td>3292</td>\n",
+       "      <td>3292</td>\n",
+       "      <td>3292</td>\n",
+       "      <td>3292</td>\n",
+       "      <td>3292</td>\n",
+       "      <td>3292</td>\n",
+       "      <td>3292</td>\n",
+       "      <td>3292</td>\n",
+       "      <td>3292</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>69</th>\n",
+       "      <td>Heilongjiang</td>\n",
+       "      <td>China</td>\n",
+       "      <td>47.862000</td>\n",
+       "      <td>127.761500</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>4</td>\n",
+       "      <td>9</td>\n",
+       "      <td>15</td>\n",
+       "      <td>21</td>\n",
+       "      <td>...</td>\n",
+       "      <td>6603</td>\n",
+       "      <td>6603</td>\n",
+       "      <td>6603</td>\n",
+       "      <td>6603</td>\n",
+       "      <td>6603</td>\n",
+       "      <td>6603</td>\n",
+       "      <td>6603</td>\n",
+       "      <td>6603</td>\n",
+       "      <td>6603</td>\n",
+       "      <td>6603</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>70</th>\n",
+       "      <td>Henan</td>\n",
+       "      <td>China</td>\n",
+       "      <td>37.895700</td>\n",
+       "      <td>114.904200</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>9</td>\n",
+       "      <td>32</td>\n",
+       "      <td>83</td>\n",
+       "      <td>128</td>\n",
+       "      <td>...</td>\n",
+       "      <td>9948</td>\n",
+       "      <td>9948</td>\n",
+       "      <td>9948</td>\n",
+       "      <td>9948</td>\n",
+       "      <td>9948</td>\n",
+       "      <td>9948</td>\n",
+       "      <td>9948</td>\n",
+       "      <td>9948</td>\n",
+       "      <td>9948</td>\n",
+       "      <td>9948</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>72</th>\n",
+       "      <td>Hubei</td>\n",
+       "      <td>China</td>\n",
+       "      <td>30.975600</td>\n",
+       "      <td>112.270700</td>\n",
+       "      <td>444</td>\n",
+       "      <td>444</td>\n",
+       "      <td>549</td>\n",
+       "      <td>761</td>\n",
+       "      <td>1058</td>\n",
+       "      <td>1423</td>\n",
+       "      <td>...</td>\n",
+       "      <td>72131</td>\n",
+       "      <td>72131</td>\n",
+       "      <td>72131</td>\n",
+       "      <td>72131</td>\n",
+       "      <td>72131</td>\n",
+       "      <td>72131</td>\n",
+       "      <td>72131</td>\n",
+       "      <td>72131</td>\n",
+       "      <td>72131</td>\n",
+       "      <td>72131</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>73</th>\n",
+       "      <td>Hunan</td>\n",
+       "      <td>China</td>\n",
+       "      <td>27.610400</td>\n",
+       "      <td>111.708800</td>\n",
+       "      <td>4</td>\n",
+       "      <td>9</td>\n",
+       "      <td>24</td>\n",
+       "      <td>43</td>\n",
+       "      <td>69</td>\n",
+       "      <td>100</td>\n",
+       "      <td>...</td>\n",
+       "      <td>7437</td>\n",
+       "      <td>7437</td>\n",
+       "      <td>7437</td>\n",
+       "      <td>7437</td>\n",
+       "      <td>7437</td>\n",
+       "      <td>7437</td>\n",
+       "      <td>7437</td>\n",
+       "      <td>7437</td>\n",
+       "      <td>7437</td>\n",
+       "      <td>7437</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>74</th>\n",
+       "      <td>Inner Mongolia</td>\n",
+       "      <td>China</td>\n",
+       "      <td>44.093500</td>\n",
+       "      <td>113.944800</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>7</td>\n",
+       "      <td>7</td>\n",
+       "      <td>11</td>\n",
+       "      <td>...</td>\n",
+       "      <td>8847</td>\n",
+       "      <td>8847</td>\n",
+       "      <td>8847</td>\n",
+       "      <td>8847</td>\n",
+       "      <td>8847</td>\n",
+       "      <td>8847</td>\n",
+       "      <td>8847</td>\n",
+       "      <td>8847</td>\n",
+       "      <td>8847</td>\n",
+       "      <td>8847</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75</th>\n",
+       "      <td>Jiangsu</td>\n",
+       "      <td>China</td>\n",
+       "      <td>32.971100</td>\n",
+       "      <td>119.455000</td>\n",
+       "      <td>1</td>\n",
+       "      <td>5</td>\n",
+       "      <td>9</td>\n",
+       "      <td>18</td>\n",
+       "      <td>33</td>\n",
+       "      <td>47</td>\n",
+       "      <td>...</td>\n",
+       "      <td>5075</td>\n",
+       "      <td>5075</td>\n",
+       "      <td>5075</td>\n",
+       "      <td>5075</td>\n",
+       "      <td>5075</td>\n",
+       "      <td>5075</td>\n",
+       "      <td>5075</td>\n",
+       "      <td>5075</td>\n",
+       "      <td>5075</td>\n",
+       "      <td>5075</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>76</th>\n",
+       "      <td>Jiangxi</td>\n",
+       "      <td>China</td>\n",
+       "      <td>27.614000</td>\n",
+       "      <td>115.722100</td>\n",
+       "      <td>2</td>\n",
+       "      <td>7</td>\n",
+       "      <td>18</td>\n",
+       "      <td>18</td>\n",
+       "      <td>36</td>\n",
+       "      <td>72</td>\n",
+       "      <td>...</td>\n",
+       "      <td>3423</td>\n",
+       "      <td>3423</td>\n",
+       "      <td>3423</td>\n",
+       "      <td>3423</td>\n",
+       "      <td>3423</td>\n",
+       "      <td>3423</td>\n",
+       "      <td>3423</td>\n",
+       "      <td>3423</td>\n",
+       "      <td>3423</td>\n",
+       "      <td>3423</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>77</th>\n",
+       "      <td>Jilin</td>\n",
+       "      <td>China</td>\n",
+       "      <td>43.666100</td>\n",
+       "      <td>126.192300</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>...</td>\n",
+       "      <td>40764</td>\n",
+       "      <td>40764</td>\n",
+       "      <td>40764</td>\n",
+       "      <td>40764</td>\n",
+       "      <td>40764</td>\n",
+       "      <td>40764</td>\n",
+       "      <td>40764</td>\n",
+       "      <td>40764</td>\n",
+       "      <td>40764</td>\n",
+       "      <td>40764</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>78</th>\n",
+       "      <td>Liaoning</td>\n",
+       "      <td>China</td>\n",
+       "      <td>41.295600</td>\n",
+       "      <td>122.608500</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>17</td>\n",
+       "      <td>21</td>\n",
+       "      <td>27</td>\n",
+       "      <td>...</td>\n",
+       "      <td>3547</td>\n",
+       "      <td>3547</td>\n",
+       "      <td>3547</td>\n",
+       "      <td>3547</td>\n",
+       "      <td>3547</td>\n",
+       "      <td>3547</td>\n",
+       "      <td>3547</td>\n",
+       "      <td>3547</td>\n",
+       "      <td>3547</td>\n",
+       "      <td>3547</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>79</th>\n",
+       "      <td>Macau</td>\n",
+       "      <td>China</td>\n",
+       "      <td>22.166700</td>\n",
+       "      <td>113.550000</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>5</td>\n",
+       "      <td>6</td>\n",
+       "      <td>...</td>\n",
+       "      <td>3514</td>\n",
+       "      <td>3514</td>\n",
+       "      <td>3514</td>\n",
+       "      <td>3514</td>\n",
+       "      <td>3514</td>\n",
+       "      <td>3514</td>\n",
+       "      <td>3514</td>\n",
+       "      <td>3514</td>\n",
+       "      <td>3514</td>\n",
+       "      <td>3514</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>80</th>\n",
+       "      <td>Ningxia</td>\n",
+       "      <td>China</td>\n",
+       "      <td>37.269200</td>\n",
+       "      <td>106.165500</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>7</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1276</td>\n",
+       "      <td>1276</td>\n",
+       "      <td>1276</td>\n",
+       "      <td>1276</td>\n",
+       "      <td>1276</td>\n",
+       "      <td>1276</td>\n",
+       "      <td>1276</td>\n",
+       "      <td>1276</td>\n",
+       "      <td>1276</td>\n",
+       "      <td>1276</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>81</th>\n",
+       "      <td>Qinghai</td>\n",
+       "      <td>China</td>\n",
+       "      <td>35.745200</td>\n",
+       "      <td>95.995600</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>6</td>\n",
+       "      <td>...</td>\n",
+       "      <td>782</td>\n",
+       "      <td>782</td>\n",
+       "      <td>782</td>\n",
+       "      <td>782</td>\n",
+       "      <td>782</td>\n",
+       "      <td>782</td>\n",
+       "      <td>782</td>\n",
+       "      <td>782</td>\n",
+       "      <td>782</td>\n",
+       "      <td>782</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>82</th>\n",
+       "      <td>Shaanxi</td>\n",
+       "      <td>China</td>\n",
+       "      <td>35.191700</td>\n",
+       "      <td>108.870100</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>5</td>\n",
+       "      <td>15</td>\n",
+       "      <td>22</td>\n",
+       "      <td>35</td>\n",
+       "      <td>...</td>\n",
+       "      <td>7326</td>\n",
+       "      <td>7326</td>\n",
+       "      <td>7326</td>\n",
+       "      <td>7326</td>\n",
+       "      <td>7326</td>\n",
+       "      <td>7326</td>\n",
+       "      <td>7326</td>\n",
+       "      <td>7326</td>\n",
+       "      <td>7326</td>\n",
+       "      <td>7326</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>83</th>\n",
+       "      <td>Shandong</td>\n",
+       "      <td>China</td>\n",
+       "      <td>36.342700</td>\n",
+       "      <td>118.149800</td>\n",
+       "      <td>2</td>\n",
+       "      <td>6</td>\n",
+       "      <td>15</td>\n",
+       "      <td>27</td>\n",
+       "      <td>46</td>\n",
+       "      <td>75</td>\n",
+       "      <td>...</td>\n",
+       "      <td>5880</td>\n",
+       "      <td>5880</td>\n",
+       "      <td>5880</td>\n",
+       "      <td>5880</td>\n",
+       "      <td>5880</td>\n",
+       "      <td>5880</td>\n",
+       "      <td>5880</td>\n",
+       "      <td>5880</td>\n",
+       "      <td>5880</td>\n",
+       "      <td>5880</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>84</th>\n",
+       "      <td>Shanghai</td>\n",
+       "      <td>China</td>\n",
+       "      <td>31.202000</td>\n",
+       "      <td>121.449100</td>\n",
+       "      <td>9</td>\n",
+       "      <td>16</td>\n",
+       "      <td>20</td>\n",
+       "      <td>33</td>\n",
+       "      <td>40</td>\n",
+       "      <td>53</td>\n",
+       "      <td>...</td>\n",
+       "      <td>67040</td>\n",
+       "      <td>67040</td>\n",
+       "      <td>67040</td>\n",
+       "      <td>67040</td>\n",
+       "      <td>67040</td>\n",
+       "      <td>67040</td>\n",
+       "      <td>67040</td>\n",
+       "      <td>67040</td>\n",
+       "      <td>67040</td>\n",
+       "      <td>67040</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>85</th>\n",
+       "      <td>Shanxi</td>\n",
+       "      <td>China</td>\n",
+       "      <td>37.577700</td>\n",
+       "      <td>112.292200</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>6</td>\n",
+       "      <td>9</td>\n",
+       "      <td>13</td>\n",
+       "      <td>...</td>\n",
+       "      <td>7167</td>\n",
+       "      <td>7167</td>\n",
+       "      <td>7167</td>\n",
+       "      <td>7167</td>\n",
+       "      <td>7167</td>\n",
+       "      <td>7167</td>\n",
+       "      <td>7167</td>\n",
+       "      <td>7167</td>\n",
+       "      <td>7167</td>\n",
+       "      <td>7167</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>86</th>\n",
+       "      <td>Sichuan</td>\n",
+       "      <td>China</td>\n",
+       "      <td>30.617100</td>\n",
+       "      <td>102.710300</td>\n",
+       "      <td>5</td>\n",
+       "      <td>8</td>\n",
+       "      <td>15</td>\n",
+       "      <td>28</td>\n",
+       "      <td>44</td>\n",
+       "      <td>69</td>\n",
+       "      <td>...</td>\n",
+       "      <td>14567</td>\n",
+       "      <td>14567</td>\n",
+       "      <td>14567</td>\n",
+       "      <td>14567</td>\n",
+       "      <td>14567</td>\n",
+       "      <td>14567</td>\n",
+       "      <td>14567</td>\n",
+       "      <td>14567</td>\n",
+       "      <td>14567</td>\n",
+       "      <td>14567</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>87</th>\n",
+       "      <td>Tianjin</td>\n",
+       "      <td>China</td>\n",
+       "      <td>39.305400</td>\n",
+       "      <td>117.323000</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>8</td>\n",
+       "      <td>10</td>\n",
+       "      <td>14</td>\n",
+       "      <td>23</td>\n",
+       "      <td>...</td>\n",
+       "      <td>4392</td>\n",
+       "      <td>4392</td>\n",
+       "      <td>4392</td>\n",
+       "      <td>4392</td>\n",
+       "      <td>4392</td>\n",
+       "      <td>4392</td>\n",
+       "      <td>4392</td>\n",
+       "      <td>4392</td>\n",
+       "      <td>4392</td>\n",
+       "      <td>4392</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>88</th>\n",
+       "      <td>Tibet</td>\n",
+       "      <td>China</td>\n",
+       "      <td>31.692700</td>\n",
+       "      <td>88.092400</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1647</td>\n",
+       "      <td>1647</td>\n",
+       "      <td>1647</td>\n",
+       "      <td>1647</td>\n",
+       "      <td>1647</td>\n",
+       "      <td>1647</td>\n",
+       "      <td>1647</td>\n",
+       "      <td>1647</td>\n",
+       "      <td>1647</td>\n",
+       "      <td>1647</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>130</th>\n",
+       "      <td>Wallis and Futuna</td>\n",
+       "      <td>France</td>\n",
+       "      <td>-14.293800</td>\n",
+       "      <td>-178.116500</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>3427</td>\n",
+       "      <td>3427</td>\n",
+       "      <td>3427</td>\n",
+       "      <td>3427</td>\n",
+       "      <td>3427</td>\n",
+       "      <td>3427</td>\n",
+       "      <td>3427</td>\n",
+       "      <td>3427</td>\n",
+       "      <td>3427</td>\n",
+       "      <td>3427</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>131</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>France</td>\n",
+       "      <td>46.227600</td>\n",
+       "      <td>2.213700</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>...</td>\n",
+       "      <td>38579269</td>\n",
+       "      <td>38583794</td>\n",
+       "      <td>38587990</td>\n",
+       "      <td>38591184</td>\n",
+       "      <td>38591184</td>\n",
+       "      <td>38591184</td>\n",
+       "      <td>38599330</td>\n",
+       "      <td>38606393</td>\n",
+       "      <td>38612201</td>\n",
+       "      <td>38618509</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>135</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Germany</td>\n",
+       "      <td>51.165691</td>\n",
+       "      <td>10.451526</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>...</td>\n",
+       "      <td>38168908</td>\n",
+       "      <td>38189954</td>\n",
+       "      <td>38202571</td>\n",
+       "      <td>38210850</td>\n",
+       "      <td>38210850</td>\n",
+       "      <td>38210851</td>\n",
+       "      <td>38210851</td>\n",
+       "      <td>38231610</td>\n",
+       "      <td>38241231</td>\n",
+       "      <td>38249060</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>150</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Iran</td>\n",
+       "      <td>32.427908</td>\n",
+       "      <td>53.688046</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>7567906</td>\n",
+       "      <td>7568903</td>\n",
+       "      <td>7569261</td>\n",
+       "      <td>7569483</td>\n",
+       "      <td>7569769</td>\n",
+       "      <td>7570232</td>\n",
+       "      <td>7570743</td>\n",
+       "      <td>7571352</td>\n",
+       "      <td>7571996</td>\n",
+       "      <td>7572311</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>154</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Italy</td>\n",
+       "      <td>41.871940</td>\n",
+       "      <td>12.567380</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>25576852</td>\n",
+       "      <td>25576852</td>\n",
+       "      <td>25576852</td>\n",
+       "      <td>25603510</td>\n",
+       "      <td>25603510</td>\n",
+       "      <td>25603510</td>\n",
+       "      <td>25603510</td>\n",
+       "      <td>25603510</td>\n",
+       "      <td>25603510</td>\n",
+       "      <td>25603510</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>156</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Japan</td>\n",
+       "      <td>36.204824</td>\n",
+       "      <td>138.252924</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>...</td>\n",
+       "      <td>33227230</td>\n",
+       "      <td>33241180</td>\n",
+       "      <td>33252686</td>\n",
+       "      <td>33263208</td>\n",
+       "      <td>33273639</td>\n",
+       "      <td>33282370</td>\n",
+       "      <td>33286633</td>\n",
+       "      <td>33298799</td>\n",
+       "      <td>33310604</td>\n",
+       "      <td>33320438</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>162</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Korea, South</td>\n",
+       "      <td>35.907757</td>\n",
+       "      <td>127.766922</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>...</td>\n",
+       "      <td>30526012</td>\n",
+       "      <td>30533573</td>\n",
+       "      <td>30543981</td>\n",
+       "      <td>30555102</td>\n",
+       "      <td>30555102</td>\n",
+       "      <td>30569215</td>\n",
+       "      <td>30581499</td>\n",
+       "      <td>30594297</td>\n",
+       "      <td>30605187</td>\n",
+       "      <td>30615522</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>196</th>\n",
+       "      <td>Aruba</td>\n",
+       "      <td>Netherlands</td>\n",
+       "      <td>12.521100</td>\n",
+       "      <td>-69.968300</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>44026</td>\n",
+       "      <td>44044</td>\n",
+       "      <td>44044</td>\n",
+       "      <td>44044</td>\n",
+       "      <td>44044</td>\n",
+       "      <td>44044</td>\n",
+       "      <td>44044</td>\n",
+       "      <td>44044</td>\n",
+       "      <td>44044</td>\n",
+       "      <td>44044</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>197</th>\n",
+       "      <td>Bonaire, Sint Eustatius and Saba</td>\n",
+       "      <td>Netherlands</td>\n",
+       "      <td>12.178400</td>\n",
+       "      <td>-68.238500</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>11797</td>\n",
+       "      <td>11804</td>\n",
+       "      <td>11804</td>\n",
+       "      <td>11804</td>\n",
+       "      <td>11804</td>\n",
+       "      <td>11804</td>\n",
+       "      <td>11804</td>\n",
+       "      <td>11804</td>\n",
+       "      <td>11804</td>\n",
+       "      <td>11804</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>198</th>\n",
+       "      <td>Curacao</td>\n",
+       "      <td>Netherlands</td>\n",
+       "      <td>12.169600</td>\n",
+       "      <td>-68.990000</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>45986</td>\n",
+       "      <td>45986</td>\n",
+       "      <td>45986</td>\n",
+       "      <td>45986</td>\n",
+       "      <td>45986</td>\n",
+       "      <td>45986</td>\n",
+       "      <td>45986</td>\n",
+       "      <td>45986</td>\n",
+       "      <td>45986</td>\n",
+       "      <td>45986</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>199</th>\n",
+       "      <td>Sint Maarten</td>\n",
+       "      <td>Netherlands</td>\n",
+       "      <td>18.042500</td>\n",
+       "      <td>-63.054800</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>11016</td>\n",
+       "      <td>11020</td>\n",
+       "      <td>11020</td>\n",
+       "      <td>11020</td>\n",
+       "      <td>11020</td>\n",
+       "      <td>11020</td>\n",
+       "      <td>11020</td>\n",
+       "      <td>11020</td>\n",
+       "      <td>11020</td>\n",
+       "      <td>11020</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>200</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Netherlands</td>\n",
+       "      <td>52.132600</td>\n",
+       "      <td>5.291300</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>8596157</td>\n",
+       "      <td>8596157</td>\n",
+       "      <td>8596157</td>\n",
+       "      <td>8598043</td>\n",
+       "      <td>8598043</td>\n",
+       "      <td>8598043</td>\n",
+       "      <td>8598043</td>\n",
+       "      <td>8599981</td>\n",
+       "      <td>8599981</td>\n",
+       "      <td>8599981</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>218</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Portugal</td>\n",
+       "      <td>39.399900</td>\n",
+       "      <td>-8.224500</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>5566708</td>\n",
+       "      <td>5568084</td>\n",
+       "      <td>5568084</td>\n",
+       "      <td>5568084</td>\n",
+       "      <td>5568084</td>\n",
+       "      <td>5568084</td>\n",
+       "      <td>5568084</td>\n",
+       "      <td>5568084</td>\n",
+       "      <td>5570473</td>\n",
+       "      <td>5570473</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>241</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Spain</td>\n",
+       "      <td>40.463667</td>\n",
+       "      <td>-3.749220</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>13763336</td>\n",
+       "      <td>13763336</td>\n",
+       "      <td>13763336</td>\n",
+       "      <td>13770429</td>\n",
+       "      <td>13770429</td>\n",
+       "      <td>13770429</td>\n",
+       "      <td>13770429</td>\n",
+       "      <td>13770429</td>\n",
+       "      <td>13770429</td>\n",
+       "      <td>13770429</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>260</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>US</td>\n",
+       "      <td>40.000000</td>\n",
+       "      <td>-100.000000</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>...</td>\n",
+       "      <td>103443455</td>\n",
+       "      <td>103533872</td>\n",
+       "      <td>103589757</td>\n",
+       "      <td>103648690</td>\n",
+       "      <td>103650837</td>\n",
+       "      <td>103646975</td>\n",
+       "      <td>103655539</td>\n",
+       "      <td>103690910</td>\n",
+       "      <td>103755771</td>\n",
+       "      <td>103802702</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>264</th>\n",
+       "      <td>Anguilla</td>\n",
+       "      <td>United Kingdom</td>\n",
+       "      <td>18.220600</td>\n",
+       "      <td>-63.068600</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>3904</td>\n",
+       "      <td>3904</td>\n",
+       "      <td>3904</td>\n",
+       "      <td>3904</td>\n",
+       "      <td>3904</td>\n",
+       "      <td>3904</td>\n",
+       "      <td>3904</td>\n",
+       "      <td>3904</td>\n",
+       "      <td>3904</td>\n",
+       "      <td>3904</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>265</th>\n",
+       "      <td>Bermuda</td>\n",
+       "      <td>United Kingdom</td>\n",
+       "      <td>32.307800</td>\n",
+       "      <td>-64.750500</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>18799</td>\n",
+       "      <td>18814</td>\n",
+       "      <td>18814</td>\n",
+       "      <td>18814</td>\n",
+       "      <td>18814</td>\n",
+       "      <td>18814</td>\n",
+       "      <td>18814</td>\n",
+       "      <td>18814</td>\n",
+       "      <td>18828</td>\n",
+       "      <td>18828</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>266</th>\n",
+       "      <td>British Virgin Islands</td>\n",
+       "      <td>United Kingdom</td>\n",
+       "      <td>18.420700</td>\n",
+       "      <td>-64.640000</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>7305</td>\n",
+       "      <td>7305</td>\n",
+       "      <td>7305</td>\n",
+       "      <td>7305</td>\n",
+       "      <td>7305</td>\n",
+       "      <td>7305</td>\n",
+       "      <td>7305</td>\n",
+       "      <td>7305</td>\n",
+       "      <td>7305</td>\n",
+       "      <td>7305</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>267</th>\n",
+       "      <td>Cayman Islands</td>\n",
+       "      <td>United Kingdom</td>\n",
+       "      <td>19.313300</td>\n",
+       "      <td>-81.254600</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>31472</td>\n",
+       "      <td>31472</td>\n",
+       "      <td>31472</td>\n",
+       "      <td>31472</td>\n",
+       "      <td>31472</td>\n",
+       "      <td>31472</td>\n",
+       "      <td>31472</td>\n",
+       "      <td>31472</td>\n",
+       "      <td>31472</td>\n",
+       "      <td>31472</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>268</th>\n",
+       "      <td>Channel Islands</td>\n",
+       "      <td>United Kingdom</td>\n",
+       "      <td>49.372300</td>\n",
+       "      <td>-2.364400</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>269</th>\n",
+       "      <td>Falkland Islands (Malvinas)</td>\n",
+       "      <td>United Kingdom</td>\n",
+       "      <td>-51.796300</td>\n",
+       "      <td>-59.523600</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1930</td>\n",
+       "      <td>1930</td>\n",
+       "      <td>1930</td>\n",
+       "      <td>1930</td>\n",
+       "      <td>1930</td>\n",
+       "      <td>1930</td>\n",
+       "      <td>1930</td>\n",
+       "      <td>1930</td>\n",
+       "      <td>1930</td>\n",
+       "      <td>1930</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>270</th>\n",
+       "      <td>Gibraltar</td>\n",
+       "      <td>United Kingdom</td>\n",
+       "      <td>36.140800</td>\n",
+       "      <td>-5.353600</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>20423</td>\n",
+       "      <td>20423</td>\n",
+       "      <td>20423</td>\n",
+       "      <td>20433</td>\n",
+       "      <td>20433</td>\n",
+       "      <td>20433</td>\n",
+       "      <td>20433</td>\n",
+       "      <td>20433</td>\n",
+       "      <td>20433</td>\n",
+       "      <td>20433</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>271</th>\n",
+       "      <td>Guernsey</td>\n",
+       "      <td>United Kingdom</td>\n",
+       "      <td>49.448196</td>\n",
+       "      <td>-2.589490</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>34867</td>\n",
+       "      <td>34929</td>\n",
+       "      <td>34929</td>\n",
+       "      <td>34929</td>\n",
+       "      <td>34929</td>\n",
+       "      <td>34929</td>\n",
+       "      <td>34929</td>\n",
+       "      <td>34929</td>\n",
+       "      <td>34991</td>\n",
+       "      <td>34991</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>272</th>\n",
+       "      <td>Isle of Man</td>\n",
+       "      <td>United Kingdom</td>\n",
+       "      <td>54.236100</td>\n",
+       "      <td>-4.548100</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>38008</td>\n",
+       "      <td>38008</td>\n",
+       "      <td>38008</td>\n",
+       "      <td>38008</td>\n",
+       "      <td>38008</td>\n",
+       "      <td>38008</td>\n",
+       "      <td>38008</td>\n",
+       "      <td>38008</td>\n",
+       "      <td>38008</td>\n",
+       "      <td>38008</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>273</th>\n",
+       "      <td>Jersey</td>\n",
+       "      <td>United Kingdom</td>\n",
+       "      <td>49.213800</td>\n",
+       "      <td>-2.135800</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>66391</td>\n",
+       "      <td>66391</td>\n",
+       "      <td>66391</td>\n",
+       "      <td>66391</td>\n",
+       "      <td>66391</td>\n",
+       "      <td>66391</td>\n",
+       "      <td>66391</td>\n",
+       "      <td>66391</td>\n",
+       "      <td>66391</td>\n",
+       "      <td>66391</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>274</th>\n",
+       "      <td>Montserrat</td>\n",
+       "      <td>United Kingdom</td>\n",
+       "      <td>16.742498</td>\n",
+       "      <td>-62.187366</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1403</td>\n",
+       "      <td>1403</td>\n",
+       "      <td>1403</td>\n",
+       "      <td>1403</td>\n",
+       "      <td>1403</td>\n",
+       "      <td>1403</td>\n",
+       "      <td>1403</td>\n",
+       "      <td>1403</td>\n",
+       "      <td>1403</td>\n",
+       "      <td>1403</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>275</th>\n",
+       "      <td>Pitcairn Islands</td>\n",
+       "      <td>United Kingdom</td>\n",
+       "      <td>-24.376800</td>\n",
+       "      <td>-128.324200</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>276</th>\n",
+       "      <td>Saint Helena, Ascension and Tristan da Cunha</td>\n",
+       "      <td>United Kingdom</td>\n",
+       "      <td>-7.946700</td>\n",
+       "      <td>-14.355900</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2166</td>\n",
+       "      <td>2166</td>\n",
+       "      <td>2166</td>\n",
+       "      <td>2166</td>\n",
+       "      <td>2166</td>\n",
+       "      <td>2166</td>\n",
+       "      <td>2166</td>\n",
+       "      <td>2166</td>\n",
+       "      <td>2166</td>\n",
+       "      <td>2166</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>277</th>\n",
+       "      <td>Turks and Caicos Islands</td>\n",
+       "      <td>United Kingdom</td>\n",
+       "      <td>21.694000</td>\n",
+       "      <td>-71.797900</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>6551</td>\n",
+       "      <td>6551</td>\n",
+       "      <td>6551</td>\n",
+       "      <td>6551</td>\n",
+       "      <td>6551</td>\n",
+       "      <td>6551</td>\n",
+       "      <td>6551</td>\n",
+       "      <td>6557</td>\n",
+       "      <td>6557</td>\n",
+       "      <td>6561</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>278</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>United Kingdom</td>\n",
+       "      <td>55.378100</td>\n",
+       "      <td>-3.436000</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>24370150</td>\n",
+       "      <td>24370150</td>\n",
+       "      <td>24396530</td>\n",
+       "      <td>24396530</td>\n",
+       "      <td>24396530</td>\n",
+       "      <td>24396530</td>\n",
+       "      <td>24396530</td>\n",
+       "      <td>24396530</td>\n",
+       "      <td>24396530</td>\n",
+       "      <td>24425309</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>74 rows × 1147 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                   Province/State  Country/Region        Lat  \\\n",
+       "24                                            NaN         Belgium  50.833300   \n",
+       "59                                          Anhui           China  31.825700   \n",
+       "60                                        Beijing           China  40.182400   \n",
+       "61                                      Chongqing           China  30.057200   \n",
+       "62                                         Fujian           China  26.078900   \n",
+       "63                                          Gansu           China  35.751800   \n",
+       "64                                      Guangdong           China  23.341700   \n",
+       "65                                        Guangxi           China  23.829800   \n",
+       "66                                        Guizhou           China  26.815400   \n",
+       "67                                         Hainan           China  19.195900   \n",
+       "68                                          Hebei           China  39.549000   \n",
+       "69                                   Heilongjiang           China  47.862000   \n",
+       "70                                          Henan           China  37.895700   \n",
+       "72                                          Hubei           China  30.975600   \n",
+       "73                                          Hunan           China  27.610400   \n",
+       "74                                 Inner Mongolia           China  44.093500   \n",
+       "75                                        Jiangsu           China  32.971100   \n",
+       "76                                        Jiangxi           China  27.614000   \n",
+       "77                                          Jilin           China  43.666100   \n",
+       "78                                       Liaoning           China  41.295600   \n",
+       "79                                          Macau           China  22.166700   \n",
+       "80                                        Ningxia           China  37.269200   \n",
+       "81                                        Qinghai           China  35.745200   \n",
+       "82                                        Shaanxi           China  35.191700   \n",
+       "83                                       Shandong           China  36.342700   \n",
+       "84                                       Shanghai           China  31.202000   \n",
+       "85                                         Shanxi           China  37.577700   \n",
+       "86                                        Sichuan           China  30.617100   \n",
+       "87                                        Tianjin           China  39.305400   \n",
+       "88                                          Tibet           China  31.692700   \n",
+       "..                                            ...             ...        ...   \n",
+       "130                             Wallis and Futuna          France -14.293800   \n",
+       "131                                           NaN          France  46.227600   \n",
+       "135                                           NaN         Germany  51.165691   \n",
+       "150                                           NaN            Iran  32.427908   \n",
+       "154                                           NaN           Italy  41.871940   \n",
+       "156                                           NaN           Japan  36.204824   \n",
+       "162                                           NaN    Korea, South  35.907757   \n",
+       "196                                         Aruba     Netherlands  12.521100   \n",
+       "197              Bonaire, Sint Eustatius and Saba     Netherlands  12.178400   \n",
+       "198                                       Curacao     Netherlands  12.169600   \n",
+       "199                                  Sint Maarten     Netherlands  18.042500   \n",
+       "200                                           NaN     Netherlands  52.132600   \n",
+       "218                                           NaN        Portugal  39.399900   \n",
+       "241                                           NaN           Spain  40.463667   \n",
+       "260                                           NaN              US  40.000000   \n",
+       "264                                      Anguilla  United Kingdom  18.220600   \n",
+       "265                                       Bermuda  United Kingdom  32.307800   \n",
+       "266                        British Virgin Islands  United Kingdom  18.420700   \n",
+       "267                                Cayman Islands  United Kingdom  19.313300   \n",
+       "268                               Channel Islands  United Kingdom  49.372300   \n",
+       "269                   Falkland Islands (Malvinas)  United Kingdom -51.796300   \n",
+       "270                                     Gibraltar  United Kingdom  36.140800   \n",
+       "271                                      Guernsey  United Kingdom  49.448196   \n",
+       "272                                   Isle of Man  United Kingdom  54.236100   \n",
+       "273                                        Jersey  United Kingdom  49.213800   \n",
+       "274                                    Montserrat  United Kingdom  16.742498   \n",
+       "275                              Pitcairn Islands  United Kingdom -24.376800   \n",
+       "276  Saint Helena, Ascension and Tristan da Cunha  United Kingdom  -7.946700   \n",
+       "277                      Turks and Caicos Islands  United Kingdom  21.694000   \n",
+       "278                                           NaN  United Kingdom  55.378100   \n",
+       "\n",
+       "           Long  1/22/20  1/23/20  1/24/20  1/25/20  1/26/20  1/27/20  \\\n",
+       "24     4.469936        0        0        0        0        0        0   \n",
+       "59   117.226400        1        9       15       39       60       70   \n",
+       "60   116.414200       14       22       36       41       68       80   \n",
+       "61   107.874000        6        9       27       57       75      110   \n",
+       "62   117.987400        1        5       10       18       35       59   \n",
+       "63   104.286100        0        2        2        4        7       14   \n",
+       "64   113.424400       26       32       53       78      111      151   \n",
+       "65   108.788100        2        5       23       23       36       46   \n",
+       "66   106.874800        1        3        3        4        5        7   \n",
+       "67   109.745300        4        5        8       19       22       33   \n",
+       "68   116.130600        1        1        2        8       13       18   \n",
+       "69   127.761500        0        2        4        9       15       21   \n",
+       "70   114.904200        5        5        9       32       83      128   \n",
+       "72   112.270700      444      444      549      761     1058     1423   \n",
+       "73   111.708800        4        9       24       43       69      100   \n",
+       "74   113.944800        0        0        1        7        7       11   \n",
+       "75   119.455000        1        5        9       18       33       47   \n",
+       "76   115.722100        2        7       18       18       36       72   \n",
+       "77   126.192300        0        1        3        4        4        6   \n",
+       "78   122.608500        2        3        4       17       21       27   \n",
+       "79   113.550000        1        2        2        2        5        6   \n",
+       "80   106.165500        1        1        2        3        4        7   \n",
+       "81    95.995600        0        0        0        1        1        6   \n",
+       "82   108.870100        0        3        5       15       22       35   \n",
+       "83   118.149800        2        6       15       27       46       75   \n",
+       "84   121.449100        9       16       20       33       40       53   \n",
+       "85   112.292200        1        1        1        6        9       13   \n",
+       "86   102.710300        5        8       15       28       44       69   \n",
+       "87   117.323000        4        4        8       10       14       23   \n",
+       "88    88.092400        0        0        0        0        0        0   \n",
+       "..          ...      ...      ...      ...      ...      ...      ...   \n",
+       "130 -178.116500        0        0        0        0        0        0   \n",
+       "131    2.213700        0        0        2        3        3        3   \n",
+       "135   10.451526        0        0        0        0        0        1   \n",
+       "150   53.688046        0        0        0        0        0        0   \n",
+       "154   12.567380        0        0        0        0        0        0   \n",
+       "156  138.252924        2        2        2        2        4        4   \n",
+       "162  127.766922        1        1        2        2        3        4   \n",
+       "196  -69.968300        0        0        0        0        0        0   \n",
+       "197  -68.238500        0        0        0        0        0        0   \n",
+       "198  -68.990000        0        0        0        0        0        0   \n",
+       "199  -63.054800        0        0        0        0        0        0   \n",
+       "200    5.291300        0        0        0        0        0        0   \n",
+       "218   -8.224500        0        0        0        0        0        0   \n",
+       "241   -3.749220        0        0        0        0        0        0   \n",
+       "260 -100.000000        1        1        2        2        5        5   \n",
+       "264  -63.068600        0        0        0        0        0        0   \n",
+       "265  -64.750500        0        0        0        0        0        0   \n",
+       "266  -64.640000        0        0        0        0        0        0   \n",
+       "267  -81.254600        0        0        0        0        0        0   \n",
+       "268   -2.364400        0        0        0        0        0        0   \n",
+       "269  -59.523600        0        0        0        0        0        0   \n",
+       "270   -5.353600        0        0        0        0        0        0   \n",
+       "271   -2.589490        0        0        0        0        0        0   \n",
+       "272   -4.548100        0        0        0        0        0        0   \n",
+       "273   -2.135800        0        0        0        0        0        0   \n",
+       "274  -62.187366        0        0        0        0        0        0   \n",
+       "275 -128.324200        0        0        0        0        0        0   \n",
+       "276  -14.355900        0        0        0        0        0        0   \n",
+       "277  -71.797900        0        0        0        0        0        0   \n",
+       "278   -3.436000        0        0        0        0        0        0   \n",
+       "\n",
+       "       ...        2/28/23     3/1/23     3/2/23     3/3/23     3/4/23  \\\n",
+       "24     ...        4717655    4717655    4727795    4727795    4727795   \n",
+       "59     ...           2275       2275       2275       2275       2275   \n",
+       "60     ...          40774      40774      40774      40774      40774   \n",
+       "61     ...          14715      14715      14715      14715      14715   \n",
+       "62     ...          17122      17122      17122      17122      17122   \n",
+       "63     ...           1742       1742       1742       1742       1742   \n",
+       "64     ...         103248     103248     103248     103248     103248   \n",
+       "65     ...          13371      13371      13371      13371      13371   \n",
+       "66     ...           2534       2534       2534       2534       2534   \n",
+       "67     ...          10483      10483      10483      10483      10483   \n",
+       "68     ...           3292       3292       3292       3292       3292   \n",
+       "69     ...           6603       6603       6603       6603       6603   \n",
+       "70     ...           9948       9948       9948       9948       9948   \n",
+       "72     ...          72131      72131      72131      72131      72131   \n",
+       "73     ...           7437       7437       7437       7437       7437   \n",
+       "74     ...           8847       8847       8847       8847       8847   \n",
+       "75     ...           5075       5075       5075       5075       5075   \n",
+       "76     ...           3423       3423       3423       3423       3423   \n",
+       "77     ...          40764      40764      40764      40764      40764   \n",
+       "78     ...           3547       3547       3547       3547       3547   \n",
+       "79     ...           3514       3514       3514       3514       3514   \n",
+       "80     ...           1276       1276       1276       1276       1276   \n",
+       "81     ...            782        782        782        782        782   \n",
+       "82     ...           7326       7326       7326       7326       7326   \n",
+       "83     ...           5880       5880       5880       5880       5880   \n",
+       "84     ...          67040      67040      67040      67040      67040   \n",
+       "85     ...           7167       7167       7167       7167       7167   \n",
+       "86     ...          14567      14567      14567      14567      14567   \n",
+       "87     ...           4392       4392       4392       4392       4392   \n",
+       "88     ...           1647       1647       1647       1647       1647   \n",
+       "..     ...            ...        ...        ...        ...        ...   \n",
+       "130    ...           3427       3427       3427       3427       3427   \n",
+       "131    ...       38579269   38583794   38587990   38591184   38591184   \n",
+       "135    ...       38168908   38189954   38202571   38210850   38210850   \n",
+       "150    ...        7567906    7568903    7569261    7569483    7569769   \n",
+       "154    ...       25576852   25576852   25576852   25603510   25603510   \n",
+       "156    ...       33227230   33241180   33252686   33263208   33273639   \n",
+       "162    ...       30526012   30533573   30543981   30555102   30555102   \n",
+       "196    ...          44026      44044      44044      44044      44044   \n",
+       "197    ...          11797      11804      11804      11804      11804   \n",
+       "198    ...          45986      45986      45986      45986      45986   \n",
+       "199    ...          11016      11020      11020      11020      11020   \n",
+       "200    ...        8596157    8596157    8596157    8598043    8598043   \n",
+       "218    ...        5566708    5568084    5568084    5568084    5568084   \n",
+       "241    ...       13763336   13763336   13763336   13770429   13770429   \n",
+       "260    ...      103443455  103533872  103589757  103648690  103650837   \n",
+       "264    ...           3904       3904       3904       3904       3904   \n",
+       "265    ...          18799      18814      18814      18814      18814   \n",
+       "266    ...           7305       7305       7305       7305       7305   \n",
+       "267    ...          31472      31472      31472      31472      31472   \n",
+       "268    ...              0          0          0          0          0   \n",
+       "269    ...           1930       1930       1930       1930       1930   \n",
+       "270    ...          20423      20423      20423      20433      20433   \n",
+       "271    ...          34867      34929      34929      34929      34929   \n",
+       "272    ...          38008      38008      38008      38008      38008   \n",
+       "273    ...          66391      66391      66391      66391      66391   \n",
+       "274    ...           1403       1403       1403       1403       1403   \n",
+       "275    ...              4          4          4          4          4   \n",
+       "276    ...           2166       2166       2166       2166       2166   \n",
+       "277    ...           6551       6551       6551       6551       6551   \n",
+       "278    ...       24370150   24370150   24396530   24396530   24396530   \n",
+       "\n",
+       "        3/5/23     3/6/23     3/7/23     3/8/23     3/9/23  \n",
+       "24     4727795    4727795    4727795    4727795    4739365  \n",
+       "59        2275       2275       2275       2275       2275  \n",
+       "60       40774      40774      40774      40774      40774  \n",
+       "61       14715      14715      14715      14715      14715  \n",
+       "62       17122      17122      17122      17122      17122  \n",
+       "63        1742       1742       1742       1742       1742  \n",
+       "64      103248     103248     103248     103248     103248  \n",
+       "65       13371      13371      13371      13371      13371  \n",
+       "66        2534       2534       2534       2534       2534  \n",
+       "67       10483      10483      10483      10483      10483  \n",
+       "68        3292       3292       3292       3292       3292  \n",
+       "69        6603       6603       6603       6603       6603  \n",
+       "70        9948       9948       9948       9948       9948  \n",
+       "72       72131      72131      72131      72131      72131  \n",
+       "73        7437       7437       7437       7437       7437  \n",
+       "74        8847       8847       8847       8847       8847  \n",
+       "75        5075       5075       5075       5075       5075  \n",
+       "76        3423       3423       3423       3423       3423  \n",
+       "77       40764      40764      40764      40764      40764  \n",
+       "78        3547       3547       3547       3547       3547  \n",
+       "79        3514       3514       3514       3514       3514  \n",
+       "80        1276       1276       1276       1276       1276  \n",
+       "81         782        782        782        782        782  \n",
+       "82        7326       7326       7326       7326       7326  \n",
+       "83        5880       5880       5880       5880       5880  \n",
+       "84       67040      67040      67040      67040      67040  \n",
+       "85        7167       7167       7167       7167       7167  \n",
+       "86       14567      14567      14567      14567      14567  \n",
+       "87        4392       4392       4392       4392       4392  \n",
+       "88        1647       1647       1647       1647       1647  \n",
+       "..         ...        ...        ...        ...        ...  \n",
+       "130       3427       3427       3427       3427       3427  \n",
+       "131   38591184   38599330   38606393   38612201   38618509  \n",
+       "135   38210851   38210851   38231610   38241231   38249060  \n",
+       "150    7570232    7570743    7571352    7571996    7572311  \n",
+       "154   25603510   25603510   25603510   25603510   25603510  \n",
+       "156   33282370   33286633   33298799   33310604   33320438  \n",
+       "162   30569215   30581499   30594297   30605187   30615522  \n",
+       "196      44044      44044      44044      44044      44044  \n",
+       "197      11804      11804      11804      11804      11804  \n",
+       "198      45986      45986      45986      45986      45986  \n",
+       "199      11020      11020      11020      11020      11020  \n",
+       "200    8598043    8598043    8599981    8599981    8599981  \n",
+       "218    5568084    5568084    5568084    5570473    5570473  \n",
+       "241   13770429   13770429   13770429   13770429   13770429  \n",
+       "260  103646975  103655539  103690910  103755771  103802702  \n",
+       "264       3904       3904       3904       3904       3904  \n",
+       "265      18814      18814      18814      18828      18828  \n",
+       "266       7305       7305       7305       7305       7305  \n",
+       "267      31472      31472      31472      31472      31472  \n",
+       "268          0          0          0          0          0  \n",
+       "269       1930       1930       1930       1930       1930  \n",
+       "270      20433      20433      20433      20433      20433  \n",
+       "271      34929      34929      34929      34991      34991  \n",
+       "272      38008      38008      38008      38008      38008  \n",
+       "273      66391      66391      66391      66391      66391  \n",
+       "274       1403       1403       1403       1403       1403  \n",
+       "275          4          4          4          4          4  \n",
+       "276       2166       2166       2166       2166       2166  \n",
+       "277       6551       6551       6557       6557       6561  \n",
+       "278   24396530   24396530   24396530   24396530   24425309  \n",
+       "\n",
+       "[74 rows x 1147 columns]"
+      ]
+     },
+     "execution_count": 81,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "## Récuperer les lignes où la colonne Country/Region vaut l'un des pays de la liste\n",
+    "data_pays = data[data['Country/Region'].isin(pays)]\n",
+    "# Exception pour la Chine car on ne veut pas HongKong tout en récupèrant les autres pays voulus\n",
+    "data_pays = data_pays[(data_pays['Country/Region'] != \"China\") |\n",
+    "                      (data_pays['Province/State'] != \"Hong Kong\")]\n",
+    "data_pays"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 82,
+   "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>1/22/20</th>\n",
+       "      <th>1/23/20</th>\n",
+       "      <th>1/24/20</th>\n",
+       "      <th>1/25/20</th>\n",
+       "      <th>1/26/20</th>\n",
+       "      <th>1/27/20</th>\n",
+       "      <th>1/28/20</th>\n",
+       "      <th>1/29/20</th>\n",
+       "      <th>1/30/20</th>\n",
+       "      <th>1/31/20</th>\n",
+       "      <th>...</th>\n",
+       "      <th>2/28/23</th>\n",
+       "      <th>3/1/23</th>\n",
+       "      <th>3/2/23</th>\n",
+       "      <th>3/3/23</th>\n",
+       "      <th>3/4/23</th>\n",
+       "      <th>3/5/23</th>\n",
+       "      <th>3/6/23</th>\n",
+       "      <th>3/7/23</th>\n",
+       "      <th>3/8/23</th>\n",
+       "      <th>3/9/23</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Country/Region</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>Belgium</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>4717655</td>\n",
+       "      <td>4717655</td>\n",
+       "      <td>4727795</td>\n",
+       "      <td>4727795</td>\n",
+       "      <td>4727795</td>\n",
+       "      <td>4727795</td>\n",
+       "      <td>4727795</td>\n",
+       "      <td>4727795</td>\n",
+       "      <td>4727795</td>\n",
+       "      <td>4739365</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>China</th>\n",
+       "      <td>548</td>\n",
+       "      <td>641</td>\n",
+       "      <td>918</td>\n",
+       "      <td>1401</td>\n",
+       "      <td>2067</td>\n",
+       "      <td>2869</td>\n",
+       "      <td>5501</td>\n",
+       "      <td>6077</td>\n",
+       "      <td>8131</td>\n",
+       "      <td>9790</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2027418</td>\n",
+       "      <td>2027418</td>\n",
+       "      <td>2027418</td>\n",
+       "      <td>2027418</td>\n",
+       "      <td>2027418</td>\n",
+       "      <td>2027418</td>\n",
+       "      <td>2027418</td>\n",
+       "      <td>2027418</td>\n",
+       "      <td>2027418</td>\n",
+       "      <td>2027418</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>France</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>...</td>\n",
+       "      <td>39827175</td>\n",
+       "      <td>39831700</td>\n",
+       "      <td>39835896</td>\n",
+       "      <td>39839090</td>\n",
+       "      <td>39839090</td>\n",
+       "      <td>39839090</td>\n",
+       "      <td>39847236</td>\n",
+       "      <td>39854299</td>\n",
+       "      <td>39860410</td>\n",
+       "      <td>39866718</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Germany</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>...</td>\n",
+       "      <td>38168908</td>\n",
+       "      <td>38189954</td>\n",
+       "      <td>38202571</td>\n",
+       "      <td>38210850</td>\n",
+       "      <td>38210850</td>\n",
+       "      <td>38210851</td>\n",
+       "      <td>38210851</td>\n",
+       "      <td>38231610</td>\n",
+       "      <td>38241231</td>\n",
+       "      <td>38249060</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Iran</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>7567906</td>\n",
+       "      <td>7568903</td>\n",
+       "      <td>7569261</td>\n",
+       "      <td>7569483</td>\n",
+       "      <td>7569769</td>\n",
+       "      <td>7570232</td>\n",
+       "      <td>7570743</td>\n",
+       "      <td>7571352</td>\n",
+       "      <td>7571996</td>\n",
+       "      <td>7572311</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Italy</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>...</td>\n",
+       "      <td>25576852</td>\n",
+       "      <td>25576852</td>\n",
+       "      <td>25576852</td>\n",
+       "      <td>25603510</td>\n",
+       "      <td>25603510</td>\n",
+       "      <td>25603510</td>\n",
+       "      <td>25603510</td>\n",
+       "      <td>25603510</td>\n",
+       "      <td>25603510</td>\n",
+       "      <td>25603510</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Japan</th>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>7</td>\n",
+       "      <td>7</td>\n",
+       "      <td>11</td>\n",
+       "      <td>15</td>\n",
+       "      <td>...</td>\n",
+       "      <td>33227230</td>\n",
+       "      <td>33241180</td>\n",
+       "      <td>33252686</td>\n",
+       "      <td>33263208</td>\n",
+       "      <td>33273639</td>\n",
+       "      <td>33282370</td>\n",
+       "      <td>33286633</td>\n",
+       "      <td>33298799</td>\n",
+       "      <td>33310604</td>\n",
+       "      <td>33320438</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Korea, South</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>11</td>\n",
+       "      <td>...</td>\n",
+       "      <td>30526012</td>\n",
+       "      <td>30533573</td>\n",
+       "      <td>30543981</td>\n",
+       "      <td>30555102</td>\n",
+       "      <td>30555102</td>\n",
+       "      <td>30569215</td>\n",
+       "      <td>30581499</td>\n",
+       "      <td>30594297</td>\n",
+       "      <td>30605187</td>\n",
+       "      <td>30615522</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Netherlands</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>8708982</td>\n",
+       "      <td>8709011</td>\n",
+       "      <td>8709011</td>\n",
+       "      <td>8710897</td>\n",
+       "      <td>8710897</td>\n",
+       "      <td>8710897</td>\n",
+       "      <td>8710897</td>\n",
+       "      <td>8712835</td>\n",
+       "      <td>8712835</td>\n",
+       "      <td>8712835</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Portugal</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>5566708</td>\n",
+       "      <td>5568084</td>\n",
+       "      <td>5568084</td>\n",
+       "      <td>5568084</td>\n",
+       "      <td>5568084</td>\n",
+       "      <td>5568084</td>\n",
+       "      <td>5568084</td>\n",
+       "      <td>5568084</td>\n",
+       "      <td>5570473</td>\n",
+       "      <td>5570473</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Spain</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>13763336</td>\n",
+       "      <td>13763336</td>\n",
+       "      <td>13763336</td>\n",
+       "      <td>13770429</td>\n",
+       "      <td>13770429</td>\n",
+       "      <td>13770429</td>\n",
+       "      <td>13770429</td>\n",
+       "      <td>13770429</td>\n",
+       "      <td>13770429</td>\n",
+       "      <td>13770429</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>US</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>6</td>\n",
+       "      <td>6</td>\n",
+       "      <td>8</td>\n",
+       "      <td>...</td>\n",
+       "      <td>103443455</td>\n",
+       "      <td>103533872</td>\n",
+       "      <td>103589757</td>\n",
+       "      <td>103648690</td>\n",
+       "      <td>103650837</td>\n",
+       "      <td>103646975</td>\n",
+       "      <td>103655539</td>\n",
+       "      <td>103690910</td>\n",
+       "      <td>103755771</td>\n",
+       "      <td>103802702</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>United Kingdom</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>...</td>\n",
+       "      <td>24603373</td>\n",
+       "      <td>24603450</td>\n",
+       "      <td>24629830</td>\n",
+       "      <td>24629840</td>\n",
+       "      <td>24629840</td>\n",
+       "      <td>24629840</td>\n",
+       "      <td>24629840</td>\n",
+       "      <td>24629846</td>\n",
+       "      <td>24629922</td>\n",
+       "      <td>24658705</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>13 rows × 1143 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                1/22/20  1/23/20  1/24/20  1/25/20  1/26/20  1/27/20  1/28/20  \\\n",
+       "Country/Region                                                                  \n",
+       "Belgium               0        0        0        0        0        0        0   \n",
+       "China               548      641      918     1401     2067     2869     5501   \n",
+       "France                0        0        2        3        3        3        4   \n",
+       "Germany               0        0        0        0        0        1        4   \n",
+       "Iran                  0        0        0        0        0        0        0   \n",
+       "Italy                 0        0        0        0        0        0        0   \n",
+       "Japan                 2        2        2        2        4        4        7   \n",
+       "Korea, South          1        1        2        2        3        4        4   \n",
+       "Netherlands           0        0        0        0        0        0        0   \n",
+       "Portugal              0        0        0        0        0        0        0   \n",
+       "Spain                 0        0        0        0        0        0        0   \n",
+       "US                    1        1        2        2        5        5        5   \n",
+       "United Kingdom        0        0        0        0        0        0        0   \n",
+       "\n",
+       "                1/29/20  1/30/20  1/31/20    ...        2/28/23     3/1/23  \\\n",
+       "Country/Region                               ...                             \n",
+       "Belgium               0        0        0    ...        4717655    4717655   \n",
+       "China              6077     8131     9790    ...        2027418    2027418   \n",
+       "France                5        5        5    ...       39827175   39831700   \n",
+       "Germany               4        4        5    ...       38168908   38189954   \n",
+       "Iran                  0        0        0    ...        7567906    7568903   \n",
+       "Italy                 0        0        2    ...       25576852   25576852   \n",
+       "Japan                 7       11       15    ...       33227230   33241180   \n",
+       "Korea, South          4        4       11    ...       30526012   30533573   \n",
+       "Netherlands           0        0        0    ...        8708982    8709011   \n",
+       "Portugal              0        0        0    ...        5566708    5568084   \n",
+       "Spain                 0        0        0    ...       13763336   13763336   \n",
+       "US                    6        6        8    ...      103443455  103533872   \n",
+       "United Kingdom        0        0        2    ...       24603373   24603450   \n",
+       "\n",
+       "                   3/2/23     3/3/23     3/4/23     3/5/23     3/6/23  \\\n",
+       "Country/Region                                                          \n",
+       "Belgium           4727795    4727795    4727795    4727795    4727795   \n",
+       "China             2027418    2027418    2027418    2027418    2027418   \n",
+       "France           39835896   39839090   39839090   39839090   39847236   \n",
+       "Germany          38202571   38210850   38210850   38210851   38210851   \n",
+       "Iran              7569261    7569483    7569769    7570232    7570743   \n",
+       "Italy            25576852   25603510   25603510   25603510   25603510   \n",
+       "Japan            33252686   33263208   33273639   33282370   33286633   \n",
+       "Korea, South     30543981   30555102   30555102   30569215   30581499   \n",
+       "Netherlands       8709011    8710897    8710897    8710897    8710897   \n",
+       "Portugal          5568084    5568084    5568084    5568084    5568084   \n",
+       "Spain            13763336   13770429   13770429   13770429   13770429   \n",
+       "US              103589757  103648690  103650837  103646975  103655539   \n",
+       "United Kingdom   24629830   24629840   24629840   24629840   24629840   \n",
+       "\n",
+       "                   3/7/23     3/8/23     3/9/23  \n",
+       "Country/Region                                   \n",
+       "Belgium           4727795    4727795    4739365  \n",
+       "China             2027418    2027418    2027418  \n",
+       "France           39854299   39860410   39866718  \n",
+       "Germany          38231610   38241231   38249060  \n",
+       "Iran              7571352    7571996    7572311  \n",
+       "Italy            25603510   25603510   25603510  \n",
+       "Japan            33298799   33310604   33320438  \n",
+       "Korea, South     30594297   30605187   30615522  \n",
+       "Netherlands       8712835    8712835    8712835  \n",
+       "Portugal          5568084    5570473    5570473  \n",
+       "Spain            13770429   13770429   13770429  \n",
+       "US              103690910  103755771  103802702  \n",
+       "United Kingdom   24629846   24629922   24658705  \n",
+       "\n",
+       "[13 rows x 1143 columns]"
+      ]
+     },
+     "execution_count": 82,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "## Trier les données sur la colonne Country/Region\n",
+    "# + Additionner les lignes qui ont la même valeur dans Country/Region (comme la chine par exemple)\n",
+    "# + En retirant les colonnes Lat et Long qui ne sont pas utiles à notre recherche\n",
+    "data_pays = data_pays.groupby('Country/Region').sum().drop(columns=['Lat', 'Long'])\n",
+    "data_pays"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 83,
+   "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>Country/Region</th>\n",
+       "      <th>Belgium</th>\n",
+       "      <th>China</th>\n",
+       "      <th>France</th>\n",
+       "      <th>Germany</th>\n",
+       "      <th>Iran</th>\n",
+       "      <th>Italy</th>\n",
+       "      <th>Japan</th>\n",
+       "      <th>Korea, South</th>\n",
+       "      <th>Netherlands</th>\n",
+       "      <th>Portugal</th>\n",
+       "      <th>Spain</th>\n",
+       "      <th>US</th>\n",
+       "      <th>United Kingdom</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>1/22/20</th>\n",
+       "      <td>0</td>\n",
+       "      <td>548</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1/23/20</th>\n",
+       "      <td>0</td>\n",
+       "      <td>641</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1/24/20</th>\n",
+       "      <td>0</td>\n",
+       "      <td>918</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1/25/20</th>\n",
+       "      <td>0</td>\n",
+       "      <td>1401</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1/26/20</th>\n",
+       "      <td>0</td>\n",
+       "      <td>2067</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>4</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>5</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1/27/20</th>\n",
+       "      <td>0</td>\n",
+       "      <td>2869</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>5</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1/28/20</th>\n",
+       "      <td>0</td>\n",
+       "      <td>5501</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>5</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1/29/20</th>\n",
+       "      <td>0</td>\n",
+       "      <td>6077</td>\n",
+       "      <td>5</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>6</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1/30/20</th>\n",
+       "      <td>0</td>\n",
+       "      <td>8131</td>\n",
+       "      <td>5</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>11</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>6</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1/31/20</th>\n",
+       "      <td>0</td>\n",
+       "      <td>9790</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>15</td>\n",
+       "      <td>11</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>8</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2/1/20</th>\n",
+       "      <td>0</td>\n",
+       "      <td>11878</td>\n",
+       "      <td>6</td>\n",
+       "      <td>8</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>20</td>\n",
+       "      <td>12</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2/2/20</th>\n",
+       "      <td>0</td>\n",
+       "      <td>16615</td>\n",
+       "      <td>6</td>\n",
+       "      <td>10</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>20</td>\n",
+       "      <td>15</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2/3/20</th>\n",
+       "      <td>0</td>\n",
+       "      <td>19701</td>\n",
+       "      <td>6</td>\n",
+       "      <td>12</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>20</td>\n",
+       "      <td>15</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>11</td>\n",
+       "      <td>8</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2/4/20</th>\n",
+       "      <td>1</td>\n",
+       "      <td>23690</td>\n",
+       "      <td>6</td>\n",
+       "      <td>12</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>22</td>\n",
+       "      <td>16</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>11</td>\n",
+       "      <td>8</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2/5/20</th>\n",
+       "      <td>1</td>\n",
+       "      <td>27419</td>\n",
+       "      <td>6</td>\n",
+       "      <td>12</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>23</td>\n",
+       "      <td>19</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>11</td>\n",
+       "      <td>9</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2/6/20</th>\n",
+       "      <td>1</td>\n",
+       "      <td>30563</td>\n",
+       "      <td>6</td>\n",
+       "      <td>12</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>23</td>\n",
+       "      <td>23</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>12</td>\n",
+       "      <td>9</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2/7/20</th>\n",
+       "      <td>1</td>\n",
+       "      <td>34085</td>\n",
+       "      <td>6</td>\n",
+       "      <td>13</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>23</td>\n",
+       "      <td>24</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>12</td>\n",
+       "      <td>9</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2/8/20</th>\n",
+       "      <td>1</td>\n",
+       "      <td>36788</td>\n",
+       "      <td>11</td>\n",
+       "      <td>13</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>24</td>\n",
+       "      <td>24</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>12</td>\n",
+       "      <td>13</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2/9/20</th>\n",
+       "      <td>1</td>\n",
+       "      <td>39800</td>\n",
+       "      <td>11</td>\n",
+       "      <td>14</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>24</td>\n",
+       "      <td>25</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>12</td>\n",
+       "      <td>14</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2/10/20</th>\n",
+       "      <td>1</td>\n",
+       "      <td>42316</td>\n",
+       "      <td>11</td>\n",
+       "      <td>14</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>26</td>\n",
+       "      <td>27</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>12</td>\n",
+       "      <td>14</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2/11/20</th>\n",
+       "      <td>1</td>\n",
+       "      <td>44337</td>\n",
+       "      <td>11</td>\n",
+       "      <td>16</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>27</td>\n",
+       "      <td>28</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>13</td>\n",
+       "      <td>15</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2/12/20</th>\n",
+       "      <td>1</td>\n",
+       "      <td>44709</td>\n",
+       "      <td>11</td>\n",
+       "      <td>16</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>28</td>\n",
+       "      <td>28</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>13</td>\n",
+       "      <td>16</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2/13/20</th>\n",
+       "      <td>1</td>\n",
+       "      <td>59842</td>\n",
+       "      <td>11</td>\n",
+       "      <td>16</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>33</td>\n",
+       "      <td>28</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>14</td>\n",
+       "      <td>17</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2/14/20</th>\n",
+       "      <td>1</td>\n",
+       "      <td>66302</td>\n",
+       "      <td>11</td>\n",
+       "      <td>16</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>43</td>\n",
+       "      <td>28</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>14</td>\n",
+       "      <td>18</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2/15/20</th>\n",
+       "      <td>1</td>\n",
+       "      <td>68357</td>\n",
+       "      <td>12</td>\n",
+       "      <td>16</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>54</td>\n",
+       "      <td>28</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>14</td>\n",
+       "      <td>18</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2/16/20</th>\n",
+       "      <td>1</td>\n",
+       "      <td>70456</td>\n",
+       "      <td>12</td>\n",
+       "      <td>16</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>60</td>\n",
+       "      <td>29</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>14</td>\n",
+       "      <td>18</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2/17/20</th>\n",
+       "      <td>1</td>\n",
+       "      <td>72374</td>\n",
+       "      <td>12</td>\n",
+       "      <td>16</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>67</td>\n",
+       "      <td>30</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>14</td>\n",
+       "      <td>19</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2/18/20</th>\n",
+       "      <td>1</td>\n",
+       "      <td>74149</td>\n",
+       "      <td>12</td>\n",
+       "      <td>16</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>79</td>\n",
+       "      <td>31</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>14</td>\n",
+       "      <td>19</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2/19/20</th>\n",
+       "      <td>1</td>\n",
+       "      <td>74556</td>\n",
+       "      <td>12</td>\n",
+       "      <td>16</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>85</td>\n",
+       "      <td>31</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>14</td>\n",
+       "      <td>20</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2/20/20</th>\n",
+       "      <td>1</td>\n",
+       "      <td>75009</td>\n",
+       "      <td>12</td>\n",
+       "      <td>16</td>\n",
+       "      <td>5</td>\n",
+       "      <td>3</td>\n",
+       "      <td>95</td>\n",
+       "      <td>104</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>14</td>\n",
+       "      <td>22</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",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2/8/23</th>\n",
+       "      <td>4695403</td>\n",
+       "      <td>2027409</td>\n",
+       "      <td>39757008</td>\n",
+       "      <td>37879714</td>\n",
+       "      <td>7565144</td>\n",
+       "      <td>25488166</td>\n",
+       "      <td>32868798</td>\n",
+       "      <td>30311979</td>\n",
+       "      <td>8697673</td>\n",
+       "      <td>5564925</td>\n",
+       "      <td>13740531</td>\n",
+       "      <td>102760211</td>\n",
+       "      <td>24526866</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2/9/23</th>\n",
+       "      <td>4700949</td>\n",
+       "      <td>2027410</td>\n",
+       "      <td>39760676</td>\n",
+       "      <td>37893892</td>\n",
+       "      <td>7565253</td>\n",
+       "      <td>25488166</td>\n",
+       "      <td>32901767</td>\n",
+       "      <td>30325483</td>\n",
+       "      <td>8697711</td>\n",
+       "      <td>5564925</td>\n",
+       "      <td>13740531</td>\n",
+       "      <td>102842061</td>\n",
+       "      <td>24549097</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2/10/23</th>\n",
+       "      <td>4700949</td>\n",
+       "      <td>2027410</td>\n",
+       "      <td>39764042</td>\n",
+       "      <td>37893892</td>\n",
+       "      <td>7565367</td>\n",
+       "      <td>25519067</td>\n",
+       "      <td>32930382</td>\n",
+       "      <td>30325483</td>\n",
+       "      <td>8699058</td>\n",
+       "      <td>5565479</td>\n",
+       "      <td>13748918</td>\n",
+       "      <td>102855101</td>\n",
+       "      <td>24549097</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2/11/23</th>\n",
+       "      <td>4700949</td>\n",
+       "      <td>2027411</td>\n",
+       "      <td>39764042</td>\n",
+       "      <td>37907312</td>\n",
+       "      <td>7565367</td>\n",
+       "      <td>25519067</td>\n",
+       "      <td>32957753</td>\n",
+       "      <td>30350199</td>\n",
+       "      <td>8699058</td>\n",
+       "      <td>5565479</td>\n",
+       "      <td>13748918</td>\n",
+       "      <td>102859510</td>\n",
+       "      <td>24549097</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2/12/23</th>\n",
+       "      <td>4700949</td>\n",
+       "      <td>2027411</td>\n",
+       "      <td>39764042</td>\n",
+       "      <td>37907312</td>\n",
+       "      <td>7565552</td>\n",
+       "      <td>25519067</td>\n",
+       "      <td>32971493</td>\n",
+       "      <td>30355373</td>\n",
+       "      <td>8699058</td>\n",
+       "      <td>5565479</td>\n",
+       "      <td>13748918</td>\n",
+       "      <td>102862879</td>\n",
+       "      <td>24549097</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2/13/23</th>\n",
+       "      <td>4700949</td>\n",
+       "      <td>2027411</td>\n",
+       "      <td>39770404</td>\n",
+       "      <td>37928944</td>\n",
+       "      <td>7565678</td>\n",
+       "      <td>25519067</td>\n",
+       "      <td>32980916</td>\n",
+       "      <td>30369744</td>\n",
+       "      <td>8699058</td>\n",
+       "      <td>5565479</td>\n",
+       "      <td>13748918</td>\n",
+       "      <td>102886005</td>\n",
+       "      <td>24549097</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2/14/23</th>\n",
+       "      <td>4700949</td>\n",
+       "      <td>2027411</td>\n",
+       "      <td>39775390</td>\n",
+       "      <td>37949446</td>\n",
+       "      <td>7565865</td>\n",
+       "      <td>25519067</td>\n",
+       "      <td>33012986</td>\n",
+       "      <td>30384701</td>\n",
+       "      <td>8700605</td>\n",
+       "      <td>5566314</td>\n",
+       "      <td>13748918</td>\n",
+       "      <td>102934224</td>\n",
+       "      <td>24549112</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2/15/23</th>\n",
+       "      <td>4700949</td>\n",
+       "      <td>2027414</td>\n",
+       "      <td>39779373</td>\n",
+       "      <td>37970357</td>\n",
+       "      <td>7566043</td>\n",
+       "      <td>25519067</td>\n",
+       "      <td>33041758</td>\n",
+       "      <td>30397220</td>\n",
+       "      <td>8700605</td>\n",
+       "      <td>5566314</td>\n",
+       "      <td>13748918</td>\n",
+       "      <td>103023231</td>\n",
+       "      <td>24549185</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2/16/23</th>\n",
+       "      <td>4700949</td>\n",
+       "      <td>2027414</td>\n",
+       "      <td>39783394</td>\n",
+       "      <td>37986750</td>\n",
+       "      <td>7566265</td>\n",
+       "      <td>25519067</td>\n",
+       "      <td>33063105</td>\n",
+       "      <td>30408656</td>\n",
+       "      <td>8700605</td>\n",
+       "      <td>5566708</td>\n",
+       "      <td>13748918</td>\n",
+       "      <td>103083910</td>\n",
+       "      <td>24574817</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2/17/23</th>\n",
+       "      <td>4708273</td>\n",
+       "      <td>2027414</td>\n",
+       "      <td>39786983</td>\n",
+       "      <td>38002114</td>\n",
+       "      <td>7566265</td>\n",
+       "      <td>25547414</td>\n",
+       "      <td>33081711</td>\n",
+       "      <td>30419297</td>\n",
+       "      <td>8702411</td>\n",
+       "      <td>5566708</td>\n",
+       "      <td>13755956</td>\n",
+       "      <td>103131898</td>\n",
+       "      <td>24574817</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2/18/23</th>\n",
+       "      <td>4708273</td>\n",
+       "      <td>2027415</td>\n",
+       "      <td>39786983</td>\n",
+       "      <td>38002114</td>\n",
+       "      <td>7566311</td>\n",
+       "      <td>25547414</td>\n",
+       "      <td>33098835</td>\n",
+       "      <td>30429571</td>\n",
+       "      <td>8702411</td>\n",
+       "      <td>5566708</td>\n",
+       "      <td>13755956</td>\n",
+       "      <td>103134605</td>\n",
+       "      <td>24574817</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2/19/23</th>\n",
+       "      <td>4708273</td>\n",
+       "      <td>2027415</td>\n",
+       "      <td>39786983</td>\n",
+       "      <td>38002114</td>\n",
+       "      <td>7566470</td>\n",
+       "      <td>25547414</td>\n",
+       "      <td>33113074</td>\n",
+       "      <td>30433895</td>\n",
+       "      <td>8702411</td>\n",
+       "      <td>5566708</td>\n",
+       "      <td>13755956</td>\n",
+       "      <td>103136077</td>\n",
+       "      <td>24574817</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2/20/23</th>\n",
+       "      <td>4708273</td>\n",
+       "      <td>2027415</td>\n",
+       "      <td>39795116</td>\n",
+       "      <td>38018111</td>\n",
+       "      <td>7566803</td>\n",
+       "      <td>25547414</td>\n",
+       "      <td>33120094</td>\n",
+       "      <td>30445775</td>\n",
+       "      <td>8702411</td>\n",
+       "      <td>5566708</td>\n",
+       "      <td>13755956</td>\n",
+       "      <td>103138119</td>\n",
+       "      <td>24574817</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2/21/23</th>\n",
+       "      <td>4708273</td>\n",
+       "      <td>2027417</td>\n",
+       "      <td>39800890</td>\n",
+       "      <td>38043874</td>\n",
+       "      <td>7567161</td>\n",
+       "      <td>25547414</td>\n",
+       "      <td>33139504</td>\n",
+       "      <td>30458857</td>\n",
+       "      <td>8704407</td>\n",
+       "      <td>5566708</td>\n",
+       "      <td>13755956</td>\n",
+       "      <td>103198669</td>\n",
+       "      <td>24574823</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2/22/23</th>\n",
+       "      <td>4708273</td>\n",
+       "      <td>2027417</td>\n",
+       "      <td>39805492</td>\n",
+       "      <td>38068912</td>\n",
+       "      <td>7567421</td>\n",
+       "      <td>25547414</td>\n",
+       "      <td>33158158</td>\n",
+       "      <td>30469702</td>\n",
+       "      <td>8704407</td>\n",
+       "      <td>5566708</td>\n",
+       "      <td>13755956</td>\n",
+       "      <td>103308832</td>\n",
+       "      <td>24574831</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2/23/23</th>\n",
+       "      <td>4717655</td>\n",
+       "      <td>2027417</td>\n",
+       "      <td>39809981</td>\n",
+       "      <td>38090089</td>\n",
+       "      <td>7567473</td>\n",
+       "      <td>25547414</td>\n",
+       "      <td>33173351</td>\n",
+       "      <td>30479753</td>\n",
+       "      <td>8704407</td>\n",
+       "      <td>5566708</td>\n",
+       "      <td>13755956</td>\n",
+       "      <td>103365511</td>\n",
+       "      <td>24603370</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2/24/23</th>\n",
+       "      <td>4717655</td>\n",
+       "      <td>2027417</td>\n",
+       "      <td>39813898</td>\n",
+       "      <td>38111063</td>\n",
+       "      <td>7567560</td>\n",
+       "      <td>25576852</td>\n",
+       "      <td>33179863</td>\n",
+       "      <td>30489666</td>\n",
+       "      <td>8706836</td>\n",
+       "      <td>5566708</td>\n",
+       "      <td>13763336</td>\n",
+       "      <td>103378408</td>\n",
+       "      <td>24603373</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2/25/23</th>\n",
+       "      <td>4717655</td>\n",
+       "      <td>2027418</td>\n",
+       "      <td>39813898</td>\n",
+       "      <td>38111063</td>\n",
+       "      <td>7567619</td>\n",
+       "      <td>25576852</td>\n",
+       "      <td>33194709</td>\n",
+       "      <td>30489666</td>\n",
+       "      <td>8706836</td>\n",
+       "      <td>5566708</td>\n",
+       "      <td>13763336</td>\n",
+       "      <td>103381157</td>\n",
+       "      <td>24603373</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2/26/23</th>\n",
+       "      <td>4717655</td>\n",
+       "      <td>2027418</td>\n",
+       "      <td>39813898</td>\n",
+       "      <td>38111063</td>\n",
+       "      <td>7567702</td>\n",
+       "      <td>25576852</td>\n",
+       "      <td>33207108</td>\n",
+       "      <td>30502904</td>\n",
+       "      <td>8706836</td>\n",
+       "      <td>5566708</td>\n",
+       "      <td>13763336</td>\n",
+       "      <td>103382763</td>\n",
+       "      <td>24603373</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2/27/23</th>\n",
+       "      <td>4717655</td>\n",
+       "      <td>2027418</td>\n",
+       "      <td>39821524</td>\n",
+       "      <td>38144033</td>\n",
+       "      <td>7567824</td>\n",
+       "      <td>25576852</td>\n",
+       "      <td>33212438</td>\n",
+       "      <td>30513721</td>\n",
+       "      <td>8706836</td>\n",
+       "      <td>5566708</td>\n",
+       "      <td>13763336</td>\n",
+       "      <td>103399827</td>\n",
+       "      <td>24603373</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2/28/23</th>\n",
+       "      <td>4717655</td>\n",
+       "      <td>2027418</td>\n",
+       "      <td>39827175</td>\n",
+       "      <td>38168908</td>\n",
+       "      <td>7567906</td>\n",
+       "      <td>25576852</td>\n",
+       "      <td>33227230</td>\n",
+       "      <td>30526012</td>\n",
+       "      <td>8708982</td>\n",
+       "      <td>5566708</td>\n",
+       "      <td>13763336</td>\n",
+       "      <td>103443455</td>\n",
+       "      <td>24603373</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3/1/23</th>\n",
+       "      <td>4717655</td>\n",
+       "      <td>2027418</td>\n",
+       "      <td>39831700</td>\n",
+       "      <td>38189954</td>\n",
+       "      <td>7568903</td>\n",
+       "      <td>25576852</td>\n",
+       "      <td>33241180</td>\n",
+       "      <td>30533573</td>\n",
+       "      <td>8709011</td>\n",
+       "      <td>5568084</td>\n",
+       "      <td>13763336</td>\n",
+       "      <td>103533872</td>\n",
+       "      <td>24603450</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3/2/23</th>\n",
+       "      <td>4727795</td>\n",
+       "      <td>2027418</td>\n",
+       "      <td>39835896</td>\n",
+       "      <td>38202571</td>\n",
+       "      <td>7569261</td>\n",
+       "      <td>25576852</td>\n",
+       "      <td>33252686</td>\n",
+       "      <td>30543981</td>\n",
+       "      <td>8709011</td>\n",
+       "      <td>5568084</td>\n",
+       "      <td>13763336</td>\n",
+       "      <td>103589757</td>\n",
+       "      <td>24629830</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3/3/23</th>\n",
+       "      <td>4727795</td>\n",
+       "      <td>2027418</td>\n",
+       "      <td>39839090</td>\n",
+       "      <td>38210850</td>\n",
+       "      <td>7569483</td>\n",
+       "      <td>25603510</td>\n",
+       "      <td>33263208</td>\n",
+       "      <td>30555102</td>\n",
+       "      <td>8710897</td>\n",
+       "      <td>5568084</td>\n",
+       "      <td>13770429</td>\n",
+       "      <td>103648690</td>\n",
+       "      <td>24629840</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3/4/23</th>\n",
+       "      <td>4727795</td>\n",
+       "      <td>2027418</td>\n",
+       "      <td>39839090</td>\n",
+       "      <td>38210850</td>\n",
+       "      <td>7569769</td>\n",
+       "      <td>25603510</td>\n",
+       "      <td>33273639</td>\n",
+       "      <td>30555102</td>\n",
+       "      <td>8710897</td>\n",
+       "      <td>5568084</td>\n",
+       "      <td>13770429</td>\n",
+       "      <td>103650837</td>\n",
+       "      <td>24629840</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3/5/23</th>\n",
+       "      <td>4727795</td>\n",
+       "      <td>2027418</td>\n",
+       "      <td>39839090</td>\n",
+       "      <td>38210851</td>\n",
+       "      <td>7570232</td>\n",
+       "      <td>25603510</td>\n",
+       "      <td>33282370</td>\n",
+       "      <td>30569215</td>\n",
+       "      <td>8710897</td>\n",
+       "      <td>5568084</td>\n",
+       "      <td>13770429</td>\n",
+       "      <td>103646975</td>\n",
+       "      <td>24629840</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3/6/23</th>\n",
+       "      <td>4727795</td>\n",
+       "      <td>2027418</td>\n",
+       "      <td>39847236</td>\n",
+       "      <td>38210851</td>\n",
+       "      <td>7570743</td>\n",
+       "      <td>25603510</td>\n",
+       "      <td>33286633</td>\n",
+       "      <td>30581499</td>\n",
+       "      <td>8710897</td>\n",
+       "      <td>5568084</td>\n",
+       "      <td>13770429</td>\n",
+       "      <td>103655539</td>\n",
+       "      <td>24629840</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3/7/23</th>\n",
+       "      <td>4727795</td>\n",
+       "      <td>2027418</td>\n",
+       "      <td>39854299</td>\n",
+       "      <td>38231610</td>\n",
+       "      <td>7571352</td>\n",
+       "      <td>25603510</td>\n",
+       "      <td>33298799</td>\n",
+       "      <td>30594297</td>\n",
+       "      <td>8712835</td>\n",
+       "      <td>5568084</td>\n",
+       "      <td>13770429</td>\n",
+       "      <td>103690910</td>\n",
+       "      <td>24629846</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3/8/23</th>\n",
+       "      <td>4727795</td>\n",
+       "      <td>2027418</td>\n",
+       "      <td>39860410</td>\n",
+       "      <td>38241231</td>\n",
+       "      <td>7571996</td>\n",
+       "      <td>25603510</td>\n",
+       "      <td>33310604</td>\n",
+       "      <td>30605187</td>\n",
+       "      <td>8712835</td>\n",
+       "      <td>5570473</td>\n",
+       "      <td>13770429</td>\n",
+       "      <td>103755771</td>\n",
+       "      <td>24629922</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3/9/23</th>\n",
+       "      <td>4739365</td>\n",
+       "      <td>2027418</td>\n",
+       "      <td>39866718</td>\n",
+       "      <td>38249060</td>\n",
+       "      <td>7572311</td>\n",
+       "      <td>25603510</td>\n",
+       "      <td>33320438</td>\n",
+       "      <td>30615522</td>\n",
+       "      <td>8712835</td>\n",
+       "      <td>5570473</td>\n",
+       "      <td>13770429</td>\n",
+       "      <td>103802702</td>\n",
+       "      <td>24658705</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>1143 rows × 13 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "Country/Region  Belgium    China    France   Germany     Iran     Italy  \\\n",
+       "1/22/20               0      548         0         0        0         0   \n",
+       "1/23/20               0      641         0         0        0         0   \n",
+       "1/24/20               0      918         2         0        0         0   \n",
+       "1/25/20               0     1401         3         0        0         0   \n",
+       "1/26/20               0     2067         3         0        0         0   \n",
+       "1/27/20               0     2869         3         1        0         0   \n",
+       "1/28/20               0     5501         4         4        0         0   \n",
+       "1/29/20               0     6077         5         4        0         0   \n",
+       "1/30/20               0     8131         5         4        0         0   \n",
+       "1/31/20               0     9790         5         5        0         2   \n",
+       "2/1/20                0    11878         6         8        0         2   \n",
+       "2/2/20                0    16615         6        10        0         2   \n",
+       "2/3/20                0    19701         6        12        0         2   \n",
+       "2/4/20                1    23690         6        12        0         2   \n",
+       "2/5/20                1    27419         6        12        0         2   \n",
+       "2/6/20                1    30563         6        12        0         2   \n",
+       "2/7/20                1    34085         6        13        0         3   \n",
+       "2/8/20                1    36788        11        13        0         3   \n",
+       "2/9/20                1    39800        11        14        0         3   \n",
+       "2/10/20               1    42316        11        14        0         3   \n",
+       "2/11/20               1    44337        11        16        0         3   \n",
+       "2/12/20               1    44709        11        16        0         3   \n",
+       "2/13/20               1    59842        11        16        0         3   \n",
+       "2/14/20               1    66302        11        16        0         3   \n",
+       "2/15/20               1    68357        12        16        0         3   \n",
+       "2/16/20               1    70456        12        16        0         3   \n",
+       "2/17/20               1    72374        12        16        0         3   \n",
+       "2/18/20               1    74149        12        16        0         3   \n",
+       "2/19/20               1    74556        12        16        2         3   \n",
+       "2/20/20               1    75009        12        16        5         3   \n",
+       "...                 ...      ...       ...       ...      ...       ...   \n",
+       "2/8/23          4695403  2027409  39757008  37879714  7565144  25488166   \n",
+       "2/9/23          4700949  2027410  39760676  37893892  7565253  25488166   \n",
+       "2/10/23         4700949  2027410  39764042  37893892  7565367  25519067   \n",
+       "2/11/23         4700949  2027411  39764042  37907312  7565367  25519067   \n",
+       "2/12/23         4700949  2027411  39764042  37907312  7565552  25519067   \n",
+       "2/13/23         4700949  2027411  39770404  37928944  7565678  25519067   \n",
+       "2/14/23         4700949  2027411  39775390  37949446  7565865  25519067   \n",
+       "2/15/23         4700949  2027414  39779373  37970357  7566043  25519067   \n",
+       "2/16/23         4700949  2027414  39783394  37986750  7566265  25519067   \n",
+       "2/17/23         4708273  2027414  39786983  38002114  7566265  25547414   \n",
+       "2/18/23         4708273  2027415  39786983  38002114  7566311  25547414   \n",
+       "2/19/23         4708273  2027415  39786983  38002114  7566470  25547414   \n",
+       "2/20/23         4708273  2027415  39795116  38018111  7566803  25547414   \n",
+       "2/21/23         4708273  2027417  39800890  38043874  7567161  25547414   \n",
+       "2/22/23         4708273  2027417  39805492  38068912  7567421  25547414   \n",
+       "2/23/23         4717655  2027417  39809981  38090089  7567473  25547414   \n",
+       "2/24/23         4717655  2027417  39813898  38111063  7567560  25576852   \n",
+       "2/25/23         4717655  2027418  39813898  38111063  7567619  25576852   \n",
+       "2/26/23         4717655  2027418  39813898  38111063  7567702  25576852   \n",
+       "2/27/23         4717655  2027418  39821524  38144033  7567824  25576852   \n",
+       "2/28/23         4717655  2027418  39827175  38168908  7567906  25576852   \n",
+       "3/1/23          4717655  2027418  39831700  38189954  7568903  25576852   \n",
+       "3/2/23          4727795  2027418  39835896  38202571  7569261  25576852   \n",
+       "3/3/23          4727795  2027418  39839090  38210850  7569483  25603510   \n",
+       "3/4/23          4727795  2027418  39839090  38210850  7569769  25603510   \n",
+       "3/5/23          4727795  2027418  39839090  38210851  7570232  25603510   \n",
+       "3/6/23          4727795  2027418  39847236  38210851  7570743  25603510   \n",
+       "3/7/23          4727795  2027418  39854299  38231610  7571352  25603510   \n",
+       "3/8/23          4727795  2027418  39860410  38241231  7571996  25603510   \n",
+       "3/9/23          4739365  2027418  39866718  38249060  7572311  25603510   \n",
+       "\n",
+       "Country/Region     Japan  Korea, South  Netherlands  Portugal     Spain  \\\n",
+       "1/22/20                2             1            0         0         0   \n",
+       "1/23/20                2             1            0         0         0   \n",
+       "1/24/20                2             2            0         0         0   \n",
+       "1/25/20                2             2            0         0         0   \n",
+       "1/26/20                4             3            0         0         0   \n",
+       "1/27/20                4             4            0         0         0   \n",
+       "1/28/20                7             4            0         0         0   \n",
+       "1/29/20                7             4            0         0         0   \n",
+       "1/30/20               11             4            0         0         0   \n",
+       "1/31/20               15            11            0         0         0   \n",
+       "2/1/20                20            12            0         0         1   \n",
+       "2/2/20                20            15            0         0         1   \n",
+       "2/3/20                20            15            0         0         1   \n",
+       "2/4/20                22            16            0         0         1   \n",
+       "2/5/20                23            19            0         0         1   \n",
+       "2/6/20                23            23            0         0         1   \n",
+       "2/7/20                23            24            0         0         1   \n",
+       "2/8/20                24            24            0         0         1   \n",
+       "2/9/20                24            25            0         0         2   \n",
+       "2/10/20               26            27            0         0         2   \n",
+       "2/11/20               27            28            0         0         2   \n",
+       "2/12/20               28            28            0         0         2   \n",
+       "2/13/20               33            28            0         0         2   \n",
+       "2/14/20               43            28            0         0         2   \n",
+       "2/15/20               54            28            0         0         2   \n",
+       "2/16/20               60            29            0         0         2   \n",
+       "2/17/20               67            30            0         0         2   \n",
+       "2/18/20               79            31            0         0         2   \n",
+       "2/19/20               85            31            0         0         2   \n",
+       "2/20/20               95           104            0         0         2   \n",
+       "...                  ...           ...          ...       ...       ...   \n",
+       "2/8/23          32868798      30311979      8697673   5564925  13740531   \n",
+       "2/9/23          32901767      30325483      8697711   5564925  13740531   \n",
+       "2/10/23         32930382      30325483      8699058   5565479  13748918   \n",
+       "2/11/23         32957753      30350199      8699058   5565479  13748918   \n",
+       "2/12/23         32971493      30355373      8699058   5565479  13748918   \n",
+       "2/13/23         32980916      30369744      8699058   5565479  13748918   \n",
+       "2/14/23         33012986      30384701      8700605   5566314  13748918   \n",
+       "2/15/23         33041758      30397220      8700605   5566314  13748918   \n",
+       "2/16/23         33063105      30408656      8700605   5566708  13748918   \n",
+       "2/17/23         33081711      30419297      8702411   5566708  13755956   \n",
+       "2/18/23         33098835      30429571      8702411   5566708  13755956   \n",
+       "2/19/23         33113074      30433895      8702411   5566708  13755956   \n",
+       "2/20/23         33120094      30445775      8702411   5566708  13755956   \n",
+       "2/21/23         33139504      30458857      8704407   5566708  13755956   \n",
+       "2/22/23         33158158      30469702      8704407   5566708  13755956   \n",
+       "2/23/23         33173351      30479753      8704407   5566708  13755956   \n",
+       "2/24/23         33179863      30489666      8706836   5566708  13763336   \n",
+       "2/25/23         33194709      30489666      8706836   5566708  13763336   \n",
+       "2/26/23         33207108      30502904      8706836   5566708  13763336   \n",
+       "2/27/23         33212438      30513721      8706836   5566708  13763336   \n",
+       "2/28/23         33227230      30526012      8708982   5566708  13763336   \n",
+       "3/1/23          33241180      30533573      8709011   5568084  13763336   \n",
+       "3/2/23          33252686      30543981      8709011   5568084  13763336   \n",
+       "3/3/23          33263208      30555102      8710897   5568084  13770429   \n",
+       "3/4/23          33273639      30555102      8710897   5568084  13770429   \n",
+       "3/5/23          33282370      30569215      8710897   5568084  13770429   \n",
+       "3/6/23          33286633      30581499      8710897   5568084  13770429   \n",
+       "3/7/23          33298799      30594297      8712835   5568084  13770429   \n",
+       "3/8/23          33310604      30605187      8712835   5570473  13770429   \n",
+       "3/9/23          33320438      30615522      8712835   5570473  13770429   \n",
+       "\n",
+       "Country/Region         US  United Kingdom  \n",
+       "1/22/20                 1               0  \n",
+       "1/23/20                 1               0  \n",
+       "1/24/20                 2               0  \n",
+       "1/25/20                 2               0  \n",
+       "1/26/20                 5               0  \n",
+       "1/27/20                 5               0  \n",
+       "1/28/20                 5               0  \n",
+       "1/29/20                 6               0  \n",
+       "1/30/20                 6               0  \n",
+       "1/31/20                 8               2  \n",
+       "2/1/20                  8               2  \n",
+       "2/2/20                  8               2  \n",
+       "2/3/20                 11               8  \n",
+       "2/4/20                 11               8  \n",
+       "2/5/20                 11               9  \n",
+       "2/6/20                 12               9  \n",
+       "2/7/20                 12               9  \n",
+       "2/8/20                 12              13  \n",
+       "2/9/20                 12              14  \n",
+       "2/10/20                12              14  \n",
+       "2/11/20                13              15  \n",
+       "2/12/20                13              16  \n",
+       "2/13/20                14              17  \n",
+       "2/14/20                14              18  \n",
+       "2/15/20                14              18  \n",
+       "2/16/20                14              18  \n",
+       "2/17/20                14              19  \n",
+       "2/18/20                14              19  \n",
+       "2/19/20                14              20  \n",
+       "2/20/20                14              22  \n",
+       "...                   ...             ...  \n",
+       "2/8/23          102760211        24526866  \n",
+       "2/9/23          102842061        24549097  \n",
+       "2/10/23         102855101        24549097  \n",
+       "2/11/23         102859510        24549097  \n",
+       "2/12/23         102862879        24549097  \n",
+       "2/13/23         102886005        24549097  \n",
+       "2/14/23         102934224        24549112  \n",
+       "2/15/23         103023231        24549185  \n",
+       "2/16/23         103083910        24574817  \n",
+       "2/17/23         103131898        24574817  \n",
+       "2/18/23         103134605        24574817  \n",
+       "2/19/23         103136077        24574817  \n",
+       "2/20/23         103138119        24574817  \n",
+       "2/21/23         103198669        24574823  \n",
+       "2/22/23         103308832        24574831  \n",
+       "2/23/23         103365511        24603370  \n",
+       "2/24/23         103378408        24603373  \n",
+       "2/25/23         103381157        24603373  \n",
+       "2/26/23         103382763        24603373  \n",
+       "2/27/23         103399827        24603373  \n",
+       "2/28/23         103443455        24603373  \n",
+       "3/1/23          103533872        24603450  \n",
+       "3/2/23          103589757        24629830  \n",
+       "3/3/23          103648690        24629840  \n",
+       "3/4/23          103650837        24629840  \n",
+       "3/5/23          103646975        24629840  \n",
+       "3/6/23          103655539        24629840  \n",
+       "3/7/23          103690910        24629846  \n",
+       "3/8/23          103755771        24629922  \n",
+       "3/9/23          103802702        24658705  \n",
+       "\n",
+       "[1143 rows x 13 columns]"
+      ]
+     },
+     "execution_count": 83,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "## .T permet de transposer les lignes et les colonnes\n",
+    "# Ici ont veut que les dates soient les lignes et les pays les colonnes\n",
+    "PaysDate = data_pays.T\n",
+    "\n",
+    "PaysDate"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Représentation graphique avec Matplotlib"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 85,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1296x576 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Il est possible que celà prenne à peu près 1/2 à s'afficher les premières fois...\n",
+    "\n",
+    "import seaborn as sns\n",
+    "# Je prends une palette de seaborn car celle par défaut offrent des couleurs qui peuvent se confondre entre elles\n",
+    "colors = sns.color_palette(\"tab20\", len(pays))\n",
+    "\n",
+    "\n",
+    "# Création des graphes\n",
+    "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(18, 8))\n",
+    "\n",
+    "## Ax1\n",
+    "for i,p in enumerate(pays):\n",
+    "    if p in PaysDate.columns:\n",
+    "        ax1.plot(PaysDate.index, PaysDate[p], label=p, color=colors[i])\n",
+    "\n",
+    "ax1.set_title(\"Nombre cumulé de cas de COVID-19 au fil du temps (Échelle linéaire)\")\n",
+    "ax1.set_xlabel(\"Date\")\n",
+    "ax1.set_ylabel(\"Cas confirmés cumulés\")\n",
+    "ax1.legend(loc='best')\n",
+    "ax1.tick_params(axis='x', rotation=45)\n",
+    "\n",
+    "## Ax2\n",
+    "for i,p in enumerate(pays):\n",
+    "    if p in PaysDate.columns:\n",
+    "        ax2.plot(PaysDate.index, PaysDate[p], label=p, color=colors[i])\n",
+    "        \n",
+    "ax2.set_yscale(\"log\")\n",
+    "ax2.set_title(\"Nombre cumulé de cas de COVID-19 au fil du temps (Échelle logarithmique)\")\n",
+    "ax2.set_xlabel(\"Date\")\n",
+    "ax2.set_ylabel(\"Cas confirmés cumulés (Échelle log')\")\n",
+    "ax2.legend(loc='best')\n",
+    "ax2.tick_params(axis='x', rotation=45)\n",
+    "\n",
+    "\n",
+    "# Optimiser l'axe X pour éviter les chevauchements et/ou se retrouver avec une grosse masse noire de dates illisible\n",
+    "import matplotlib.dates as mdates\n",
+    "\n",
+    "PaysDate.index = pd.to_datetime(PaysDate.index) # Convertir les dates (qui sont en string) en type Date avec pandas\n",
+    "\n",
+    "plt.gca().xaxis.set_major_locator(mdates.MonthLocator(interval=2)) # Affiche une date tout les 3mois\n",
+    "plt.gca().xaxis.set_major_formatter(mdates.DateFormatter('%Y-%m')) # Prends un format d'affichage ANNEE-MOIS\n",
+    "# (ptl.gca() permet d'acceder aux axes, ici on accède à celui des x avec .xaxis)\n",
+    "\n",
+    "plt.xticks(rotation=45) # Rotation des dates sur l'axe X \n",
+    "plt.legend(loc='best') # Afficher le pays correspondant à chaque couleur à la meilleur position par rapport au graphique\n",
+    "plt.tight_layout() # Interface minimaliste\n",
+    "\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Si jamais vous voyez une masse noire ou rien au niveau des dates sur les graphes ci-dessus, réexecutez la cellule une seconde fois"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.6.4"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/module3/exo3/exercice_fr.ipynb b/module3/exo3/exercice_fr.ipynb
deleted file mode 100644
index 0bbbe371b01e359e381e43239412d77bf53fb1fb..0000000000000000000000000000000000000000
--- a/module3/exo3/exercice_fr.ipynb
+++ /dev/null
@@ -1,25 +0,0 @@
-{
- "cells": [],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.6.3"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 2
-}
-