diff --git a/module3/exo3/exercice.ipynb b/module3/exo3/exercice.ipynb
index 0bbbe371b01e359e381e43239412d77bf53fb1fb..b05f997c389e1202be144c875847c569b322e538 100644
--- a/module3/exo3/exercice.ipynb
+++ b/module3/exo3/exercice.ipynb
@@ -1,5 +1,4513 @@
 {
- "cells": [],
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Autour du SARS-CoV-2(Covid-19)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%matplotlib inline\n",
+    "import pandas as pd\n",
+    "import matplotlib.pyplot as plt\n",
+    "import numpy as np"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Sujet\n",
+    "\n",
+    "Le but est de reproduire des graphes semblables à ceux du (South China Morning Post)[https://www.scmp.com/] (SCMP), sur la page (The Coronavirus Pandemic)[https://www.scmp.com/coronavirus?src=homepage_covid_widget] et qui montrent pour différents pays le nombre cumulé (c'est-à-dire le nombre total de cas depuis le début de l'épidémie) de personnes atteintes de la (maladie à coronavirus 2019)[https://fr.wikipedia.org/wiki/Maladie_%C3%A0_coronavirus_2019]."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "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>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>2/6/21</th>\n",
+       "      <th>2/7/21</th>\n",
+       "      <th>2/8/21</th>\n",
+       "      <th>2/9/21</th>\n",
+       "      <th>2/10/21</th>\n",
+       "      <th>2/11/21</th>\n",
+       "      <th>2/12/21</th>\n",
+       "      <th>2/13/21</th>\n",
+       "      <th>2/14/21</th>\n",
+       "      <th>2/15/21</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Afghanistan</td>\n",
+       "      <td>33.939110</td>\n",
+       "      <td>67.709953</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>55330</td>\n",
+       "      <td>55335</td>\n",
+       "      <td>55359</td>\n",
+       "      <td>55384</td>\n",
+       "      <td>55402</td>\n",
+       "      <td>55420</td>\n",
+       "      <td>55445</td>\n",
+       "      <td>55473</td>\n",
+       "      <td>55492</td>\n",
+       "      <td>55514</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Albania</td>\n",
+       "      <td>41.153300</td>\n",
+       "      <td>20.168300</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>84212</td>\n",
+       "      <td>85336</td>\n",
+       "      <td>86289</td>\n",
+       "      <td>87528</td>\n",
+       "      <td>88671</td>\n",
+       "      <td>89776</td>\n",
+       "      <td>90835</td>\n",
+       "      <td>91987</td>\n",
+       "      <td>93075</td>\n",
+       "      <td>93850</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Algeria</td>\n",
+       "      <td>28.033900</td>\n",
+       "      <td>1.659600</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>108629</td>\n",
+       "      <td>109088</td>\n",
+       "      <td>109313</td>\n",
+       "      <td>109559</td>\n",
+       "      <td>109782</td>\n",
+       "      <td>110049</td>\n",
+       "      <td>110303</td>\n",
+       "      <td>110513</td>\n",
+       "      <td>110711</td>\n",
+       "      <td>110894</td>\n",
+       "    </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",
+       "      <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>10206</td>\n",
+       "      <td>10251</td>\n",
+       "      <td>10275</td>\n",
+       "      <td>10312</td>\n",
+       "      <td>10352</td>\n",
+       "      <td>10391</td>\n",
+       "      <td>10427</td>\n",
+       "      <td>10463</td>\n",
+       "      <td>10503</td>\n",
+       "      <td>10538</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Angola</td>\n",
+       "      <td>-11.202700</td>\n",
+       "      <td>17.873900</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>20062</td>\n",
+       "      <td>20086</td>\n",
+       "      <td>20112</td>\n",
+       "      <td>20163</td>\n",
+       "      <td>20210</td>\n",
+       "      <td>20261</td>\n",
+       "      <td>20294</td>\n",
+       "      <td>20329</td>\n",
+       "      <td>20366</td>\n",
+       "      <td>20381</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>268</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>1985</td>\n",
+       "      <td>2001</td>\n",
+       "      <td>2050</td>\n",
+       "      <td>2064</td>\n",
+       "      <td>2091</td>\n",
+       "      <td>2140</td>\n",
+       "      <td>2142</td>\n",
+       "      <td>2195</td>\n",
+       "      <td>2228</td>\n",
+       "      <td>2269</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>269</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>162029</td>\n",
+       "      <td>162601</td>\n",
+       "      <td>163213</td>\n",
+       "      <td>163975</td>\n",
+       "      <td>164736</td>\n",
+       "      <td>165535</td>\n",
+       "      <td>166200</td>\n",
+       "      <td>166800</td>\n",
+       "      <td>167604</td>\n",
+       "      <td>168444</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>270</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>2127</td>\n",
+       "      <td>2127</td>\n",
+       "      <td>2131</td>\n",
+       "      <td>2131</td>\n",
+       "      <td>2133</td>\n",
+       "      <td>2134</td>\n",
+       "      <td>2136</td>\n",
+       "      <td>2136</td>\n",
+       "      <td>2145</td>\n",
+       "      <td>2145</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>271</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>61427</td>\n",
+       "      <td>62633</td>\n",
+       "      <td>63573</td>\n",
+       "      <td>64610</td>\n",
+       "      <td>65573</td>\n",
+       "      <td>66598</td>\n",
+       "      <td>67681</td>\n",
+       "      <td>68454</td>\n",
+       "      <td>69437</td>\n",
+       "      <td>70248</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>272</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>34487</td>\n",
+       "      <td>34552</td>\n",
+       "      <td>34658</td>\n",
+       "      <td>34781</td>\n",
+       "      <td>34864</td>\n",
+       "      <td>34864</td>\n",
+       "      <td>35045</td>\n",
+       "      <td>35104</td>\n",
+       "      <td>35172</td>\n",
+       "      <td>35222</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>273 rows × 395 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    Province/State      Country/Region        Lat        Long  1/22/20  \\\n",
+       "0              NaN         Afghanistan  33.939110   67.709953        0   \n",
+       "1              NaN             Albania  41.153300   20.168300        0   \n",
+       "2              NaN             Algeria  28.033900    1.659600        0   \n",
+       "3              NaN             Andorra  42.506300    1.521800        0   \n",
+       "4              NaN              Angola -11.202700   17.873900        0   \n",
+       "..             ...                 ...        ...         ...      ...   \n",
+       "268            NaN             Vietnam  14.058324  108.277199        0   \n",
+       "269            NaN  West Bank and Gaza  31.952200   35.233200        0   \n",
+       "270            NaN               Yemen  15.552727   48.516388        0   \n",
+       "271            NaN              Zambia -13.133897   27.849332        0   \n",
+       "272            NaN            Zimbabwe -19.015438   29.154857        0   \n",
+       "\n",
+       "     1/23/20  1/24/20  1/25/20  1/26/20  1/27/20  ...  2/6/21  2/7/21  2/8/21  \\\n",
+       "0          0        0        0        0        0  ...   55330   55335   55359   \n",
+       "1          0        0        0        0        0  ...   84212   85336   86289   \n",
+       "2          0        0        0        0        0  ...  108629  109088  109313   \n",
+       "3          0        0        0        0        0  ...   10206   10251   10275   \n",
+       "4          0        0        0        0        0  ...   20062   20086   20112   \n",
+       "..       ...      ...      ...      ...      ...  ...     ...     ...     ...   \n",
+       "268        2        2        2        2        2  ...    1985    2001    2050   \n",
+       "269        0        0        0        0        0  ...  162029  162601  163213   \n",
+       "270        0        0        0        0        0  ...    2127    2127    2131   \n",
+       "271        0        0        0        0        0  ...   61427   62633   63573   \n",
+       "272        0        0        0        0        0  ...   34487   34552   34658   \n",
+       "\n",
+       "     2/9/21  2/10/21  2/11/21  2/12/21  2/13/21  2/14/21  2/15/21  \n",
+       "0     55384    55402    55420    55445    55473    55492    55514  \n",
+       "1     87528    88671    89776    90835    91987    93075    93850  \n",
+       "2    109559   109782   110049   110303   110513   110711   110894  \n",
+       "3     10312    10352    10391    10427    10463    10503    10538  \n",
+       "4     20163    20210    20261    20294    20329    20366    20381  \n",
+       "..      ...      ...      ...      ...      ...      ...      ...  \n",
+       "268    2064     2091     2140     2142     2195     2228     2269  \n",
+       "269  163975   164736   165535   166200   166800   167604   168444  \n",
+       "270    2131     2133     2134     2136     2136     2145     2145  \n",
+       "271   64610    65573    66598    67681    68454    69437    70248  \n",
+       "272   34781    34864    34864    35045    35104    35172    35222  \n",
+       "\n",
+       "[273 rows x 395 columns]"
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data = pd.read_csv(\"https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_confirmed_global.csv\")\n",
+    "data"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Les données que nous utiliserons dans un premier temps sont compilées par le (Johns Hopkins University Center for Systems Science and Engineering (JHU CSSE))[https://systems.jhu.edu/] et sont mises à disposition sur (GitHub)[https://github.com/CSSEGISandData/COVID-19]. C'est plus particulièrement sur les données time_series_covid19_confirmed_global.csv (des suites chronologiques au format (csv)[https://fr.wikipedia.org/wiki/Comma-separated_values]) disponibles à l'adresse : https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_confirmed_global.csv, que nous allons nous concentrer."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Seuls les pays suivants devront figurer dans l'exercice montrant l’évolution du nombre de cas cumulé au cours du temps :\n",
+    "\n",
+    "* sélection des pays sans contraintes particulières.\n",
+    "    1) la Belgique (Belgium), \n",
+    "    2) l’Allemagne (Germany), \n",
+    "    3) l’Iran (Iran), \n",
+    "    4) l’Italie (Italy), \n",
+    "    5) le Japon (Japan), \n",
+    "    6) la Corée du Sud (Korea, South), \n",
+    "    7) le Portugal (Portugal), \n",
+    "    8) l’Espagne (Spain),\n",
+    "    9) les États-Unis (US)\n",
+    "\n",
+    "* traitement particulier pour les pays avec des territoires d'outre-mer et autres « résidus coloniaux » à soustraire.\n",
+    "    10) la France métropolitaine (France),\n",
+    "    11) la Hollande sans les colonies (Netherlands), \n",
+    "    12) le Royaume-Unis (United Kingdom)\n",
+    "\n",
+    "* traitement particulier pour les provinces chinoises (Pour le besoin de l'exercice, nous devons séparer *Hong-Kong*, non pour prendre parti dans les différences entre cette province et l'état chinois, mais parce que c'est ainsi qu'apparaissent les données sur le site du SCMP).\n",
+    "    13) la Chine - toutes les provinces sauf Hong-Kong (China), \n",
+    "    14) Hong Kong (China, Hong-Kong)\n",
+    "\n",
+    "Nous devons donc isoler notre sélection sur ces 14 pays/régions. Le nom entre parenthèses est le nom du « pays » tel qu’il apparaît dans le fichier utilisé `time_series_covid19_confirmed_global.csv.`"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## la sélection des 9 pays sans contraintes."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>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>1/28/20</th>\n",
+       "      <th>1/29/20</th>\n",
+       "      <th>...</th>\n",
+       "      <th>2/6/21</th>\n",
+       "      <th>2/7/21</th>\n",
+       "      <th>2/8/21</th>\n",
+       "      <th>2/9/21</th>\n",
+       "      <th>2/10/21</th>\n",
+       "      <th>2/11/21</th>\n",
+       "      <th>2/12/21</th>\n",
+       "      <th>2/13/21</th>\n",
+       "      <th>2/14/21</th>\n",
+       "      <th>2/15/21</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>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>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>723870</td>\n",
+       "      <td>725610</td>\n",
+       "      <td>726483</td>\n",
+       "      <td>728334</td>\n",
+       "      <td>730951</td>\n",
+       "      <td>733100</td>\n",
+       "      <td>735220</td>\n",
+       "      <td>737115</td>\n",
+       "      <td>738631</td>\n",
+       "      <td>739488</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Germany</th>\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>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2285003</td>\n",
+       "      <td>2291673</td>\n",
+       "      <td>2296323</td>\n",
+       "      <td>2302051</td>\n",
+       "      <td>2311297</td>\n",
+       "      <td>2321225</td>\n",
+       "      <td>2330422</td>\n",
+       "      <td>2336906</td>\n",
+       "      <td>2341744</td>\n",
+       "      <td>2346876</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Iran</th>\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>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1459370</td>\n",
+       "      <td>1466435</td>\n",
+       "      <td>1473756</td>\n",
+       "      <td>1481396</td>\n",
+       "      <td>1488981</td>\n",
+       "      <td>1496455</td>\n",
+       "      <td>1503753</td>\n",
+       "      <td>1510873</td>\n",
+       "      <td>1518263</td>\n",
+       "      <td>1526023</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Italy</th>\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>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2625098</td>\n",
+       "      <td>2636738</td>\n",
+       "      <td>2644707</td>\n",
+       "      <td>2655319</td>\n",
+       "      <td>2668266</td>\n",
+       "      <td>2683403</td>\n",
+       "      <td>2697296</td>\n",
+       "      <td>2710819</td>\n",
+       "      <td>2721879</td>\n",
+       "      <td>2729223</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Japan</th>\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>7</td>\n",
+       "      <td>7</td>\n",
+       "      <td>...</td>\n",
+       "      <td>404128</td>\n",
+       "      <td>405765</td>\n",
+       "      <td>406992</td>\n",
+       "      <td>408550</td>\n",
+       "      <td>410434</td>\n",
+       "      <td>412125</td>\n",
+       "      <td>413441</td>\n",
+       "      <td>414803</td>\n",
+       "      <td>416154</td>\n",
+       "      <td>417127</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Korea, South</th>\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>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>...</td>\n",
+       "      <td>80896</td>\n",
+       "      <td>81185</td>\n",
+       "      <td>81487</td>\n",
+       "      <td>81930</td>\n",
+       "      <td>82434</td>\n",
+       "      <td>82837</td>\n",
+       "      <td>83199</td>\n",
+       "      <td>83525</td>\n",
+       "      <td>83869</td>\n",
+       "      <td>84325</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Portugal</th>\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>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>761906</td>\n",
+       "      <td>765414</td>\n",
+       "      <td>767919</td>\n",
+       "      <td>770502</td>\n",
+       "      <td>774889</td>\n",
+       "      <td>778369</td>\n",
+       "      <td>781223</td>\n",
+       "      <td>784079</td>\n",
+       "      <td>785756</td>\n",
+       "      <td>787059</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Spain</th>\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>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2941990</td>\n",
+       "      <td>2941990</td>\n",
+       "      <td>2989085</td>\n",
+       "      <td>3005487</td>\n",
+       "      <td>3023601</td>\n",
+       "      <td>3041454</td>\n",
+       "      <td>3056035</td>\n",
+       "      <td>3056035</td>\n",
+       "      <td>3056035</td>\n",
+       "      <td>3086286</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>US</th>\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>5</td>\n",
+       "      <td>6</td>\n",
+       "      <td>...</td>\n",
+       "      <td>26917787</td>\n",
+       "      <td>27007368</td>\n",
+       "      <td>27097095</td>\n",
+       "      <td>27192455</td>\n",
+       "      <td>27287159</td>\n",
+       "      <td>27392512</td>\n",
+       "      <td>27492023</td>\n",
+       "      <td>27575344</td>\n",
+       "      <td>27640282</td>\n",
+       "      <td>27694165</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>9 rows × 393 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                      Lat        Long  1/22/20  1/23/20  1/24/20  1/25/20  \\\n",
+       "Country/Region                                                              \n",
+       "Belgium         50.833300    4.469936        0        0        0        0   \n",
+       "Germany         51.165691   10.451526        0        0        0        0   \n",
+       "Iran            32.427908   53.688046        0        0        0        0   \n",
+       "Italy           41.871940   12.567380        0        0        0        0   \n",
+       "Japan           36.204824  138.252924        2        2        2        2   \n",
+       "Korea, South    35.907757  127.766922        1        1        2        2   \n",
+       "Portugal        39.399900   -8.224500        0        0        0        0   \n",
+       "Spain           40.463667   -3.749220        0        0        0        0   \n",
+       "US              40.000000 -100.000000        1        1        2        2   \n",
+       "\n",
+       "                1/26/20  1/27/20  1/28/20  1/29/20  ...    2/6/21    2/7/21  \\\n",
+       "Country/Region                                      ...                       \n",
+       "Belgium               0        0        0        0  ...    723870    725610   \n",
+       "Germany               0        1        4        4  ...   2285003   2291673   \n",
+       "Iran                  0        0        0        0  ...   1459370   1466435   \n",
+       "Italy                 0        0        0        0  ...   2625098   2636738   \n",
+       "Japan                 4        4        7        7  ...    404128    405765   \n",
+       "Korea, South          3        4        4        4  ...     80896     81185   \n",
+       "Portugal              0        0        0        0  ...    761906    765414   \n",
+       "Spain                 0        0        0        0  ...   2941990   2941990   \n",
+       "US                    5        5        5        6  ...  26917787  27007368   \n",
+       "\n",
+       "                  2/8/21    2/9/21   2/10/21   2/11/21   2/12/21   2/13/21  \\\n",
+       "Country/Region                                                               \n",
+       "Belgium           726483    728334    730951    733100    735220    737115   \n",
+       "Germany          2296323   2302051   2311297   2321225   2330422   2336906   \n",
+       "Iran             1473756   1481396   1488981   1496455   1503753   1510873   \n",
+       "Italy            2644707   2655319   2668266   2683403   2697296   2710819   \n",
+       "Japan             406992    408550    410434    412125    413441    414803   \n",
+       "Korea, South       81487     81930     82434     82837     83199     83525   \n",
+       "Portugal          767919    770502    774889    778369    781223    784079   \n",
+       "Spain            2989085   3005487   3023601   3041454   3056035   3056035   \n",
+       "US              27097095  27192455  27287159  27392512  27492023  27575344   \n",
+       "\n",
+       "                 2/14/21   2/15/21  \n",
+       "Country/Region                      \n",
+       "Belgium           738631    739488  \n",
+       "Germany          2341744   2346876  \n",
+       "Iran             1518263   1526023  \n",
+       "Italy            2721879   2729223  \n",
+       "Japan             416154    417127  \n",
+       "Korea, South       83869     84325  \n",
+       "Portugal          785756    787059  \n",
+       "Spain            3056035   3086286  \n",
+       "US              27640282  27694165  \n",
+       "\n",
+       "[9 rows x 393 columns]"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data_selection1 = data[data[\"Country/Region\"].isin([\"Belgium\", \"Germany\", \"Iran\",  \"Italy\", \"Japan\",  \"Korea, South\", \"Portugal\", \"Spain\", \"US\"])]\n",
+    "data_selection2 = data_selection1[data_selection1[\"Province/State\"].isna()]\n",
+    "data_selection3 = data_selection2.groupby('Country/Region').sum()\n",
+    "data_selection3.copy()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## les pays avec des territoires d'outre-mer et autres « résidus coloniaux »."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "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>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>2/6/21</th>\n",
+       "      <th>2/7/21</th>\n",
+       "      <th>2/8/21</th>\n",
+       "      <th>2/9/21</th>\n",
+       "      <th>2/10/21</th>\n",
+       "      <th>2/11/21</th>\n",
+       "      <th>2/12/21</th>\n",
+       "      <th>2/13/21</th>\n",
+       "      <th>2/14/21</th>\n",
+       "      <th>2/15/21</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>118</th>\n",
+       "      <td>French Guiana</td>\n",
+       "      <td>France</td>\n",
+       "      <td>3.933900</td>\n",
+       "      <td>-53.125800</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>16296</td>\n",
+       "      <td>16296</td>\n",
+       "      <td>16296</td>\n",
+       "      <td>16296</td>\n",
+       "      <td>16296</td>\n",
+       "      <td>16296</td>\n",
+       "      <td>16296</td>\n",
+       "      <td>16456</td>\n",
+       "      <td>16456</td>\n",
+       "      <td>16456</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>119</th>\n",
+       "      <td>French Polynesia</td>\n",
+       "      <td>France</td>\n",
+       "      <td>-17.679700</td>\n",
+       "      <td>149.406800</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>18185</td>\n",
+       "      <td>18185</td>\n",
+       "      <td>18206</td>\n",
+       "      <td>18222</td>\n",
+       "      <td>18244</td>\n",
+       "      <td>18257</td>\n",
+       "      <td>18263</td>\n",
+       "      <td>18263</td>\n",
+       "      <td>18263</td>\n",
+       "      <td>18293</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>120</th>\n",
+       "      <td>Guadeloupe</td>\n",
+       "      <td>France</td>\n",
+       "      <td>16.265000</td>\n",
+       "      <td>-61.551000</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>9156</td>\n",
+       "      <td>9156</td>\n",
+       "      <td>9156</td>\n",
+       "      <td>9302</td>\n",
+       "      <td>9302</td>\n",
+       "      <td>9302</td>\n",
+       "      <td>9302</td>\n",
+       "      <td>9302</td>\n",
+       "      <td>9302</td>\n",
+       "      <td>9302</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>121</th>\n",
+       "      <td>Martinique</td>\n",
+       "      <td>France</td>\n",
+       "      <td>14.641500</td>\n",
+       "      <td>-61.024200</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>6442</td>\n",
+       "      <td>6442</td>\n",
+       "      <td>6442</td>\n",
+       "      <td>6521</td>\n",
+       "      <td>6521</td>\n",
+       "      <td>6521</td>\n",
+       "      <td>6521</td>\n",
+       "      <td>6521</td>\n",
+       "      <td>6521</td>\n",
+       "      <td>6521</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>122</th>\n",
+       "      <td>Mayotte</td>\n",
+       "      <td>France</td>\n",
+       "      <td>-12.827500</td>\n",
+       "      <td>45.166244</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>10755</td>\n",
+       "      <td>10755</td>\n",
+       "      <td>10755</td>\n",
+       "      <td>11147</td>\n",
+       "      <td>11447</td>\n",
+       "      <td>11783</td>\n",
+       "      <td>12440</td>\n",
+       "      <td>12702</td>\n",
+       "      <td>13535</td>\n",
+       "      <td>13535</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>123</th>\n",
+       "      <td>New Caledonia</td>\n",
+       "      <td>France</td>\n",
+       "      <td>-20.904305</td>\n",
+       "      <td>165.618042</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>49</td>\n",
+       "      <td>49</td>\n",
+       "      <td>50</td>\n",
+       "      <td>50</td>\n",
+       "      <td>50</td>\n",
+       "      <td>50</td>\n",
+       "      <td>52</td>\n",
+       "      <td>52</td>\n",
+       "      <td>52</td>\n",
+       "      <td>52</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>124</th>\n",
+       "      <td>Reunion</td>\n",
+       "      <td>France</td>\n",
+       "      <td>-21.115100</td>\n",
+       "      <td>55.536400</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>10487</td>\n",
+       "      <td>10487</td>\n",
+       "      <td>10487</td>\n",
+       "      <td>10487</td>\n",
+       "      <td>10487</td>\n",
+       "      <td>10907</td>\n",
+       "      <td>10907</td>\n",
+       "      <td>10907</td>\n",
+       "      <td>10907</td>\n",
+       "      <td>10907</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>125</th>\n",
+       "      <td>Saint Barthelemy</td>\n",
+       "      <td>France</td>\n",
+       "      <td>17.900000</td>\n",
+       "      <td>-62.833300</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>360</td>\n",
+       "      <td>360</td>\n",
+       "      <td>360</td>\n",
+       "      <td>360</td>\n",
+       "      <td>455</td>\n",
+       "      <td>455</td>\n",
+       "      <td>455</td>\n",
+       "      <td>455</td>\n",
+       "      <td>455</td>\n",
+       "      <td>455</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>126</th>\n",
+       "      <td>Saint Pierre and Miquelon</td>\n",
+       "      <td>France</td>\n",
+       "      <td>46.885200</td>\n",
+       "      <td>-56.315900</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>24</td>\n",
+       "      <td>24</td>\n",
+       "      <td>24</td>\n",
+       "      <td>24</td>\n",
+       "      <td>24</td>\n",
+       "      <td>24</td>\n",
+       "      <td>24</td>\n",
+       "      <td>24</td>\n",
+       "      <td>24</td>\n",
+       "      <td>24</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>127</th>\n",
+       "      <td>St Martin</td>\n",
+       "      <td>France</td>\n",
+       "      <td>18.070800</td>\n",
+       "      <td>-63.050100</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>1234</td>\n",
+       "      <td>1234</td>\n",
+       "      <td>1234</td>\n",
+       "      <td>1234</td>\n",
+       "      <td>1408</td>\n",
+       "      <td>1408</td>\n",
+       "      <td>1408</td>\n",
+       "      <td>1408</td>\n",
+       "      <td>1408</td>\n",
+       "      <td>1408</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>128</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>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>9</td>\n",
+       "      <td>9</td>\n",
+       "      <td>9</td>\n",
+       "      <td>9</td>\n",
+       "      <td>9</td>\n",
+       "      <td>9</td>\n",
+       "      <td>9</td>\n",
+       "      <td>9</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>129</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>3303273</td>\n",
+       "      <td>3322988</td>\n",
+       "      <td>3327305</td>\n",
+       "      <td>3345558</td>\n",
+       "      <td>3370645</td>\n",
+       "      <td>3390952</td>\n",
+       "      <td>3390952</td>\n",
+       "      <td>3390952</td>\n",
+       "      <td>3390952</td>\n",
+       "      <td>3451894</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>253</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>17</td>\n",
+       "      <td>17</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>18</td>\n",
+       "      <td>18</td>\n",
+       "      <td>18</td>\n",
+       "      <td>18</td>\n",
+       "      <td>18</td>\n",
+       "      <td>18</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>254</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>692</td>\n",
+       "      <td>692</td>\n",
+       "      <td>694</td>\n",
+       "      <td>694</td>\n",
+       "      <td>694</td>\n",
+       "      <td>694</td>\n",
+       "      <td>694</td>\n",
+       "      <td>694</td>\n",
+       "      <td>694</td>\n",
+       "      <td>695</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>255</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>114</td>\n",
+       "      <td>114</td>\n",
+       "      <td>114</td>\n",
+       "      <td>114</td>\n",
+       "      <td>114</td>\n",
+       "      <td>114</td>\n",
+       "      <td>114</td>\n",
+       "      <td>114</td>\n",
+       "      <td>114</td>\n",
+       "      <td>114</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>256</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>405</td>\n",
+       "      <td>405</td>\n",
+       "      <td>408</td>\n",
+       "      <td>408</td>\n",
+       "      <td>408</td>\n",
+       "      <td>411</td>\n",
+       "      <td>416</td>\n",
+       "      <td>416</td>\n",
+       "      <td>416</td>\n",
+       "      <td>416</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>257</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>3885</td>\n",
+       "      <td>3896</td>\n",
+       "      <td>3918</td>\n",
+       "      <td>3939</td>\n",
+       "      <td>3950</td>\n",
+       "      <td>3961</td>\n",
+       "      <td>3980</td>\n",
+       "      <td>3989</td>\n",
+       "      <td>3999</td>\n",
+       "      <td>4004</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>258</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>45</td>\n",
+       "      <td>45</td>\n",
+       "      <td>45</td>\n",
+       "      <td>53</td>\n",
+       "      <td>53</td>\n",
+       "      <td>53</td>\n",
+       "      <td>53</td>\n",
+       "      <td>53</td>\n",
+       "      <td>53</td>\n",
+       "      <td>53</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>259</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>4177</td>\n",
+       "      <td>4182</td>\n",
+       "      <td>4187</td>\n",
+       "      <td>4190</td>\n",
+       "      <td>4197</td>\n",
+       "      <td>4203</td>\n",
+       "      <td>4212</td>\n",
+       "      <td>4215</td>\n",
+       "      <td>4219</td>\n",
+       "      <td>4223</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>260</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>434</td>\n",
+       "      <td>434</td>\n",
+       "      <td>435</td>\n",
+       "      <td>436</td>\n",
+       "      <td>436</td>\n",
+       "      <td>436</td>\n",
+       "      <td>436</td>\n",
+       "      <td>436</td>\n",
+       "      <td>436</td>\n",
+       "      <td>436</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>261</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>15</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>18</td>\n",
+       "      <td>18</td>\n",
+       "      <td>19</td>\n",
+       "      <td>19</td>\n",
+       "      <td>19</td>\n",
+       "      <td>20</td>\n",
+       "      <td>20</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>262</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>1654</td>\n",
+       "      <td>1695</td>\n",
+       "      <td>1695</td>\n",
+       "      <td>1738</td>\n",
+       "      <td>1784</td>\n",
+       "      <td>1812</td>\n",
+       "      <td>1833</td>\n",
+       "      <td>1869</td>\n",
+       "      <td>1873</td>\n",
+       "      <td>1874</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>263</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>3929835</td>\n",
+       "      <td>3945680</td>\n",
+       "      <td>3959784</td>\n",
+       "      <td>3972148</td>\n",
+       "      <td>3985161</td>\n",
+       "      <td>3998655</td>\n",
+       "      <td>4013799</td>\n",
+       "      <td>4027106</td>\n",
+       "      <td>4038078</td>\n",
+       "      <td>4047843</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>23 rows × 395 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                  Province/State  Country/Region        Lat        Long  \\\n",
+       "118                French Guiana          France   3.933900  -53.125800   \n",
+       "119             French Polynesia          France -17.679700  149.406800   \n",
+       "120                   Guadeloupe          France  16.265000  -61.551000   \n",
+       "121                   Martinique          France  14.641500  -61.024200   \n",
+       "122                      Mayotte          France -12.827500   45.166244   \n",
+       "123                New Caledonia          France -20.904305  165.618042   \n",
+       "124                      Reunion          France -21.115100   55.536400   \n",
+       "125             Saint Barthelemy          France  17.900000  -62.833300   \n",
+       "126    Saint Pierre and Miquelon          France  46.885200  -56.315900   \n",
+       "127                    St Martin          France  18.070800  -63.050100   \n",
+       "128            Wallis and Futuna          France -14.293800 -178.116500   \n",
+       "129                          NaN          France  46.227600    2.213700   \n",
+       "253                     Anguilla  United Kingdom  18.220600  -63.068600   \n",
+       "254                      Bermuda  United Kingdom  32.307800  -64.750500   \n",
+       "255       British Virgin Islands  United Kingdom  18.420700  -64.640000   \n",
+       "256               Cayman Islands  United Kingdom  19.313300  -81.254600   \n",
+       "257              Channel Islands  United Kingdom  49.372300   -2.364400   \n",
+       "258  Falkland Islands (Malvinas)  United Kingdom -51.796300  -59.523600   \n",
+       "259                    Gibraltar  United Kingdom  36.140800   -5.353600   \n",
+       "260                  Isle of Man  United Kingdom  54.236100   -4.548100   \n",
+       "261                   Montserrat  United Kingdom  16.742498  -62.187366   \n",
+       "262     Turks and Caicos Islands  United Kingdom  21.694000  -71.797900   \n",
+       "263                          NaN  United Kingdom  55.378100   -3.436000   \n",
+       "\n",
+       "     1/22/20  1/23/20  1/24/20  1/25/20  1/26/20  1/27/20  ...   2/6/21  \\\n",
+       "118        0        0        0        0        0        0  ...    16296   \n",
+       "119        0        0        0        0        0        0  ...    18185   \n",
+       "120        0        0        0        0        0        0  ...     9156   \n",
+       "121        0        0        0        0        0        0  ...     6442   \n",
+       "122        0        0        0        0        0        0  ...    10755   \n",
+       "123        0        0        0        0        0        0  ...       49   \n",
+       "124        0        0        0        0        0        0  ...    10487   \n",
+       "125        0        0        0        0        0        0  ...      360   \n",
+       "126        0        0        0        0        0        0  ...       24   \n",
+       "127        0        0        0        0        0        0  ...     1234   \n",
+       "128        0        0        0        0        0        0  ...        5   \n",
+       "129        0        0        2        3        3        3  ...  3303273   \n",
+       "253        0        0        0        0        0        0  ...       17   \n",
+       "254        0        0        0        0        0        0  ...      692   \n",
+       "255        0        0        0        0        0        0  ...      114   \n",
+       "256        0        0        0        0        0        0  ...      405   \n",
+       "257        0        0        0        0        0        0  ...     3885   \n",
+       "258        0        0        0        0        0        0  ...       45   \n",
+       "259        0        0        0        0        0        0  ...     4177   \n",
+       "260        0        0        0        0        0        0  ...      434   \n",
+       "261        0        0        0        0        0        0  ...       15   \n",
+       "262        0        0        0        0        0        0  ...     1654   \n",
+       "263        0        0        0        0        0        0  ...  3929835   \n",
+       "\n",
+       "      2/7/21   2/8/21   2/9/21  2/10/21  2/11/21  2/12/21  2/13/21  2/14/21  \\\n",
+       "118    16296    16296    16296    16296    16296    16296    16456    16456   \n",
+       "119    18185    18206    18222    18244    18257    18263    18263    18263   \n",
+       "120     9156     9156     9302     9302     9302     9302     9302     9302   \n",
+       "121     6442     6442     6521     6521     6521     6521     6521     6521   \n",
+       "122    10755    10755    11147    11447    11783    12440    12702    13535   \n",
+       "123       49       50       50       50       50       52       52       52   \n",
+       "124    10487    10487    10487    10487    10907    10907    10907    10907   \n",
+       "125      360      360      360      455      455      455      455      455   \n",
+       "126       24       24       24       24       24       24       24       24   \n",
+       "127     1234     1234     1234     1408     1408     1408     1408     1408   \n",
+       "128        5        9        9        9        9        9        9        9   \n",
+       "129  3322988  3327305  3345558  3370645  3390952  3390952  3390952  3390952   \n",
+       "253       17       17       18       18       18       18       18       18   \n",
+       "254      692      694      694      694      694      694      694      694   \n",
+       "255      114      114      114      114      114      114      114      114   \n",
+       "256      405      408      408      408      411      416      416      416   \n",
+       "257     3896     3918     3939     3950     3961     3980     3989     3999   \n",
+       "258       45       45       53       53       53       53       53       53   \n",
+       "259     4182     4187     4190     4197     4203     4212     4215     4219   \n",
+       "260      434      435      436      436      436      436      436      436   \n",
+       "261       17       18       18       18       19       19       19       20   \n",
+       "262     1695     1695     1738     1784     1812     1833     1869     1873   \n",
+       "263  3945680  3959784  3972148  3985161  3998655  4013799  4027106  4038078   \n",
+       "\n",
+       "     2/15/21  \n",
+       "118    16456  \n",
+       "119    18293  \n",
+       "120     9302  \n",
+       "121     6521  \n",
+       "122    13535  \n",
+       "123       52  \n",
+       "124    10907  \n",
+       "125      455  \n",
+       "126       24  \n",
+       "127     1408  \n",
+       "128        9  \n",
+       "129  3451894  \n",
+       "253       18  \n",
+       "254      695  \n",
+       "255      114  \n",
+       "256      416  \n",
+       "257     4004  \n",
+       "258       53  \n",
+       "259     4223  \n",
+       "260      436  \n",
+       "261       20  \n",
+       "262     1874  \n",
+       "263  4047843  \n",
+       "\n",
+       "[23 rows x 395 columns]"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data_selection4 = data[data[\"Country/Region\"].isin([\"France\", \"Netherlands »\", \"United Kingdom\"])]\n",
+    "data_selection4"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "L'opération de regroupement des données avec les territoires d'outre-mer et les « résidus coloniaux » modifie **la latitude et la longitude** des pays à étudier.\n",
+    "Afin de préserver une exploitation future sur les territoires, il sera modifié la coordonnées des trois pays avec \n",
+    "* pour la France : Lat(46.227600)-Long(2.213700) - **index 129**\n",
+    "* pour la Hollande (Netherlands) : Lat(52.132600)-Long(5.291300) - **index 194**\n",
+    "* pour le Royaume Unis (United Kingdom) : Lat(55.378100)-Long(-3.436000) - **index 262**"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### 10ème pays : la France"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
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+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></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>1/28/20</th>\n",
+       "      <th>1/29/20</th>\n",
+       "      <th>...</th>\n",
+       "      <th>2/6/21</th>\n",
+       "      <th>2/7/21</th>\n",
+       "      <th>2/8/21</th>\n",
+       "      <th>2/9/21</th>\n",
+       "      <th>2/10/21</th>\n",
+       "      <th>2/11/21</th>\n",
+       "      <th>2/12/21</th>\n",
+       "      <th>2/13/21</th>\n",
+       "      <th>2/14/21</th>\n",
+       "      <th>2/15/21</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>France</th>\n",
+       "      <td>77.103595</td>\n",
+       "      <td>-118.075614</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>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>...</td>\n",
+       "      <td>3376266</td>\n",
+       "      <td>3395981</td>\n",
+       "      <td>3400324</td>\n",
+       "      <td>3419210</td>\n",
+       "      <td>3444888</td>\n",
+       "      <td>3465964</td>\n",
+       "      <td>3466629</td>\n",
+       "      <td>3467051</td>\n",
+       "      <td>3467884</td>\n",
+       "      <td>3528856</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>1 rows × 393 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                      Lat        Long  1/22/20  1/23/20  1/24/20  1/25/20  \\\n",
+       "Country/Region                                                              \n",
+       "France          77.103595 -118.075614        0        0        2        3   \n",
+       "\n",
+       "                1/26/20  1/27/20  1/28/20  1/29/20  ...   2/6/21   2/7/21  \\\n",
+       "Country/Region                                      ...                     \n",
+       "France                3        3        4        5  ...  3376266  3395981   \n",
+       "\n",
+       "                 2/8/21   2/9/21  2/10/21  2/11/21  2/12/21  2/13/21  2/14/21  \\\n",
+       "Country/Region                                                                  \n",
+       "France          3400324  3419210  3444888  3465964  3466629  3467051  3467884   \n",
+       "\n",
+       "                2/15/21  \n",
+       "Country/Region           \n",
+       "France          3528856  \n",
+       "\n",
+       "[1 rows x 393 columns]"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data_selection4 = data[data[\"Country/Region\"].isin([\"France\"])]\n",
+    "data_selection5 = data_selection4[data_selection4[\"Province/State\"].isna()]\n",
+    "data_selection5 = data_selection4.groupby('Country/Region').sum()\n",
+    "data_selection5"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
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+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></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>1/28/20</th>\n",
+       "      <th>1/29/20</th>\n",
+       "      <th>...</th>\n",
+       "      <th>2/6/21</th>\n",
+       "      <th>2/7/21</th>\n",
+       "      <th>2/8/21</th>\n",
+       "      <th>2/9/21</th>\n",
+       "      <th>2/10/21</th>\n",
+       "      <th>2/11/21</th>\n",
+       "      <th>2/12/21</th>\n",
+       "      <th>2/13/21</th>\n",
+       "      <th>2/14/21</th>\n",
+       "      <th>2/15/21</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>France</th>\n",
+       "      <td>46.2276</td>\n",
+       "      <td>2.2137</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>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>...</td>\n",
+       "      <td>3376266</td>\n",
+       "      <td>3395981</td>\n",
+       "      <td>3400324</td>\n",
+       "      <td>3419210</td>\n",
+       "      <td>3444888</td>\n",
+       "      <td>3465964</td>\n",
+       "      <td>3466629</td>\n",
+       "      <td>3467051</td>\n",
+       "      <td>3467884</td>\n",
+       "      <td>3528856</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>1 rows × 393 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                    Lat    Long  1/22/20  1/23/20  1/24/20  1/25/20  1/26/20  \\\n",
+       "Country/Region                                                                 \n",
+       "France          46.2276  2.2137        0        0        2        3        3   \n",
+       "\n",
+       "                1/27/20  1/28/20  1/29/20  ...   2/6/21   2/7/21   2/8/21  \\\n",
+       "Country/Region                             ...                              \n",
+       "France                3        4        5  ...  3376266  3395981  3400324   \n",
+       "\n",
+       "                 2/9/21  2/10/21  2/11/21  2/12/21  2/13/21  2/14/21  2/15/21  \n",
+       "Country/Region                                                                 \n",
+       "France          3419210  3444888  3465964  3466629  3467051  3467884  3528856  \n",
+       "\n",
+       "[1 rows x 393 columns]"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data_selection5.loc[:, 'Lat'] =46.227600\n",
+    "data_selection5.loc[:, 'Long'] =2.213700\n",
+    "data_selection5.copy()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### 11ème pays : la Hollande"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
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+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
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+       "      <th></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>1/28/20</th>\n",
+       "      <th>1/29/20</th>\n",
+       "      <th>...</th>\n",
+       "      <th>2/6/21</th>\n",
+       "      <th>2/7/21</th>\n",
+       "      <th>2/8/21</th>\n",
+       "      <th>2/9/21</th>\n",
+       "      <th>2/10/21</th>\n",
+       "      <th>2/11/21</th>\n",
+       "      <th>2/12/21</th>\n",
+       "      <th>2/13/21</th>\n",
+       "      <th>2/14/21</th>\n",
+       "      <th>2/15/21</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>Netherlands</th>\n",
+       "      <td>107.0442</td>\n",
+       "      <td>-264.9603</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>1015757</td>\n",
+       "      <td>1019720</td>\n",
+       "      <td>1021966</td>\n",
+       "      <td>1023779</td>\n",
+       "      <td>1027023</td>\n",
+       "      <td>1031454</td>\n",
+       "      <td>1035841</td>\n",
+       "      <td>1040070</td>\n",
+       "      <td>1043541</td>\n",
+       "      <td>1046381</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>1 rows × 393 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                     Lat      Long  1/22/20  1/23/20  1/24/20  1/25/20  \\\n",
+       "Country/Region                                                           \n",
+       "Netherlands     107.0442 -264.9603        0        0        0        0   \n",
+       "\n",
+       "                1/26/20  1/27/20  1/28/20  1/29/20  ...   2/6/21   2/7/21  \\\n",
+       "Country/Region                                      ...                     \n",
+       "Netherlands           0        0        0        0  ...  1015757  1019720   \n",
+       "\n",
+       "                 2/8/21   2/9/21  2/10/21  2/11/21  2/12/21  2/13/21  2/14/21  \\\n",
+       "Country/Region                                                                  \n",
+       "Netherlands     1021966  1023779  1027023  1031454  1035841  1040070  1043541   \n",
+       "\n",
+       "                2/15/21  \n",
+       "Country/Region           \n",
+       "Netherlands     1046381  \n",
+       "\n",
+       "[1 rows x 393 columns]"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data_selection6 = data[data[\"Country/Region\"].isin([\"Netherlands\"])]\n",
+    "data_selection7 = data_selection6[data_selection6[\"Province/State\"].isna()]\n",
+    "data_selection7 = data_selection6.groupby('Country/Region').sum()\n",
+    "data_selection7"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
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+       "    </tr>\n",
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+       "      <th>Country/Region</th>\n",
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+       "      <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>Netherlands</th>\n",
+       "      <td>55.3781</td>\n",
+       "      <td>5.2913</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>1015757</td>\n",
+       "      <td>1019720</td>\n",
+       "      <td>1021966</td>\n",
+       "      <td>1023779</td>\n",
+       "      <td>1027023</td>\n",
+       "      <td>1031454</td>\n",
+       "      <td>1035841</td>\n",
+       "      <td>1040070</td>\n",
+       "      <td>1043541</td>\n",
+       "      <td>1046381</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>1 rows × 393 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                    Lat    Long  1/22/20  1/23/20  1/24/20  1/25/20  1/26/20  \\\n",
+       "Country/Region                                                                 \n",
+       "Netherlands     55.3781  5.2913        0        0        0        0        0   \n",
+       "\n",
+       "                1/27/20  1/28/20  1/29/20  ...   2/6/21   2/7/21   2/8/21  \\\n",
+       "Country/Region                             ...                              \n",
+       "Netherlands           0        0        0  ...  1015757  1019720  1021966   \n",
+       "\n",
+       "                 2/9/21  2/10/21  2/11/21  2/12/21  2/13/21  2/14/21  2/15/21  \n",
+       "Country/Region                                                                 \n",
+       "Netherlands     1023779  1027023  1031454  1035841  1040070  1043541  1046381  \n",
+       "\n",
+       "[1 rows x 393 columns]"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data_selection7.loc[:, 'Lat'] =55.378100\n",
+    "data_selection7.loc[:, 'Long'] =5.291300\n",
+    "data_selection7.copy()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### 12ème pays : le Royaume Unis"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
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+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>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>1/28/20</th>\n",
+       "      <th>1/29/20</th>\n",
+       "      <th>...</th>\n",
+       "      <th>2/6/21</th>\n",
+       "      <th>2/7/21</th>\n",
+       "      <th>2/8/21</th>\n",
+       "      <th>2/9/21</th>\n",
+       "      <th>2/10/21</th>\n",
+       "      <th>2/11/21</th>\n",
+       "      <th>2/12/21</th>\n",
+       "      <th>2/13/21</th>\n",
+       "      <th>2/14/21</th>\n",
+       "      <th>2/15/21</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>United Kingdom</th>\n",
+       "      <td>270.029898</td>\n",
+       "      <td>-482.924666</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>3941273</td>\n",
+       "      <td>3957177</td>\n",
+       "      <td>3971315</td>\n",
+       "      <td>3983756</td>\n",
+       "      <td>3996833</td>\n",
+       "      <td>4010376</td>\n",
+       "      <td>4025574</td>\n",
+       "      <td>4038929</td>\n",
+       "      <td>4049920</td>\n",
+       "      <td>4059696</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>1 rows × 393 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                       Lat        Long  1/22/20  1/23/20  1/24/20  1/25/20  \\\n",
+       "Country/Region                                                               \n",
+       "United Kingdom  270.029898 -482.924666        0        0        0        0   \n",
+       "\n",
+       "                1/26/20  1/27/20  1/28/20  1/29/20  ...   2/6/21   2/7/21  \\\n",
+       "Country/Region                                      ...                     \n",
+       "United Kingdom        0        0        0        0  ...  3941273  3957177   \n",
+       "\n",
+       "                 2/8/21   2/9/21  2/10/21  2/11/21  2/12/21  2/13/21  2/14/21  \\\n",
+       "Country/Region                                                                  \n",
+       "United Kingdom  3971315  3983756  3996833  4010376  4025574  4038929  4049920   \n",
+       "\n",
+       "                2/15/21  \n",
+       "Country/Region           \n",
+       "United Kingdom  4059696  \n",
+       "\n",
+       "[1 rows x 393 columns]"
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data_selection8 = data[data[\"Country/Region\"].isin([\"United Kingdom\"])]\n",
+    "data_selection8\n",
+    "data_selection9 = data_selection8[data_selection8[\"Province/State\"].isna()]\n",
+    "data_selection9 = data_selection8.groupby('Country/Region').sum()\n",
+    "data_selection9.copy()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
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+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>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>1/28/20</th>\n",
+       "      <th>1/29/20</th>\n",
+       "      <th>...</th>\n",
+       "      <th>2/6/21</th>\n",
+       "      <th>2/7/21</th>\n",
+       "      <th>2/8/21</th>\n",
+       "      <th>2/9/21</th>\n",
+       "      <th>2/10/21</th>\n",
+       "      <th>2/11/21</th>\n",
+       "      <th>2/12/21</th>\n",
+       "      <th>2/13/21</th>\n",
+       "      <th>2/14/21</th>\n",
+       "      <th>2/15/21</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>United Kingdom</th>\n",
+       "      <td>52.1326</td>\n",
+       "      <td>3.436</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>3941273</td>\n",
+       "      <td>3957177</td>\n",
+       "      <td>3971315</td>\n",
+       "      <td>3983756</td>\n",
+       "      <td>3996833</td>\n",
+       "      <td>4010376</td>\n",
+       "      <td>4025574</td>\n",
+       "      <td>4038929</td>\n",
+       "      <td>4049920</td>\n",
+       "      <td>4059696</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>1 rows × 393 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                    Lat   Long  1/22/20  1/23/20  1/24/20  1/25/20  1/26/20  \\\n",
+       "Country/Region                                                                \n",
+       "United Kingdom  52.1326  3.436        0        0        0        0        0   \n",
+       "\n",
+       "                1/27/20  1/28/20  1/29/20  ...   2/6/21   2/7/21   2/8/21  \\\n",
+       "Country/Region                             ...                              \n",
+       "United Kingdom        0        0        0  ...  3941273  3957177  3971315   \n",
+       "\n",
+       "                 2/9/21  2/10/21  2/11/21  2/12/21  2/13/21  2/14/21  2/15/21  \n",
+       "Country/Region                                                                 \n",
+       "United Kingdom  3983756  3996833  4010376  4025574  4038929  4049920  4059696  \n",
+       "\n",
+       "[1 rows x 393 columns]"
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data_selection9.loc[:, 'Lat'] =52.132600\n",
+    "data_selection9.loc[:, 'Long'] =3.436000\n",
+    "data_selection9.copy()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## la chine, ses provinces dont Hong Kong\n",
+    "Pour répondre à l'exercice, nous devons cumuler les résultats des provinces de la Chine sans la région de Hong Kong qui doit être isolée."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### 13ème \"pays\" : Hong Kong"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
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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>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>1/28/20</th>\n",
+       "      <th>1/29/20</th>\n",
+       "      <th>...</th>\n",
+       "      <th>2/6/21</th>\n",
+       "      <th>2/7/21</th>\n",
+       "      <th>2/8/21</th>\n",
+       "      <th>2/9/21</th>\n",
+       "      <th>2/10/21</th>\n",
+       "      <th>2/11/21</th>\n",
+       "      <th>2/12/21</th>\n",
+       "      <th>2/13/21</th>\n",
+       "      <th>2/14/21</th>\n",
+       "      <th>2/15/21</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>China</th>\n",
+       "      <td>22.3</td>\n",
+       "      <td>114.2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>5</td>\n",
+       "      <td>8</td>\n",
+       "      <td>8</td>\n",
+       "      <td>8</td>\n",
+       "      <td>10</td>\n",
+       "      <td>...</td>\n",
+       "      <td>10608</td>\n",
+       "      <td>10635</td>\n",
+       "      <td>10667</td>\n",
+       "      <td>10693</td>\n",
+       "      <td>10710</td>\n",
+       "      <td>10731</td>\n",
+       "      <td>10755</td>\n",
+       "      <td>10767</td>\n",
+       "      <td>10779</td>\n",
+       "      <td>10788</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>1 rows × 393 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                 Lat   Long  1/22/20  1/23/20  1/24/20  1/25/20  1/26/20  \\\n",
+       "Country/Region                                                             \n",
+       "China           22.3  114.2        0        2        2        5        8   \n",
+       "\n",
+       "                1/27/20  1/28/20  1/29/20  ...  2/6/21  2/7/21  2/8/21  \\\n",
+       "Country/Region                             ...                           \n",
+       "China                 8        8       10  ...   10608   10635   10667   \n",
+       "\n",
+       "                2/9/21  2/10/21  2/11/21  2/12/21  2/13/21  2/14/21  2/15/21  \n",
+       "Country/Region                                                                \n",
+       "China            10693    10710    10731    10755    10767    10779    10788  \n",
+       "\n",
+       "[1 rows x 393 columns]"
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data_Hong_Kong = data[data[\"Province/State\"].isin([\"Hong Kong\"])]\n",
+    "data_Hong_Kong2 =data_Hong_Kong.groupby('Country/Region').sum()\n",
+    "data_Hong_Kong2"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "modification de l'index China (Country/Region) en celui de Hong Kong (Province/State) correspondant au regroupement."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 53,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "data_Hong_Kong2.rename({\"China\":\"Hong Kong\"},inplace=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 54,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
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+       "\n",
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+       "\n",
+       "    .dataframe thead th {\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>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>1/28/20</th>\n",
+       "      <th>1/29/20</th>\n",
+       "      <th>...</th>\n",
+       "      <th>2/6/21</th>\n",
+       "      <th>2/7/21</th>\n",
+       "      <th>2/8/21</th>\n",
+       "      <th>2/9/21</th>\n",
+       "      <th>2/10/21</th>\n",
+       "      <th>2/11/21</th>\n",
+       "      <th>2/12/21</th>\n",
+       "      <th>2/13/21</th>\n",
+       "      <th>2/14/21</th>\n",
+       "      <th>2/15/21</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Hong_Kong</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>Hong Kong</th>\n",
+       "      <td>22.3</td>\n",
+       "      <td>114.2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>5</td>\n",
+       "      <td>8</td>\n",
+       "      <td>8</td>\n",
+       "      <td>8</td>\n",
+       "      <td>10</td>\n",
+       "      <td>...</td>\n",
+       "      <td>10608</td>\n",
+       "      <td>10635</td>\n",
+       "      <td>10667</td>\n",
+       "      <td>10693</td>\n",
+       "      <td>10710</td>\n",
+       "      <td>10731</td>\n",
+       "      <td>10755</td>\n",
+       "      <td>10767</td>\n",
+       "      <td>10779</td>\n",
+       "      <td>10788</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>1 rows × 393 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "            Lat   Long  1/22/20  1/23/20  1/24/20  1/25/20  1/26/20  1/27/20  \\\n",
+       "Hong_Kong                                                                      \n",
+       "Hong Kong  22.3  114.2        0        2        2        5        8        8   \n",
+       "\n",
+       "           1/28/20  1/29/20  ...  2/6/21  2/7/21  2/8/21  2/9/21  2/10/21  \\\n",
+       "Hong_Kong                    ...                                            \n",
+       "Hong Kong        8       10  ...   10608   10635   10667   10693    10710   \n",
+       "\n",
+       "           2/11/21  2/12/21  2/13/21  2/14/21  2/15/21  \n",
+       "Hong_Kong                                               \n",
+       "Hong Kong    10731    10755    10767    10779    10788  \n",
+       "\n",
+       "[1 rows x 393 columns]"
+      ]
+     },
+     "execution_count": 54,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data_Hong_Kong3 = data_Hong_Kong2.copy()\n",
+    "data_Hong_Kong3"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### 14ème pays : la Chine\n",
+    "\n",
+    "33 provinces sont répertoriées pour la Chine dans cette extraction avec la province de Hong Kong"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
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+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>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>2/6/21</th>\n",
+       "      <th>2/7/21</th>\n",
+       "      <th>2/8/21</th>\n",
+       "      <th>2/9/21</th>\n",
+       "      <th>2/10/21</th>\n",
+       "      <th>2/11/21</th>\n",
+       "      <th>2/12/21</th>\n",
+       "      <th>2/13/21</th>\n",
+       "      <th>2/14/21</th>\n",
+       "      <th>2/15/21</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>58</th>\n",
+       "      <td>Anhui</td>\n",
+       "      <td>China</td>\n",
+       "      <td>31.8257</td>\n",
+       "      <td>117.2264</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>994</td>\n",
+       "      <td>994</td>\n",
+       "      <td>994</td>\n",
+       "      <td>994</td>\n",
+       "      <td>994</td>\n",
+       "      <td>994</td>\n",
+       "      <td>994</td>\n",
+       "      <td>994</td>\n",
+       "      <td>994</td>\n",
+       "      <td>994</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>59</th>\n",
+       "      <td>Beijing</td>\n",
+       "      <td>China</td>\n",
+       "      <td>40.1824</td>\n",
+       "      <td>116.4142</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>1046</td>\n",
+       "      <td>1046</td>\n",
+       "      <td>1046</td>\n",
+       "      <td>1046</td>\n",
+       "      <td>1046</td>\n",
+       "      <td>1046</td>\n",
+       "      <td>1046</td>\n",
+       "      <td>1046</td>\n",
+       "      <td>1046</td>\n",
+       "      <td>1046</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>60</th>\n",
+       "      <td>Chongqing</td>\n",
+       "      <td>China</td>\n",
+       "      <td>30.0572</td>\n",
+       "      <td>107.8740</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>591</td>\n",
+       "      <td>591</td>\n",
+       "      <td>591</td>\n",
+       "      <td>591</td>\n",
+       "      <td>591</td>\n",
+       "      <td>591</td>\n",
+       "      <td>591</td>\n",
+       "      <td>591</td>\n",
+       "      <td>591</td>\n",
+       "      <td>591</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>61</th>\n",
+       "      <td>Fujian</td>\n",
+       "      <td>China</td>\n",
+       "      <td>26.0789</td>\n",
+       "      <td>117.9874</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>545</td>\n",
+       "      <td>545</td>\n",
+       "      <td>546</td>\n",
+       "      <td>547</td>\n",
+       "      <td>548</td>\n",
+       "      <td>548</td>\n",
+       "      <td>548</td>\n",
+       "      <td>548</td>\n",
+       "      <td>548</td>\n",
+       "      <td>548</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>62</th>\n",
+       "      <td>Gansu</td>\n",
+       "      <td>China</td>\n",
+       "      <td>35.7518</td>\n",
+       "      <td>104.2861</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>187</td>\n",
+       "      <td>187</td>\n",
+       "      <td>187</td>\n",
+       "      <td>187</td>\n",
+       "      <td>187</td>\n",
+       "      <td>187</td>\n",
+       "      <td>187</td>\n",
+       "      <td>187</td>\n",
+       "      <td>187</td>\n",
+       "      <td>187</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>63</th>\n",
+       "      <td>Guangdong</td>\n",
+       "      <td>China</td>\n",
+       "      <td>23.3417</td>\n",
+       "      <td>113.4244</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>2137</td>\n",
+       "      <td>2144</td>\n",
+       "      <td>2151</td>\n",
+       "      <td>2151</td>\n",
+       "      <td>2152</td>\n",
+       "      <td>2154</td>\n",
+       "      <td>2157</td>\n",
+       "      <td>2159</td>\n",
+       "      <td>2163</td>\n",
+       "      <td>2171</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>64</th>\n",
+       "      <td>Guangxi</td>\n",
+       "      <td>China</td>\n",
+       "      <td>23.8298</td>\n",
+       "      <td>108.7881</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>267</td>\n",
+       "      <td>267</td>\n",
+       "      <td>267</td>\n",
+       "      <td>267</td>\n",
+       "      <td>267</td>\n",
+       "      <td>267</td>\n",
+       "      <td>267</td>\n",
+       "      <td>267</td>\n",
+       "      <td>267</td>\n",
+       "      <td>267</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>65</th>\n",
+       "      <td>Guizhou</td>\n",
+       "      <td>China</td>\n",
+       "      <td>26.8154</td>\n",
+       "      <td>106.8748</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>147</td>\n",
+       "      <td>147</td>\n",
+       "      <td>147</td>\n",
+       "      <td>147</td>\n",
+       "      <td>147</td>\n",
+       "      <td>147</td>\n",
+       "      <td>147</td>\n",
+       "      <td>147</td>\n",
+       "      <td>147</td>\n",
+       "      <td>147</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>66</th>\n",
+       "      <td>Hainan</td>\n",
+       "      <td>China</td>\n",
+       "      <td>19.1959</td>\n",
+       "      <td>109.7453</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>171</td>\n",
+       "      <td>171</td>\n",
+       "      <td>171</td>\n",
+       "      <td>171</td>\n",
+       "      <td>171</td>\n",
+       "      <td>171</td>\n",
+       "      <td>171</td>\n",
+       "      <td>171</td>\n",
+       "      <td>171</td>\n",
+       "      <td>171</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>67</th>\n",
+       "      <td>Hebei</td>\n",
+       "      <td>China</td>\n",
+       "      <td>39.5490</td>\n",
+       "      <td>116.1306</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>1316</td>\n",
+       "      <td>1316</td>\n",
+       "      <td>1316</td>\n",
+       "      <td>1316</td>\n",
+       "      <td>1316</td>\n",
+       "      <td>1316</td>\n",
+       "      <td>1316</td>\n",
+       "      <td>1316</td>\n",
+       "      <td>1317</td>\n",
+       "      <td>1317</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>68</th>\n",
+       "      <td>Heilongjiang</td>\n",
+       "      <td>China</td>\n",
+       "      <td>47.8620</td>\n",
+       "      <td>127.7615</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>1609</td>\n",
+       "      <td>1609</td>\n",
+       "      <td>1609</td>\n",
+       "      <td>1609</td>\n",
+       "      <td>1609</td>\n",
+       "      <td>1609</td>\n",
+       "      <td>1609</td>\n",
+       "      <td>1609</td>\n",
+       "      <td>1609</td>\n",
+       "      <td>1609</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>69</th>\n",
+       "      <td>Henan</td>\n",
+       "      <td>China</td>\n",
+       "      <td>37.8957</td>\n",
+       "      <td>114.9042</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>1303</td>\n",
+       "      <td>1303</td>\n",
+       "      <td>1303</td>\n",
+       "      <td>1303</td>\n",
+       "      <td>1303</td>\n",
+       "      <td>1303</td>\n",
+       "      <td>1303</td>\n",
+       "      <td>1303</td>\n",
+       "      <td>1304</td>\n",
+       "      <td>1304</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>70</th>\n",
+       "      <td>Hong Kong</td>\n",
+       "      <td>China</td>\n",
+       "      <td>22.3000</td>\n",
+       "      <td>114.2000</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>5</td>\n",
+       "      <td>8</td>\n",
+       "      <td>8</td>\n",
+       "      <td>...</td>\n",
+       "      <td>10608</td>\n",
+       "      <td>10635</td>\n",
+       "      <td>10667</td>\n",
+       "      <td>10693</td>\n",
+       "      <td>10710</td>\n",
+       "      <td>10731</td>\n",
+       "      <td>10755</td>\n",
+       "      <td>10767</td>\n",
+       "      <td>10779</td>\n",
+       "      <td>10788</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>71</th>\n",
+       "      <td>Hubei</td>\n",
+       "      <td>China</td>\n",
+       "      <td>30.9756</td>\n",
+       "      <td>112.2707</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>68150</td>\n",
+       "      <td>68150</td>\n",
+       "      <td>68150</td>\n",
+       "      <td>68150</td>\n",
+       "      <td>68150</td>\n",
+       "      <td>68150</td>\n",
+       "      <td>68150</td>\n",
+       "      <td>68150</td>\n",
+       "      <td>68150</td>\n",
+       "      <td>68150</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>72</th>\n",
+       "      <td>Hunan</td>\n",
+       "      <td>China</td>\n",
+       "      <td>27.6104</td>\n",
+       "      <td>111.7088</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>1033</td>\n",
+       "      <td>1033</td>\n",
+       "      <td>1033</td>\n",
+       "      <td>1033</td>\n",
+       "      <td>1033</td>\n",
+       "      <td>1033</td>\n",
+       "      <td>1033</td>\n",
+       "      <td>1033</td>\n",
+       "      <td>1033</td>\n",
+       "      <td>1033</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>73</th>\n",
+       "      <td>Inner Mongolia</td>\n",
+       "      <td>China</td>\n",
+       "      <td>44.0935</td>\n",
+       "      <td>113.9448</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>366</td>\n",
+       "      <td>366</td>\n",
+       "      <td>366</td>\n",
+       "      <td>366</td>\n",
+       "      <td>366</td>\n",
+       "      <td>366</td>\n",
+       "      <td>366</td>\n",
+       "      <td>367</td>\n",
+       "      <td>367</td>\n",
+       "      <td>367</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>74</th>\n",
+       "      <td>Jiangsu</td>\n",
+       "      <td>China</td>\n",
+       "      <td>32.9711</td>\n",
+       "      <td>119.4550</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>701</td>\n",
+       "      <td>701</td>\n",
+       "      <td>702</td>\n",
+       "      <td>703</td>\n",
+       "      <td>703</td>\n",
+       "      <td>703</td>\n",
+       "      <td>703</td>\n",
+       "      <td>703</td>\n",
+       "      <td>703</td>\n",
+       "      <td>703</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75</th>\n",
+       "      <td>Jiangxi</td>\n",
+       "      <td>China</td>\n",
+       "      <td>27.6140</td>\n",
+       "      <td>115.7221</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>935</td>\n",
+       "      <td>935</td>\n",
+       "      <td>935</td>\n",
+       "      <td>935</td>\n",
+       "      <td>935</td>\n",
+       "      <td>935</td>\n",
+       "      <td>935</td>\n",
+       "      <td>935</td>\n",
+       "      <td>935</td>\n",
+       "      <td>935</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>76</th>\n",
+       "      <td>Jilin</td>\n",
+       "      <td>China</td>\n",
+       "      <td>43.6661</td>\n",
+       "      <td>126.1923</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>573</td>\n",
+       "      <td>573</td>\n",
+       "      <td>573</td>\n",
+       "      <td>573</td>\n",
+       "      <td>573</td>\n",
+       "      <td>573</td>\n",
+       "      <td>573</td>\n",
+       "      <td>573</td>\n",
+       "      <td>573</td>\n",
+       "      <td>573</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>77</th>\n",
+       "      <td>Liaoning</td>\n",
+       "      <td>China</td>\n",
+       "      <td>41.2956</td>\n",
+       "      <td>122.6085</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>402</td>\n",
+       "      <td>402</td>\n",
+       "      <td>402</td>\n",
+       "      <td>402</td>\n",
+       "      <td>402</td>\n",
+       "      <td>403</td>\n",
+       "      <td>404</td>\n",
+       "      <td>404</td>\n",
+       "      <td>404</td>\n",
+       "      <td>404</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>78</th>\n",
+       "      <td>Macau</td>\n",
+       "      <td>China</td>\n",
+       "      <td>22.1667</td>\n",
+       "      <td>113.5500</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>48</td>\n",
+       "      <td>48</td>\n",
+       "      <td>48</td>\n",
+       "      <td>48</td>\n",
+       "      <td>48</td>\n",
+       "      <td>48</td>\n",
+       "      <td>48</td>\n",
+       "      <td>48</td>\n",
+       "      <td>48</td>\n",
+       "      <td>48</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>79</th>\n",
+       "      <td>Ningxia</td>\n",
+       "      <td>China</td>\n",
+       "      <td>37.2692</td>\n",
+       "      <td>106.1655</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>75</td>\n",
+       "      <td>75</td>\n",
+       "      <td>75</td>\n",
+       "      <td>75</td>\n",
+       "      <td>75</td>\n",
+       "      <td>75</td>\n",
+       "      <td>75</td>\n",
+       "      <td>75</td>\n",
+       "      <td>75</td>\n",
+       "      <td>75</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>80</th>\n",
+       "      <td>Qinghai</td>\n",
+       "      <td>China</td>\n",
+       "      <td>35.7452</td>\n",
+       "      <td>95.9956</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>18</td>\n",
+       "      <td>18</td>\n",
+       "      <td>18</td>\n",
+       "      <td>18</td>\n",
+       "      <td>18</td>\n",
+       "      <td>18</td>\n",
+       "      <td>18</td>\n",
+       "      <td>18</td>\n",
+       "      <td>18</td>\n",
+       "      <td>18</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>81</th>\n",
+       "      <td>Shaanxi</td>\n",
+       "      <td>China</td>\n",
+       "      <td>35.1917</td>\n",
+       "      <td>108.8701</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>542</td>\n",
+       "      <td>542</td>\n",
+       "      <td>542</td>\n",
+       "      <td>543</td>\n",
+       "      <td>543</td>\n",
+       "      <td>543</td>\n",
+       "      <td>543</td>\n",
+       "      <td>544</td>\n",
+       "      <td>545</td>\n",
+       "      <td>547</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>82</th>\n",
+       "      <td>Shandong</td>\n",
+       "      <td>China</td>\n",
+       "      <td>36.3427</td>\n",
+       "      <td>118.1498</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>866</td>\n",
+       "      <td>866</td>\n",
+       "      <td>867</td>\n",
+       "      <td>867</td>\n",
+       "      <td>867</td>\n",
+       "      <td>867</td>\n",
+       "      <td>867</td>\n",
+       "      <td>867</td>\n",
+       "      <td>867</td>\n",
+       "      <td>867</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>83</th>\n",
+       "      <td>Shanghai</td>\n",
+       "      <td>China</td>\n",
+       "      <td>31.2020</td>\n",
+       "      <td>121.4491</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>1732</td>\n",
+       "      <td>1739</td>\n",
+       "      <td>1741</td>\n",
+       "      <td>1747</td>\n",
+       "      <td>1747</td>\n",
+       "      <td>1754</td>\n",
+       "      <td>1757</td>\n",
+       "      <td>1759</td>\n",
+       "      <td>1760</td>\n",
+       "      <td>1765</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>84</th>\n",
+       "      <td>Shanxi</td>\n",
+       "      <td>China</td>\n",
+       "      <td>37.5777</td>\n",
+       "      <td>112.2922</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>239</td>\n",
+       "      <td>239</td>\n",
+       "      <td>239</td>\n",
+       "      <td>239</td>\n",
+       "      <td>239</td>\n",
+       "      <td>239</td>\n",
+       "      <td>239</td>\n",
+       "      <td>239</td>\n",
+       "      <td>239</td>\n",
+       "      <td>239</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>85</th>\n",
+       "      <td>Sichuan</td>\n",
+       "      <td>China</td>\n",
+       "      <td>30.6171</td>\n",
+       "      <td>102.7103</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>873</td>\n",
+       "      <td>873</td>\n",
+       "      <td>874</td>\n",
+       "      <td>875</td>\n",
+       "      <td>875</td>\n",
+       "      <td>877</td>\n",
+       "      <td>877</td>\n",
+       "      <td>878</td>\n",
+       "      <td>878</td>\n",
+       "      <td>879</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>86</th>\n",
+       "      <td>Tianjin</td>\n",
+       "      <td>China</td>\n",
+       "      <td>39.3054</td>\n",
+       "      <td>117.3230</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>346</td>\n",
+       "      <td>346</td>\n",
+       "      <td>346</td>\n",
+       "      <td>347</td>\n",
+       "      <td>347</td>\n",
+       "      <td>347</td>\n",
+       "      <td>348</td>\n",
+       "      <td>348</td>\n",
+       "      <td>349</td>\n",
+       "      <td>349</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>87</th>\n",
+       "      <td>Tibet</td>\n",
+       "      <td>China</td>\n",
+       "      <td>31.6927</td>\n",
+       "      <td>88.0924</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>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>88</th>\n",
+       "      <td>Xinjiang</td>\n",
+       "      <td>China</td>\n",
+       "      <td>41.1129</td>\n",
+       "      <td>85.2401</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>...</td>\n",
+       "      <td>980</td>\n",
+       "      <td>980</td>\n",
+       "      <td>980</td>\n",
+       "      <td>980</td>\n",
+       "      <td>980</td>\n",
+       "      <td>980</td>\n",
+       "      <td>980</td>\n",
+       "      <td>980</td>\n",
+       "      <td>980</td>\n",
+       "      <td>980</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>89</th>\n",
+       "      <td>Yunnan</td>\n",
+       "      <td>China</td>\n",
+       "      <td>24.9740</td>\n",
+       "      <td>101.4870</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>5</td>\n",
+       "      <td>11</td>\n",
+       "      <td>16</td>\n",
+       "      <td>26</td>\n",
+       "      <td>...</td>\n",
+       "      <td>231</td>\n",
+       "      <td>231</td>\n",
+       "      <td>231</td>\n",
+       "      <td>231</td>\n",
+       "      <td>231</td>\n",
+       "      <td>231</td>\n",
+       "      <td>231</td>\n",
+       "      <td>231</td>\n",
+       "      <td>231</td>\n",
+       "      <td>231</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>90</th>\n",
+       "      <td>Zhejiang</td>\n",
+       "      <td>China</td>\n",
+       "      <td>29.1832</td>\n",
+       "      <td>120.0934</td>\n",
+       "      <td>10</td>\n",
+       "      <td>27</td>\n",
+       "      <td>43</td>\n",
+       "      <td>62</td>\n",
+       "      <td>104</td>\n",
+       "      <td>128</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1316</td>\n",
+       "      <td>1316</td>\n",
+       "      <td>1317</td>\n",
+       "      <td>1320</td>\n",
+       "      <td>1320</td>\n",
+       "      <td>1320</td>\n",
+       "      <td>1320</td>\n",
+       "      <td>1320</td>\n",
+       "      <td>1320</td>\n",
+       "      <td>1320</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>33 rows × 395 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    Province/State Country/Region      Lat      Long  1/22/20  1/23/20  \\\n",
+       "58           Anhui          China  31.8257  117.2264        1        9   \n",
+       "59         Beijing          China  40.1824  116.4142       14       22   \n",
+       "60       Chongqing          China  30.0572  107.8740        6        9   \n",
+       "61          Fujian          China  26.0789  117.9874        1        5   \n",
+       "62           Gansu          China  35.7518  104.2861        0        2   \n",
+       "63       Guangdong          China  23.3417  113.4244       26       32   \n",
+       "64         Guangxi          China  23.8298  108.7881        2        5   \n",
+       "65         Guizhou          China  26.8154  106.8748        1        3   \n",
+       "66          Hainan          China  19.1959  109.7453        4        5   \n",
+       "67           Hebei          China  39.5490  116.1306        1        1   \n",
+       "68    Heilongjiang          China  47.8620  127.7615        0        2   \n",
+       "69           Henan          China  37.8957  114.9042        5        5   \n",
+       "70       Hong Kong          China  22.3000  114.2000        0        2   \n",
+       "71           Hubei          China  30.9756  112.2707      444      444   \n",
+       "72           Hunan          China  27.6104  111.7088        4        9   \n",
+       "73  Inner Mongolia          China  44.0935  113.9448        0        0   \n",
+       "74         Jiangsu          China  32.9711  119.4550        1        5   \n",
+       "75         Jiangxi          China  27.6140  115.7221        2        7   \n",
+       "76           Jilin          China  43.6661  126.1923        0        1   \n",
+       "77        Liaoning          China  41.2956  122.6085        2        3   \n",
+       "78           Macau          China  22.1667  113.5500        1        2   \n",
+       "79         Ningxia          China  37.2692  106.1655        1        1   \n",
+       "80         Qinghai          China  35.7452   95.9956        0        0   \n",
+       "81         Shaanxi          China  35.1917  108.8701        0        3   \n",
+       "82        Shandong          China  36.3427  118.1498        2        6   \n",
+       "83        Shanghai          China  31.2020  121.4491        9       16   \n",
+       "84          Shanxi          China  37.5777  112.2922        1        1   \n",
+       "85         Sichuan          China  30.6171  102.7103        5        8   \n",
+       "86         Tianjin          China  39.3054  117.3230        4        4   \n",
+       "87           Tibet          China  31.6927   88.0924        0        0   \n",
+       "88        Xinjiang          China  41.1129   85.2401        0        2   \n",
+       "89          Yunnan          China  24.9740  101.4870        1        2   \n",
+       "90        Zhejiang          China  29.1832  120.0934       10       27   \n",
+       "\n",
+       "    1/24/20  1/25/20  1/26/20  1/27/20  ...  2/6/21  2/7/21  2/8/21  2/9/21  \\\n",
+       "58       15       39       60       70  ...     994     994     994     994   \n",
+       "59       36       41       68       80  ...    1046    1046    1046    1046   \n",
+       "60       27       57       75      110  ...     591     591     591     591   \n",
+       "61       10       18       35       59  ...     545     545     546     547   \n",
+       "62        2        4        7       14  ...     187     187     187     187   \n",
+       "63       53       78      111      151  ...    2137    2144    2151    2151   \n",
+       "64       23       23       36       46  ...     267     267     267     267   \n",
+       "65        3        4        5        7  ...     147     147     147     147   \n",
+       "66        8       19       22       33  ...     171     171     171     171   \n",
+       "67        2        8       13       18  ...    1316    1316    1316    1316   \n",
+       "68        4        9       15       21  ...    1609    1609    1609    1609   \n",
+       "69        9       32       83      128  ...    1303    1303    1303    1303   \n",
+       "70        2        5        8        8  ...   10608   10635   10667   10693   \n",
+       "71      549      761     1058     1423  ...   68150   68150   68150   68150   \n",
+       "72       24       43       69      100  ...    1033    1033    1033    1033   \n",
+       "73        1        7        7       11  ...     366     366     366     366   \n",
+       "74        9       18       33       47  ...     701     701     702     703   \n",
+       "75       18       18       36       72  ...     935     935     935     935   \n",
+       "76        3        4        4        6  ...     573     573     573     573   \n",
+       "77        4       17       21       27  ...     402     402     402     402   \n",
+       "78        2        2        5        6  ...      48      48      48      48   \n",
+       "79        2        3        4        7  ...      75      75      75      75   \n",
+       "80        0        1        1        6  ...      18      18      18      18   \n",
+       "81        5       15       22       35  ...     542     542     542     543   \n",
+       "82       15       27       46       75  ...     866     866     867     867   \n",
+       "83       20       33       40       53  ...    1732    1739    1741    1747   \n",
+       "84        1        6        9       13  ...     239     239     239     239   \n",
+       "85       15       28       44       69  ...     873     873     874     875   \n",
+       "86        8       10       14       23  ...     346     346     346     347   \n",
+       "87        0        0        0        0  ...       1       1       1       1   \n",
+       "88        2        3        4        5  ...     980     980     980     980   \n",
+       "89        5       11       16       26  ...     231     231     231     231   \n",
+       "90       43       62      104      128  ...    1316    1316    1317    1320   \n",
+       "\n",
+       "    2/10/21  2/11/21  2/12/21  2/13/21  2/14/21  2/15/21  \n",
+       "58      994      994      994      994      994      994  \n",
+       "59     1046     1046     1046     1046     1046     1046  \n",
+       "60      591      591      591      591      591      591  \n",
+       "61      548      548      548      548      548      548  \n",
+       "62      187      187      187      187      187      187  \n",
+       "63     2152     2154     2157     2159     2163     2171  \n",
+       "64      267      267      267      267      267      267  \n",
+       "65      147      147      147      147      147      147  \n",
+       "66      171      171      171      171      171      171  \n",
+       "67     1316     1316     1316     1316     1317     1317  \n",
+       "68     1609     1609     1609     1609     1609     1609  \n",
+       "69     1303     1303     1303     1303     1304     1304  \n",
+       "70    10710    10731    10755    10767    10779    10788  \n",
+       "71    68150    68150    68150    68150    68150    68150  \n",
+       "72     1033     1033     1033     1033     1033     1033  \n",
+       "73      366      366      366      367      367      367  \n",
+       "74      703      703      703      703      703      703  \n",
+       "75      935      935      935      935      935      935  \n",
+       "76      573      573      573      573      573      573  \n",
+       "77      402      403      404      404      404      404  \n",
+       "78       48       48       48       48       48       48  \n",
+       "79       75       75       75       75       75       75  \n",
+       "80       18       18       18       18       18       18  \n",
+       "81      543      543      543      544      545      547  \n",
+       "82      867      867      867      867      867      867  \n",
+       "83     1747     1754     1757     1759     1760     1765  \n",
+       "84      239      239      239      239      239      239  \n",
+       "85      875      877      877      878      878      879  \n",
+       "86      347      347      348      348      349      349  \n",
+       "87        1        1        1        1        1        1  \n",
+       "88      980      980      980      980      980      980  \n",
+       "89      231      231      231      231      231      231  \n",
+       "90     1320     1320     1320     1320     1320     1320  \n",
+       "\n",
+       "[33 rows x 395 columns]"
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data_selection10 = data[data[\"Country/Region\"].isin([\"China\"])]\n",
+    "data_selection10"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "La province de Hong Kong qui fait l'objet d'une sélection indépendante est soustraite de la somme des provinces en réutilisant **l'index (numéro 70)** sur la liste ci-dessus)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
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+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>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>1/28/20</th>\n",
+       "      <th>1/29/20</th>\n",
+       "      <th>...</th>\n",
+       "      <th>2/6/21</th>\n",
+       "      <th>2/7/21</th>\n",
+       "      <th>2/8/21</th>\n",
+       "      <th>2/9/21</th>\n",
+       "      <th>2/10/21</th>\n",
+       "      <th>2/11/21</th>\n",
+       "      <th>2/12/21</th>\n",
+       "      <th>2/13/21</th>\n",
+       "      <th>2/14/21</th>\n",
+       "      <th>2/15/21</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>China</th>\n",
+       "      <td>1085.2923</td>\n",
+       "      <td>3688.9377</td>\n",
+       "      <td>548</td>\n",
+       "      <td>643</td>\n",
+       "      <td>920</td>\n",
+       "      <td>1406</td>\n",
+       "      <td>2075</td>\n",
+       "      <td>2877</td>\n",
+       "      <td>5509</td>\n",
+       "      <td>6087</td>\n",
+       "      <td>...</td>\n",
+       "      <td>100348</td>\n",
+       "      <td>100389</td>\n",
+       "      <td>100435</td>\n",
+       "      <td>100475</td>\n",
+       "      <td>100494</td>\n",
+       "      <td>100527</td>\n",
+       "      <td>100559</td>\n",
+       "      <td>100578</td>\n",
+       "      <td>100599</td>\n",
+       "      <td>100624</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>1 rows × 393 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                      Lat       Long  1/22/20  1/23/20  1/24/20  1/25/20  \\\n",
+       "Country/Region                                                             \n",
+       "China           1085.2923  3688.9377      548      643      920     1406   \n",
+       "\n",
+       "                1/26/20  1/27/20  1/28/20  1/29/20  ...  2/6/21  2/7/21  \\\n",
+       "Country/Region                                      ...                   \n",
+       "China              2075     2877     5509     6087  ...  100348  100389   \n",
+       "\n",
+       "                2/8/21  2/9/21  2/10/21  2/11/21  2/12/21  2/13/21  2/14/21  \\\n",
+       "Country/Region                                                                \n",
+       "China           100435  100475   100494   100527   100559   100578   100599   \n",
+       "\n",
+       "                2/15/21  \n",
+       "Country/Region           \n",
+       "China            100624  \n",
+       "\n",
+       "[1 rows x 393 columns]"
+      ]
+     },
+     "execution_count": 15,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data_selection10[~data_selection10.index.isin([70])]\n",
+    "data_selection11 = data_selection10.groupby('Country/Region').sum()\n",
+    "data_selection11 "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Le résultat cumulé des colonnes sur l'infection journalière au SARS-COVID19 de l'ensemble des provinces présente des coordonnées non valides pour la latitude(Lat) et la longitude (Long) du pays. En prévison de graphiques sectoriels, je propose d'assigner la position du centre relatif de la Chine au niveau de la province d'**Hubei** Lat-30.9756  Long-1122707.\n",
+    "https://fr.wikipedia.org/wiki/P%C3%A9kin#/media/Fichier:RP_Chine_administrative2.jpg"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
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+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>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>1/28/20</th>\n",
+       "      <th>1/29/20</th>\n",
+       "      <th>...</th>\n",
+       "      <th>2/6/21</th>\n",
+       "      <th>2/7/21</th>\n",
+       "      <th>2/8/21</th>\n",
+       "      <th>2/9/21</th>\n",
+       "      <th>2/10/21</th>\n",
+       "      <th>2/11/21</th>\n",
+       "      <th>2/12/21</th>\n",
+       "      <th>2/13/21</th>\n",
+       "      <th>2/14/21</th>\n",
+       "      <th>2/15/21</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>China</th>\n",
+       "      <td>30.9756</td>\n",
+       "      <td>112.2707</td>\n",
+       "      <td>548</td>\n",
+       "      <td>643</td>\n",
+       "      <td>920</td>\n",
+       "      <td>1406</td>\n",
+       "      <td>2075</td>\n",
+       "      <td>2877</td>\n",
+       "      <td>5509</td>\n",
+       "      <td>6087</td>\n",
+       "      <td>...</td>\n",
+       "      <td>100348</td>\n",
+       "      <td>100389</td>\n",
+       "      <td>100435</td>\n",
+       "      <td>100475</td>\n",
+       "      <td>100494</td>\n",
+       "      <td>100527</td>\n",
+       "      <td>100559</td>\n",
+       "      <td>100578</td>\n",
+       "      <td>100599</td>\n",
+       "      <td>100624</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>1 rows × 393 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                    Lat      Long  1/22/20  1/23/20  1/24/20  1/25/20  \\\n",
+       "Country/Region                                                          \n",
+       "China           30.9756  112.2707      548      643      920     1406   \n",
+       "\n",
+       "                1/26/20  1/27/20  1/28/20  1/29/20  ...  2/6/21  2/7/21  \\\n",
+       "Country/Region                                      ...                   \n",
+       "China              2075     2877     5509     6087  ...  100348  100389   \n",
+       "\n",
+       "                2/8/21  2/9/21  2/10/21  2/11/21  2/12/21  2/13/21  2/14/21  \\\n",
+       "Country/Region                                                                \n",
+       "China           100435  100475   100494   100527   100559   100578   100599   \n",
+       "\n",
+       "                2/15/21  \n",
+       "Country/Region           \n",
+       "China            100624  \n",
+       "\n",
+       "[1 rows x 393 columns]"
+      ]
+     },
+     "execution_count": 16,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data_selection11.loc[:, 'Lat'] =30.9756\n",
+    "data_selection11.loc[:, 'Long'] =112.2707\n",
+    "data_selection11.copy()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## les 14 pays ou territoires à représenter"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 55,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
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+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
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+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>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>1/28/20</th>\n",
+       "      <th>1/29/20</th>\n",
+       "      <th>...</th>\n",
+       "      <th>2/6/21</th>\n",
+       "      <th>2/7/21</th>\n",
+       "      <th>2/8/21</th>\n",
+       "      <th>2/9/21</th>\n",
+       "      <th>2/10/21</th>\n",
+       "      <th>2/11/21</th>\n",
+       "      <th>2/12/21</th>\n",
+       "      <th>2/13/21</th>\n",
+       "      <th>2/14/21</th>\n",
+       "      <th>2/15/21</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>Belgium</th>\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>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>723870</td>\n",
+       "      <td>725610</td>\n",
+       "      <td>726483</td>\n",
+       "      <td>728334</td>\n",
+       "      <td>730951</td>\n",
+       "      <td>733100</td>\n",
+       "      <td>735220</td>\n",
+       "      <td>737115</td>\n",
+       "      <td>738631</td>\n",
+       "      <td>739488</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Germany</th>\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>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2285003</td>\n",
+       "      <td>2291673</td>\n",
+       "      <td>2296323</td>\n",
+       "      <td>2302051</td>\n",
+       "      <td>2311297</td>\n",
+       "      <td>2321225</td>\n",
+       "      <td>2330422</td>\n",
+       "      <td>2336906</td>\n",
+       "      <td>2341744</td>\n",
+       "      <td>2346876</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Iran</th>\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>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1459370</td>\n",
+       "      <td>1466435</td>\n",
+       "      <td>1473756</td>\n",
+       "      <td>1481396</td>\n",
+       "      <td>1488981</td>\n",
+       "      <td>1496455</td>\n",
+       "      <td>1503753</td>\n",
+       "      <td>1510873</td>\n",
+       "      <td>1518263</td>\n",
+       "      <td>1526023</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Italy</th>\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>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2625098</td>\n",
+       "      <td>2636738</td>\n",
+       "      <td>2644707</td>\n",
+       "      <td>2655319</td>\n",
+       "      <td>2668266</td>\n",
+       "      <td>2683403</td>\n",
+       "      <td>2697296</td>\n",
+       "      <td>2710819</td>\n",
+       "      <td>2721879</td>\n",
+       "      <td>2729223</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Japan</th>\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>7</td>\n",
+       "      <td>7</td>\n",
+       "      <td>...</td>\n",
+       "      <td>404128</td>\n",
+       "      <td>405765</td>\n",
+       "      <td>406992</td>\n",
+       "      <td>408550</td>\n",
+       "      <td>410434</td>\n",
+       "      <td>412125</td>\n",
+       "      <td>413441</td>\n",
+       "      <td>414803</td>\n",
+       "      <td>416154</td>\n",
+       "      <td>417127</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Korea, South</th>\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>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>...</td>\n",
+       "      <td>80896</td>\n",
+       "      <td>81185</td>\n",
+       "      <td>81487</td>\n",
+       "      <td>81930</td>\n",
+       "      <td>82434</td>\n",
+       "      <td>82837</td>\n",
+       "      <td>83199</td>\n",
+       "      <td>83525</td>\n",
+       "      <td>83869</td>\n",
+       "      <td>84325</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Portugal</th>\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>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>761906</td>\n",
+       "      <td>765414</td>\n",
+       "      <td>767919</td>\n",
+       "      <td>770502</td>\n",
+       "      <td>774889</td>\n",
+       "      <td>778369</td>\n",
+       "      <td>781223</td>\n",
+       "      <td>784079</td>\n",
+       "      <td>785756</td>\n",
+       "      <td>787059</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Spain</th>\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>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2941990</td>\n",
+       "      <td>2941990</td>\n",
+       "      <td>2989085</td>\n",
+       "      <td>3005487</td>\n",
+       "      <td>3023601</td>\n",
+       "      <td>3041454</td>\n",
+       "      <td>3056035</td>\n",
+       "      <td>3056035</td>\n",
+       "      <td>3056035</td>\n",
+       "      <td>3086286</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>US</th>\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>5</td>\n",
+       "      <td>6</td>\n",
+       "      <td>...</td>\n",
+       "      <td>26917787</td>\n",
+       "      <td>27007368</td>\n",
+       "      <td>27097095</td>\n",
+       "      <td>27192455</td>\n",
+       "      <td>27287159</td>\n",
+       "      <td>27392512</td>\n",
+       "      <td>27492023</td>\n",
+       "      <td>27575344</td>\n",
+       "      <td>27640282</td>\n",
+       "      <td>27694165</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Hong Kong</th>\n",
+       "      <td>22.300000</td>\n",
+       "      <td>114.200000</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>5</td>\n",
+       "      <td>8</td>\n",
+       "      <td>8</td>\n",
+       "      <td>8</td>\n",
+       "      <td>10</td>\n",
+       "      <td>...</td>\n",
+       "      <td>10608</td>\n",
+       "      <td>10635</td>\n",
+       "      <td>10667</td>\n",
+       "      <td>10693</td>\n",
+       "      <td>10710</td>\n",
+       "      <td>10731</td>\n",
+       "      <td>10755</td>\n",
+       "      <td>10767</td>\n",
+       "      <td>10779</td>\n",
+       "      <td>10788</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>France</th>\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>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>...</td>\n",
+       "      <td>3376266</td>\n",
+       "      <td>3395981</td>\n",
+       "      <td>3400324</td>\n",
+       "      <td>3419210</td>\n",
+       "      <td>3444888</td>\n",
+       "      <td>3465964</td>\n",
+       "      <td>3466629</td>\n",
+       "      <td>3467051</td>\n",
+       "      <td>3467884</td>\n",
+       "      <td>3528856</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Netherlands</th>\n",
+       "      <td>55.378100</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>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1015757</td>\n",
+       "      <td>1019720</td>\n",
+       "      <td>1021966</td>\n",
+       "      <td>1023779</td>\n",
+       "      <td>1027023</td>\n",
+       "      <td>1031454</td>\n",
+       "      <td>1035841</td>\n",
+       "      <td>1040070</td>\n",
+       "      <td>1043541</td>\n",
+       "      <td>1046381</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>United Kingdom</th>\n",
+       "      <td>52.132600</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>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>3941273</td>\n",
+       "      <td>3957177</td>\n",
+       "      <td>3971315</td>\n",
+       "      <td>3983756</td>\n",
+       "      <td>3996833</td>\n",
+       "      <td>4010376</td>\n",
+       "      <td>4025574</td>\n",
+       "      <td>4038929</td>\n",
+       "      <td>4049920</td>\n",
+       "      <td>4059696</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>China</th>\n",
+       "      <td>30.975600</td>\n",
+       "      <td>112.270700</td>\n",
+       "      <td>548</td>\n",
+       "      <td>643</td>\n",
+       "      <td>920</td>\n",
+       "      <td>1406</td>\n",
+       "      <td>2075</td>\n",
+       "      <td>2877</td>\n",
+       "      <td>5509</td>\n",
+       "      <td>6087</td>\n",
+       "      <td>...</td>\n",
+       "      <td>100348</td>\n",
+       "      <td>100389</td>\n",
+       "      <td>100435</td>\n",
+       "      <td>100475</td>\n",
+       "      <td>100494</td>\n",
+       "      <td>100527</td>\n",
+       "      <td>100559</td>\n",
+       "      <td>100578</td>\n",
+       "      <td>100599</td>\n",
+       "      <td>100624</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>14 rows × 393 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                      Lat        Long  1/22/20  1/23/20  1/24/20  1/25/20  \\\n",
+       "Belgium         50.833300    4.469936        0        0        0        0   \n",
+       "Germany         51.165691   10.451526        0        0        0        0   \n",
+       "Iran            32.427908   53.688046        0        0        0        0   \n",
+       "Italy           41.871940   12.567380        0        0        0        0   \n",
+       "Japan           36.204824  138.252924        2        2        2        2   \n",
+       "Korea, South    35.907757  127.766922        1        1        2        2   \n",
+       "Portugal        39.399900   -8.224500        0        0        0        0   \n",
+       "Spain           40.463667   -3.749220        0        0        0        0   \n",
+       "US              40.000000 -100.000000        1        1        2        2   \n",
+       "Hong Kong       22.300000  114.200000        0        2        2        5   \n",
+       "France          46.227600    2.213700        0        0        2        3   \n",
+       "Netherlands     55.378100    5.291300        0        0        0        0   \n",
+       "United Kingdom  52.132600    3.436000        0        0        0        0   \n",
+       "China           30.975600  112.270700      548      643      920     1406   \n",
+       "\n",
+       "                1/26/20  1/27/20  1/28/20  1/29/20  ...    2/6/21    2/7/21  \\\n",
+       "Belgium               0        0        0        0  ...    723870    725610   \n",
+       "Germany               0        1        4        4  ...   2285003   2291673   \n",
+       "Iran                  0        0        0        0  ...   1459370   1466435   \n",
+       "Italy                 0        0        0        0  ...   2625098   2636738   \n",
+       "Japan                 4        4        7        7  ...    404128    405765   \n",
+       "Korea, South          3        4        4        4  ...     80896     81185   \n",
+       "Portugal              0        0        0        0  ...    761906    765414   \n",
+       "Spain                 0        0        0        0  ...   2941990   2941990   \n",
+       "US                    5        5        5        6  ...  26917787  27007368   \n",
+       "Hong Kong             8        8        8       10  ...     10608     10635   \n",
+       "France                3        3        4        5  ...   3376266   3395981   \n",
+       "Netherlands           0        0        0        0  ...   1015757   1019720   \n",
+       "United Kingdom        0        0        0        0  ...   3941273   3957177   \n",
+       "China              2075     2877     5509     6087  ...    100348    100389   \n",
+       "\n",
+       "                  2/8/21    2/9/21   2/10/21   2/11/21   2/12/21   2/13/21  \\\n",
+       "Belgium           726483    728334    730951    733100    735220    737115   \n",
+       "Germany          2296323   2302051   2311297   2321225   2330422   2336906   \n",
+       "Iran             1473756   1481396   1488981   1496455   1503753   1510873   \n",
+       "Italy            2644707   2655319   2668266   2683403   2697296   2710819   \n",
+       "Japan             406992    408550    410434    412125    413441    414803   \n",
+       "Korea, South       81487     81930     82434     82837     83199     83525   \n",
+       "Portugal          767919    770502    774889    778369    781223    784079   \n",
+       "Spain            2989085   3005487   3023601   3041454   3056035   3056035   \n",
+       "US              27097095  27192455  27287159  27392512  27492023  27575344   \n",
+       "Hong Kong          10667     10693     10710     10731     10755     10767   \n",
+       "France           3400324   3419210   3444888   3465964   3466629   3467051   \n",
+       "Netherlands      1021966   1023779   1027023   1031454   1035841   1040070   \n",
+       "United Kingdom   3971315   3983756   3996833   4010376   4025574   4038929   \n",
+       "China             100435    100475    100494    100527    100559    100578   \n",
+       "\n",
+       "                 2/14/21   2/15/21  \n",
+       "Belgium           738631    739488  \n",
+       "Germany          2341744   2346876  \n",
+       "Iran             1518263   1526023  \n",
+       "Italy            2721879   2729223  \n",
+       "Japan             416154    417127  \n",
+       "Korea, South       83869     84325  \n",
+       "Portugal          785756    787059  \n",
+       "Spain            3056035   3086286  \n",
+       "US              27640282  27694165  \n",
+       "Hong Kong          10779     10788  \n",
+       "France           3467884   3528856  \n",
+       "Netherlands      1043541   1046381  \n",
+       "United Kingdom   4049920   4059696  \n",
+       "China             100599    100624  \n",
+       "\n",
+       "[14 rows x 393 columns]"
+      ]
+     },
+     "execution_count": 55,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data_selection12=data_selection3.append(data_Hong_Kong2)\n",
+    "data_selection13=data_selection12.append(data_selection5)\n",
+    "data_selection14=data_selection13.append(data_selection7)\n",
+    "data_selection15=data_selection14.append(data_selection9)\n",
+    "data_selection16=data_selection15.append(data_selection11)\n",
+    "data_selection16"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# data_selection16 = pd.DataFrame(data_selection16,\n",
+    "                               index = ['Belgium','Germany','Iran','Italy','Japan','Korea, South','Portugal','Spain','US','Hong Kong','France','Netherlands','United Kingdom','China'])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## représentation graphique de la situation du Covid19"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### choisir sa date d'observation entre le 26 janvier 2020 et la dernière mise à jour (mois/jour/année xx/xx/xx)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdin",
+     "output_type": "stream",
+     "text": [
+      "entrée la date d'observation :  2/15/21\n"
+     ]
+    }
+   ],
+   "source": [
+    "valeur = input(\"entrée la date d'observation : \")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df = pd.DataFrame(data=data_selection16)\n",
+    "data2 = {'Belgium': 677209,\n",
+    "    'Germany': 2038645,\n",
+    "    'Iran': 1324395,\n",
+    "    'Italy': 2368733,\n",
+    "    'Japan': 324942,\n",
+    "    'Korea, South': 72340,\n",
+    "    'Portugal': 539416,\n",
+    "    'Spain': 2252164,\n",
+    "    'US': 23758855,\n",
+    "    'Hong Kong': 9502,\n",
+    "    'France': 2931686,\n",
+    "    'Netherlands': 919712,\n",
+    "    'United Kingdom': 3367070,\n",
+    "    'China': 97775}\n",
+    "\n",
+    "group_data = list(df[valeur])\n",
+    "group_names = list(data2.keys())\n",
+    "group_mean = np.mean(group_data)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[(0.0, 30000000.0),\n",
+       " Text(0.5, 0, 'nbre de personnes'),\n",
+       " Text(0, 0.5, 'pays/territoires'),\n",
+       " Text(0.5, 1.0, 'Cumul des contaminations au Covid19')]"
+      ]
+     },
+     "execution_count": 26,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 763.2x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.style.use('seaborn-white')\n",
+    "fig, ax = plt.subplots(figsize=(10.6,8))\n",
+    "ax.barh(group_names, group_data)\n",
+    "labels = ax.get_xticklabels()\n",
+    "plt.setp(labels, horizontalalignment='right')\n",
+    "ax.set(xlim=[0, 30000000], xlabel='nbre de personnes', ylabel='pays/territoires',\n",
+    "       title='Total des contaminations au Covid19')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "For publications that use the data, please cite the following publication: \"Dong E, Du H, Gardner L. An interactive web-based dashboard to track COVID-19 in real time. Lancet Inf Dis. 20(5):533-534. doi: 10.1016/S1473-3099(20)30120-1\"\n",
+    "\n",
+    "https://github.com/CSSEGISandData/COVID-19/blob/master/README.md"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
  "metadata": {
   "kernelspec": {
    "display_name": "Python 3",
@@ -16,10 +4524,9 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.6.3"
+   "version": "3.8.5"
   }
  },
  "nbformat": 4,
- "nbformat_minor": 2
+ "nbformat_minor": 4
 }
-