diff --git a/module3/exo2/analyse-syndrome-varicelle-jupyter.ipynb b/module3/exo2/analyse-syndrome-varicelle-jupyter.ipynb
index b54a548ad6c75f109c6f101b193f435d81320cc8..b56fdb358d71a9467ab8918406da13cfc5f0f218 100644
--- a/module3/exo2/analyse-syndrome-varicelle-jupyter.ipynb
+++ b/module3/exo2/analyse-syndrome-varicelle-jupyter.ipynb
@@ -28,11 +28,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 21,
    "metadata": {},
    "outputs": [],
    "source": [
-    "data_url = \"http://www.sentiweb.fr/datasets/incidence-PAY-3.csv\""
+    "data_url = r'D:\\Varicelle\\incidence-PAY-7.csv'"
    ]
   },
   {
@@ -59,974 +59,26 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 22,
    "metadata": {},
    "outputs": [
     {
-     "data": {
-      "text/html": [
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-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
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-       "      <th>2</th>\n",
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-       "      <td>3</td>\n",
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-       "      <td>4717.0</td>\n",
-       "      <td>10101.0</td>\n",
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-       "      <td>France</td>\n",
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-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>201839</td>\n",
-       "      <td>3</td>\n",
-       "      <td>7174</td>\n",
-       "      <td>4235.0</td>\n",
-       "      <td>10113.0</td>\n",
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-       "      <td>7.0</td>\n",
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-       "      <td>France</td>\n",
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-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>201838</td>\n",
-       "      <td>3</td>\n",
-       "      <td>6127</td>\n",
-       "      <td>3482.0</td>\n",
-       "      <td>8772.0</td>\n",
-       "      <td>9</td>\n",
-       "      <td>5.0</td>\n",
-       "      <td>13.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>5</th>\n",
-       "      <td>201837</td>\n",
-       "      <td>3</td>\n",
-       "      <td>4644</td>\n",
-       "      <td>2200.0</td>\n",
-       "      <td>7088.0</td>\n",
-       "      <td>7</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>11.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>6</th>\n",
-       "      <td>201836</td>\n",
-       "      <td>3</td>\n",
-       "      <td>3215</td>\n",
-       "      <td>1349.0</td>\n",
-       "      <td>5081.0</td>\n",
-       "      <td>5</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>8.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>7</th>\n",
-       "      <td>201835</td>\n",
-       "      <td>3</td>\n",
-       "      <td>1506</td>\n",
-       "      <td>239.0</td>\n",
-       "      <td>2773.0</td>\n",
-       "      <td>2</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>4.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8</th>\n",
-       "      <td>201834</td>\n",
-       "      <td>3</td>\n",
-       "      <td>1368</td>\n",
-       "      <td>116.0</td>\n",
-       "      <td>2620.0</td>\n",
-       "      <td>2</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>4.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>9</th>\n",
-       "      <td>201833</td>\n",
-       "      <td>3</td>\n",
-       "      <td>1962</td>\n",
-       "      <td>5.0</td>\n",
-       "      <td>3919.0</td>\n",
-       "      <td>3</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>6.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>10</th>\n",
-       "      <td>201832</td>\n",
-       "      <td>3</td>\n",
-       "      <td>1839</td>\n",
-       "      <td>183.0</td>\n",
-       "      <td>3495.0</td>\n",
-       "      <td>3</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>6.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>11</th>\n",
-       "      <td>201831</td>\n",
-       "      <td>3</td>\n",
-       "      <td>2048</td>\n",
-       "      <td>242.0</td>\n",
-       "      <td>3854.0</td>\n",
-       "      <td>3</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>6.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>12</th>\n",
-       "      <td>201830</td>\n",
-       "      <td>3</td>\n",
-       "      <td>1951</td>\n",
-       "      <td>202.0</td>\n",
-       "      <td>3700.0</td>\n",
-       "      <td>3</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>6.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>13</th>\n",
-       "      <td>201829</td>\n",
-       "      <td>3</td>\n",
-       "      <td>1951</td>\n",
-       "      <td>252.0</td>\n",
-       "      <td>3650.0</td>\n",
-       "      <td>3</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>6.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>14</th>\n",
-       "      <td>201828</td>\n",
-       "      <td>3</td>\n",
-       "      <td>1654</td>\n",
-       "      <td>52.0</td>\n",
-       "      <td>3256.0</td>\n",
-       "      <td>3</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>5.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>15</th>\n",
-       "      <td>201827</td>\n",
-       "      <td>3</td>\n",
-       "      <td>3269</td>\n",
-       "      <td>1145.0</td>\n",
-       "      <td>5393.0</td>\n",
-       "      <td>5</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>8.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>16</th>\n",
-       "      <td>201826</td>\n",
-       "      <td>3</td>\n",
-       "      <td>3758</td>\n",
-       "      <td>1493.0</td>\n",
-       "      <td>6023.0</td>\n",
-       "      <td>6</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>17</th>\n",
-       "      <td>201825</td>\n",
-       "      <td>3</td>\n",
-       "      <td>4580</td>\n",
-       "      <td>2220.0</td>\n",
-       "      <td>6940.0</td>\n",
-       "      <td>7</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>11.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>18</th>\n",
-       "      <td>201824</td>\n",
-       "      <td>3</td>\n",
-       "      <td>3223</td>\n",
-       "      <td>1351.0</td>\n",
-       "      <td>5095.0</td>\n",
-       "      <td>5</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>8.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>19</th>\n",
-       "      <td>201823</td>\n",
-       "      <td>3</td>\n",
-       "      <td>1207</td>\n",
-       "      <td>136.0</td>\n",
-       "      <td>2278.0</td>\n",
-       "      <td>2</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>4.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>20</th>\n",
-       "      <td>201822</td>\n",
-       "      <td>3</td>\n",
-       "      <td>3202</td>\n",
-       "      <td>1330.0</td>\n",
-       "      <td>5074.0</td>\n",
-       "      <td>5</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>8.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>21</th>\n",
-       "      <td>201821</td>\n",
-       "      <td>3</td>\n",
-       "      <td>2537</td>\n",
-       "      <td>763.0</td>\n",
-       "      <td>4311.0</td>\n",
-       "      <td>4</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>7.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>22</th>\n",
-       "      <td>201820</td>\n",
-       "      <td>3</td>\n",
-       "      <td>2694</td>\n",
-       "      <td>967.0</td>\n",
-       "      <td>4421.0</td>\n",
-       "      <td>4</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>7.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>23</th>\n",
-       "      <td>201819</td>\n",
-       "      <td>3</td>\n",
-       "      <td>1025</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>2098.0</td>\n",
-       "      <td>2</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>4.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>24</th>\n",
-       "      <td>201818</td>\n",
-       "      <td>3</td>\n",
-       "      <td>3541</td>\n",
-       "      <td>1416.0</td>\n",
-       "      <td>5666.0</td>\n",
-       "      <td>5</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>8.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>25</th>\n",
-       "      <td>201817</td>\n",
-       "      <td>3</td>\n",
-       "      <td>2573</td>\n",
-       "      <td>1003.0</td>\n",
-       "      <td>4143.0</td>\n",
-       "      <td>4</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>6.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>26</th>\n",
-       "      <td>201816</td>\n",
-       "      <td>3</td>\n",
-       "      <td>4818</td>\n",
-       "      <td>2724.0</td>\n",
-       "      <td>6912.0</td>\n",
-       "      <td>7</td>\n",
-       "      <td>4.0</td>\n",
-       "      <td>10.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>27</th>\n",
-       "      <td>201815</td>\n",
-       "      <td>3</td>\n",
-       "      <td>16311</td>\n",
-       "      <td>12168.0</td>\n",
-       "      <td>20454.0</td>\n",
-       "      <td>25</td>\n",
-       "      <td>19.0</td>\n",
-       "      <td>31.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>28</th>\n",
-       "      <td>201814</td>\n",
-       "      <td>3</td>\n",
-       "      <td>22666</td>\n",
-       "      <td>18092.0</td>\n",
-       "      <td>27240.0</td>\n",
-       "      <td>35</td>\n",
-       "      <td>28.0</td>\n",
-       "      <td>42.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>29</th>\n",
-       "      <td>201813</td>\n",
-       "      <td>3</td>\n",
-       "      <td>32680</td>\n",
-       "      <td>25536.0</td>\n",
-       "      <td>39824.0</td>\n",
-       "      <td>50</td>\n",
-       "      <td>39.0</td>\n",
-       "      <td>61.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>...</th>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
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-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1743</th>\n",
-       "      <td>198521</td>\n",
-       "      <td>3</td>\n",
-       "      <td>26096</td>\n",
-       "      <td>19621.0</td>\n",
-       "      <td>32571.0</td>\n",
-       "      <td>47</td>\n",
-       "      <td>35.0</td>\n",
-       "      <td>59.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1744</th>\n",
-       "      <td>198520</td>\n",
-       "      <td>3</td>\n",
-       "      <td>27896</td>\n",
-       "      <td>20885.0</td>\n",
-       "      <td>34907.0</td>\n",
-       "      <td>51</td>\n",
-       "      <td>38.0</td>\n",
-       "      <td>64.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1745</th>\n",
-       "      <td>198519</td>\n",
-       "      <td>3</td>\n",
-       "      <td>43154</td>\n",
-       "      <td>32821.0</td>\n",
-       "      <td>53487.0</td>\n",
-       "      <td>78</td>\n",
-       "      <td>59.0</td>\n",
-       "      <td>97.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1746</th>\n",
-       "      <td>198518</td>\n",
-       "      <td>3</td>\n",
-       "      <td>40555</td>\n",
-       "      <td>29935.0</td>\n",
-       "      <td>51175.0</td>\n",
-       "      <td>74</td>\n",
-       "      <td>55.0</td>\n",
-       "      <td>93.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1747</th>\n",
-       "      <td>198517</td>\n",
-       "      <td>3</td>\n",
-       "      <td>34053</td>\n",
-       "      <td>24366.0</td>\n",
-       "      <td>43740.0</td>\n",
-       "      <td>62</td>\n",
-       "      <td>44.0</td>\n",
-       "      <td>80.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1748</th>\n",
-       "      <td>198516</td>\n",
-       "      <td>3</td>\n",
-       "      <td>50362</td>\n",
-       "      <td>36451.0</td>\n",
-       "      <td>64273.0</td>\n",
-       "      <td>91</td>\n",
-       "      <td>66.0</td>\n",
-       "      <td>116.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1749</th>\n",
-       "      <td>198515</td>\n",
-       "      <td>3</td>\n",
-       "      <td>63881</td>\n",
-       "      <td>45538.0</td>\n",
-       "      <td>82224.0</td>\n",
-       "      <td>116</td>\n",
-       "      <td>83.0</td>\n",
-       "      <td>149.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1750</th>\n",
-       "      <td>198514</td>\n",
-       "      <td>3</td>\n",
-       "      <td>134545</td>\n",
-       "      <td>114400.0</td>\n",
-       "      <td>154690.0</td>\n",
-       "      <td>244</td>\n",
-       "      <td>207.0</td>\n",
-       "      <td>281.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1751</th>\n",
-       "      <td>198513</td>\n",
-       "      <td>3</td>\n",
-       "      <td>197206</td>\n",
-       "      <td>176080.0</td>\n",
-       "      <td>218332.0</td>\n",
-       "      <td>357</td>\n",
-       "      <td>319.0</td>\n",
-       "      <td>395.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1752</th>\n",
-       "      <td>198512</td>\n",
-       "      <td>3</td>\n",
-       "      <td>245240</td>\n",
-       "      <td>223304.0</td>\n",
-       "      <td>267176.0</td>\n",
-       "      <td>445</td>\n",
-       "      <td>405.0</td>\n",
-       "      <td>485.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1753</th>\n",
-       "      <td>198511</td>\n",
-       "      <td>3</td>\n",
-       "      <td>276205</td>\n",
-       "      <td>252399.0</td>\n",
-       "      <td>300011.0</td>\n",
-       "      <td>501</td>\n",
-       "      <td>458.0</td>\n",
-       "      <td>544.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1754</th>\n",
-       "      <td>198510</td>\n",
-       "      <td>3</td>\n",
-       "      <td>353231</td>\n",
-       "      <td>326279.0</td>\n",
-       "      <td>380183.0</td>\n",
-       "      <td>640</td>\n",
-       "      <td>591.0</td>\n",
-       "      <td>689.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1755</th>\n",
-       "      <td>198509</td>\n",
-       "      <td>3</td>\n",
-       "      <td>369895</td>\n",
-       "      <td>341109.0</td>\n",
-       "      <td>398681.0</td>\n",
-       "      <td>670</td>\n",
-       "      <td>618.0</td>\n",
-       "      <td>722.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1756</th>\n",
-       "      <td>198508</td>\n",
-       "      <td>3</td>\n",
-       "      <td>389886</td>\n",
-       "      <td>359529.0</td>\n",
-       "      <td>420243.0</td>\n",
-       "      <td>707</td>\n",
-       "      <td>652.0</td>\n",
-       "      <td>762.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1757</th>\n",
-       "      <td>198507</td>\n",
-       "      <td>3</td>\n",
-       "      <td>471852</td>\n",
-       "      <td>432599.0</td>\n",
-       "      <td>511105.0</td>\n",
-       "      <td>855</td>\n",
-       "      <td>784.0</td>\n",
-       "      <td>926.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1758</th>\n",
-       "      <td>198506</td>\n",
-       "      <td>3</td>\n",
-       "      <td>565825</td>\n",
-       "      <td>518011.0</td>\n",
-       "      <td>613639.0</td>\n",
-       "      <td>1026</td>\n",
-       "      <td>939.0</td>\n",
-       "      <td>1113.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1759</th>\n",
-       "      <td>198505</td>\n",
-       "      <td>3</td>\n",
-       "      <td>637302</td>\n",
-       "      <td>592795.0</td>\n",
-       "      <td>681809.0</td>\n",
-       "      <td>1155</td>\n",
-       "      <td>1074.0</td>\n",
-       "      <td>1236.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1760</th>\n",
-       "      <td>198504</td>\n",
-       "      <td>3</td>\n",
-       "      <td>424937</td>\n",
-       "      <td>390794.0</td>\n",
-       "      <td>459080.0</td>\n",
-       "      <td>770</td>\n",
-       "      <td>708.0</td>\n",
-       "      <td>832.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1761</th>\n",
-       "      <td>198503</td>\n",
-       "      <td>3</td>\n",
-       "      <td>213901</td>\n",
-       "      <td>174689.0</td>\n",
-       "      <td>253113.0</td>\n",
-       "      <td>388</td>\n",
-       "      <td>317.0</td>\n",
-       "      <td>459.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1762</th>\n",
-       "      <td>198502</td>\n",
-       "      <td>3</td>\n",
-       "      <td>97586</td>\n",
-       "      <td>80949.0</td>\n",
-       "      <td>114223.0</td>\n",
-       "      <td>177</td>\n",
-       "      <td>147.0</td>\n",
-       "      <td>207.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1763</th>\n",
-       "      <td>198501</td>\n",
-       "      <td>3</td>\n",
-       "      <td>85489</td>\n",
-       "      <td>65918.0</td>\n",
-       "      <td>105060.0</td>\n",
-       "      <td>155</td>\n",
-       "      <td>120.0</td>\n",
-       "      <td>190.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1764</th>\n",
-       "      <td>198452</td>\n",
-       "      <td>3</td>\n",
-       "      <td>84830</td>\n",
-       "      <td>60602.0</td>\n",
-       "      <td>109058.0</td>\n",
-       "      <td>154</td>\n",
-       "      <td>110.0</td>\n",
-       "      <td>198.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1765</th>\n",
-       "      <td>198451</td>\n",
-       "      <td>3</td>\n",
-       "      <td>101726</td>\n",
-       "      <td>80242.0</td>\n",
-       "      <td>123210.0</td>\n",
-       "      <td>185</td>\n",
-       "      <td>146.0</td>\n",
-       "      <td>224.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1766</th>\n",
-       "      <td>198450</td>\n",
-       "      <td>3</td>\n",
-       "      <td>123680</td>\n",
-       "      <td>101401.0</td>\n",
-       "      <td>145959.0</td>\n",
-       "      <td>225</td>\n",
-       "      <td>184.0</td>\n",
-       "      <td>266.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1767</th>\n",
-       "      <td>198449</td>\n",
-       "      <td>3</td>\n",
-       "      <td>101073</td>\n",
-       "      <td>81684.0</td>\n",
-       "      <td>120462.0</td>\n",
-       "      <td>184</td>\n",
-       "      <td>149.0</td>\n",
-       "      <td>219.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1768</th>\n",
-       "      <td>198448</td>\n",
-       "      <td>3</td>\n",
-       "      <td>78620</td>\n",
-       "      <td>60634.0</td>\n",
-       "      <td>96606.0</td>\n",
-       "      <td>143</td>\n",
-       "      <td>110.0</td>\n",
-       "      <td>176.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1769</th>\n",
-       "      <td>198447</td>\n",
-       "      <td>3</td>\n",
-       "      <td>72029</td>\n",
-       "      <td>54274.0</td>\n",
-       "      <td>89784.0</td>\n",
-       "      <td>131</td>\n",
-       "      <td>99.0</td>\n",
-       "      <td>163.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1770</th>\n",
-       "      <td>198446</td>\n",
-       "      <td>3</td>\n",
-       "      <td>87330</td>\n",
-       "      <td>67686.0</td>\n",
-       "      <td>106974.0</td>\n",
-       "      <td>159</td>\n",
-       "      <td>123.0</td>\n",
-       "      <td>195.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1771</th>\n",
-       "      <td>198445</td>\n",
-       "      <td>3</td>\n",
-       "      <td>135223</td>\n",
-       "      <td>101414.0</td>\n",
-       "      <td>169032.0</td>\n",
-       "      <td>246</td>\n",
-       "      <td>184.0</td>\n",
-       "      <td>308.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1772</th>\n",
-       "      <td>198444</td>\n",
-       "      <td>3</td>\n",
-       "      <td>68422</td>\n",
-       "      <td>20056.0</td>\n",
-       "      <td>116788.0</td>\n",
-       "      <td>125</td>\n",
-       "      <td>37.0</td>\n",
-       "      <td>213.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>1773 rows × 10 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "        week  indicator     inc   inc_low    inc_up  inc100  inc100_low  \\\n",
-       "0     201842          3    7832    5145.0   10519.0      12         8.0   \n",
-       "1     201841          3    8048    5098.0   10998.0      12         8.0   \n",
-       "2     201840          3    7409    4717.0   10101.0      11         7.0   \n",
-       "3     201839          3    7174    4235.0   10113.0      11         7.0   \n",
-       "4     201838          3    6127    3482.0    8772.0       9         5.0   \n",
-       "5     201837          3    4644    2200.0    7088.0       7         3.0   \n",
-       "6     201836          3    3215    1349.0    5081.0       5         2.0   \n",
-       "7     201835          3    1506     239.0    2773.0       2         0.0   \n",
-       "8     201834          3    1368     116.0    2620.0       2         0.0   \n",
-       "9     201833          3    1962       5.0    3919.0       3         0.0   \n",
-       "10    201832          3    1839     183.0    3495.0       3         0.0   \n",
-       "11    201831          3    2048     242.0    3854.0       3         0.0   \n",
-       "12    201830          3    1951     202.0    3700.0       3         0.0   \n",
-       "13    201829          3    1951     252.0    3650.0       3         0.0   \n",
-       "14    201828          3    1654      52.0    3256.0       3         1.0   \n",
-       "15    201827          3    3269    1145.0    5393.0       5         2.0   \n",
-       "16    201826          3    3758    1493.0    6023.0       6         3.0   \n",
-       "17    201825          3    4580    2220.0    6940.0       7         3.0   \n",
-       "18    201824          3    3223    1351.0    5095.0       5         2.0   \n",
-       "19    201823          3    1207     136.0    2278.0       2         0.0   \n",
-       "20    201822          3    3202    1330.0    5074.0       5         2.0   \n",
-       "21    201821          3    2537     763.0    4311.0       4         1.0   \n",
-       "22    201820          3    2694     967.0    4421.0       4         1.0   \n",
-       "23    201819          3    1025       0.0    2098.0       2         0.0   \n",
-       "24    201818          3    3541    1416.0    5666.0       5         2.0   \n",
-       "25    201817          3    2573    1003.0    4143.0       4         2.0   \n",
-       "26    201816          3    4818    2724.0    6912.0       7         4.0   \n",
-       "27    201815          3   16311   12168.0   20454.0      25        19.0   \n",
-       "28    201814          3   22666   18092.0   27240.0      35        28.0   \n",
-       "29    201813          3   32680   25536.0   39824.0      50        39.0   \n",
-       "...      ...        ...     ...       ...       ...     ...         ...   \n",
-       "1743  198521          3   26096   19621.0   32571.0      47        35.0   \n",
-       "1744  198520          3   27896   20885.0   34907.0      51        38.0   \n",
-       "1745  198519          3   43154   32821.0   53487.0      78        59.0   \n",
-       "1746  198518          3   40555   29935.0   51175.0      74        55.0   \n",
-       "1747  198517          3   34053   24366.0   43740.0      62        44.0   \n",
-       "1748  198516          3   50362   36451.0   64273.0      91        66.0   \n",
-       "1749  198515          3   63881   45538.0   82224.0     116        83.0   \n",
-       "1750  198514          3  134545  114400.0  154690.0     244       207.0   \n",
-       "1751  198513          3  197206  176080.0  218332.0     357       319.0   \n",
-       "1752  198512          3  245240  223304.0  267176.0     445       405.0   \n",
-       "1753  198511          3  276205  252399.0  300011.0     501       458.0   \n",
-       "1754  198510          3  353231  326279.0  380183.0     640       591.0   \n",
-       "1755  198509          3  369895  341109.0  398681.0     670       618.0   \n",
-       "1756  198508          3  389886  359529.0  420243.0     707       652.0   \n",
-       "1757  198507          3  471852  432599.0  511105.0     855       784.0   \n",
-       "1758  198506          3  565825  518011.0  613639.0    1026       939.0   \n",
-       "1759  198505          3  637302  592795.0  681809.0    1155      1074.0   \n",
-       "1760  198504          3  424937  390794.0  459080.0     770       708.0   \n",
-       "1761  198503          3  213901  174689.0  253113.0     388       317.0   \n",
-       "1762  198502          3   97586   80949.0  114223.0     177       147.0   \n",
-       "1763  198501          3   85489   65918.0  105060.0     155       120.0   \n",
-       "1764  198452          3   84830   60602.0  109058.0     154       110.0   \n",
-       "1765  198451          3  101726   80242.0  123210.0     185       146.0   \n",
-       "1766  198450          3  123680  101401.0  145959.0     225       184.0   \n",
-       "1767  198449          3  101073   81684.0  120462.0     184       149.0   \n",
-       "1768  198448          3   78620   60634.0   96606.0     143       110.0   \n",
-       "1769  198447          3   72029   54274.0   89784.0     131        99.0   \n",
-       "1770  198446          3   87330   67686.0  106974.0     159       123.0   \n",
-       "1771  198445          3  135223  101414.0  169032.0     246       184.0   \n",
-       "1772  198444          3   68422   20056.0  116788.0     125        37.0   \n",
-       "\n",
-       "      inc100_up geo_insee geo_name  \n",
-       "0          16.0        FR   France  \n",
-       "1          16.0        FR   France  \n",
-       "2          15.0        FR   France  \n",
-       "3          15.0        FR   France  \n",
-       "4          13.0        FR   France  \n",
-       "5          11.0        FR   France  \n",
-       "6           8.0        FR   France  \n",
-       "7           4.0        FR   France  \n",
-       "8           4.0        FR   France  \n",
-       "9           6.0        FR   France  \n",
-       "10          6.0        FR   France  \n",
-       "11          6.0        FR   France  \n",
-       "12          6.0        FR   France  \n",
-       "13          6.0        FR   France  \n",
-       "14          5.0        FR   France  \n",
-       "15          8.0        FR   France  \n",
-       "16          9.0        FR   France  \n",
-       "17         11.0        FR   France  \n",
-       "18          8.0        FR   France  \n",
-       "19          4.0        FR   France  \n",
-       "20          8.0        FR   France  \n",
-       "21          7.0        FR   France  \n",
-       "22          7.0        FR   France  \n",
-       "23          4.0        FR   France  \n",
-       "24          8.0        FR   France  \n",
-       "25          6.0        FR   France  \n",
-       "26         10.0        FR   France  \n",
-       "27         31.0        FR   France  \n",
-       "28         42.0        FR   France  \n",
-       "29         61.0        FR   France  \n",
-       "...         ...       ...      ...  \n",
-       "1743       59.0        FR   France  \n",
-       "1744       64.0        FR   France  \n",
-       "1745       97.0        FR   France  \n",
-       "1746       93.0        FR   France  \n",
-       "1747       80.0        FR   France  \n",
-       "1748      116.0        FR   France  \n",
-       "1749      149.0        FR   France  \n",
-       "1750      281.0        FR   France  \n",
-       "1751      395.0        FR   France  \n",
-       "1752      485.0        FR   France  \n",
-       "1753      544.0        FR   France  \n",
-       "1754      689.0        FR   France  \n",
-       "1755      722.0        FR   France  \n",
-       "1756      762.0        FR   France  \n",
-       "1757      926.0        FR   France  \n",
-       "1758     1113.0        FR   France  \n",
-       "1759     1236.0        FR   France  \n",
-       "1760      832.0        FR   France  \n",
-       "1761      459.0        FR   France  \n",
-       "1762      207.0        FR   France  \n",
-       "1763      190.0        FR   France  \n",
-       "1764      198.0        FR   France  \n",
-       "1765      224.0        FR   France  \n",
-       "1766      266.0        FR   France  \n",
-       "1767      219.0        FR   France  \n",
-       "1768      176.0        FR   France  \n",
-       "1769      163.0        FR   France  \n",
-       "1770      195.0        FR   France  \n",
-       "1771      308.0        FR   France  \n",
-       "1772      213.0        FR   France  \n",
-       "\n",
-       "[1773 rows x 10 columns]"
-      ]
-     },
-     "execution_count": 3,
-     "metadata": {},
-     "output_type": "execute_result"
+     "ename": "FileNotFoundError",
+     "evalue": "File b'D:\\\\Varicelle\\\\incidence-PAY-7.csv' does not exist",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mFileNotFoundError\u001b[0m                         Traceback (most recent call last)",
+      "\u001b[0;32m<ipython-input-22-95280424b895>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mraw_data\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mread_csv\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata_url\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mencoding\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m'iso-8859-1'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mskiprows\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      2\u001b[0m \u001b[0mraw_data\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m/opt/conda/lib/python3.6/site-packages/pandas/io/parsers.py\u001b[0m in \u001b[0;36mparser_f\u001b[0;34m(filepath_or_buffer, sep, delimiter, header, names, index_col, usecols, squeeze, prefix, mangle_dupe_cols, dtype, engine, converters, true_values, false_values, skipinitialspace, skiprows, nrows, na_values, keep_default_na, na_filter, verbose, skip_blank_lines, parse_dates, infer_datetime_format, keep_date_col, date_parser, dayfirst, iterator, chunksize, compression, thousands, decimal, lineterminator, quotechar, quoting, escapechar, comment, encoding, dialect, tupleize_cols, error_bad_lines, warn_bad_lines, skipfooter, skip_footer, doublequote, delim_whitespace, as_recarray, compact_ints, use_unsigned, low_memory, buffer_lines, memory_map, float_precision)\u001b[0m\n\u001b[1;32m    707\u001b[0m                     skip_blank_lines=skip_blank_lines)\n\u001b[1;32m    708\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 709\u001b[0;31m         \u001b[0;32mreturn\u001b[0m \u001b[0m_read\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfilepath_or_buffer\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkwds\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    710\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    711\u001b[0m     \u001b[0mparser_f\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__name__\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mname\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m/opt/conda/lib/python3.6/site-packages/pandas/io/parsers.py\u001b[0m in \u001b[0;36m_read\u001b[0;34m(filepath_or_buffer, kwds)\u001b[0m\n\u001b[1;32m    447\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    448\u001b[0m     \u001b[0;31m# Create the parser.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 449\u001b[0;31m     \u001b[0mparser\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mTextFileReader\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfilepath_or_buffer\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwds\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    450\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    451\u001b[0m     \u001b[0;32mif\u001b[0m \u001b[0mchunksize\u001b[0m \u001b[0;32mor\u001b[0m \u001b[0miterator\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m/opt/conda/lib/python3.6/site-packages/pandas/io/parsers.py\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, f, engine, **kwds)\u001b[0m\n\u001b[1;32m    816\u001b[0m             \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0moptions\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'has_index_names'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mkwds\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'has_index_names'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    817\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 818\u001b[0;31m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_make_engine\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mengine\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    819\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    820\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mclose\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m/opt/conda/lib/python3.6/site-packages/pandas/io/parsers.py\u001b[0m in \u001b[0;36m_make_engine\u001b[0;34m(self, engine)\u001b[0m\n\u001b[1;32m   1047\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0m_make_engine\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mengine\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'c'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1048\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mengine\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;34m'c'\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1049\u001b[0;31m             \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_engine\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mCParserWrapper\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mf\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0moptions\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1050\u001b[0m         \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1051\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0mengine\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;34m'python'\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m/opt/conda/lib/python3.6/site-packages/pandas/io/parsers.py\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, src, **kwds)\u001b[0m\n\u001b[1;32m   1693\u001b[0m         \u001b[0mkwds\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'allow_leading_cols'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mindex_col\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mFalse\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1694\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1695\u001b[0;31m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_reader\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mparsers\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mTextReader\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msrc\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwds\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1696\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1697\u001b[0m         \u001b[0;31m# XXX\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32mpandas/_libs/parsers.pyx\u001b[0m in \u001b[0;36mpandas._libs.parsers.TextReader.__cinit__\u001b[0;34m()\u001b[0m\n",
+      "\u001b[0;32mpandas/_libs/parsers.pyx\u001b[0m in \u001b[0;36mpandas._libs.parsers.TextReader._setup_parser_source\u001b[0;34m()\u001b[0m\n",
+      "\u001b[0;31mFileNotFoundError\u001b[0m: File b'D:\\\\Varicelle\\\\incidence-PAY-7.csv' does not exist"
+     ]
     }
    ],
    "source": [