From edb32be8fb80cfe80b90ec18864bbd5acc19e525 Mon Sep 17 00:00:00 2001
From: 678362a9c2b5d46a6a161a762a6e18e0
 <678362a9c2b5d46a6a161a762a6e18e0@app-learninglab.inria.fr>
Date: Mon, 8 Mar 2021 15:16:20 +0000
Subject: [PATCH] data complete

---
 module3/exo3/exercice.ipynb | 2108 ++++++++---------------------------
 1 file changed, 466 insertions(+), 1642 deletions(-)

diff --git a/module3/exo3/exercice.ipynb b/module3/exo3/exercice.ipynb
index 148d8b9..4121b8e 100644
--- a/module3/exo3/exercice.ipynb
+++ b/module3/exo3/exercice.ipynb
@@ -47,12 +47,15 @@
    "source": [
     "%matplotlib inline\n",
     "\n",
+    "# pour la vérification de la présence des données\n",
     "import os\n",
+    "# pour télécharger les données\n",
     "import urllib.request\n",
     "\n",
+    "# pour l'affichage des graphiques\n",
     "import matplotlib.pyplot as plt\n",
-    "import pandas as pd\n",
-    "import isoweek"
+    "# pour le traitement des données\n",
+    "import pandas as pd"
    ]
   },
   {
@@ -116,7 +119,7 @@
        "      <th>0</th>\n",
        "      <td>NaN</td>\n",
        "      <td>Afghanistan</td>\n",
-       "      <td>33.939110</td>\n",
+       "      <td>33.93911</td>\n",
        "      <td>67.709953</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
@@ -140,7 +143,7 @@
        "      <th>1</th>\n",
        "      <td>NaN</td>\n",
        "      <td>Albania</td>\n",
-       "      <td>41.153300</td>\n",
+       "      <td>41.15330</td>\n",
        "      <td>20.168300</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
@@ -164,7 +167,7 @@
        "      <th>2</th>\n",
        "      <td>NaN</td>\n",
        "      <td>Algeria</td>\n",
-       "      <td>28.033900</td>\n",
+       "      <td>28.03390</td>\n",
        "      <td>1.659600</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
@@ -188,7 +191,7 @@
        "      <th>3</th>\n",
        "      <td>NaN</td>\n",
        "      <td>Andorra</td>\n",
-       "      <td>42.506300</td>\n",
+       "      <td>42.50630</td>\n",
        "      <td>1.521800</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
@@ -212,7 +215,7 @@
        "      <th>4</th>\n",
        "      <td>NaN</td>\n",
        "      <td>Angola</td>\n",
-       "      <td>-11.202700</td>\n",
+       "      <td>-11.20270</td>\n",
        "      <td>17.873900</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
@@ -232,1609 +235,34 @@
        "      <td>20923</td>\n",
        "      <td>20981</td>\n",
        "    </tr>\n",
-       "    <tr>\n",
-       "      <th>5</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Antigua and Barbuda</td>\n",
-       "      <td>17.060800</td>\n",
-       "      <td>-61.796400</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>636</td>\n",
-       "      <td>646</td>\n",
-       "      <td>701</td>\n",
-       "      <td>701</td>\n",
-       "      <td>726</td>\n",
-       "      <td>730</td>\n",
-       "      <td>769</td>\n",
-       "      <td>769</td>\n",
-       "      <td>769</td>\n",
-       "      <td>813</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>6</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Argentina</td>\n",
-       "      <td>-38.416100</td>\n",
-       "      <td>-63.616700</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>2077228</td>\n",
-       "      <td>2085411</td>\n",
-       "      <td>2093645</td>\n",
-       "      <td>2098728</td>\n",
-       "      <td>2104197</td>\n",
-       "      <td>2107365</td>\n",
-       "      <td>2112023</td>\n",
-       "      <td>2118676</td>\n",
-       "      <td>2126531</td>\n",
-       "      <td>2133963</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>7</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Armenia</td>\n",
-       "      <td>40.069100</td>\n",
-       "      <td>45.038200</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>170672</td>\n",
-       "      <td>170945</td>\n",
-       "      <td>171227</td>\n",
-       "      <td>171510</td>\n",
-       "      <td>171793</td>\n",
-       "      <td>172058</td>\n",
-       "      <td>172216</td>\n",
-       "      <td>172456</td>\n",
-       "      <td>172816</td>\n",
-       "      <td>173307</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8</th>\n",
-       "      <td>Australian Capital Territory</td>\n",
-       "      <td>Australia</td>\n",
-       "      <td>-35.473500</td>\n",
-       "      <td>149.012400</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>118</td>\n",
-       "      <td>118</td>\n",
-       "      <td>118</td>\n",
-       "      <td>118</td>\n",
-       "      <td>118</td>\n",
-       "      <td>118</td>\n",
-       "      <td>118</td>\n",
-       "      <td>120</td>\n",
-       "      <td>120</td>\n",
-       "      <td>120</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>9</th>\n",
-       "      <td>New South Wales</td>\n",
-       "      <td>Australia</td>\n",
-       "      <td>-33.868800</td>\n",
-       "      <td>151.209300</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>3</td>\n",
-       "      <td>4</td>\n",
-       "      <td>...</td>\n",
-       "      <td>5155</td>\n",
-       "      <td>5162</td>\n",
-       "      <td>5166</td>\n",
-       "      <td>5172</td>\n",
-       "      <td>5177</td>\n",
-       "      <td>5180</td>\n",
-       "      <td>5183</td>\n",
-       "      <td>5189</td>\n",
-       "      <td>5193</td>\n",
-       "      <td>5205</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>10</th>\n",
-       "      <td>Northern Territory</td>\n",
-       "      <td>Australia</td>\n",
-       "      <td>-12.463400</td>\n",
-       "      <td>130.845600</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>104</td>\n",
-       "      <td>104</td>\n",
-       "      <td>104</td>\n",
-       "      <td>105</td>\n",
-       "      <td>105</td>\n",
-       "      <td>105</td>\n",
-       "      <td>105</td>\n",
-       "      <td>105</td>\n",
-       "      <td>105</td>\n",
-       "      <td>105</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>11</th>\n",
-       "      <td>Queensland</td>\n",
-       "      <td>Australia</td>\n",
-       "      <td>-27.469800</td>\n",
-       "      <td>153.025100</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1323</td>\n",
-       "      <td>1324</td>\n",
-       "      <td>1328</td>\n",
-       "      <td>1329</td>\n",
-       "      <td>1329</td>\n",
-       "      <td>1331</td>\n",
-       "      <td>1335</td>\n",
-       "      <td>1335</td>\n",
-       "      <td>1342</td>\n",
-       "      <td>1344</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>12</th>\n",
-       "      <td>South Australia</td>\n",
-       "      <td>Australia</td>\n",
-       "      <td>-34.928500</td>\n",
-       "      <td>138.600700</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>613</td>\n",
-       "      <td>613</td>\n",
-       "      <td>613</td>\n",
-       "      <td>613</td>\n",
-       "      <td>613</td>\n",
-       "      <td>616</td>\n",
-       "      <td>617</td>\n",
-       "      <td>618</td>\n",
-       "      <td>618</td>\n",
-       "      <td>618</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>13</th>\n",
-       "      <td>Tasmania</td>\n",
-       "      <td>Australia</td>\n",
-       "      <td>-42.882100</td>\n",
-       "      <td>147.327200</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>234</td>\n",
-       "      <td>234</td>\n",
-       "      <td>234</td>\n",
-       "      <td>234</td>\n",
-       "      <td>234</td>\n",
-       "      <td>234</td>\n",
-       "      <td>234</td>\n",
-       "      <td>234</td>\n",
-       "      <td>234</td>\n",
-       "      <td>234</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>14</th>\n",
-       "      <td>Victoria</td>\n",
-       "      <td>Australia</td>\n",
-       "      <td>-37.813600</td>\n",
-       "      <td>144.963100</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>...</td>\n",
-       "      <td>20479</td>\n",
-       "      <td>20479</td>\n",
-       "      <td>20481</td>\n",
-       "      <td>20481</td>\n",
-       "      <td>20481</td>\n",
-       "      <td>20481</td>\n",
-       "      <td>20481</td>\n",
-       "      <td>20481</td>\n",
-       "      <td>20481</td>\n",
-       "      <td>20481</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>15</th>\n",
-       "      <td>Western Australia</td>\n",
-       "      <td>Australia</td>\n",
-       "      <td>-31.950500</td>\n",
-       "      <td>115.860500</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>913</td>\n",
-       "      <td>913</td>\n",
-       "      <td>913</td>\n",
-       "      <td>913</td>\n",
-       "      <td>913</td>\n",
-       "      <td>913</td>\n",
-       "      <td>913</td>\n",
-       "      <td>914</td>\n",
-       "      <td>914</td>\n",
-       "      <td>914</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>16</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Austria</td>\n",
-       "      <td>47.516200</td>\n",
-       "      <td>14.550100</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>448371</td>\n",
-       "      <td>450376</td>\n",
-       "      <td>452767</td>\n",
-       "      <td>454860</td>\n",
-       "      <td>457317</td>\n",
-       "      <td>459440</td>\n",
-       "      <td>460849</td>\n",
-       "      <td>462769</td>\n",
-       "      <td>465322</td>\n",
-       "      <td>467646</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>17</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Azerbaijan</td>\n",
-       "      <td>40.143100</td>\n",
-       "      <td>47.576900</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>233424</td>\n",
-       "      <td>233644</td>\n",
-       "      <td>233770</td>\n",
-       "      <td>233989</td>\n",
-       "      <td>234267</td>\n",
-       "      <td>234537</td>\n",
-       "      <td>234662</td>\n",
-       "      <td>235014</td>\n",
-       "      <td>235333</td>\n",
-       "      <td>235647</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>18</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Bahamas</td>\n",
-       "      <td>25.025885</td>\n",
-       "      <td>-78.035889</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>8477</td>\n",
-       "      <td>8496</td>\n",
-       "      <td>8496</td>\n",
-       "      <td>8519</td>\n",
-       "      <td>8519</td>\n",
-       "      <td>8519</td>\n",
-       "      <td>8519</td>\n",
-       "      <td>8519</td>\n",
-       "      <td>8573</td>\n",
-       "      <td>8573</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>19</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Bahrain</td>\n",
-       "      <td>26.027500</td>\n",
-       "      <td>50.550000</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>119205</td>\n",
-       "      <td>119858</td>\n",
-       "      <td>120495</td>\n",
-       "      <td>121127</td>\n",
-       "      <td>121778</td>\n",
-       "      <td>122394</td>\n",
-       "      <td>123039</td>\n",
-       "      <td>123531</td>\n",
-       "      <td>124269</td>\n",
-       "      <td>124857</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>20</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Bangladesh</td>\n",
-       "      <td>23.685000</td>\n",
-       "      <td>90.356300</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>544116</td>\n",
-       "      <td>544544</td>\n",
-       "      <td>544954</td>\n",
-       "      <td>545424</td>\n",
-       "      <td>545831</td>\n",
-       "      <td>546216</td>\n",
-       "      <td>546801</td>\n",
-       "      <td>547316</td>\n",
-       "      <td>547930</td>\n",
-       "      <td>548549</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>21</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Barbados</td>\n",
-       "      <td>13.193900</td>\n",
-       "      <td>-59.543200</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>2852</td>\n",
-       "      <td>2907</td>\n",
-       "      <td>2949</td>\n",
-       "      <td>2994</td>\n",
-       "      <td>3038</td>\n",
-       "      <td>3068</td>\n",
-       "      <td>3115</td>\n",
-       "      <td>3140</td>\n",
-       "      <td>3163</td>\n",
-       "      <td>3186</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>22</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Belarus</td>\n",
-       "      <td>53.709800</td>\n",
-       "      <td>27.953400</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>280428</td>\n",
-       "      <td>281707</td>\n",
-       "      <td>282898</td>\n",
-       "      <td>284500</td>\n",
-       "      <td>285959</td>\n",
-       "      <td>287306</td>\n",
-       "      <td>288267</td>\n",
-       "      <td>289136</td>\n",
-       "      <td>290447</td>\n",
-       "      <td>291621</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>23</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Belgium</td>\n",
-       "      <td>50.833300</td>\n",
-       "      <td>4.469936</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>757696</td>\n",
-       "      <td>760809</td>\n",
-       "      <td>763885</td>\n",
-       "      <td>766654</td>\n",
-       "      <td>769414</td>\n",
-       "      <td>771511</td>\n",
-       "      <td>772294</td>\n",
-       "      <td>774344</td>\n",
-       "      <td>777608</td>\n",
-       "      <td>780251</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>24</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Belize</td>\n",
-       "      <td>17.189900</td>\n",
-       "      <td>-88.497600</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>12264</td>\n",
-       "      <td>12271</td>\n",
-       "      <td>12280</td>\n",
-       "      <td>12293</td>\n",
-       "      <td>12293</td>\n",
-       "      <td>12293</td>\n",
-       "      <td>12313</td>\n",
-       "      <td>12320</td>\n",
-       "      <td>12328</td>\n",
-       "      <td>12329</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>25</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Benin</td>\n",
-       "      <td>9.307700</td>\n",
-       "      <td>2.315800</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>5434</td>\n",
-       "      <td>5434</td>\n",
-       "      <td>5434</td>\n",
-       "      <td>5434</td>\n",
-       "      <td>5434</td>\n",
-       "      <td>5434</td>\n",
-       "      <td>5434</td>\n",
-       "      <td>5434</td>\n",
-       "      <td>6071</td>\n",
-       "      <td>6071</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>26</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Bhutan</td>\n",
-       "      <td>27.514200</td>\n",
-       "      <td>90.433600</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>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",
-       "      <td>867</td>\n",
-       "      <td>867</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>27</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Bolivia</td>\n",
-       "      <td>-16.290200</td>\n",
-       "      <td>-63.588700</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>244380</td>\n",
-       "      <td>245719</td>\n",
-       "      <td>246822</td>\n",
-       "      <td>247891</td>\n",
-       "      <td>248547</td>\n",
-       "      <td>249010</td>\n",
-       "      <td>249767</td>\n",
-       "      <td>250557</td>\n",
-       "      <td>251391</td>\n",
-       "      <td>252360</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>28</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Bosnia and Herzegovina</td>\n",
-       "      <td>43.915900</td>\n",
-       "      <td>17.679100</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>129176</td>\n",
-       "      <td>129753</td>\n",
-       "      <td>130510</td>\n",
-       "      <td>130979</td>\n",
-       "      <td>130979</td>\n",
-       "      <td>130979</td>\n",
-       "      <td>130979</td>\n",
-       "      <td>133088</td>\n",
-       "      <td>133982</td>\n",
-       "      <td>134892</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>29</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Botswana</td>\n",
-       "      <td>-22.328500</td>\n",
-       "      <td>24.684900</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>27721</td>\n",
-       "      <td>27721</td>\n",
-       "      <td>28371</td>\n",
-       "      <td>28371</td>\n",
-       "      <td>28371</td>\n",
-       "      <td>28371</td>\n",
-       "      <td>30727</td>\n",
-       "      <td>30727</td>\n",
-       "      <td>30727</td>\n",
-       "      <td>31746</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>244</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Timor-Leste</td>\n",
-       "      <td>-8.874217</td>\n",
-       "      <td>125.727539</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>107</td>\n",
-       "      <td>109</td>\n",
-       "      <td>110</td>\n",
-       "      <td>110</td>\n",
-       "      <td>111</td>\n",
-       "      <td>113</td>\n",
-       "      <td>113</td>\n",
-       "      <td>113</td>\n",
-       "      <td>113</td>\n",
-       "      <td>113</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>245</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Togo</td>\n",
-       "      <td>8.619500</td>\n",
-       "      <td>0.824800</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>6466</td>\n",
-       "      <td>6548</td>\n",
-       "      <td>6637</td>\n",
-       "      <td>6730</td>\n",
-       "      <td>6851</td>\n",
-       "      <td>6901</td>\n",
-       "      <td>6933</td>\n",
-       "      <td>7086</td>\n",
-       "      <td>7188</td>\n",
-       "      <td>7323</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>246</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Trinidad and Tobago</td>\n",
-       "      <td>10.691800</td>\n",
-       "      <td>-61.222500</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>7686</td>\n",
-       "      <td>7690</td>\n",
-       "      <td>7697</td>\n",
-       "      <td>7704</td>\n",
-       "      <td>7705</td>\n",
-       "      <td>7713</td>\n",
-       "      <td>7716</td>\n",
-       "      <td>7717</td>\n",
-       "      <td>7723</td>\n",
-       "      <td>7727</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>247</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Tunisia</td>\n",
-       "      <td>33.886917</td>\n",
-       "      <td>9.537499</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>229781</td>\n",
-       "      <td>230443</td>\n",
-       "      <td>231298</td>\n",
-       "      <td>231964</td>\n",
-       "      <td>232615</td>\n",
-       "      <td>233277</td>\n",
-       "      <td>233669</td>\n",
-       "      <td>234231</td>\n",
-       "      <td>235008</td>\n",
-       "      <td>235643</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>248</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Turkey</td>\n",
-       "      <td>38.963700</td>\n",
-       "      <td>35.243300</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>2655633</td>\n",
-       "      <td>2665194</td>\n",
-       "      <td>2674766</td>\n",
-       "      <td>2683971</td>\n",
-       "      <td>2693164</td>\n",
-       "      <td>2701588</td>\n",
-       "      <td>2711479</td>\n",
-       "      <td>2723316</td>\n",
-       "      <td>2734836</td>\n",
-       "      <td>2746158</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>249</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>US</td>\n",
-       "      <td>40.000000</td>\n",
-       "      <td>-100.000000</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>5</td>\n",
-       "      <td>5</td>\n",
-       "      <td>...</td>\n",
-       "      <td>28234656</td>\n",
-       "      <td>28309085</td>\n",
-       "      <td>28386492</td>\n",
-       "      <td>28463190</td>\n",
-       "      <td>28527344</td>\n",
-       "      <td>28578548</td>\n",
-       "      <td>28637313</td>\n",
-       "      <td>28694071</td>\n",
-       "      <td>28759980</td>\n",
-       "      <td>28827144</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>250</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Uganda</td>\n",
-       "      <td>1.373333</td>\n",
-       "      <td>32.290275</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>40243</td>\n",
-       "      <td>40261</td>\n",
-       "      <td>40300</td>\n",
-       "      <td>40322</td>\n",
-       "      <td>40335</td>\n",
-       "      <td>40357</td>\n",
-       "      <td>40367</td>\n",
-       "      <td>40395</td>\n",
-       "      <td>40408</td>\n",
-       "      <td>40426</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>251</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Ukraine</td>\n",
-       "      <td>48.379400</td>\n",
-       "      <td>31.165600</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1358871</td>\n",
-       "      <td>1364861</td>\n",
-       "      <td>1373139</td>\n",
-       "      <td>1381273</td>\n",
-       "      <td>1389570</td>\n",
-       "      <td>1395528</td>\n",
-       "      <td>1399934</td>\n",
-       "      <td>1405394</td>\n",
-       "      <td>1412748</td>\n",
-       "      <td>1422927</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>252</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>United Arab Emirates</td>\n",
-       "      <td>23.424076</td>\n",
-       "      <td>53.847818</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>375535</td>\n",
-       "      <td>378637</td>\n",
-       "      <td>381662</td>\n",
-       "      <td>385160</td>\n",
-       "      <td>388594</td>\n",
-       "      <td>391524</td>\n",
-       "      <td>394050</td>\n",
-       "      <td>396771</td>\n",
-       "      <td>399463</td>\n",
-       "      <td>402205</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>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>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>703</td>\n",
-       "      <td>703</td>\n",
-       "      <td>705</td>\n",
-       "      <td>705</td>\n",
-       "      <td>705</td>\n",
-       "      <td>705</td>\n",
-       "      <td>707</td>\n",
-       "      <td>713</td>\n",
-       "      <td>713</td>\n",
-       "      <td>718</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>153</td>\n",
-       "      <td>153</td>\n",
-       "      <td>153</td>\n",
-       "      <td>153</td>\n",
-       "      <td>153</td>\n",
-       "      <td>153</td>\n",
-       "      <td>153</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>431</td>\n",
-       "      <td>431</td>\n",
-       "      <td>438</td>\n",
-       "      <td>444</td>\n",
-       "      <td>444</td>\n",
-       "      <td>444</td>\n",
-       "      <td>447</td>\n",
-       "      <td>447</td>\n",
-       "      <td>447</td>\n",
-       "      <td>448</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>4030</td>\n",
-       "      <td>4031</td>\n",
-       "      <td>4032</td>\n",
-       "      <td>4033</td>\n",
-       "      <td>4034</td>\n",
-       "      <td>4038</td>\n",
-       "      <td>4038</td>\n",
-       "      <td>4039</td>\n",
-       "      <td>4040</td>\n",
-       "      <td>4041</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>54</td>\n",
-       "      <td>54</td>\n",
-       "      <td>54</td>\n",
-       "      <td>54</td>\n",
-       "      <td>54</td>\n",
-       "      <td>54</td>\n",
-       "      <td>54</td>\n",
-       "      <td>54</td>\n",
-       "      <td>54</td>\n",
-       "      <td>54</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>4234</td>\n",
-       "      <td>4234</td>\n",
-       "      <td>4235</td>\n",
-       "      <td>4236</td>\n",
-       "      <td>4238</td>\n",
-       "      <td>4239</td>\n",
-       "      <td>4239</td>\n",
-       "      <td>4243</td>\n",
-       "      <td>4243</td>\n",
-       "      <td>4243</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>462</td>\n",
-       "      <td>470</td>\n",
-       "      <td>475</td>\n",
-       "      <td>475</td>\n",
-       "      <td>484</td>\n",
-       "      <td>484</td>\n",
-       "      <td>486</td>\n",
-       "      <td>494</td>\n",
-       "      <td>511</td>\n",
-       "      <td>546</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>20</td>\n",
-       "      <td>20</td>\n",
-       "      <td>20</td>\n",
-       "      <td>20</td>\n",
-       "      <td>20</td>\n",
-       "      <td>20</td>\n",
-       "      <td>20</td>\n",
-       "      <td>20</td>\n",
-       "      <td>20</td>\n",
-       "      <td>20</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>262</th>\n",
-       "      <td>Saint Helena, Ascension and Tristan da Cunha</td>\n",
-       "      <td>United Kingdom</td>\n",
-       "      <td>-7.946700</td>\n",
-       "      <td>-14.355900</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>263</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>2051</td>\n",
-       "      <td>2051</td>\n",
-       "      <td>2070</td>\n",
-       "      <td>2088</td>\n",
-       "      <td>2099</td>\n",
-       "      <td>2114</td>\n",
-       "      <td>2114</td>\n",
-       "      <td>2115</td>\n",
-       "      <td>2132</td>\n",
-       "      <td>2161</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>264</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>4134639</td>\n",
-       "      <td>4144577</td>\n",
-       "      <td>4154562</td>\n",
-       "      <td>4163085</td>\n",
-       "      <td>4170519</td>\n",
-       "      <td>4176554</td>\n",
-       "      <td>4182009</td>\n",
-       "      <td>4188400</td>\n",
-       "      <td>4194785</td>\n",
-       "      <td>4201358</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>265</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Uruguay</td>\n",
-       "      <td>-32.522800</td>\n",
-       "      <td>-55.765800</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>53973</td>\n",
-       "      <td>54874</td>\n",
-       "      <td>55695</td>\n",
-       "      <td>56542</td>\n",
-       "      <td>57362</td>\n",
-       "      <td>57994</td>\n",
-       "      <td>58589</td>\n",
-       "      <td>59171</td>\n",
-       "      <td>60074</td>\n",
-       "      <td>60945</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>266</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Uzbekistan</td>\n",
-       "      <td>41.377491</td>\n",
-       "      <td>64.585262</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>79717</td>\n",
-       "      <td>79749</td>\n",
-       "      <td>79773</td>\n",
-       "      <td>79804</td>\n",
-       "      <td>79836</td>\n",
-       "      <td>79926</td>\n",
-       "      <td>79926</td>\n",
-       "      <td>79961</td>\n",
-       "      <td>80035</td>\n",
-       "      <td>80035</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>267</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Vanuatu</td>\n",
-       "      <td>-15.376700</td>\n",
-       "      <td>166.959200</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>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>268</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Venezuela</td>\n",
-       "      <td>6.423800</td>\n",
-       "      <td>-66.589700</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>136986</td>\n",
-       "      <td>137445</td>\n",
-       "      <td>137871</td>\n",
-       "      <td>138295</td>\n",
-       "      <td>138739</td>\n",
-       "      <td>139116</td>\n",
-       "      <td>139545</td>\n",
-       "      <td>139934</td>\n",
-       "      <td>140383</td>\n",
-       "      <td>140960</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>269</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>2403</td>\n",
-       "      <td>2412</td>\n",
-       "      <td>2421</td>\n",
-       "      <td>2426</td>\n",
-       "      <td>2432</td>\n",
-       "      <td>2448</td>\n",
-       "      <td>2448</td>\n",
-       "      <td>2475</td>\n",
-       "      <td>2482</td>\n",
-       "      <td>2488</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>270</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>176377</td>\n",
-       "      <td>177768</td>\n",
-       "      <td>179293</td>\n",
-       "      <td>180848</td>\n",
-       "      <td>181909</td>\n",
-       "      <td>183612</td>\n",
-       "      <td>185336</td>\n",
-       "      <td>187309</td>\n",
-       "      <td>189326</td>\n",
-       "      <td>191203</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>271</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>2187</td>\n",
-       "      <td>2221</td>\n",
-       "      <td>2255</td>\n",
-       "      <td>2267</td>\n",
-       "      <td>2269</td>\n",
-       "      <td>2285</td>\n",
-       "      <td>2310</td>\n",
-       "      <td>2342</td>\n",
-       "      <td>2363</td>\n",
-       "      <td>2375</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>272</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>75582</td>\n",
-       "      <td>76484</td>\n",
-       "      <td>77171</td>\n",
-       "      <td>77639</td>\n",
-       "      <td>78202</td>\n",
-       "      <td>78534</td>\n",
-       "      <td>79002</td>\n",
-       "      <td>79557</td>\n",
-       "      <td>80090</td>\n",
-       "      <td>80687</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>273</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>35910</td>\n",
-       "      <td>35960</td>\n",
-       "      <td>35994</td>\n",
-       "      <td>36044</td>\n",
-       "      <td>36058</td>\n",
-       "      <td>36089</td>\n",
-       "      <td>36115</td>\n",
-       "      <td>36148</td>\n",
-       "      <td>36179</td>\n",
-       "      <td>36223</td>\n",
-       "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>274 rows × 412 columns</p>\n",
+       "<p>5 rows × 412 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "                                   Province/State          Country/Region  \\\n",
-       "0                                             NaN             Afghanistan   \n",
-       "1                                             NaN                 Albania   \n",
-       "2                                             NaN                 Algeria   \n",
-       "3                                             NaN                 Andorra   \n",
-       "4                                             NaN                  Angola   \n",
-       "5                                             NaN     Antigua and Barbuda   \n",
-       "6                                             NaN               Argentina   \n",
-       "7                                             NaN                 Armenia   \n",
-       "8                    Australian Capital Territory               Australia   \n",
-       "9                                 New South Wales               Australia   \n",
-       "10                             Northern Territory               Australia   \n",
-       "11                                     Queensland               Australia   \n",
-       "12                                South Australia               Australia   \n",
-       "13                                       Tasmania               Australia   \n",
-       "14                                       Victoria               Australia   \n",
-       "15                              Western Australia               Australia   \n",
-       "16                                            NaN                 Austria   \n",
-       "17                                            NaN              Azerbaijan   \n",
-       "18                                            NaN                 Bahamas   \n",
-       "19                                            NaN                 Bahrain   \n",
-       "20                                            NaN              Bangladesh   \n",
-       "21                                            NaN                Barbados   \n",
-       "22                                            NaN                 Belarus   \n",
-       "23                                            NaN                 Belgium   \n",
-       "24                                            NaN                  Belize   \n",
-       "25                                            NaN                   Benin   \n",
-       "26                                            NaN                  Bhutan   \n",
-       "27                                            NaN                 Bolivia   \n",
-       "28                                            NaN  Bosnia and Herzegovina   \n",
-       "29                                            NaN                Botswana   \n",
-       "..                                            ...                     ...   \n",
-       "244                                           NaN             Timor-Leste   \n",
-       "245                                           NaN                    Togo   \n",
-       "246                                           NaN     Trinidad and Tobago   \n",
-       "247                                           NaN                 Tunisia   \n",
-       "248                                           NaN                  Turkey   \n",
-       "249                                           NaN                      US   \n",
-       "250                                           NaN                  Uganda   \n",
-       "251                                           NaN                 Ukraine   \n",
-       "252                                           NaN    United Arab Emirates   \n",
-       "253                                      Anguilla          United Kingdom   \n",
-       "254                                       Bermuda          United Kingdom   \n",
-       "255                        British Virgin Islands          United Kingdom   \n",
-       "256                                Cayman Islands          United Kingdom   \n",
-       "257                               Channel Islands          United Kingdom   \n",
-       "258                   Falkland Islands (Malvinas)          United Kingdom   \n",
-       "259                                     Gibraltar          United Kingdom   \n",
-       "260                                   Isle of Man          United Kingdom   \n",
-       "261                                    Montserrat          United Kingdom   \n",
-       "262  Saint Helena, Ascension and Tristan da Cunha          United Kingdom   \n",
-       "263                      Turks and Caicos Islands          United Kingdom   \n",
-       "264                                           NaN          United Kingdom   \n",
-       "265                                           NaN                 Uruguay   \n",
-       "266                                           NaN              Uzbekistan   \n",
-       "267                                           NaN                 Vanuatu   \n",
-       "268                                           NaN               Venezuela   \n",
-       "269                                           NaN                 Vietnam   \n",
-       "270                                           NaN      West Bank and Gaza   \n",
-       "271                                           NaN                   Yemen   \n",
-       "272                                           NaN                  Zambia   \n",
-       "273                                           NaN                Zimbabwe   \n",
+       "  Province/State Country/Region       Lat       Long  1/22/20  1/23/20  \\\n",
+       "0            NaN    Afghanistan  33.93911  67.709953        0        0   \n",
+       "1            NaN        Albania  41.15330  20.168300        0        0   \n",
+       "2            NaN        Algeria  28.03390   1.659600        0        0   \n",
+       "3            NaN        Andorra  42.50630   1.521800        0        0   \n",
+       "4            NaN         Angola -11.20270  17.873900        0        0   \n",
        "\n",
-       "           Lat        Long  1/22/20  1/23/20  1/24/20  1/25/20  1/26/20  \\\n",
-       "0    33.939110   67.709953        0        0        0        0        0   \n",
-       "1    41.153300   20.168300        0        0        0        0        0   \n",
-       "2    28.033900    1.659600        0        0        0        0        0   \n",
-       "3    42.506300    1.521800        0        0        0        0        0   \n",
-       "4   -11.202700   17.873900        0        0        0        0        0   \n",
-       "5    17.060800  -61.796400        0        0        0        0        0   \n",
-       "6   -38.416100  -63.616700        0        0        0        0        0   \n",
-       "7    40.069100   45.038200        0        0        0        0        0   \n",
-       "8   -35.473500  149.012400        0        0        0        0        0   \n",
-       "9   -33.868800  151.209300        0        0        0        0        3   \n",
-       "10  -12.463400  130.845600        0        0        0        0        0   \n",
-       "11  -27.469800  153.025100        0        0        0        0        0   \n",
-       "12  -34.928500  138.600700        0        0        0        0        0   \n",
-       "13  -42.882100  147.327200        0        0        0        0        0   \n",
-       "14  -37.813600  144.963100        0        0        0        0        1   \n",
-       "15  -31.950500  115.860500        0        0        0        0        0   \n",
-       "16   47.516200   14.550100        0        0        0        0        0   \n",
-       "17   40.143100   47.576900        0        0        0        0        0   \n",
-       "18   25.025885  -78.035889        0        0        0        0        0   \n",
-       "19   26.027500   50.550000        0        0        0        0        0   \n",
-       "20   23.685000   90.356300        0        0        0        0        0   \n",
-       "21   13.193900  -59.543200        0        0        0        0        0   \n",
-       "22   53.709800   27.953400        0        0        0        0        0   \n",
-       "23   50.833300    4.469936        0        0        0        0        0   \n",
-       "24   17.189900  -88.497600        0        0        0        0        0   \n",
-       "25    9.307700    2.315800        0        0        0        0        0   \n",
-       "26   27.514200   90.433600        0        0        0        0        0   \n",
-       "27  -16.290200  -63.588700        0        0        0        0        0   \n",
-       "28   43.915900   17.679100        0        0        0        0        0   \n",
-       "29  -22.328500   24.684900        0        0        0        0        0   \n",
-       "..         ...         ...      ...      ...      ...      ...      ...   \n",
-       "244  -8.874217  125.727539        0        0        0        0        0   \n",
-       "245   8.619500    0.824800        0        0        0        0        0   \n",
-       "246  10.691800  -61.222500        0        0        0        0        0   \n",
-       "247  33.886917    9.537499        0        0        0        0        0   \n",
-       "248  38.963700   35.243300        0        0        0        0        0   \n",
-       "249  40.000000 -100.000000        1        1        2        2        5   \n",
-       "250   1.373333   32.290275        0        0        0        0        0   \n",
-       "251  48.379400   31.165600        0        0        0        0        0   \n",
-       "252  23.424076   53.847818        0        0        0        0        0   \n",
-       "253  18.220600  -63.068600        0        0        0        0        0   \n",
-       "254  32.307800  -64.750500        0        0        0        0        0   \n",
-       "255  18.420700  -64.640000        0        0        0        0        0   \n",
-       "256  19.313300  -81.254600        0        0        0        0        0   \n",
-       "257  49.372300   -2.364400        0        0        0        0        0   \n",
-       "258 -51.796300  -59.523600        0        0        0        0        0   \n",
-       "259  36.140800   -5.353600        0        0        0        0        0   \n",
-       "260  54.236100   -4.548100        0        0        0        0        0   \n",
-       "261  16.742498  -62.187366        0        0        0        0        0   \n",
-       "262  -7.946700  -14.355900        0        0        0        0        0   \n",
-       "263  21.694000  -71.797900        0        0        0        0        0   \n",
-       "264  55.378100   -3.436000        0        0        0        0        0   \n",
-       "265 -32.522800  -55.765800        0        0        0        0        0   \n",
-       "266  41.377491   64.585262        0        0        0        0        0   \n",
-       "267 -15.376700  166.959200        0        0        0        0        0   \n",
-       "268   6.423800  -66.589700        0        0        0        0        0   \n",
-       "269  14.058324  108.277199        0        2        2        2        2   \n",
-       "270  31.952200   35.233200        0        0        0        0        0   \n",
-       "271  15.552727   48.516388        0        0        0        0        0   \n",
-       "272 -13.133897   27.849332        0        0        0        0        0   \n",
-       "273 -19.015438   29.154857        0        0        0        0        0   \n",
+       "   1/24/20  1/25/20  1/26/20  1/27/20   ...    2/23/21  2/24/21  2/25/21  \\\n",
+       "0        0        0        0        0   ...      55646    55664    55680   \n",
+       "1        0        0        0        0   ...     102306   103327   104313   \n",
+       "2        0        0        0        0   ...     112279   112461   112622   \n",
+       "3        0        0        0        0   ...      10739    10775    10799   \n",
+       "4        0        0        0        0   ...      20584    20640    20695   \n",
        "\n",
-       "     1/27/20    ...      2/23/21   2/24/21   2/25/21   2/26/21   2/27/21  \\\n",
-       "0          0    ...        55646     55664     55680     55696     55707   \n",
-       "1          0    ...       102306    103327    104313    105229    106215   \n",
-       "2          0    ...       112279    112461    112622    112805    112960   \n",
-       "3          0    ...        10739     10775     10799     10822     10849   \n",
-       "4          0    ...        20584     20640     20695     20759     20782   \n",
-       "5          0    ...          636       646       701       701       726   \n",
-       "6          0    ...      2077228   2085411   2093645   2098728   2104197   \n",
-       "7          0    ...       170672    170945    171227    171510    171793   \n",
-       "8          0    ...          118       118       118       118       118   \n",
-       "9          4    ...         5155      5162      5166      5172      5177   \n",
-       "10         0    ...          104       104       104       105       105   \n",
-       "11         0    ...         1323      1324      1328      1329      1329   \n",
-       "12         0    ...          613       613       613       613       613   \n",
-       "13         0    ...          234       234       234       234       234   \n",
-       "14         1    ...        20479     20479     20481     20481     20481   \n",
-       "15         0    ...          913       913       913       913       913   \n",
-       "16         0    ...       448371    450376    452767    454860    457317   \n",
-       "17         0    ...       233424    233644    233770    233989    234267   \n",
-       "18         0    ...         8477      8496      8496      8519      8519   \n",
-       "19         0    ...       119205    119858    120495    121127    121778   \n",
-       "20         0    ...       544116    544544    544954    545424    545831   \n",
-       "21         0    ...         2852      2907      2949      2994      3038   \n",
-       "22         0    ...       280428    281707    282898    284500    285959   \n",
-       "23         0    ...       757696    760809    763885    766654    769414   \n",
-       "24         0    ...        12264     12271     12280     12293     12293   \n",
-       "25         0    ...         5434      5434      5434      5434      5434   \n",
-       "26         0    ...          867       867       867       867       867   \n",
-       "27         0    ...       244380    245719    246822    247891    248547   \n",
-       "28         0    ...       129176    129753    130510    130979    130979   \n",
-       "29         0    ...        27721     27721     28371     28371     28371   \n",
-       "..       ...    ...          ...       ...       ...       ...       ...   \n",
-       "244        0    ...          107       109       110       110       111   \n",
-       "245        0    ...         6466      6548      6637      6730      6851   \n",
-       "246        0    ...         7686      7690      7697      7704      7705   \n",
-       "247        0    ...       229781    230443    231298    231964    232615   \n",
-       "248        0    ...      2655633   2665194   2674766   2683971   2693164   \n",
-       "249        5    ...     28234656  28309085  28386492  28463190  28527344   \n",
-       "250        0    ...        40243     40261     40300     40322     40335   \n",
-       "251        0    ...      1358871   1364861   1373139   1381273   1389570   \n",
-       "252        0    ...       375535    378637    381662    385160    388594   \n",
-       "253        0    ...           18        18        18        18        18   \n",
-       "254        0    ...          703       703       705       705       705   \n",
-       "255        0    ...          114       114       114       153       153   \n",
-       "256        0    ...          431       431       438       444       444   \n",
-       "257        0    ...         4030      4031      4032      4033      4034   \n",
-       "258        0    ...           54        54        54        54        54   \n",
-       "259        0    ...         4234      4234      4235      4236      4238   \n",
-       "260        0    ...          462       470       475       475       484   \n",
-       "261        0    ...           20        20        20        20        20   \n",
-       "262        0    ...            4         4         4         4         4   \n",
-       "263        0    ...         2051      2051      2070      2088      2099   \n",
-       "264        0    ...      4134639   4144577   4154562   4163085   4170519   \n",
-       "265        0    ...        53973     54874     55695     56542     57362   \n",
-       "266        0    ...        79717     79749     79773     79804     79836   \n",
-       "267        0    ...            1         1         1         1         1   \n",
-       "268        0    ...       136986    137445    137871    138295    138739   \n",
-       "269        2    ...         2403      2412      2421      2426      2432   \n",
-       "270        0    ...       176377    177768    179293    180848    181909   \n",
-       "271        0    ...         2187      2221      2255      2267      2269   \n",
-       "272        0    ...        75582     76484     77171     77639     78202   \n",
-       "273        0    ...        35910     35960     35994     36044     36058   \n",
+       "   2/26/21  2/27/21  2/28/21  3/1/21  3/2/21  3/3/21  3/4/21  \n",
+       "0    55696    55707    55714   55733   55759   55770   55775  \n",
+       "1   105229   106215   107167  107931  108823  109674  110521  \n",
+       "2   112805   112960   113092  113255  113430  113593  113761  \n",
+       "3    10822    10849    10866   10889   10908   10948   10976  \n",
+       "4    20759    20782    20807   20854   20882   20923   20981  \n",
        "\n",
-       "      2/28/21    3/1/21    3/2/21    3/3/21    3/4/21  \n",
-       "0       55714     55733     55759     55770     55775  \n",
-       "1      107167    107931    108823    109674    110521  \n",
-       "2      113092    113255    113430    113593    113761  \n",
-       "3       10866     10889     10908     10948     10976  \n",
-       "4       20807     20854     20882     20923     20981  \n",
-       "5         730       769       769       769       813  \n",
-       "6     2107365   2112023   2118676   2126531   2133963  \n",
-       "7      172058    172216    172456    172816    173307  \n",
-       "8         118       118       120       120       120  \n",
-       "9        5180      5183      5189      5193      5205  \n",
-       "10        105       105       105       105       105  \n",
-       "11       1331      1335      1335      1342      1344  \n",
-       "12        616       617       618       618       618  \n",
-       "13        234       234       234       234       234  \n",
-       "14      20481     20481     20481     20481     20481  \n",
-       "15        913       913       914       914       914  \n",
-       "16     459440    460849    462769    465322    467646  \n",
-       "17     234537    234662    235014    235333    235647  \n",
-       "18       8519      8519      8519      8573      8573  \n",
-       "19     122394    123039    123531    124269    124857  \n",
-       "20     546216    546801    547316    547930    548549  \n",
-       "21       3068      3115      3140      3163      3186  \n",
-       "22     287306    288267    289136    290447    291621  \n",
-       "23     771511    772294    774344    777608    780251  \n",
-       "24      12293     12313     12320     12328     12329  \n",
-       "25       5434      5434      5434      6071      6071  \n",
-       "26        867       867       867       867       867  \n",
-       "27     249010    249767    250557    251391    252360  \n",
-       "28     130979    130979    133088    133982    134892  \n",
-       "29      28371     30727     30727     30727     31746  \n",
-       "..        ...       ...       ...       ...       ...  \n",
-       "244       113       113       113       113       113  \n",
-       "245      6901      6933      7086      7188      7323  \n",
-       "246      7713      7716      7717      7723      7727  \n",
-       "247    233277    233669    234231    235008    235643  \n",
-       "248   2701588   2711479   2723316   2734836   2746158  \n",
-       "249  28578548  28637313  28694071  28759980  28827144  \n",
-       "250     40357     40367     40395     40408     40426  \n",
-       "251   1395528   1399934   1405394   1412748   1422927  \n",
-       "252    391524    394050    396771    399463    402205  \n",
-       "253        18        18        18        18        18  \n",
-       "254       705       707       713       713       718  \n",
-       "255       153       153       153       153       153  \n",
-       "256       444       447       447       447       448  \n",
-       "257      4038      4038      4039      4040      4041  \n",
-       "258        54        54        54        54        54  \n",
-       "259      4239      4239      4243      4243      4243  \n",
-       "260       484       486       494       511       546  \n",
-       "261        20        20        20        20        20  \n",
-       "262         4         4         4         4         4  \n",
-       "263      2114      2114      2115      2132      2161  \n",
-       "264   4176554   4182009   4188400   4194785   4201358  \n",
-       "265     57994     58589     59171     60074     60945  \n",
-       "266     79926     79926     79961     80035     80035  \n",
-       "267         1         1         1         1         1  \n",
-       "268    139116    139545    139934    140383    140960  \n",
-       "269      2448      2448      2475      2482      2488  \n",
-       "270    183612    185336    187309    189326    191203  \n",
-       "271      2285      2310      2342      2363      2375  \n",
-       "272     78534     79002     79557     80090     80687  \n",
-       "273     36089     36115     36148     36179     36223  \n",
-       "\n",
-       "[274 rows x 412 columns]"
+       "[5 rows x 412 columns]"
       ]
      },
      "execution_count": 2,
@@ -1855,7 +283,7 @@
     "\n",
     "# Affichage des données\n",
     "raw_data = pd.read_csv(data_file)\n",
-    "raw_data"
+    "raw_data.head()"
    ]
   },
   {
@@ -1864,7 +292,7 @@
    "source": [
     "Ces données sont organisés sur 274 lignes pour chaque pays et (pour le moment) 412 colonnes présentant la province, le pays, les latitudes et longitudes suivi du nombre de cas par jour du 22 Janvier 2020 au 4 Mars 2021 au moment de l'écriture de ce rapport.\n",
     "\n",
-    "Filtrons les données en choisant les colonnes des dates la regex `\\d{1,2}\\/\\d{1,2}\\/\\d{2}` sélectionne les colonnes dont le nom commence par :\n",
+    "Pour vérifier qu'aucune date pour aucun pays est manquante, filtrons les données en choisant les colonnes des dates avec la regex `\\d{1,2}\\/\\d{1,2}\\/\\d{2}` qui sélectionne les colonnes dont le nom commence par :\n",
     "un ou deux chiffres suivi d'un \"/\", deux fois, puis se terminent par deux chiffres\n",
     "c'est à dire les colonnes des dates (vous pouvez inverser la regex avec `[^\\d{1,2}\\/\\d{1,2}\\/\\d{2}]` pour constater que la commande fait bien l'inverse et nous rend des données avec des NaN)"
    ]
@@ -1945,14 +373,14 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Le tableau en sortie est bien vide, il ne manque donc aucune donnée importante.\n",
+    "Le tableau en sortie est bien vide, il ne manque donc aucune donnée sur le nombre de cas par jour.\n",
     "\n",
-    "Listons les pays que nous allons analyser, ils sont tous représentés dans les données par le nom du pays dans la colonne `Country/Region` et `Nan` dans la colonne `Province/State` sauf dans le cas de la Chine ou nous allons devoir faire une somme de toutes les provinces d'un coté et de récupérer Hong-Knog de l'autre."
+    "Listons les pays que nous allons analyser, ils sont tous représentés dans les données par le nom du pays dans la colonne `Country/Region` et `Nan` dans la colonne `Province/State` sauf dans le cas de la Chine ou nous allons devoir faire une somme de toutes les provinces d'un coté et de récupérer Hong-Kong de l'autre."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1969,8 +397,6 @@
     "        \"Spain\",\n",
     "        \"United Kingdom\",\n",
     "        \"US\",\n",
-    "#         \"China\",\n",
-    "#         \"China, Hong-Kong\",\n",
     "]"
    ]
   },
@@ -1978,43 +404,36 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Enregistrons les lignes consernées dans un nouveau tableau :"
+    "Enregistrons les lignes consernées dans un nouveau tableau en ajoutant la Chine (nous utiliserons les coordonnées de Beijing pour la longitude et latitude de la Chine, même si l'information ne sera pas réutilisée pour le moment plus tard) :"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
+   "execution_count": 5,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[[nan, 'France', 46.2276, 2.2137, 0, 0, 2, 3, 3, 3, 4, 5, 5, 5, 6, 6, 6, 6, 6, 6, 6, 11, 11, 11, 11, 11, 11, 11, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 14, 18, 38, 57, 100, 130, 191, 212, 285, 423, 613, 938, 1115, 1401, 1773, 2281, 2281, 3661, 4469, 4499, 6633, 7652, 9043, 10871, 12612, 14282, 16533, 19856, 22054, 24967, 28856, 32609, 37162, 39761, 44029, 51579, 56362, 58404, 63588, 46483, 47299, 49934, 46400, 50242, 54003, 55538, 56972, 107712, 110836, 128272, 131476, 144035, 145896, 149683, 150752, 153197, 155821, 157603, 155881, 158653, 160295, 160907, 164592, 167650, 166193, 167326, 167846, 168637, 168887, 169405, 170467, 174596, 175218, 175743, 176132, 176338, 176651, 177330, 177790, 178353, 178837, 179140, 179250, 179650, 180143, 180499, 180752, 181444, 181969, 181410, 181684, 181880, 182018, 185300, 185842, 187608, 187817, 187986, 187265, 184015, 188286, 188808, 189330, 189621, 189782, 190266, 190743, 191040, 191679, 192043, 192317, 192369, 192915, 193256, 193576, 194121, 194535, 194599, 194693, 195256, 195256, 195256, 196267, 196521, 196111, 196390, 196554, 197238, 197591, 197994, 197994, 197994, 198850, 199170, 199699, 200027, 200569, 200569, 200569, 201755, 201755, 202383, 202819, 203516, 203516, 203516, 205308, 205773, 206641, 207650, 208553, 208553, 208553, 210821, 211337, 212676, 213927, 215135, 215135, 215135, 218351, 219253, 220874, 222398, 224602, 224602, 224602, 229203, 230540, 232966, 235540, 238240, 241371, 244335, 244761, 246821, 250539, 255214, 259717, 263129, 267589, 269452, 272643, 272643, 283698, 290929, 296265, 301554, 304349, 309247, 316047, 322935, 331578, 340013, 346921, 351017, 357473, 365025, 374586, 383854, 394270, 400533, 406609, 414196, 423924, 433871, 446961, 460328, 470864, 476162, 485929, 497914, 513732, 529501, 543688, 554304, 558374, 566196, 578769, 591783, 603920, 620330, 632834, 637918, 648116, 666849, 684164, 704478, 731155, 747092, 755597, 768380, 790959, 820685, 845740, 877840, 907677, 920916, 941085, 967717, 1008483, 1050468, 1095708, 1102262, 1174279, 1207430, 1243855, 1290446, 1339640, 1374691, 1420870, 1525184, 1597139, 1549838, 1607147, 1667604, 1754202, 1792764, 1812919, 1834515, 1870380, 1902644, 1926314, 1958235, 1985427, 1994728, 2039938, 2068297, 2088784, 2111646, 2129287, 2142417, 2146869, 2155722, 2171967, 2184846, 2197283, 2209739, 2219502, 2223393, 2231344, 2245324, 2257894, 2269080, 2281889, 2292838, 2296249, 2309760, 2324300, 2337594, 2350923, 2364740, 2376228, 2379291, 2390419, 2407983, 2426063, 2441737, 2458839, 2471458, 2477255, 2488889, 2503693, 2525234, 2545358, 2548388, 2556621, 2559575, 2570767, 2597124, 2616902, 2636045, 2639404, 2651893, 2655915, 2676195, 2701215, 2722728, 2742349, 2762120, 2777921, 2781503, 2800770, 2824473, 2845701, 2866413, 2887532, 2903975, 2907711, 2931050, 2957547, 2979915, 3002910, 3026320, 3044358, 3048598, 3070458, 3097374, 3120634, 3143417, 3167274, 3186354, 3190701, 3213360, 3239256, 3238798, 3284085, 3303273, 3322988, 3327305, 3345558, 3370645, 3390952, 3410996, 3431805, 3447518, 3451894, 3471268, 3495775, 3517177, 3541282, 3562707, 3584326, 3588972, 3608271, 3639501, 3664050, 3689034, 3712474, 3732426, 3736390, 3759247, 3785326, 3810605]]\n",
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-      "[[nan, 'Portugal', 39.3999, -8.2245, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 2, 2, 5, 8, 13, 20, 30, 30, 41, 59, 59, 112, 169, 245, 331, 448, 448, 785, 1020, 1280, 1600, 2060, 2362, 2995, 3544, 4268, 5170, 5962, 6408, 7443, 8251, 9034, 9886, 10524, 11278, 11730, 12442, 13141, 13956, 15472, 15987, 16585, 16934, 17448, 18091, 18841, 19022, 19685, 20206, 20863, 21379, 21982, 22353, 22797, 23392, 23864, 24027, 24322, 24505, 25045, 25351, 25190, 25282, 25524, 25702, 26182, 26715, 27268, 27406, 27581, 27679, 27913, 28132, 28319, 28583, 28810, 29036, 29209, 29432, 29660, 29912, 30200, 30471, 30623, 30788, 31007, 31292, 31596, 31946, 32203, 32500, 32700, 32895, 33261, 33592, 33969, 34351, 34693, 34885, 35306, 35600, 35910, 36180, 36463, 36690, 37036, 37336, 37672, 38089, 38464, 38841, 39133, 39392, 39737, 40104, 40415, 40866, 41189, 41646, 41912, 42141, 42454, 42782, 43156, 43569, 43897, 44129, 44416, 44859, 45277, 45679, 46221, 46512, 46818, 47051, 47426, 47765, 48077, 48390, 48636, 48771, 48898, 49150, 49379, 49692, 49955, 50164, 50299, 50410, 50613, 50868, 51072, 51310, 51463, 51569, 51681, 51848, 52061, 52351, 52537, 52668, 52825, 52945, 53223, 53548, 53783, 53981, 54102, 54234, 54448, 54701, 54992, 55211, 55452, 55597, 55720, 55912, 56274, 56673, 57074, 57448, 57768, 58012, 58243, 58633, 59051, 59457, 59943, 60258, 60507, 60895, 61541, 62126, 62813, 63310, 63983, 64596, 65021, 65626, 66396, 67176, 68025, 68577, 69200, 69663, 70465, 71156, 72055, 72939, 73604, 74029, 74717, 75542, 76396, 77284, 78247, 79151, 79885, 80312, 81256, 82534, 83928, 85574, 86664, 87913, 89121, 91193, 93294, 95902, 98055, 99911, 101860, 103736, 106271, 109541, 112440, 116109, 118686, 121133, 124432, 128392, 132616, 137272, 141279, 144341, 146847, 149443, 156940, 161350, 166900, 173540, 179324, 183420, 187237, 192172, 198011, 204664, 211266, 217301, 225672, 230124, 236015, 243009, 249498, 255970, 260758, 264802, 268721, 274011, 280394, 285838, 290706, 294799, 298061, 300462, 303846, 307618, 312553, 318640, 322474, 325071, 327976, 332073, 335207, 340287, 344700, 348744, 350938, 353576, 358296, 362616, 366952, 370787, 374121, 376220, 378656, 383258, 387636, 391782, 392996, 394573, 396666, 400002, 406051, 413678, 420629, 423870, 427254, 431623, 436579, 446606, 456533, 466709, 476187, 483689, 489293, 496552, 507108, 517806, 528469, 539416, 549801, 556503, 566958, 581605, 595149, 609136, 624469, 636190, 643113, 653878, 668951, 685383, 698583, 711018, 720516, 726321, 731861, 740944, 748858, 755774, 761906, 765414, 767919, 770502, 774889, 778369, 781223, 784079, 785756, 787059, 788561, 790885, 792829, 794769, 796339, 797525, 798074, 799106, 800586, 801746, 802773, 803844, 804562, 804956, 805647, 806626, 807456]]\n",
-      "[[nan, 'Spain', 40.463667, -3.7492199999999998, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 6, 13, 15, 32, 45, 84, 120, 165, 222, 259, 400, 500, 673, 1073, 1695, 2277, 2277, 5232, 6391, 7798, 9942, 11748, 13910, 17963, 20410, 25374, 28768, 35136, 39885, 49515, 57786, 65719, 73235, 80110, 87956, 95923, 104118, 112065, 119199, 126168, 131646, 136675, 141942, 148220, 153222, 158273, 163027, 166831, 170099, 172541, 177644, 184948, 190839, 191726, 198674, 200210, 204178, 208389, 213024, 202990, 205905, 207634, 209465, 210773, 212917, 213435, 215216, 216582, 217466, 218011, 219329, 220325, 221447, 222857, 223578, 224350, 227436, 228030, 228691, 229540, 230183, 230698, 230698, 231606, 232037, 232555, 233037, 234824, 235290, 235772, 235400, 236259, 236259, 237906, 238564, 239228, 239479, 239638, 239932, 240326, 240660, 240978, 241310, 241550, 241717, 241966, 242280, 242707, 243209, 243605, 243928, 244109, 244328, 244683, 245268, 245575, 245938, 246272, 246504, 246752, 247086, 247486, 247905, 248469, 248770, 248970, 249271, 249659, 250103, 250545, 250545, 250545, 251789, 252130, 252513, 253056, 253908, 253908, 253908, 255953, 256619, 257494, 258855, 260255, 260255, 260255, 264836, 266194, 267551, 270166, 272421, 272421, 272421, 278782, 280610, 282641, 285430, 288522, 288522, 288522, 297054, 302814, 305767, 309855, 314362, 314362, 314362, 322980, 326612, 329784, 337334, 342813, 342813, 342813, 359082, 364196, 370867, 377906, 386054, 386054, 386054, 405436, 412553, 419849, 429507, 439286, 439286, 439286, 462858, 470973, 479554, 488513, 498989, 498989, 498989, 525549, 534513, 543379, 554143, 566326, 566326, 566326, 593730, 603167, 614360, 625651, 640040, 640040, 640040, 671468, 682267, 693556, 704209, 716481, 716481, 716481, 748266, 748266, 769188, 778607, 789932, 789932, 789932, 813412, 825410, 835901, 848324, 861112, 861112, 861112, 888968, 896086, 908056, 921374, 936560, 936560, 936560, 974449, 988322, 1005295, 1026281, 1046132, 1046132, 1046132, 1098320, 1116738, 1136503, 1160083, 1185678, 1185678, 1185678, 1240697, 1259366, 1284408, 1306316, 1328832, 1328832, 1328832, 1381218, 1381218, 1417709, 1437220, 1458591, 1458591, 1458591, 1496864, 1510023, 1525341, 1541574, 1556730, 1556730, 1556730, 1582616, 1594844, 1605066, 1617355, 1628208, 1628208, 1628208, 1648187, 1656444, 1665775, 1675902, 1684647, 1684647, 1684647, 1702328, 1702328, 1712101, 1720056, 1730575, 1730575, 1730575, 1751884, 1762212, 1773290, 1785421, 1797236, 1797236, 1797236, 1819249, 1829903, 1842289, 1854951, 1854951, 1854951, 1854951, 1879413, 1893502, 1910218, 1928265, 1928265, 1928265, 1928265, 1958844, 1982544, 1982544, 2024904, 2050360, 2050360, 2050360, 2111782, 2137220, 2176089, 2211967, 2252164, 2252164, 2252164, 2336451, 2370742, 2412318, 2456675, 2499560, 2499560, 2499560, 2593382, 2629817, 2670102, 2705001, 2743119, 2743119, 2743119, 2822805, 2851869, 2883465, 2913425, 2941990, 2941990, 2941990, 2989085, 3005487, 3023601, 3041454, 3056035, 3056035, 3056035, 3086286, 3096343, 3107172, 3121687, 3133122, 3133122, 3133122, 3153971, 3161432, 3170644, 3180212, 3188553, 3188553, 3188553, 3204531, 3130184, 3136321, 3142358]]\n",
-      "[[nan, 'United Kingdom', 55.3781, -3.4360000000000004, 0, 0, 0, 0, 0, 0, 0, 0, 0, 2, 2, 2, 8, 8, 9, 9, 9, 13, 14, 14, 15, 16, 17, 18, 18, 18, 19, 19, 20, 22, 23, 23, 28, 30, 34, 37, 44, 56, 61, 94, 134, 189, 245, 294, 373, 428, 482, 629, 887, 1298, 1787, 2266, 2630, 3072, 3684, 4452, 5451, 6506, 7760, 8957, 10333, 12668, 15039, 17732, 20816, 24017, 26839, 29696, 33969, 38484, 43398, 48263, 53178, 57198, 60792, 66067, 71517, 76646, 81498, 85813, 89390, 92885, 97068, 101393, 106458, 111756, 116721, 121437, 125289, 130147, 134907, 140397, 145540, 150513, 154261, 157729, 162431, 167152, 172587, 177543, 182270, 185491, 188465, 191843, 195527, 199358, 203125, 206174, 208324, 210645, 214228, 217617, 220915, 223524, 226041, 228106, 229932, 232506, 235547, 238253, 240795, 242825, 244332, 245680, 247287, 248937, 250739, 252473, 253977, 255076, 256145, 257579, 259046, 260388, 261622, 262727, 263518, 264235, 265321, 266474, 267656, 268657, 269710, 270597, 271404, 272430, 273507, 274504, 275524, 276504, 277170, 277792, 278684, 279566, 280340, 281037, 281675, 282308, 282703, 283307, 283710, 283770, 283774, 284276, 284900, 285416, 285768, 286349, 286979, 287621, 288133, 288953, 289603, 290133, 291373, 291911, 292552, 293239, 294066, 294792, 295372, 295817, 296377, 297146, 297914, 298681, 299426, 300111, 300658, 301455, 302301, 303181, 303942, 304685, 305623, 306293, 307184, 308134, 309005, 309763, 310825, 311641, 312789, 313798, 314927, 316367, 317379, 318484, 319197, 320286, 321098, 322280, 323313, 324601, 325642, 326614, 327798, 328846, 330368, 331644, 332752, 334467, 335873, 337168, 338676, 340411, 342351, 344164, 347152, 350100, 352560, 355219, 358138, 361677, 365174, 368504, 371125, 374228, 378219, 381614, 385936, 390358, 394257, 398625, 403551, 409729, 416363, 423236, 429277, 434969, 439013, 446156, 453264, 460178, 467146, 480017, 502978, 515571, 530113, 544275, 561815, 575679, 590844, 603716, 617688, 634920, 654644, 673622, 689257, 705428, 722409, 741212, 762542, 789229, 810467, 830998, 854010, 873800, 894690, 917575, 942275, 965340, 989745, 1011660, 1034914, 1053864, 1073882, 1099059, 1123197, 1146484, 1171441, 1192013, 1213363, 1233775, 1256725, 1290195, 1317496, 1344356, 1369318, 1390681, 1410732, 1430341, 1453256, 1473508, 1493383, 1512045, 1527495, 1538794, 1557007, 1574562, 1589301, 1605172, 1617327, 1629657, 1643086, 1659256, 1674134, 1690432, 1705971, 1723242, 1737960, 1750241, 1766819, 1787783, 1809455, 1830956, 1849403, 1869666, 1888116, 1913277, 1948660, 1977167, 2004219, 2040147, 2073511, 2110314, 2149551, 2188587, 2221312, 2256005, 2288345, 2329730, 2382865, 2432888, 2488780, 2542065, 2599789, 2654779, 2713563, 2774479, 2836801, 2889419, 2957472, 3017409, 3072349, 3118518, 3164051, 3211576, 3260258, 3316019, 3357361, 3395959, 3433494, 3466849, 3505754, 3543646, 3583907, 3617459, 3647463, 3669658, 3689746, 3715054, 3743734, 3772813, 3796088, 3817176, 3835783, 3852623, 3871825, 3892459, 3911573, 3929835, 3945680, 3959784, 3972148, 3985161, 3998655, 4013799, 4027106, 4038078, 4047843, 4058468, 4071185, 4083242, 4095269, 4105675, 4115509, 4126150, 4134639, 4144577, 4154562, 4163085, 4170519, 4176554, 4182009, 4188400, 4194785, 4201358]]\n",
-      "[[nan, 'US', 40.0, -100.0, 1, 1, 2, 2, 5, 5, 5, 6, 6, 8, 8, 8, 11, 11, 11, 12, 12, 12, 12, 12, 13, 13, 14, 14, 14, 14, 14, 14, 14, 14, 16, 16, 16, 16, 16, 16, 17, 17, 25, 32, 55, 74, 107, 184, 237, 403, 519, 594, 782, 1147, 1586, 2219, 2978, 3212, 4679, 6512, 9169, 13663, 20030, 26025, 34898, 46136, 56755, 68837, 86693, 105383, 125013, 143912, 165987, 192301, 224544, 256779, 289066, 321482, 351359, 382740, 413507, 444699, 480640, 515055, 544185, 571440, 598370, 627151, 652591, 682626, 715656, 743588, 769684, 799512, 825429, 854288, 887858, 920185, 950580, 977081, 1000784, 1025361, 1051799, 1081019, 1115945, 1143295, 1167592, 1191677, 1216208, 1240767, 1268179, 1295017, 1320153, 1339020, 1358291, 1381238, 1401646, 1428464, 1453211, 1477370, 1495733, 1518123, 1539130, 1561827, 1587593, 1611249, 1632361, 1652428, 1671100, 1690750, 1709299, 1731621, 1756093, 1779726, 1798713, 1816148, 1837651, 1857495, 1879144, 1904544, 1925704, 1943620, 1961257, 1979639, 2000749, 2023881, 2048746, 2073954, 2092902, 2112721, 2136391, 2163449, 2191971, 2223531, 2255800, 2280946, 2313093, 2350156, 2386014, 2426329, 2472311, 2513651, 2554376, 2595655, 2642081, 2693890, 2750517, 2801874, 2847553, 2898322, 2941394, 3002036, 3062146, 3124633, 3192672, 3252687, 3311137, 3370026, 3438038, 3506145, 3581954, 3654203, 3716740, 3777211, 3839293, 3903780, 3974341, 4042769, 4116070, 4180969, 4235816, 4292554, 4359003, 4430816, 4498234, 4566931, 4623105, 4668652, 4714173, 4772945, 4827393, 4886727, 4945996, 5000107, 5045855, 5093475, 5141430, 5197413, 5248690, 5314012, 5360914, 5400103, 5436757, 5481755, 5529102, 5572890, 5621596, 5664641, 5698902, 5735502, 5775618, 5820908, 5866093, 5913046, 5955722, 5990118, 6025593, 6067260, 6108200, 6152285, 6202700, 6245682, 6276981, 6300449, 6327884, 6361638, 6397758, 6445407, 6486484, 6520750, 6555127, 6594554, 6633389, 6678579, 6727725, 6769847, 6808147, 6860061, 6899723, 6938731, 6985760, 7033944, 7078562, 7116078, 7149281, 7192498, 7231832, 7277418, 7332238, 7380797, 7416539, 7455962, 7501009, 7551949, 7610451, 7666716, 7721622, 7767500, 7809362, 7861469, 7921089, 7985864, 8054907, 8111563, 8160870, 8228585, 8290408, 8353581, 8429792, 8511514, 8594218, 8656238, 8723553, 8800136, 8879326, 8970125, 9069103, 9158771, 9263540, 9348641, 9475561, 9579953, 9709053, 9836805, 9964007, 10079085, 10199542, 10339769, 10486134, 10650509, 10830672, 10998189, 11134318, 11296818, 11460242, 11633088, 11824228, 12022158, 12201266, 12347905, 12521898, 12697001, 12879677, 12991818, 13199752, 13355018, 13495104, 13655220, 13842652, 14044625, 14267421, 14499637, 14714853, 14895691, 15089952, 15313819, 15535463, 15766130, 16004659, 16221125, 16408428, 16601499, 16810792, 17056440, 17295460, 17546621, 17738237, 17925587, 18123968, 18321157, 18550002, 18743916, 18841414, 19067574, 19222891, 19396787, 19595354, 19827770, 20061903, 20215297, 20515083, 20723157, 20906563, 21140217, 21394210, 21671278, 21963383, 22225720, 22438881, 22653070, 22879069, 23108826, 23343727, 23584671, 23785679, 23962788, 24105873, 24281531, 24464045, 24656940, 24846933, 25017235, 25148046, 25299108, 25445778, 25598384, 25767014, 25933090, 26075178, 26187035, 26321351, 26436155, 26557346, 26680589, 26814096, 26917986, 27007586, 27097493, 27192663, 27287431, 27392829, 27492273, 27579257, 27644213, 27698190, 27760660, 27830489, 27899756, 27979051, 28050458, 28107350, 28163046, 28234656, 28309085, 28386492, 28463190, 28527344, 28578548, 28637313, 28694071, 28759980, 28827144]]\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
-    "data = []\n",
+    "data_list = []\n",
+    "# récupération des données pour tous les pays sauf la Chine\n",
     "for country in countries:\n",
-    "    new_row = raw_data[(raw_data['Country/Region']==country) & (raw_data['Province/State'].isnull())].values.tolist()\n",
-    "    print(new_row)\n",
-    "dataf = pd.DataFrame(data, columns=raw_data.columns)"
+    "    data_list.append(raw_data[(raw_data['Province/State'].isnull()) & (raw_data['Country/Region']==country)].values.tolist()[0])\n",
+    "# récupération des données pour Hong-Kong\n",
+    "data_list.append(raw_data[(raw_data['Province/State'] == \"Hong Kong\") & (raw_data['Country/Region']== \"China\")].values.tolist()[0])\n",
+    "# récupération des données pour le reste de la Chine en sommant les différentes colonnes\n",
+    "data_china = raw_data[(raw_data['Province/State'] != \"Hong Kong\") & (raw_data['Country/Region']== \"China\")].sum().values.tolist()\n",
+    "# mise à jour des premières colonnes des données de la Chine avec les coordonées de Beijing et ajout à la liste\n",
+    "data_china[0] = pd.np.NaN\n",
+    "data_china[1] = \"China\"\n",
+    "data_china[2] = 40.1824\n",
+    "data_china[3] = 116.4142\n",
+    "data_list.append(data_china)\n",
+    "# création du nouveau tableau avec toutes les données des pays recherchés\n",
+    "data = pd.DataFrame(data_list, columns=raw_data.columns)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [
     {
@@ -2062,31 +481,436 @@
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Belgium</td>\n",
+       "      <td>50.833300</td>\n",
+       "      <td>4.469936</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>757696</td>\n",
+       "      <td>760809</td>\n",
+       "      <td>763885</td>\n",
+       "      <td>766654</td>\n",
+       "      <td>769414</td>\n",
+       "      <td>771511</td>\n",
+       "      <td>772294</td>\n",
+       "      <td>774344</td>\n",
+       "      <td>777608</td>\n",
+       "      <td>780251</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</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>3608271</td>\n",
+       "      <td>3639501</td>\n",
+       "      <td>3664050</td>\n",
+       "      <td>3689034</td>\n",
+       "      <td>3712474</td>\n",
+       "      <td>3732426</td>\n",
+       "      <td>3736390</td>\n",
+       "      <td>3759247</td>\n",
+       "      <td>3785326</td>\n",
+       "      <td>3810605</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Germany</td>\n",
+       "      <td>51.165691</td>\n",
+       "      <td>10.451526</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2405263</td>\n",
+       "      <td>2416037</td>\n",
+       "      <td>2427069</td>\n",
+       "      <td>2436506</td>\n",
+       "      <td>2444177</td>\n",
+       "      <td>2450295</td>\n",
+       "      <td>2455569</td>\n",
+       "      <td>2462061</td>\n",
+       "      <td>2472913</td>\n",
+       "      <td>2484306</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Iran</td>\n",
+       "      <td>32.427908</td>\n",
+       "      <td>53.688046</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1590605</td>\n",
+       "      <td>1598875</td>\n",
+       "      <td>1607081</td>\n",
+       "      <td>1615184</td>\n",
+       "      <td>1623159</td>\n",
+       "      <td>1631169</td>\n",
+       "      <td>1639679</td>\n",
+       "      <td>1648174</td>\n",
+       "      <td>1656699</td>\n",
+       "      <td>1665103</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Italy</td>\n",
+       "      <td>41.871940</td>\n",
+       "      <td>12.567380</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2832162</td>\n",
+       "      <td>2848564</td>\n",
+       "      <td>2868435</td>\n",
+       "      <td>2888923</td>\n",
+       "      <td>2907825</td>\n",
+       "      <td>2925265</td>\n",
+       "      <td>2938371</td>\n",
+       "      <td>2955434</td>\n",
+       "      <td>2976274</td>\n",
+       "      <td>2999119</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Japan</td>\n",
+       "      <td>36.204824</td>\n",
+       "      <td>138.252924</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>...</td>\n",
+       "      <td>426828</td>\n",
+       "      <td>427732</td>\n",
+       "      <td>428816</td>\n",
+       "      <td>429873</td>\n",
+       "      <td>431093</td>\n",
+       "      <td>432090</td>\n",
+       "      <td>432778</td>\n",
+       "      <td>433700</td>\n",
+       "      <td>434944</td>\n",
+       "      <td>436093</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Korea, South</td>\n",
+       "      <td>35.907757</td>\n",
+       "      <td>127.766922</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>...</td>\n",
+       "      <td>88120</td>\n",
+       "      <td>88516</td>\n",
+       "      <td>88922</td>\n",
+       "      <td>89321</td>\n",
+       "      <td>89676</td>\n",
+       "      <td>90031</td>\n",
+       "      <td>90372</td>\n",
+       "      <td>90816</td>\n",
+       "      <td>91240</td>\n",
+       "      <td>91638</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Netherlands</td>\n",
+       "      <td>52.132600</td>\n",
+       "      <td>5.291300</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1064598</td>\n",
+       "      <td>1068960</td>\n",
+       "      <td>1073971</td>\n",
+       "      <td>1079084</td>\n",
+       "      <td>1084021</td>\n",
+       "      <td>1088690</td>\n",
+       "      <td>1092452</td>\n",
+       "      <td>1096433</td>\n",
+       "      <td>1101430</td>\n",
+       "      <td>1105544</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Portugal</td>\n",
+       "      <td>39.399900</td>\n",
+       "      <td>-8.224500</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>799106</td>\n",
+       "      <td>800586</td>\n",
+       "      <td>801746</td>\n",
+       "      <td>802773</td>\n",
+       "      <td>803844</td>\n",
+       "      <td>804562</td>\n",
+       "      <td>804956</td>\n",
+       "      <td>805647</td>\n",
+       "      <td>806626</td>\n",
+       "      <td>807456</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Spain</td>\n",
+       "      <td>40.463667</td>\n",
+       "      <td>-3.749220</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>3161432</td>\n",
+       "      <td>3170644</td>\n",
+       "      <td>3180212</td>\n",
+       "      <td>3188553</td>\n",
+       "      <td>3188553</td>\n",
+       "      <td>3188553</td>\n",
+       "      <td>3204531</td>\n",
+       "      <td>3130184</td>\n",
+       "      <td>3136321</td>\n",
+       "      <td>3142358</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</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>4134639</td>\n",
+       "      <td>4144577</td>\n",
+       "      <td>4154562</td>\n",
+       "      <td>4163085</td>\n",
+       "      <td>4170519</td>\n",
+       "      <td>4176554</td>\n",
+       "      <td>4182009</td>\n",
+       "      <td>4188400</td>\n",
+       "      <td>4194785</td>\n",
+       "      <td>4201358</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>US</td>\n",
+       "      <td>40.000000</td>\n",
+       "      <td>-100.000000</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>...</td>\n",
+       "      <td>28234656</td>\n",
+       "      <td>28309085</td>\n",
+       "      <td>28386492</td>\n",
+       "      <td>28463190</td>\n",
+       "      <td>28527344</td>\n",
+       "      <td>28578548</td>\n",
+       "      <td>28637313</td>\n",
+       "      <td>28694071</td>\n",
+       "      <td>28759980</td>\n",
+       "      <td>28827144</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>Hong Kong</td>\n",
+       "      <td>China</td>\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>...</td>\n",
+       "      <td>10896</td>\n",
+       "      <td>10913</td>\n",
+       "      <td>10926</td>\n",
+       "      <td>10950</td>\n",
+       "      <td>10983</td>\n",
+       "      <td>11005</td>\n",
+       "      <td>11019</td>\n",
+       "      <td>11032</td>\n",
+       "      <td>11046</td>\n",
+       "      <td>11055</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>China</td>\n",
+       "      <td>40.182400</td>\n",
+       "      <td>116.414200</td>\n",
+       "      <td>548</td>\n",
+       "      <td>641</td>\n",
+       "      <td>918</td>\n",
+       "      <td>1401</td>\n",
+       "      <td>2067</td>\n",
+       "      <td>2869</td>\n",
+       "      <td>...</td>\n",
+       "      <td>89911</td>\n",
+       "      <td>89919</td>\n",
+       "      <td>89925</td>\n",
+       "      <td>89935</td>\n",
+       "      <td>89941</td>\n",
+       "      <td>89960</td>\n",
+       "      <td>89971</td>\n",
+       "      <td>89981</td>\n",
+       "      <td>89991</td>\n",
+       "      <td>90000</td>\n",
+       "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>0 rows × 412 columns</p>\n",
+       "<p>14 rows × 412 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "Empty DataFrame\n",
-       "Columns: [Province/State, Country/Region, Lat, Long, 1/22/20, 1/23/20, 1/24/20, 1/25/20, 1/26/20, 1/27/20, 1/28/20, 1/29/20, 1/30/20, 1/31/20, 2/1/20, 2/2/20, 2/3/20, 2/4/20, 2/5/20, 2/6/20, 2/7/20, 2/8/20, 2/9/20, 2/10/20, 2/11/20, 2/12/20, 2/13/20, 2/14/20, 2/15/20, 2/16/20, 2/17/20, 2/18/20, 2/19/20, 2/20/20, 2/21/20, 2/22/20, 2/23/20, 2/24/20, 2/25/20, 2/26/20, 2/27/20, 2/28/20, 2/29/20, 3/1/20, 3/2/20, 3/3/20, 3/4/20, 3/5/20, 3/6/20, 3/7/20, 3/8/20, 3/9/20, 3/10/20, 3/11/20, 3/12/20, 3/13/20, 3/14/20, 3/15/20, 3/16/20, 3/17/20, 3/18/20, 3/19/20, 3/20/20, 3/21/20, 3/22/20, 3/23/20, 3/24/20, 3/25/20, 3/26/20, 3/27/20, 3/28/20, 3/29/20, 3/30/20, 3/31/20, 4/1/20, 4/2/20, 4/3/20, 4/4/20, 4/5/20, 4/6/20, 4/7/20, 4/8/20, 4/9/20, 4/10/20, 4/11/20, 4/12/20, 4/13/20, 4/14/20, 4/15/20, 4/16/20, 4/17/20, 4/18/20, 4/19/20, 4/20/20, 4/21/20, 4/22/20, 4/23/20, 4/24/20, 4/25/20, 4/26/20, ...]\n",
-       "Index: []\n",
+       "   Province/State  Country/Region        Lat        Long  1/22/20  1/23/20  \\\n",
+       "0             NaN         Belgium  50.833300    4.469936        0        0   \n",
+       "1             NaN          France  46.227600    2.213700        0        0   \n",
+       "2             NaN         Germany  51.165691   10.451526        0        0   \n",
+       "3             NaN            Iran  32.427908   53.688046        0        0   \n",
+       "4             NaN           Italy  41.871940   12.567380        0        0   \n",
+       "5             NaN           Japan  36.204824  138.252924        2        2   \n",
+       "6             NaN    Korea, South  35.907757  127.766922        1        1   \n",
+       "7             NaN     Netherlands  52.132600    5.291300        0        0   \n",
+       "8             NaN        Portugal  39.399900   -8.224500        0        0   \n",
+       "9             NaN           Spain  40.463667   -3.749220        0        0   \n",
+       "10            NaN  United Kingdom  55.378100   -3.436000        0        0   \n",
+       "11            NaN              US  40.000000 -100.000000        1        1   \n",
+       "12      Hong Kong           China  22.300000  114.200000        0        2   \n",
+       "13            NaN           China  40.182400  116.414200      548      641   \n",
        "\n",
-       "[0 rows x 412 columns]"
+       "    1/24/20  1/25/20  1/26/20  1/27/20    ...      2/23/21   2/24/21  \\\n",
+       "0         0        0        0        0    ...       757696    760809   \n",
+       "1         2        3        3        3    ...      3608271   3639501   \n",
+       "2         0        0        0        1    ...      2405263   2416037   \n",
+       "3         0        0        0        0    ...      1590605   1598875   \n",
+       "4         0        0        0        0    ...      2832162   2848564   \n",
+       "5         2        2        4        4    ...       426828    427732   \n",
+       "6         2        2        3        4    ...        88120     88516   \n",
+       "7         0        0        0        0    ...      1064598   1068960   \n",
+       "8         0        0        0        0    ...       799106    800586   \n",
+       "9         0        0        0        0    ...      3161432   3170644   \n",
+       "10        0        0        0        0    ...      4134639   4144577   \n",
+       "11        2        2        5        5    ...     28234656  28309085   \n",
+       "12        2        5        8        8    ...        10896     10913   \n",
+       "13      918     1401     2067     2869    ...        89911     89919   \n",
+       "\n",
+       "     2/25/21   2/26/21   2/27/21   2/28/21    3/1/21    3/2/21    3/3/21  \\\n",
+       "0     763885    766654    769414    771511    772294    774344    777608   \n",
+       "1    3664050   3689034   3712474   3732426   3736390   3759247   3785326   \n",
+       "2    2427069   2436506   2444177   2450295   2455569   2462061   2472913   \n",
+       "3    1607081   1615184   1623159   1631169   1639679   1648174   1656699   \n",
+       "4    2868435   2888923   2907825   2925265   2938371   2955434   2976274   \n",
+       "5     428816    429873    431093    432090    432778    433700    434944   \n",
+       "6      88922     89321     89676     90031     90372     90816     91240   \n",
+       "7    1073971   1079084   1084021   1088690   1092452   1096433   1101430   \n",
+       "8     801746    802773    803844    804562    804956    805647    806626   \n",
+       "9    3180212   3188553   3188553   3188553   3204531   3130184   3136321   \n",
+       "10   4154562   4163085   4170519   4176554   4182009   4188400   4194785   \n",
+       "11  28386492  28463190  28527344  28578548  28637313  28694071  28759980   \n",
+       "12     10926     10950     10983     11005     11019     11032     11046   \n",
+       "13     89925     89935     89941     89960     89971     89981     89991   \n",
+       "\n",
+       "      3/4/21  \n",
+       "0     780251  \n",
+       "1    3810605  \n",
+       "2    2484306  \n",
+       "3    1665103  \n",
+       "4    2999119  \n",
+       "5     436093  \n",
+       "6      91638  \n",
+       "7    1105544  \n",
+       "8     807456  \n",
+       "9    3142358  \n",
+       "10   4201358  \n",
+       "11  28827144  \n",
+       "12     11055  \n",
+       "13     90000  \n",
+       "\n",
+       "[14 rows x 412 columns]"
       ]
      },
-     "execution_count": 29,
+     "execution_count": 6,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "dataf"
+    "data"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
+   "source": [
+    "Nous obtenons ainsi notre tableau avec 14 lignes contenant les informations que nous voulons afficher. Nous allons maintenant générer les graphiques."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": []
   }
  ],
-- 
2.18.1