diff --git a/module3/exo3/exercice.ipynb b/module3/exo3/exercice.ipynb
index e6b3ee255eba012b30fc30f4891e759a8b11839d..eb06461fc9c562952b5d5dd540da20c292cba3b0 100644
--- a/module3/exo3/exercice.ipynb
+++ b/module3/exo3/exercice.ipynb
@@ -38,36 +38,38 @@
     "\n",
     "* Graphique exemple de [South Chine Morning Post](https://www.scmp.com/coronavirus?src=homepage_covid_widget). Datant du 20 Mai 2020.\n",
     "* Données brutes utilisées dans ce document : [time_series_covid19_confirmed_global.csv](https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_confirmed_global.csv)\n",
-    "\n"
+    "\n",
+    "\n",
+    "On procède à un test afin de savoir si les données sont disponibles en local ou si l'ont doit utiliser l'URL."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 17,
    "metadata": {},
    "outputs": [],
    "source": [
     "%matplotlib inline\n",
     "import matplotlib.pyplot as plt\n",
     "import pandas as pd\n",
-    "import isoweek\n",
+    "#import isoweek not needed here\n",
     "\n",
     "data_url = \"https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_confirmed_global.csv\""
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 18,
    "metadata": {},
    "outputs": [],
    "source": [
-    "# Local data TODO\n",
+    "# Local data \n",
     "localData = \"time_series_covid19_confirmed_global.csv\""
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 19,
    "metadata": {},
    "outputs": [
     {
@@ -98,33 +100,57 @@
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
-       "      <th>Unnamed: 0</th>\n",
-       "      <th>Afghanistan</th>\n",
-       "      <th>33.0</th>\n",
-       "      <th>65.0</th>\n",
-       "      <th>0</th>\n",
-       "      <th>0.1</th>\n",
-       "      <th>0.2</th>\n",
-       "      <th>0.3</th>\n",
-       "      <th>0.4</th>\n",
-       "      <th>0.5</th>\n",
+       "      <th>Province/State</th>\n",
+       "      <th>Country/Region</th>\n",
+       "      <th>Lat</th>\n",
+       "      <th>Long</th>\n",
+       "      <th>1/22/20</th>\n",
+       "      <th>1/23/20</th>\n",
+       "      <th>1/24/20</th>\n",
+       "      <th>1/25/20</th>\n",
+       "      <th>1/26/20</th>\n",
+       "      <th>1/27/20</th>\n",
        "      <th>...</th>\n",
-       "      <th>7653</th>\n",
-       "      <th>8145</th>\n",
-       "      <th>8676</th>\n",
-       "      <th>9216</th>\n",
-       "      <th>9998</th>\n",
-       "      <th>10582</th>\n",
-       "      <th>11173</th>\n",
-       "      <th>11831</th>\n",
-       "      <th>12456</th>\n",
-       "      <th>13036</th>\n",
+       "      <th>5/19/20</th>\n",
+       "      <th>5/20/20</th>\n",
+       "      <th>5/21/20</th>\n",
+       "      <th>5/22/20</th>\n",
+       "      <th>5/23/20</th>\n",
+       "      <th>5/24/20</th>\n",
+       "      <th>5/25/20</th>\n",
+       "      <th>5/26/20</th>\n",
+       "      <th>5/27/20</th>\n",
+       "      <th>5/28/20</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
        "      <td>NaN</td>\n",
+       "      <td>Afghanistan</td>\n",
+       "      <td>33.000000</td>\n",
+       "      <td>65.000000</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>7653</td>\n",
+       "      <td>8145</td>\n",
+       "      <td>8676</td>\n",
+       "      <td>9216</td>\n",
+       "      <td>9998</td>\n",
+       "      <td>10582</td>\n",
+       "      <td>11173</td>\n",
+       "      <td>11831</td>\n",
+       "      <td>12456</td>\n",
+       "      <td>13036</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>NaN</td>\n",
        "      <td>Albania</td>\n",
        "      <td>41.153300</td>\n",
        "      <td>20.168300</td>\n",
@@ -147,7 +173,7 @@
        "      <td>1076</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1</th>\n",
+       "      <th>2</th>\n",
        "      <td>NaN</td>\n",
        "      <td>Algeria</td>\n",
        "      <td>28.033900</td>\n",
@@ -171,7 +197,7 @@
        "      <td>8997</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2</th>\n",
+       "      <th>3</th>\n",
        "      <td>NaN</td>\n",
        "      <td>Andorra</td>\n",
        "      <td>42.506300</td>\n",
@@ -195,7 +221,7 @@
        "      <td>763</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>3</th>\n",
+       "      <th>4</th>\n",
        "      <td>NaN</td>\n",
        "      <td>Angola</td>\n",
        "      <td>-11.202700</td>\n",
@@ -219,7 +245,7 @@
        "      <td>74</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>4</th>\n",
+       "      <th>5</th>\n",
        "      <td>NaN</td>\n",
        "      <td>Antigua and Barbuda</td>\n",
        "      <td>17.060800</td>\n",
@@ -243,7 +269,7 @@
        "      <td>25</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>5</th>\n",
+       "      <th>6</th>\n",
        "      <td>NaN</td>\n",
        "      <td>Argentina</td>\n",
        "      <td>-38.416100</td>\n",
@@ -267,7 +293,7 @@
        "      <td>14702</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>6</th>\n",
+       "      <th>7</th>\n",
        "      <td>NaN</td>\n",
        "      <td>Armenia</td>\n",
        "      <td>40.069100</td>\n",
@@ -291,7 +317,7 @@
        "      <td>8216</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>7</th>\n",
+       "      <th>8</th>\n",
        "      <td>Australian Capital Territory</td>\n",
        "      <td>Australia</td>\n",
        "      <td>-35.473500</td>\n",
@@ -315,7 +341,7 @@
        "      <td>107</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>8</th>\n",
+       "      <th>9</th>\n",
        "      <td>New South Wales</td>\n",
        "      <td>Australia</td>\n",
        "      <td>-33.868800</td>\n",
@@ -339,7 +365,7 @@
        "      <td>3092</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>9</th>\n",
+       "      <th>10</th>\n",
        "      <td>Northern Territory</td>\n",
        "      <td>Australia</td>\n",
        "      <td>-12.463400</td>\n",
@@ -363,7 +389,7 @@
        "      <td>29</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>10</th>\n",
+       "      <th>11</th>\n",
        "      <td>Queensland</td>\n",
        "      <td>Australia</td>\n",
        "      <td>-28.016700</td>\n",
@@ -387,7 +413,7 @@
        "      <td>1058</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>11</th>\n",
+       "      <th>12</th>\n",
        "      <td>South Australia</td>\n",
        "      <td>Australia</td>\n",
        "      <td>-34.928500</td>\n",
@@ -411,7 +437,7 @@
        "      <td>440</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>12</th>\n",
+       "      <th>13</th>\n",
        "      <td>Tasmania</td>\n",
        "      <td>Australia</td>\n",
        "      <td>-41.454500</td>\n",
@@ -435,7 +461,7 @@
        "      <td>228</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>13</th>\n",
+       "      <th>14</th>\n",
        "      <td>Victoria</td>\n",
        "      <td>Australia</td>\n",
        "      <td>-37.813600</td>\n",
@@ -459,7 +485,7 @@
        "      <td>1634</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>14</th>\n",
+       "      <th>15</th>\n",
        "      <td>Western Australia</td>\n",
        "      <td>Australia</td>\n",
        "      <td>-31.950500</td>\n",
@@ -483,7 +509,7 @@
        "      <td>577</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>15</th>\n",
+       "      <th>16</th>\n",
        "      <td>NaN</td>\n",
        "      <td>Austria</td>\n",
        "      <td>47.516200</td>\n",
@@ -507,7 +533,7 @@
        "      <td>16628</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>16</th>\n",
+       "      <th>17</th>\n",
        "      <td>NaN</td>\n",
        "      <td>Azerbaijan</td>\n",
        "      <td>40.143100</td>\n",
@@ -531,7 +557,7 @@
        "      <td>4759</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>17</th>\n",
+       "      <th>18</th>\n",
        "      <td>NaN</td>\n",
        "      <td>Bahamas</td>\n",
        "      <td>25.034300</td>\n",
@@ -555,7 +581,7 @@
        "      <td>101</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>18</th>\n",
+       "      <th>19</th>\n",
        "      <td>NaN</td>\n",
        "      <td>Bahrain</td>\n",
        "      <td>26.027500</td>\n",
@@ -579,7 +605,7 @@
        "      <td>10052</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>19</th>\n",
+       "      <th>20</th>\n",
        "      <td>NaN</td>\n",
        "      <td>Bangladesh</td>\n",
        "      <td>23.685000</td>\n",
@@ -603,7 +629,7 @@
        "      <td>40321</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>20</th>\n",
+       "      <th>21</th>\n",
        "      <td>NaN</td>\n",
        "      <td>Barbados</td>\n",
        "      <td>13.193900</td>\n",
@@ -627,7 +653,7 @@
        "      <td>92</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>21</th>\n",
+       "      <th>22</th>\n",
        "      <td>NaN</td>\n",
        "      <td>Belarus</td>\n",
        "      <td>53.709800</td>\n",
@@ -651,7 +677,7 @@
        "      <td>39858</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>22</th>\n",
+       "      <th>23</th>\n",
        "      <td>NaN</td>\n",
        "      <td>Belgium</td>\n",
        "      <td>50.833300</td>\n",
@@ -675,7 +701,7 @@
        "      <td>57849</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>23</th>\n",
+       "      <th>24</th>\n",
        "      <td>NaN</td>\n",
        "      <td>Benin</td>\n",
        "      <td>9.307700</td>\n",
@@ -699,7 +725,7 @@
        "      <td>210</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>24</th>\n",
+       "      <th>25</th>\n",
        "      <td>NaN</td>\n",
        "      <td>Bhutan</td>\n",
        "      <td>27.514200</td>\n",
@@ -723,7 +749,7 @@
        "      <td>31</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>25</th>\n",
+       "      <th>26</th>\n",
        "      <td>NaN</td>\n",
        "      <td>Bolivia</td>\n",
        "      <td>-16.290200</td>\n",
@@ -747,7 +773,7 @@
        "      <td>8387</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>26</th>\n",
+       "      <th>27</th>\n",
        "      <td>NaN</td>\n",
        "      <td>Bosnia and Herzegovina</td>\n",
        "      <td>43.915900</td>\n",
@@ -771,7 +797,7 @@
        "      <td>2462</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>27</th>\n",
+       "      <th>28</th>\n",
        "      <td>NaN</td>\n",
        "      <td>Brazil</td>\n",
        "      <td>-14.235000</td>\n",
@@ -795,7 +821,7 @@
        "      <td>438238</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>28</th>\n",
+       "      <th>29</th>\n",
        "      <td>NaN</td>\n",
        "      <td>Brunei</td>\n",
        "      <td>4.535300</td>\n",
@@ -819,30 +845,6 @@
        "      <td>141</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>29</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Bulgaria</td>\n",
-       "      <td>42.733900</td>\n",
-       "      <td>25.485800</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>2259</td>\n",
-       "      <td>2292</td>\n",
-       "      <td>2331</td>\n",
-       "      <td>2372</td>\n",
-       "      <td>2408</td>\n",
-       "      <td>2427</td>\n",
-       "      <td>2433</td>\n",
-       "      <td>2443</td>\n",
-       "      <td>2460</td>\n",
-       "      <td>2477</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
        "      <th>...</th>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
@@ -867,7 +869,7 @@
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>235</th>\n",
+       "      <th>236</th>\n",
        "      <td>NaN</td>\n",
        "      <td>Timor-Leste</td>\n",
        "      <td>-8.874217</td>\n",
@@ -891,7 +893,7 @@
        "      <td>24</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>236</th>\n",
+       "      <th>237</th>\n",
        "      <td>NaN</td>\n",
        "      <td>Belize</td>\n",
        "      <td>13.193900</td>\n",
@@ -915,7 +917,7 @@
        "      <td>18</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>237</th>\n",
+       "      <th>238</th>\n",
        "      <td>NaN</td>\n",
        "      <td>Laos</td>\n",
        "      <td>19.856270</td>\n",
@@ -939,7 +941,7 @@
        "      <td>19</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>238</th>\n",
+       "      <th>239</th>\n",
        "      <td>NaN</td>\n",
        "      <td>Libya</td>\n",
        "      <td>26.335100</td>\n",
@@ -963,7 +965,7 @@
        "      <td>105</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>239</th>\n",
+       "      <th>240</th>\n",
        "      <td>NaN</td>\n",
        "      <td>West Bank and Gaza</td>\n",
        "      <td>31.952200</td>\n",
@@ -987,7 +989,7 @@
        "      <td>446</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>240</th>\n",
+       "      <th>241</th>\n",
        "      <td>NaN</td>\n",
        "      <td>Guinea-Bissau</td>\n",
        "      <td>11.803700</td>\n",
@@ -1011,7 +1013,7 @@
        "      <td>1195</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>241</th>\n",
+       "      <th>242</th>\n",
        "      <td>NaN</td>\n",
        "      <td>Mali</td>\n",
        "      <td>17.570692</td>\n",
@@ -1035,7 +1037,7 @@
        "      <td>1194</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>242</th>\n",
+       "      <th>243</th>\n",
        "      <td>NaN</td>\n",
        "      <td>Saint Kitts and Nevis</td>\n",
        "      <td>17.357822</td>\n",
@@ -1059,7 +1061,7 @@
        "      <td>15</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>243</th>\n",
+       "      <th>244</th>\n",
        "      <td>Northwest Territories</td>\n",
        "      <td>Canada</td>\n",
        "      <td>64.825500</td>\n",
@@ -1083,7 +1085,7 @@
        "      <td>5</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>244</th>\n",
+       "      <th>245</th>\n",
        "      <td>Yukon</td>\n",
        "      <td>Canada</td>\n",
        "      <td>64.282300</td>\n",
@@ -1107,7 +1109,7 @@
        "      <td>11</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>245</th>\n",
+       "      <th>246</th>\n",
        "      <td>NaN</td>\n",
        "      <td>Kosovo</td>\n",
        "      <td>42.602636</td>\n",
@@ -1131,7 +1133,7 @@
        "      <td>1048</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>246</th>\n",
+       "      <th>247</th>\n",
        "      <td>NaN</td>\n",
        "      <td>Burma</td>\n",
        "      <td>21.916200</td>\n",
@@ -1155,7 +1157,7 @@
        "      <td>206</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>247</th>\n",
+       "      <th>248</th>\n",
        "      <td>Anguilla</td>\n",
        "      <td>United Kingdom</td>\n",
        "      <td>18.220600</td>\n",
@@ -1179,7 +1181,7 @@
        "      <td>3</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>248</th>\n",
+       "      <th>249</th>\n",
        "      <td>British Virgin Islands</td>\n",
        "      <td>United Kingdom</td>\n",
        "      <td>18.420700</td>\n",
@@ -1203,7 +1205,7 @@
        "      <td>8</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>249</th>\n",
+       "      <th>250</th>\n",
        "      <td>Turks and Caicos Islands</td>\n",
        "      <td>United Kingdom</td>\n",
        "      <td>21.694000</td>\n",
@@ -1227,7 +1229,7 @@
        "      <td>12</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>250</th>\n",
+       "      <th>251</th>\n",
        "      <td>NaN</td>\n",
        "      <td>MS Zaandam</td>\n",
        "      <td>0.000000</td>\n",
@@ -1251,7 +1253,7 @@
        "      <td>9</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>251</th>\n",
+       "      <th>252</th>\n",
        "      <td>NaN</td>\n",
        "      <td>Botswana</td>\n",
        "      <td>-22.328500</td>\n",
@@ -1275,7 +1277,7 @@
        "      <td>35</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>252</th>\n",
+       "      <th>253</th>\n",
        "      <td>NaN</td>\n",
        "      <td>Burundi</td>\n",
        "      <td>-3.373100</td>\n",
@@ -1299,7 +1301,7 @@
        "      <td>42</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>253</th>\n",
+       "      <th>254</th>\n",
        "      <td>NaN</td>\n",
        "      <td>Sierra Leone</td>\n",
        "      <td>8.460555</td>\n",
@@ -1323,7 +1325,7 @@
        "      <td>812</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>254</th>\n",
+       "      <th>255</th>\n",
        "      <td>Bonaire, Sint Eustatius and Saba</td>\n",
        "      <td>Netherlands</td>\n",
        "      <td>12.178400</td>\n",
@@ -1347,7 +1349,7 @@
        "      <td>6</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>255</th>\n",
+       "      <th>256</th>\n",
        "      <td>NaN</td>\n",
        "      <td>Malawi</td>\n",
        "      <td>-13.254308</td>\n",
@@ -1371,7 +1373,7 @@
        "      <td>203</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>256</th>\n",
+       "      <th>257</th>\n",
        "      <td>Falkland Islands (Malvinas)</td>\n",
        "      <td>United Kingdom</td>\n",
        "      <td>-51.796300</td>\n",
@@ -1395,7 +1397,7 @@
        "      <td>13</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>257</th>\n",
+       "      <th>258</th>\n",
        "      <td>Saint Pierre and Miquelon</td>\n",
        "      <td>France</td>\n",
        "      <td>46.885200</td>\n",
@@ -1419,7 +1421,7 @@
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>258</th>\n",
+       "      <th>259</th>\n",
        "      <td>NaN</td>\n",
        "      <td>South Sudan</td>\n",
        "      <td>6.877000</td>\n",
@@ -1443,7 +1445,7 @@
        "      <td>994</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>259</th>\n",
+       "      <th>260</th>\n",
        "      <td>NaN</td>\n",
        "      <td>Western Sahara</td>\n",
        "      <td>24.215500</td>\n",
@@ -1467,7 +1469,7 @@
        "      <td>9</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>260</th>\n",
+       "      <th>261</th>\n",
        "      <td>NaN</td>\n",
        "      <td>Sao Tome and Principe</td>\n",
        "      <td>0.186360</td>\n",
@@ -1491,7 +1493,7 @@
        "      <td>458</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>261</th>\n",
+       "      <th>262</th>\n",
        "      <td>NaN</td>\n",
        "      <td>Yemen</td>\n",
        "      <td>15.552727</td>\n",
@@ -1515,7 +1517,7 @@
        "      <td>278</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>262</th>\n",
+       "      <th>263</th>\n",
        "      <td>NaN</td>\n",
        "      <td>Comoros</td>\n",
        "      <td>-11.645500</td>\n",
@@ -1539,7 +1541,7 @@
        "      <td>87</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>263</th>\n",
+       "      <th>264</th>\n",
        "      <td>NaN</td>\n",
        "      <td>Tajikistan</td>\n",
        "      <td>38.861034</td>\n",
@@ -1563,7 +1565,7 @@
        "      <td>3563</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>264</th>\n",
+       "      <th>265</th>\n",
        "      <td>NaN</td>\n",
        "      <td>Lesotho</td>\n",
        "      <td>-29.609988</td>\n",
@@ -1588,203 +1590,266 @@
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>265 rows × 132 columns</p>\n",
+       "<p>266 rows × 132 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "                           Unnamed: 0             Afghanistan       33.0  \\\n",
-       "0                                 NaN                 Albania  41.153300   \n",
-       "1                                 NaN                 Algeria  28.033900   \n",
-       "2                                 NaN                 Andorra  42.506300   \n",
-       "3                                 NaN                  Angola -11.202700   \n",
-       "4                                 NaN     Antigua and Barbuda  17.060800   \n",
-       "5                                 NaN               Argentina -38.416100   \n",
-       "6                                 NaN                 Armenia  40.069100   \n",
-       "7        Australian Capital Territory               Australia -35.473500   \n",
-       "8                     New South Wales               Australia -33.868800   \n",
-       "9                  Northern Territory               Australia -12.463400   \n",
-       "10                         Queensland               Australia -28.016700   \n",
-       "11                    South Australia               Australia -34.928500   \n",
-       "12                           Tasmania               Australia -41.454500   \n",
-       "13                           Victoria               Australia -37.813600   \n",
-       "14                  Western Australia               Australia -31.950500   \n",
-       "15                                NaN                 Austria  47.516200   \n",
-       "16                                NaN              Azerbaijan  40.143100   \n",
-       "17                                NaN                 Bahamas  25.034300   \n",
-       "18                                NaN                 Bahrain  26.027500   \n",
-       "19                                NaN              Bangladesh  23.685000   \n",
-       "20                                NaN                Barbados  13.193900   \n",
-       "21                                NaN                 Belarus  53.709800   \n",
-       "22                                NaN                 Belgium  50.833300   \n",
-       "23                                NaN                   Benin   9.307700   \n",
-       "24                                NaN                  Bhutan  27.514200   \n",
-       "25                                NaN                 Bolivia -16.290200   \n",
-       "26                                NaN  Bosnia and Herzegovina  43.915900   \n",
-       "27                                NaN                  Brazil -14.235000   \n",
-       "28                                NaN                  Brunei   4.535300   \n",
-       "29                                NaN                Bulgaria  42.733900   \n",
+       "                       Province/State          Country/Region        Lat  \\\n",
+       "0                                 NaN             Afghanistan  33.000000   \n",
+       "1                                 NaN                 Albania  41.153300   \n",
+       "2                                 NaN                 Algeria  28.033900   \n",
+       "3                                 NaN                 Andorra  42.506300   \n",
+       "4                                 NaN                  Angola -11.202700   \n",
+       "5                                 NaN     Antigua and Barbuda  17.060800   \n",
+       "6                                 NaN               Argentina -38.416100   \n",
+       "7                                 NaN                 Armenia  40.069100   \n",
+       "8        Australian Capital Territory               Australia -35.473500   \n",
+       "9                     New South Wales               Australia -33.868800   \n",
+       "10                 Northern Territory               Australia -12.463400   \n",
+       "11                         Queensland               Australia -28.016700   \n",
+       "12                    South Australia               Australia -34.928500   \n",
+       "13                           Tasmania               Australia -41.454500   \n",
+       "14                           Victoria               Australia -37.813600   \n",
+       "15                  Western Australia               Australia -31.950500   \n",
+       "16                                NaN                 Austria  47.516200   \n",
+       "17                                NaN              Azerbaijan  40.143100   \n",
+       "18                                NaN                 Bahamas  25.034300   \n",
+       "19                                NaN                 Bahrain  26.027500   \n",
+       "20                                NaN              Bangladesh  23.685000   \n",
+       "21                                NaN                Barbados  13.193900   \n",
+       "22                                NaN                 Belarus  53.709800   \n",
+       "23                                NaN                 Belgium  50.833300   \n",
+       "24                                NaN                   Benin   9.307700   \n",
+       "25                                NaN                  Bhutan  27.514200   \n",
+       "26                                NaN                 Bolivia -16.290200   \n",
+       "27                                NaN  Bosnia and Herzegovina  43.915900   \n",
+       "28                                NaN                  Brazil -14.235000   \n",
+       "29                                NaN                  Brunei   4.535300   \n",
        "..                                ...                     ...        ...   \n",
-       "235                               NaN             Timor-Leste  -8.874217   \n",
-       "236                               NaN                  Belize  13.193900   \n",
-       "237                               NaN                    Laos  19.856270   \n",
-       "238                               NaN                   Libya  26.335100   \n",
-       "239                               NaN      West Bank and Gaza  31.952200   \n",
-       "240                               NaN           Guinea-Bissau  11.803700   \n",
-       "241                               NaN                    Mali  17.570692   \n",
-       "242                               NaN   Saint Kitts and Nevis  17.357822   \n",
-       "243             Northwest Territories                  Canada  64.825500   \n",
-       "244                             Yukon                  Canada  64.282300   \n",
-       "245                               NaN                  Kosovo  42.602636   \n",
-       "246                               NaN                   Burma  21.916200   \n",
-       "247                          Anguilla          United Kingdom  18.220600   \n",
-       "248            British Virgin Islands          United Kingdom  18.420700   \n",
-       "249          Turks and Caicos Islands          United Kingdom  21.694000   \n",
-       "250                               NaN              MS Zaandam   0.000000   \n",
-       "251                               NaN                Botswana -22.328500   \n",
-       "252                               NaN                 Burundi  -3.373100   \n",
-       "253                               NaN            Sierra Leone   8.460555   \n",
-       "254  Bonaire, Sint Eustatius and Saba             Netherlands  12.178400   \n",
-       "255                               NaN                  Malawi -13.254308   \n",
-       "256       Falkland Islands (Malvinas)          United Kingdom -51.796300   \n",
-       "257         Saint Pierre and Miquelon                  France  46.885200   \n",
-       "258                               NaN             South Sudan   6.877000   \n",
-       "259                               NaN          Western Sahara  24.215500   \n",
-       "260                               NaN   Sao Tome and Principe   0.186360   \n",
-       "261                               NaN                   Yemen  15.552727   \n",
-       "262                               NaN                 Comoros -11.645500   \n",
-       "263                               NaN              Tajikistan  38.861034   \n",
-       "264                               NaN                 Lesotho -29.609988   \n",
+       "236                               NaN             Timor-Leste  -8.874217   \n",
+       "237                               NaN                  Belize  13.193900   \n",
+       "238                               NaN                    Laos  19.856270   \n",
+       "239                               NaN                   Libya  26.335100   \n",
+       "240                               NaN      West Bank and Gaza  31.952200   \n",
+       "241                               NaN           Guinea-Bissau  11.803700   \n",
+       "242                               NaN                    Mali  17.570692   \n",
+       "243                               NaN   Saint Kitts and Nevis  17.357822   \n",
+       "244             Northwest Territories                  Canada  64.825500   \n",
+       "245                             Yukon                  Canada  64.282300   \n",
+       "246                               NaN                  Kosovo  42.602636   \n",
+       "247                               NaN                   Burma  21.916200   \n",
+       "248                          Anguilla          United Kingdom  18.220600   \n",
+       "249            British Virgin Islands          United Kingdom  18.420700   \n",
+       "250          Turks and Caicos Islands          United Kingdom  21.694000   \n",
+       "251                               NaN              MS Zaandam   0.000000   \n",
+       "252                               NaN                Botswana -22.328500   \n",
+       "253                               NaN                 Burundi  -3.373100   \n",
+       "254                               NaN            Sierra Leone   8.460555   \n",
+       "255  Bonaire, Sint Eustatius and Saba             Netherlands  12.178400   \n",
+       "256                               NaN                  Malawi -13.254308   \n",
+       "257       Falkland Islands (Malvinas)          United Kingdom -51.796300   \n",
+       "258         Saint Pierre and Miquelon                  France  46.885200   \n",
+       "259                               NaN             South Sudan   6.877000   \n",
+       "260                               NaN          Western Sahara  24.215500   \n",
+       "261                               NaN   Sao Tome and Principe   0.186360   \n",
+       "262                               NaN                   Yemen  15.552727   \n",
+       "263                               NaN                 Comoros -11.645500   \n",
+       "264                               NaN              Tajikistan  38.861034   \n",
+       "265                               NaN                 Lesotho -29.609988   \n",
+       "\n",
+       "           Long  1/22/20  1/23/20  1/24/20  1/25/20  1/26/20  1/27/20  \\\n",
+       "0     65.000000        0        0        0        0        0        0   \n",
+       "1     20.168300        0        0        0        0        0        0   \n",
+       "2      1.659600        0        0        0        0        0        0   \n",
+       "3      1.521800        0        0        0        0        0        0   \n",
+       "4     17.873900        0        0        0        0        0        0   \n",
+       "5    -61.796400        0        0        0        0        0        0   \n",
+       "6    -63.616700        0        0        0        0        0        0   \n",
+       "7     45.038200        0        0        0        0        0        0   \n",
+       "8    149.012400        0        0        0        0        0        0   \n",
+       "9    151.209300        0        0        0        0        3        4   \n",
+       "10   130.845600        0        0        0        0        0        0   \n",
+       "11   153.400000        0        0        0        0        0        0   \n",
+       "12   138.600700        0        0        0        0        0        0   \n",
+       "13   145.970700        0        0        0        0        0        0   \n",
+       "14   144.963100        0        0        0        0        1        1   \n",
+       "15   115.860500        0        0        0        0        0        0   \n",
+       "16    14.550100        0        0        0        0        0        0   \n",
+       "17    47.576900        0        0        0        0        0        0   \n",
+       "18   -77.396300        0        0        0        0        0        0   \n",
+       "19    50.550000        0        0        0        0        0        0   \n",
+       "20    90.356300        0        0        0        0        0        0   \n",
+       "21   -59.543200        0        0        0        0        0        0   \n",
+       "22    27.953400        0        0        0        0        0        0   \n",
+       "23     4.000000        0        0        0        0        0        0   \n",
+       "24     2.315800        0        0        0        0        0        0   \n",
+       "25    90.433600        0        0        0        0        0        0   \n",
+       "26   -63.588700        0        0        0        0        0        0   \n",
+       "27    17.679100        0        0        0        0        0        0   \n",
+       "28   -51.925300        0        0        0        0        0        0   \n",
+       "29   114.727700        0        0        0        0        0        0   \n",
+       "..          ...      ...      ...      ...      ...      ...      ...   \n",
+       "236  125.727539        0        0        0        0        0        0   \n",
+       "237  -59.543200        0        0        0        0        0        0   \n",
+       "238  102.495496        0        0        0        0        0        0   \n",
+       "239   17.228331        0        0        0        0        0        0   \n",
+       "240   35.233200        0        0        0        0        0        0   \n",
+       "241  -15.180400        0        0        0        0        0        0   \n",
+       "242   -3.996166        0        0        0        0        0        0   \n",
+       "243  -62.782998        0        0        0        0        0        0   \n",
+       "244 -124.845700        0        0        0        0        0        0   \n",
+       "245 -135.000000        0        0        0        0        0        0   \n",
+       "246   20.902977        0        0        0        0        0        0   \n",
+       "247   95.956000        0        0        0        0        0        0   \n",
+       "248  -63.068600        0        0        0        0        0        0   \n",
+       "249  -64.640000        0        0        0        0        0        0   \n",
+       "250  -71.797900        0        0        0        0        0        0   \n",
+       "251    0.000000        0        0        0        0        0        0   \n",
+       "252   24.684900        0        0        0        0        0        0   \n",
+       "253   29.918900        0        0        0        0        0        0   \n",
+       "254  -11.779889        0        0        0        0        0        0   \n",
+       "255  -68.238500        0        0        0        0        0        0   \n",
+       "256   34.301525        0        0        0        0        0        0   \n",
+       "257  -59.523600        0        0        0        0        0        0   \n",
+       "258  -56.315900        0        0        0        0        0        0   \n",
+       "259   31.307000        0        0        0        0        0        0   \n",
+       "260  -12.885800        0        0        0        0        0        0   \n",
+       "261    6.613081        0        0        0        0        0        0   \n",
+       "262   48.516388        0        0        0        0        0        0   \n",
+       "263   43.333300        0        0        0        0        0        0   \n",
+       "264   71.276093        0        0        0        0        0        0   \n",
+       "265   28.233608        0        0        0        0        0        0   \n",
        "\n",
-       "           65.0  0  0.1  0.2  0.3  0.4  0.5   ...      7653    8145    8676  \\\n",
-       "0     20.168300  0    0    0    0    0    0   ...       949     964     969   \n",
-       "1      1.659600  0    0    0    0    0    0   ...      7377    7542    7728   \n",
-       "2      1.521800  0    0    0    0    0    0   ...       761     762     762   \n",
-       "3     17.873900  0    0    0    0    0    0   ...        52      52      58   \n",
-       "4    -61.796400  0    0    0    0    0    0   ...        25      25      25   \n",
-       "5    -63.616700  0    0    0    0    0    0   ...      8809    9283    9931   \n",
-       "6     45.038200  0    0    0    0    0    0   ...      5041    5271    5606   \n",
-       "7    149.012400  0    0    0    0    0    0   ...       107     107     107   \n",
-       "8    151.209300  0    0    0    0    3    4   ...      3081    3082    3084   \n",
-       "9    130.845600  0    0    0    0    0    0   ...        29      29      29   \n",
-       "10   153.400000  0    0    0    0    0    0   ...      1058    1058    1058   \n",
-       "11   138.600700  0    0    0    0    0    0   ...       439     439     439   \n",
-       "12   145.970700  0    0    0    0    0    0   ...       228     228     228   \n",
-       "13   144.963100  0    0    0    0    1    1   ...      1573    1581    1593   \n",
-       "14   115.860500  0    0    0    0    0    0   ...       557     557     557   \n",
-       "15    14.550100  0    0    0    0    0    0   ...     16321   16353   16404   \n",
-       "16    47.576900  0    0    0    0    0    0   ...      3518    3631    3749   \n",
-       "17   -77.396300  0    0    0    0    0    0   ...        96      97      97   \n",
-       "18    50.550000  0    0    0    0    0    0   ...      7532    7888    8174   \n",
-       "19    90.356300  0    0    0    0    0    0   ...     25121   26738   28511   \n",
-       "20   -59.543200  0    0    0    0    0    0   ...        90      90      90   \n",
-       "21    27.953400  0    0    0    0    0    0   ...     31508   32426   33371   \n",
-       "22     4.000000  0    0    0    0    0    0   ...     55791   55983   56235   \n",
-       "23     2.315800  0    0    0    0    0    0   ...       130     130     135   \n",
-       "24    90.433600  0    0    0    0    0    0   ...        21      21      21   \n",
-       "25   -63.588700  0    0    0    0    0    0   ...      4481    4919    5187   \n",
-       "26    17.679100  0    0    0    0    0    0   ...      2321    2338    2350   \n",
-       "27   -51.925300  0    0    0    0    0    0   ...    271885  291579  310087   \n",
-       "28   114.727700  0    0    0    0    0    0   ...       141     141     141   \n",
-       "29    25.485800  0    0    0    0    0    0   ...      2259    2292    2331   \n",
-       "..          ... ..  ...  ...  ...  ...  ...   ...       ...     ...     ...   \n",
-       "235  125.727539  0    0    0    0    0    0   ...        24      24      24   \n",
-       "236  -59.543200  0    0    0    0    0    0   ...        18      18      18   \n",
-       "237  102.495496  0    0    0    0    0    0   ...        19      19      19   \n",
-       "238   17.228331  0    0    0    0    0    0   ...        68      69      71   \n",
-       "239   35.233200  0    0    0    0    0    0   ...       391     398     423   \n",
-       "240  -15.180400  0    0    0    0    0    0   ...      1038    1089    1109   \n",
-       "241   -3.996166  0    0    0    0    0    0   ...       901     931     947   \n",
-       "242  -62.782998  0    0    0    0    0    0   ...        15      15      15   \n",
-       "243 -124.845700  0    0    0    0    0    0   ...         5       5       5   \n",
-       "244 -135.000000  0    0    0    0    0    0   ...        11      11      11   \n",
-       "245   20.902977  0    0    0    0    0    0   ...       989     989    1003   \n",
-       "246   95.956000  0    0    0    0    0    0   ...       193     199     199   \n",
-       "247  -63.068600  0    0    0    0    0    0   ...         3       3       3   \n",
-       "248  -64.640000  0    0    0    0    0    0   ...         8       8       8   \n",
-       "249  -71.797900  0    0    0    0    0    0   ...        12      12      12   \n",
-       "250    0.000000  0    0    0    0    0    0   ...         9       9       9   \n",
-       "251   24.684900  0    0    0    0    0    0   ...        25      25      29   \n",
-       "252   29.918900  0    0    0    0    0    0   ...        42      42      42   \n",
-       "253  -11.779889  0    0    0    0    0    0   ...       534     570     585   \n",
-       "254  -68.238500  0    0    0    0    0    0   ...         6       6       6   \n",
-       "255   34.301525  0    0    0    0    0    0   ...        70      71      72   \n",
-       "256  -59.523600  0    0    0    0    0    0   ...        13      13      13   \n",
-       "257  -56.315900  0    0    0    0    0    0   ...         1       1       1   \n",
-       "258   31.307000  0    0    0    0    0    0   ...       290     290     481   \n",
-       "259  -12.885800  0    0    0    0    0    0   ...         6       6       6   \n",
-       "260    6.613081  0    0    0    0    0    0   ...       251     251     251   \n",
-       "261   48.516388  0    0    0    0    0    0   ...       167     184     197   \n",
-       "262   43.333300  0    0    0    0    0    0   ...        11      34      34   \n",
-       "263   71.276093  0    0    0    0    0    0   ...      1936    2140    2350   \n",
-       "264   28.233608  0    0    0    0    0    0   ...         1       1       1   \n",
+       "      ...     5/19/20  5/20/20  5/21/20  5/22/20  5/23/20  5/24/20  5/25/20  \\\n",
+       "0     ...        7653     8145     8676     9216     9998    10582    11173   \n",
+       "1     ...         949      964      969      981      989      998     1004   \n",
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+       "7     ...        5041     5271     5606     5928     6302     6661     7113   \n",
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+       "9     ...        3081     3082     3084     3086     3087     3090     3092   \n",
+       "10    ...          29       29       29       29       29       29       29   \n",
+       "11    ...        1058     1058     1058     1060     1061     1056     1057   \n",
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+       "15    ...         557      557      557      557      560      560      564   \n",
+       "16    ...       16321    16353    16404    16436    16486    16503    16539   \n",
+       "17    ...        3518     3631     3749     3855     3982     4122     4271   \n",
+       "18    ...          96       97       97       97      100      100      100   \n",
+       "19    ...        7532     7888     8174     8414     8802     9138     9171   \n",
+       "20    ...       25121    26738    28511    30205    32078    33610    35585   \n",
+       "21    ...          90       90       90       90       92       92       92   \n",
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+       "23    ...       55791    55983    56235    56511    56810    57092    57342   \n",
+       "24    ...         130      130      135      135      135      191      191   \n",
+       "25    ...          21       21       21       21       24       24       27   \n",
+       "26    ...        4481     4919     5187     5579     5915     6263     6660   \n",
+       "27    ...        2321     2338     2350     2372     2391     2401     2406   \n",
+       "28    ...      271885   291579   310087   330890   347398   363211   374898   \n",
+       "29    ...         141      141      141      141      141      141      141   \n",
+       "..    ...         ...      ...      ...      ...      ...      ...      ...   \n",
+       "236   ...          24       24       24       24       24       24       24   \n",
+       "237   ...          18       18       18       18       18       18       18   \n",
+       "238   ...          19       19       19       19       19       19       19   \n",
+       "239   ...          68       69       71       72       75       75       75   \n",
+       "240   ...         391      398      423      423      423      423      423   \n",
+       "241   ...        1038     1089     1109     1114     1114     1114     1178   \n",
+       "242   ...         901      931      947      969     1015     1030     1059   \n",
+       "243   ...          15       15       15       15       15       15       15   \n",
+       "244   ...           5        5        5        5        5        5        5   \n",
+       "245   ...          11       11       11       11       11       11       11   \n",
+       "246   ...         989      989     1003     1004     1025     1032     1038   \n",
+       "247   ...         193      199      199      199      201      201      203   \n",
+       "248   ...           3        3        3        3        3        3        3   \n",
+       "249   ...           8        8        8        8        8        8        8   \n",
+       "250   ...          12       12       12       12       12       12       12   \n",
+       "251   ...           9        9        9        9        9        9        9   \n",
+       "252   ...          25       25       29       30       30       35       35   \n",
+       "253   ...          42       42       42       42       42       42       42   \n",
+       "254   ...         534      570      585      606      621      707      735   \n",
+       "255   ...           6        6        6        6        6        6        6   \n",
+       "256   ...          70       71       72       82       82       83      101   \n",
+       "257   ...          13       13       13       13       13       13       13   \n",
+       "258   ...           1        1        1        1        1        1        1   \n",
+       "259   ...         290      290      481      563      655      655      806   \n",
+       "260   ...           6        6        6        6        6        9        9   \n",
+       "261   ...         251      251      251      251      251      251      299   \n",
+       "262   ...         167      184      197      209      212      222      233   \n",
+       "263   ...          11       34       34       78       78       87       87   \n",
+       "264   ...        1936     2140     2350     2551     2738     2929     3100   \n",
+       "265   ...           1        1        1        2        2        2        2   \n",
        "\n",
-       "       9216    9998   10582   11173   11831   12456   13036  \n",
-       "0       981     989     998    1004    1029    1050    1076  \n",
-       "1      7918    8113    8306    8503    8697    8857    8997  \n",
-       "2       762     762     762     763     763     763     763  \n",
-       "3        60      61      69      70      70      71      74  \n",
-       "4        25      25      25      25      25      25      25  \n",
-       "5     10649   11353   12076   12628   13228   13933   14702  \n",
-       "6      5928    6302    6661    7113    7402    7774    8216  \n",
-       "7       107     107     107     107     107     107     107  \n",
-       "8      3086    3087    3090    3092    3089    3090    3092  \n",
-       "9        29      29      29      29      29      29      29  \n",
-       "10     1060    1061    1056    1057    1058    1058    1058  \n",
-       "11      439     439     439     439     440     440     440  \n",
-       "12      228     228     228     228     228     228     228  \n",
-       "13     1593    1603    1605    1610    1618    1628    1634  \n",
-       "14      557     560     560     564     570     570     577  \n",
-       "15    16436   16486   16503   16539   16557   16591   16628  \n",
-       "16     3855    3982    4122    4271    4403    4568    4759  \n",
-       "17       97     100     100     100     100     100     101  \n",
-       "18     8414    8802    9138    9171    9366    9692   10052  \n",
-       "19    30205   32078   33610   35585   36751   38292   40321  \n",
-       "20       90      92      92      92      92      92      92  \n",
-       "21    34303   35244   36198   37144   38059   38956   39858  \n",
-       "22    56511   56810   57092   57342   57455   57592   57849  \n",
-       "23      135     135     191     191     208     210     210  \n",
-       "24       21      24      24      27      27      28      31  \n",
-       "25     5579    5915    6263    6660    7136    7768    8387  \n",
-       "26     2372    2391    2401    2406    2416    2435    2462  \n",
-       "27   330890  347398  363211  374898  391222  411821  438238  \n",
-       "28      141     141     141     141     141     141     141  \n",
-       "29     2372    2408    2427    2433    2443    2460    2477  \n",
-       "..      ...     ...     ...     ...     ...     ...     ...  \n",
-       "235      24      24      24      24      24      24      24  \n",
-       "236      18      18      18      18      18      18      18  \n",
-       "237      19      19      19      19      19      19      19  \n",
-       "238      72      75      75      75      77      99     105  \n",
-       "239     423     423     423     423     429     434     446  \n",
-       "240    1114    1114    1114    1178    1178    1195    1195  \n",
-       "241     969    1015    1030    1059    1077    1116    1194  \n",
-       "242      15      15      15      15      15      15      15  \n",
-       "243       5       5       5       5       5       5       5  \n",
-       "244      11      11      11      11      11      11      11  \n",
-       "245    1004    1025    1032    1038    1038    1047    1048  \n",
-       "246     199     201     201     203     206     206     206  \n",
-       "247       3       3       3       3       3       3       3  \n",
-       "248       8       8       8       8       8       8       8  \n",
-       "249      12      12      12      12      12      12      12  \n",
-       "250       9       9       9       9       9       9       9  \n",
-       "251      30      30      35      35      35      35      35  \n",
-       "252      42      42      42      42      42      42      42  \n",
-       "253     606     621     707     735     754     782     812  \n",
-       "254       6       6       6       6       6       6       6  \n",
-       "255      82      82      83     101     101     101     203  \n",
-       "256      13      13      13      13      13      13      13  \n",
-       "257       1       1       1       1       1       1       1  \n",
-       "258     563     655     655     806     806     994     994  \n",
-       "259       6       6       9       9       9       9       9  \n",
-       "260     251     251     251     299     441     443     458  \n",
-       "261     209     212     222     233     249     256     278  \n",
-       "262      78      78      87      87      87      87      87  \n",
-       "263    2551    2738    2929    3100    3266    3424    3563  \n",
-       "264       2       2       2       2       2       2       2  \n",
+       "     5/26/20  5/27/20  5/28/20  \n",
+       "0      11831    12456    13036  \n",
+       "1       1029     1050     1076  \n",
+       "2       8697     8857     8997  \n",
+       "3        763      763      763  \n",
+       "4         70       71       74  \n",
+       "5         25       25       25  \n",
+       "6      13228    13933    14702  \n",
+       "7       7402     7774     8216  \n",
+       "8        107      107      107  \n",
+       "9       3089     3090     3092  \n",
+       "10        29       29       29  \n",
+       "11      1058     1058     1058  \n",
+       "12       440      440      440  \n",
+       "13       228      228      228  \n",
+       "14      1618     1628     1634  \n",
+       "15       570      570      577  \n",
+       "16     16557    16591    16628  \n",
+       "17      4403     4568     4759  \n",
+       "18       100      100      101  \n",
+       "19      9366     9692    10052  \n",
+       "20     36751    38292    40321  \n",
+       "21        92       92       92  \n",
+       "22     38059    38956    39858  \n",
+       "23     57455    57592    57849  \n",
+       "24       208      210      210  \n",
+       "25        27       28       31  \n",
+       "26      7136     7768     8387  \n",
+       "27      2416     2435     2462  \n",
+       "28    391222   411821   438238  \n",
+       "29       141      141      141  \n",
+       "..       ...      ...      ...  \n",
+       "236       24       24       24  \n",
+       "237       18       18       18  \n",
+       "238       19       19       19  \n",
+       "239       77       99      105  \n",
+       "240      429      434      446  \n",
+       "241     1178     1195     1195  \n",
+       "242     1077     1116     1194  \n",
+       "243       15       15       15  \n",
+       "244        5        5        5  \n",
+       "245       11       11       11  \n",
+       "246     1038     1047     1048  \n",
+       "247      206      206      206  \n",
+       "248        3        3        3  \n",
+       "249        8        8        8  \n",
+       "250       12       12       12  \n",
+       "251        9        9        9  \n",
+       "252       35       35       35  \n",
+       "253       42       42       42  \n",
+       "254      754      782      812  \n",
+       "255        6        6        6  \n",
+       "256      101      101      203  \n",
+       "257       13       13       13  \n",
+       "258        1        1        1  \n",
+       "259      806      994      994  \n",
+       "260        9        9        9  \n",
+       "261      441      443      458  \n",
+       "262      249      256      278  \n",
+       "263       87       87       87  \n",
+       "264     3266     3424     3563  \n",
+       "265        2        2        2  \n",
        "\n",
-       "[265 rows x 132 columns]"
+       "[266 rows x 132 columns]"
       ]
      },
-     "execution_count": 12,
+     "execution_count": 19,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1794,15 +1859,304 @@
     "import urllib.request\n",
     "\n",
     "if os.path.exists(localData):\n",
-    "    raw_data = pd.read_csv(localData, skiprows=1)\n",
+    "    raw_data = pd.read_csv(localData)\n",
     "    print(\"Local File Selected\")\n",
     "else :\n",
     "    urllib.request.urlretrieve(data_url, data_data)\n",
-    "    raw_data = pd.read_csv(data_url, skiprows=1)\n",
+    "    raw_data = pd.read_csv(data_url)\n",
     "    print(\"Online File Selected\")\n",
     "        \n",
     "raw_data"
    ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Les données ci-dessus sont les données brutes provenant du fichier CSV de gauche à droite elles correspondent à :\n",
+    "\n",
+    "| Column's Name  | Meaning                                                                        |\n",
+    "| ---------------|:------------------------------------------------------------------------------:|\n",
+    "| ID             | unique identity for the row                                                    |\n",
+    "| Province/State | gives data for a specific regions                                              |\n",
+    "| Country/Region | the country or the region to which the data are corresponding                  |\n",
+    "| Lat            | latitude                                                                       |\n",
+    "| Long           | longitude                                                                      |\n",
+    "| 1/22/20        | from here it gives the number citizens having the covid19                      |"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Les données manquantes corresponde aux pays qui ne sont pas représenté à travers différentes provinces et états les composants.\n",
+    "Cependant, nous ne sommes pas dépendant de ces données, seul les données relatives au pays suivant nous intéresse. \n",
+    "\n",
+    "* Belgique \n",
+    "* Chine - toutes les provinces sauf Hong-Kong (China), Hong Kong (China, Hong-Kong)\n",
+    "* France métropolitaine\n",
+    "* Allemagne\n",
+    "* Iran\n",
+    "* Italie\n",
+    "* Japon\n",
+    "* Corée du Sud\n",
+    "* Hollande\n",
+    "* Portugal \n",
+    "* Espagne\n",
+    "* Royaume-Unis\n",
+    "* États-Unis\n",
+    "\n",
+    "## Regroupement des données à inclure dans l'étude\n",
+    "\n",
+    "Ici nous utilisons la méthode [*loc*](https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.loc.html) de pandas pour extraire des données brutes les lignes correspondantes aux pays cités ci-dessus.\n",
+    "\n",
+    "Afin de ne pas rendre le *code* illisible le processus est divisé en de multiples étapes. (toutes ces étapes peuvent être regroupé en une expression logique."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Province/State</th>\n",
+       "      <th>Country/Region</th>\n",
+       "      <th>Lat</th>\n",
+       "      <th>Long</th>\n",
+       "      <th>1/22/20</th>\n",
+       "      <th>1/23/20</th>\n",
+       "      <th>1/24/20</th>\n",
+       "      <th>1/25/20</th>\n",
+       "      <th>1/26/20</th>\n",
+       "      <th>1/27/20</th>\n",
+       "      <th>...</th>\n",
+       "      <th>5/19/20</th>\n",
+       "      <th>5/20/20</th>\n",
+       "      <th>5/21/20</th>\n",
+       "      <th>5/22/20</th>\n",
+       "      <th>5/23/20</th>\n",
+       "      <th>5/24/20</th>\n",
+       "      <th>5/25/20</th>\n",
+       "      <th>5/26/20</th>\n",
+       "      <th>5/27/20</th>\n",
+       "      <th>5/28/20</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Belgium</td>\n",
+       "      <td>50.8333</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>55791</td>\n",
+       "      <td>55983</td>\n",
+       "      <td>56235</td>\n",
+       "      <td>56511</td>\n",
+       "      <td>56810</td>\n",
+       "      <td>57092</td>\n",
+       "      <td>57342</td>\n",
+       "      <td>57455</td>\n",
+       "      <td>57592</td>\n",
+       "      <td>57849</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>1 rows × 132 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Province/State Country/Region      Lat  Long  1/22/20  1/23/20  1/24/20  \\\n",
+       "23            NaN        Belgium  50.8333   4.0        0        0        0   \n",
+       "\n",
+       "    1/25/20  1/26/20  1/27/20   ...     5/19/20  5/20/20  5/21/20  5/22/20  \\\n",
+       "23        0        0        0   ...       55791    55983    56235    56511   \n",
+       "\n",
+       "    5/23/20  5/24/20  5/25/20  5/26/20  5/27/20  5/28/20  \n",
+       "23    56810    57092    57342    57455    57592    57849  \n",
+       "\n",
+       "[1 rows x 132 columns]"
+      ]
+     },
+     "execution_count": 34,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# let's create a new variable to store our new data frame\n",
+    "# starting with Belgium\n",
+    "dataCountries = raw_data.loc[(raw_data['Country/Region'] == 'Belgium')]\n",
+    "\n",
+    "dataCountries"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Province/State</th>\n",
+       "      <th>Country/Region</th>\n",
+       "      <th>Lat</th>\n",
+       "      <th>Long</th>\n",
+       "      <th>1/22/20</th>\n",
+       "      <th>1/23/20</th>\n",
+       "      <th>1/24/20</th>\n",
+       "      <th>1/25/20</th>\n",
+       "      <th>1/26/20</th>\n",
+       "      <th>1/27/20</th>\n",
+       "      <th>...</th>\n",
+       "      <th>5/19/20</th>\n",
+       "      <th>5/20/20</th>\n",
+       "      <th>5/21/20</th>\n",
+       "      <th>5/22/20</th>\n",
+       "      <th>5/23/20</th>\n",
+       "      <th>5/24/20</th>\n",
+       "      <th>5/25/20</th>\n",
+       "      <th>5/26/20</th>\n",
+       "      <th>5/27/20</th>\n",
+       "      <th>5/28/20</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Belgium</td>\n",
+       "      <td>50.8333</td>\n",
+       "      <td>4.0000</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>55791</td>\n",
+       "      <td>55983</td>\n",
+       "      <td>56235</td>\n",
+       "      <td>56511</td>\n",
+       "      <td>56810</td>\n",
+       "      <td>57092</td>\n",
+       "      <td>57342</td>\n",
+       "      <td>57455</td>\n",
+       "      <td>57592</td>\n",
+       "      <td>57849</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>116</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>France</td>\n",
+       "      <td>46.2276</td>\n",
+       "      <td>2.2137</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>...</td>\n",
+       "      <td>178428</td>\n",
+       "      <td>179069</td>\n",
+       "      <td>179306</td>\n",
+       "      <td>179645</td>\n",
+       "      <td>179964</td>\n",
+       "      <td>179859</td>\n",
+       "      <td>180166</td>\n",
+       "      <td>179887</td>\n",
+       "      <td>180044</td>\n",
+       "      <td>183309</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>2 rows × 132 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    Province/State Country/Region      Lat    Long  1/22/20  1/23/20  1/24/20  \\\n",
+       "23             NaN        Belgium  50.8333  4.0000        0        0        0   \n",
+       "116            NaN         France  46.2276  2.2137        0        0        2   \n",
+       "\n",
+       "     1/25/20  1/26/20  1/27/20   ...     5/19/20  5/20/20  5/21/20  5/22/20  \\\n",
+       "23         0        0        0   ...       55791    55983    56235    56511   \n",
+       "116        3        3        3   ...      178428   179069   179306   179645   \n",
+       "\n",
+       "     5/23/20  5/24/20  5/25/20  5/26/20  5/27/20  5/28/20  \n",
+       "23     56810    57092    57342    57455    57592    57849  \n",
+       "116   179964   179859   180166   179887   180044   183309  \n",
+       "\n",
+       "[2 rows x 132 columns]"
+      ]
+     },
+     "execution_count": 35,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# now let's add to dataCountries the rest of the countries needed \n",
+    "# Here with & Prince/State.isnull we are only including metropolitan France's row and not the specific regions from France detailed in the data.\n",
+    "\n",
+    "dataCountries = dataCountries.append(raw_data.loc[(raw_data['Country/Region'] == 'France') & (raw_data['Province/State'].isnull())])\n",
+    "\n",
+    "dataCountries"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Les mêmes étapes sont utilisées pour le reste des pays manquants, sauf pour la Chine qui nécessite une opération spécial. (Voir ci-dessous)"
+   ]
   }
  ],
  "metadata": {