diff --git a/module3/exo1/analyse-syndrome-grippal.ipynb b/module3/exo1/analyse-syndrome-grippal.ipynb
index b0473d08fc91761fc422b168fb0c70bb3d4da203..1f2cc5e3cf940a7208fbde968aae8cec9debc501 100644
--- a/module3/exo1/analyse-syndrome-grippal.ipynb
+++ b/module3/exo1/analyse-syndrome-grippal.ipynb
@@ -66,7 +66,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 15,
    "metadata": {},
    "outputs": [
     {
@@ -97,22 +97,36 @@
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
-       "      <th>0</th>\n",
-       "      <th>202011</th>\n",
-       "      <th>3</th>\n",
-       "      <th>101704</th>\n",
-       "      <th>93652.0</th>\n",
-       "      <th>109756.0</th>\n",
-       "      <th>154</th>\n",
-       "      <th>142.0</th>\n",
-       "      <th>166.0</th>\n",
-       "      <th>FR</th>\n",
-       "      <th>France</th>\n",
+       "      <th>Unnamed: 0</th>\n",
+       "      <th>week</th>\n",
+       "      <th>indicator</th>\n",
+       "      <th>inc</th>\n",
+       "      <th>inc_low</th>\n",
+       "      <th>inc_up</th>\n",
+       "      <th>inc100</th>\n",
+       "      <th>inc100_low</th>\n",
+       "      <th>inc100_up</th>\n",
+       "      <th>geo_insee</th>\n",
+       "      <th>geo_name</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
+       "      <td>0</td>\n",
+       "      <td>202011</td>\n",
+       "      <td>3</td>\n",
+       "      <td>101704</td>\n",
+       "      <td>93652.0</td>\n",
+       "      <td>109756.0</td>\n",
+       "      <td>154</td>\n",
+       "      <td>142.0</td>\n",
+       "      <td>166.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
        "      <td>1</td>\n",
        "      <td>202010</td>\n",
        "      <td>3</td>\n",
@@ -126,7 +140,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1</th>\n",
+       "      <th>2</th>\n",
        "      <td>2</td>\n",
        "      <td>202009</td>\n",
        "      <td>3</td>\n",
@@ -140,7 +154,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2</th>\n",
+       "      <th>3</th>\n",
        "      <td>3</td>\n",
        "      <td>202008</td>\n",
        "      <td>3</td>\n",
@@ -154,7 +168,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>3</th>\n",
+       "      <th>4</th>\n",
        "      <td>4</td>\n",
        "      <td>202007</td>\n",
        "      <td>3</td>\n",
@@ -168,7 +182,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>4</th>\n",
+       "      <th>5</th>\n",
        "      <td>5</td>\n",
        "      <td>202006</td>\n",
        "      <td>3</td>\n",
@@ -182,7 +196,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>5</th>\n",
+       "      <th>6</th>\n",
        "      <td>6</td>\n",
        "      <td>202005</td>\n",
        "      <td>3</td>\n",
@@ -196,7 +210,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>6</th>\n",
+       "      <th>7</th>\n",
        "      <td>7</td>\n",
        "      <td>202004</td>\n",
        "      <td>3</td>\n",
@@ -210,7 +224,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>7</th>\n",
+       "      <th>8</th>\n",
        "      <td>8</td>\n",
        "      <td>202003</td>\n",
        "      <td>3</td>\n",
@@ -224,7 +238,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>8</th>\n",
+       "      <th>9</th>\n",
        "      <td>9</td>\n",
        "      <td>202002</td>\n",
        "      <td>3</td>\n",
@@ -238,7 +252,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>9</th>\n",
+       "      <th>10</th>\n",
        "      <td>10</td>\n",
        "      <td>202001</td>\n",
        "      <td>3</td>\n",
@@ -252,7 +266,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>10</th>\n",
+       "      <th>11</th>\n",
        "      <td>11</td>\n",
        "      <td>201952</td>\n",
        "      <td>3</td>\n",
@@ -266,7 +280,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>11</th>\n",
+       "      <th>12</th>\n",
        "      <td>12</td>\n",
        "      <td>201951</td>\n",
        "      <td>3</td>\n",
@@ -280,7 +294,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>12</th>\n",
+       "      <th>13</th>\n",
        "      <td>13</td>\n",
        "      <td>201950</td>\n",
        "      <td>3</td>\n",
@@ -294,7 +308,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>13</th>\n",
+       "      <th>14</th>\n",
        "      <td>14</td>\n",
        "      <td>201949</td>\n",
        "      <td>3</td>\n",
@@ -308,7 +322,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>14</th>\n",
+       "      <th>15</th>\n",
        "      <td>15</td>\n",
        "      <td>201948</td>\n",
        "      <td>3</td>\n",
@@ -322,7 +336,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>15</th>\n",
+       "      <th>16</th>\n",
        "      <td>16</td>\n",
        "      <td>201947</td>\n",
        "      <td>3</td>\n",
@@ -336,7 +350,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>16</th>\n",
+       "      <th>17</th>\n",
        "      <td>17</td>\n",
        "      <td>201946</td>\n",
        "      <td>3</td>\n",
@@ -350,7 +364,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>17</th>\n",
+       "      <th>18</th>\n",
        "      <td>18</td>\n",
        "      <td>201945</td>\n",
        "      <td>3</td>\n",
@@ -364,7 +378,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>18</th>\n",
+       "      <th>19</th>\n",
        "      <td>19</td>\n",
        "      <td>201944</td>\n",
        "      <td>3</td>\n",
@@ -378,7 +392,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>19</th>\n",
+       "      <th>20</th>\n",
        "      <td>20</td>\n",
        "      <td>201943</td>\n",
        "      <td>3</td>\n",
@@ -392,7 +406,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>20</th>\n",
+       "      <th>21</th>\n",
        "      <td>21</td>\n",
        "      <td>201942</td>\n",
        "      <td>3</td>\n",
@@ -406,7 +420,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>21</th>\n",
+       "      <th>22</th>\n",
        "      <td>22</td>\n",
        "      <td>201941</td>\n",
        "      <td>3</td>\n",
@@ -420,7 +434,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>22</th>\n",
+       "      <th>23</th>\n",
        "      <td>23</td>\n",
        "      <td>201940</td>\n",
        "      <td>3</td>\n",
@@ -434,7 +448,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>23</th>\n",
+       "      <th>24</th>\n",
        "      <td>24</td>\n",
        "      <td>201939</td>\n",
        "      <td>3</td>\n",
@@ -448,7 +462,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>24</th>\n",
+       "      <th>25</th>\n",
        "      <td>25</td>\n",
        "      <td>201938</td>\n",
        "      <td>3</td>\n",
@@ -462,7 +476,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>25</th>\n",
+       "      <th>26</th>\n",
        "      <td>26</td>\n",
        "      <td>201937</td>\n",
        "      <td>3</td>\n",
@@ -476,7 +490,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>26</th>\n",
+       "      <th>27</th>\n",
        "      <td>27</td>\n",
        "      <td>201936</td>\n",
        "      <td>3</td>\n",
@@ -490,7 +504,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>27</th>\n",
+       "      <th>28</th>\n",
        "      <td>28</td>\n",
        "      <td>201935</td>\n",
        "      <td>3</td>\n",
@@ -504,7 +518,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>28</th>\n",
+       "      <th>29</th>\n",
        "      <td>29</td>\n",
        "      <td>201934</td>\n",
        "      <td>3</td>\n",
@@ -518,20 +532,6 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>29</th>\n",
-       "      <td>30</td>\n",
-       "      <td>201933</td>\n",
-       "      <td>3</td>\n",
-       "      <td>1593</td>\n",
-       "      <td>68.0</td>\n",
-       "      <td>3118.0</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>...</th>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
@@ -546,7 +546,7 @@
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1815</th>\n",
+       "      <th>1816</th>\n",
        "      <td>1816</td>\n",
        "      <td>198521</td>\n",
        "      <td>3</td>\n",
@@ -560,7 +560,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1816</th>\n",
+       "      <th>1817</th>\n",
        "      <td>1817</td>\n",
        "      <td>198520</td>\n",
        "      <td>3</td>\n",
@@ -574,7 +574,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1817</th>\n",
+       "      <th>1818</th>\n",
        "      <td>1818</td>\n",
        "      <td>198519</td>\n",
        "      <td>3</td>\n",
@@ -588,7 +588,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1818</th>\n",
+       "      <th>1819</th>\n",
        "      <td>1819</td>\n",
        "      <td>198518</td>\n",
        "      <td>3</td>\n",
@@ -602,7 +602,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1819</th>\n",
+       "      <th>1820</th>\n",
        "      <td>1820</td>\n",
        "      <td>198517</td>\n",
        "      <td>3</td>\n",
@@ -616,7 +616,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1820</th>\n",
+       "      <th>1821</th>\n",
        "      <td>1821</td>\n",
        "      <td>198516</td>\n",
        "      <td>3</td>\n",
@@ -630,7 +630,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1821</th>\n",
+       "      <th>1822</th>\n",
        "      <td>1822</td>\n",
        "      <td>198515</td>\n",
        "      <td>3</td>\n",
@@ -644,7 +644,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1822</th>\n",
+       "      <th>1823</th>\n",
        "      <td>1823</td>\n",
        "      <td>198514</td>\n",
        "      <td>3</td>\n",
@@ -658,7 +658,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1823</th>\n",
+       "      <th>1824</th>\n",
        "      <td>1824</td>\n",
        "      <td>198513</td>\n",
        "      <td>3</td>\n",
@@ -672,7 +672,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1824</th>\n",
+       "      <th>1825</th>\n",
        "      <td>1825</td>\n",
        "      <td>198512</td>\n",
        "      <td>3</td>\n",
@@ -686,7 +686,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1825</th>\n",
+       "      <th>1826</th>\n",
        "      <td>1826</td>\n",
        "      <td>198511</td>\n",
        "      <td>3</td>\n",
@@ -700,7 +700,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1826</th>\n",
+       "      <th>1827</th>\n",
        "      <td>1827</td>\n",
        "      <td>198510</td>\n",
        "      <td>3</td>\n",
@@ -714,7 +714,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1827</th>\n",
+       "      <th>1828</th>\n",
        "      <td>1828</td>\n",
        "      <td>198509</td>\n",
        "      <td>3</td>\n",
@@ -728,7 +728,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1828</th>\n",
+       "      <th>1829</th>\n",
        "      <td>1829</td>\n",
        "      <td>198508</td>\n",
        "      <td>3</td>\n",
@@ -742,7 +742,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1829</th>\n",
+       "      <th>1830</th>\n",
        "      <td>1830</td>\n",
        "      <td>198507</td>\n",
        "      <td>3</td>\n",
@@ -756,7 +756,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1830</th>\n",
+       "      <th>1831</th>\n",
        "      <td>1831</td>\n",
        "      <td>198506</td>\n",
        "      <td>3</td>\n",
@@ -770,7 +770,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1831</th>\n",
+       "      <th>1832</th>\n",
        "      <td>1832</td>\n",
        "      <td>198505</td>\n",
        "      <td>3</td>\n",
@@ -784,7 +784,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1832</th>\n",
+       "      <th>1833</th>\n",
        "      <td>1833</td>\n",
        "      <td>198504</td>\n",
        "      <td>3</td>\n",
@@ -798,7 +798,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1833</th>\n",
+       "      <th>1834</th>\n",
        "      <td>1834</td>\n",
        "      <td>198503</td>\n",
        "      <td>3</td>\n",
@@ -812,7 +812,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1834</th>\n",
+       "      <th>1835</th>\n",
        "      <td>1835</td>\n",
        "      <td>198502</td>\n",
        "      <td>3</td>\n",
@@ -826,7 +826,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1835</th>\n",
+       "      <th>1836</th>\n",
        "      <td>1836</td>\n",
        "      <td>198501</td>\n",
        "      <td>3</td>\n",
@@ -840,7 +840,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1836</th>\n",
+       "      <th>1837</th>\n",
        "      <td>1837</td>\n",
        "      <td>198452</td>\n",
        "      <td>3</td>\n",
@@ -854,7 +854,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1837</th>\n",
+       "      <th>1838</th>\n",
        "      <td>1838</td>\n",
        "      <td>198451</td>\n",
        "      <td>3</td>\n",
@@ -868,7 +868,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1838</th>\n",
+       "      <th>1839</th>\n",
        "      <td>1839</td>\n",
        "      <td>198450</td>\n",
        "      <td>3</td>\n",
@@ -882,7 +882,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1839</th>\n",
+       "      <th>1840</th>\n",
        "      <td>1840</td>\n",
        "      <td>198449</td>\n",
        "      <td>3</td>\n",
@@ -896,7 +896,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1840</th>\n",
+       "      <th>1841</th>\n",
        "      <td>1841</td>\n",
        "      <td>198448</td>\n",
        "      <td>3</td>\n",
@@ -910,7 +910,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1841</th>\n",
+       "      <th>1842</th>\n",
        "      <td>1842</td>\n",
        "      <td>198447</td>\n",
        "      <td>3</td>\n",
@@ -924,7 +924,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1842</th>\n",
+       "      <th>1843</th>\n",
        "      <td>1843</td>\n",
        "      <td>198446</td>\n",
        "      <td>3</td>\n",
@@ -938,7 +938,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1843</th>\n",
+       "      <th>1844</th>\n",
        "      <td>1844</td>\n",
        "      <td>198445</td>\n",
        "      <td>3</td>\n",
@@ -952,7 +952,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1844</th>\n",
+       "      <th>1845</th>\n",
        "      <td>1845</td>\n",
        "      <td>198444</td>\n",
        "      <td>3</td>\n",
@@ -967,140 +967,140 @@
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>1845 rows × 11 columns</p>\n",
+       "<p>1846 rows × 11 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "         0  202011  3  101704   93652.0  109756.0   154   142.0   166.0  FR  \\\n",
-       "0        1  202010  3  104977   96650.0  113304.0   159   146.0   172.0  FR   \n",
-       "1        2  202009  3  110696  102066.0  119326.0   168   155.0   181.0  FR   \n",
-       "2        3  202008  3  143753  133984.0  153522.0   218   203.0   233.0  FR   \n",
-       "3        4  202007  3  183610  172812.0  194408.0   279   263.0   295.0  FR   \n",
-       "4        5  202006  3  206669  195481.0  217857.0   314   297.0   331.0  FR   \n",
-       "5        6  202005  3  187957  177445.0  198469.0   285   269.0   301.0  FR   \n",
-       "6        7  202004  3  122331  113492.0  131170.0   186   173.0   199.0  FR   \n",
-       "7        8  202003  3   78413   71330.0   85496.0   119   108.0   130.0  FR   \n",
-       "8        9  202002  3   53614   47654.0   59574.0    81    72.0    90.0  FR   \n",
-       "9       10  202001  3   36850   31608.0   42092.0    56    48.0    64.0  FR   \n",
-       "10      11  201952  3   28135   23220.0   33050.0    43    36.0    50.0  FR   \n",
-       "11      12  201951  3   29786   25042.0   34530.0    45    38.0    52.0  FR   \n",
-       "12      13  201950  3   34223   29156.0   39290.0    52    44.0    60.0  FR   \n",
-       "13      14  201949  3   25662   21414.0   29910.0    39    33.0    45.0  FR   \n",
-       "14      15  201948  3   22367   18055.0   26679.0    34    27.0    41.0  FR   \n",
-       "15      16  201947  3   18669   14759.0   22579.0    28    22.0    34.0  FR   \n",
-       "16      17  201946  3   16030   12567.0   19493.0    24    19.0    29.0  FR   \n",
-       "17      18  201945  3   10138    7160.0   13116.0    15    10.0    20.0  FR   \n",
-       "18      19  201944  3    7822    5010.0   10634.0    12     8.0    16.0  FR   \n",
-       "19      20  201943  3    9487    6448.0   12526.0    14     9.0    19.0  FR   \n",
-       "20      21  201942  3    7747    5243.0   10251.0    12     8.0    16.0  FR   \n",
-       "21      22  201941  3    7122    4720.0    9524.0    11     7.0    15.0  FR   \n",
-       "22      23  201940  3    8505    5784.0   11226.0    13     9.0    17.0  FR   \n",
-       "23      24  201939  3    7091    4462.0    9720.0    11     7.0    15.0  FR   \n",
-       "24      25  201938  3    4897    2891.0    6903.0     7     4.0    10.0  FR   \n",
-       "25      26  201937  3    3172    1367.0    4977.0     5     2.0     8.0  FR   \n",
-       "26      27  201936  3    2295     728.0    3862.0     3     1.0     5.0  FR   \n",
-       "27      28  201935  3    1010       2.0    2018.0     2     0.0     4.0  FR   \n",
-       "28      29  201934  3    1672     279.0    3065.0     3     1.0     5.0  FR   \n",
-       "29      30  201933  3    1593      68.0    3118.0     2     0.0     4.0  FR   \n",
-       "...    ...     ... ..     ...       ...       ...   ...     ...     ...  ..   \n",
-       "1815  1816  198521  3   26096   19621.0   32571.0    47    35.0    59.0  FR   \n",
-       "1816  1817  198520  3   27896   20885.0   34907.0    51    38.0    64.0  FR   \n",
-       "1817  1818  198519  3   43154   32821.0   53487.0    78    59.0    97.0  FR   \n",
-       "1818  1819  198518  3   40555   29935.0   51175.0    74    55.0    93.0  FR   \n",
-       "1819  1820  198517  3   34053   24366.0   43740.0    62    44.0    80.0  FR   \n",
-       "1820  1821  198516  3   50362   36451.0   64273.0    91    66.0   116.0  FR   \n",
-       "1821  1822  198515  3   63881   45538.0   82224.0   116    83.0   149.0  FR   \n",
-       "1822  1823  198514  3  134545  114400.0  154690.0   244   207.0   281.0  FR   \n",
-       "1823  1824  198513  3  197206  176080.0  218332.0   357   319.0   395.0  FR   \n",
-       "1824  1825  198512  3  245240  223304.0  267176.0   445   405.0   485.0  FR   \n",
-       "1825  1826  198511  3  276205  252399.0  300011.0   501   458.0   544.0  FR   \n",
-       "1826  1827  198510  3  353231  326279.0  380183.0   640   591.0   689.0  FR   \n",
-       "1827  1828  198509  3  369895  341109.0  398681.0   670   618.0   722.0  FR   \n",
-       "1828  1829  198508  3  389886  359529.0  420243.0   707   652.0   762.0  FR   \n",
-       "1829  1830  198507  3  471852  432599.0  511105.0   855   784.0   926.0  FR   \n",
-       "1830  1831  198506  3  565825  518011.0  613639.0  1026   939.0  1113.0  FR   \n",
-       "1831  1832  198505  3  637302  592795.0  681809.0  1155  1074.0  1236.0  FR   \n",
-       "1832  1833  198504  3  424937  390794.0  459080.0   770   708.0   832.0  FR   \n",
-       "1833  1834  198503  3  213901  174689.0  253113.0   388   317.0   459.0  FR   \n",
-       "1834  1835  198502  3   97586   80949.0  114223.0   177   147.0   207.0  FR   \n",
-       "1835  1836  198501  3   85489   65918.0  105060.0   155   120.0   190.0  FR   \n",
-       "1836  1837  198452  3   84830   60602.0  109058.0   154   110.0   198.0  FR   \n",
-       "1837  1838  198451  3  101726   80242.0  123210.0   185   146.0   224.0  FR   \n",
-       "1838  1839  198450  3  123680  101401.0  145959.0   225   184.0   266.0  FR   \n",
-       "1839  1840  198449  3  101073   81684.0  120462.0   184   149.0   219.0  FR   \n",
-       "1840  1841  198448  3   78620   60634.0   96606.0   143   110.0   176.0  FR   \n",
-       "1841  1842  198447  3   72029   54274.0   89784.0   131    99.0   163.0  FR   \n",
-       "1842  1843  198446  3   87330   67686.0  106974.0   159   123.0   195.0  FR   \n",
-       "1843  1844  198445  3  135223  101414.0  169032.0   246   184.0   308.0  FR   \n",
-       "1844  1845  198444  3   68422   20056.0  116788.0   125    37.0   213.0  FR   \n",
+       "      Unnamed: 0    week  indicator     inc   inc_low    inc_up  inc100  \\\n",
+       "0              0  202011          3  101704   93652.0  109756.0     154   \n",
+       "1              1  202010          3  104977   96650.0  113304.0     159   \n",
+       "2              2  202009          3  110696  102066.0  119326.0     168   \n",
+       "3              3  202008          3  143753  133984.0  153522.0     218   \n",
+       "4              4  202007          3  183610  172812.0  194408.0     279   \n",
+       "5              5  202006          3  206669  195481.0  217857.0     314   \n",
+       "6              6  202005          3  187957  177445.0  198469.0     285   \n",
+       "7              7  202004          3  122331  113492.0  131170.0     186   \n",
+       "8              8  202003          3   78413   71330.0   85496.0     119   \n",
+       "9              9  202002          3   53614   47654.0   59574.0      81   \n",
+       "10            10  202001          3   36850   31608.0   42092.0      56   \n",
+       "11            11  201952          3   28135   23220.0   33050.0      43   \n",
+       "12            12  201951          3   29786   25042.0   34530.0      45   \n",
+       "13            13  201950          3   34223   29156.0   39290.0      52   \n",
+       "14            14  201949          3   25662   21414.0   29910.0      39   \n",
+       "15            15  201948          3   22367   18055.0   26679.0      34   \n",
+       "16            16  201947          3   18669   14759.0   22579.0      28   \n",
+       "17            17  201946          3   16030   12567.0   19493.0      24   \n",
+       "18            18  201945          3   10138    7160.0   13116.0      15   \n",
+       "19            19  201944          3    7822    5010.0   10634.0      12   \n",
+       "20            20  201943          3    9487    6448.0   12526.0      14   \n",
+       "21            21  201942          3    7747    5243.0   10251.0      12   \n",
+       "22            22  201941          3    7122    4720.0    9524.0      11   \n",
+       "23            23  201940          3    8505    5784.0   11226.0      13   \n",
+       "24            24  201939          3    7091    4462.0    9720.0      11   \n",
+       "25            25  201938          3    4897    2891.0    6903.0       7   \n",
+       "26            26  201937          3    3172    1367.0    4977.0       5   \n",
+       "27            27  201936          3    2295     728.0    3862.0       3   \n",
+       "28            28  201935          3    1010       2.0    2018.0       2   \n",
+       "29            29  201934          3    1672     279.0    3065.0       3   \n",
+       "...          ...     ...        ...     ...       ...       ...     ...   \n",
+       "1816        1816  198521          3   26096   19621.0   32571.0      47   \n",
+       "1817        1817  198520          3   27896   20885.0   34907.0      51   \n",
+       "1818        1818  198519          3   43154   32821.0   53487.0      78   \n",
+       "1819        1819  198518          3   40555   29935.0   51175.0      74   \n",
+       "1820        1820  198517          3   34053   24366.0   43740.0      62   \n",
+       "1821        1821  198516          3   50362   36451.0   64273.0      91   \n",
+       "1822        1822  198515          3   63881   45538.0   82224.0     116   \n",
+       "1823        1823  198514          3  134545  114400.0  154690.0     244   \n",
+       "1824        1824  198513          3  197206  176080.0  218332.0     357   \n",
+       "1825        1825  198512          3  245240  223304.0  267176.0     445   \n",
+       "1826        1826  198511          3  276205  252399.0  300011.0     501   \n",
+       "1827        1827  198510          3  353231  326279.0  380183.0     640   \n",
+       "1828        1828  198509          3  369895  341109.0  398681.0     670   \n",
+       "1829        1829  198508          3  389886  359529.0  420243.0     707   \n",
+       "1830        1830  198507          3  471852  432599.0  511105.0     855   \n",
+       "1831        1831  198506          3  565825  518011.0  613639.0    1026   \n",
+       "1832        1832  198505          3  637302  592795.0  681809.0    1155   \n",
+       "1833        1833  198504          3  424937  390794.0  459080.0     770   \n",
+       "1834        1834  198503          3  213901  174689.0  253113.0     388   \n",
+       "1835        1835  198502          3   97586   80949.0  114223.0     177   \n",
+       "1836        1836  198501          3   85489   65918.0  105060.0     155   \n",
+       "1837        1837  198452          3   84830   60602.0  109058.0     154   \n",
+       "1838        1838  198451          3  101726   80242.0  123210.0     185   \n",
+       "1839        1839  198450          3  123680  101401.0  145959.0     225   \n",
+       "1840        1840  198449          3  101073   81684.0  120462.0     184   \n",
+       "1841        1841  198448          3   78620   60634.0   96606.0     143   \n",
+       "1842        1842  198447          3   72029   54274.0   89784.0     131   \n",
+       "1843        1843  198446          3   87330   67686.0  106974.0     159   \n",
+       "1844        1844  198445          3  135223  101414.0  169032.0     246   \n",
+       "1845        1845  198444          3   68422   20056.0  116788.0     125   \n",
        "\n",
-       "      France  \n",
-       "0     France  \n",
-       "1     France  \n",
-       "2     France  \n",
-       "3     France  \n",
-       "4     France  \n",
-       "5     France  \n",
-       "6     France  \n",
-       "7     France  \n",
-       "8     France  \n",
-       "9     France  \n",
-       "10    France  \n",
-       "11    France  \n",
-       "12    France  \n",
-       "13    France  \n",
-       "14    France  \n",
-       "15    France  \n",
-       "16    France  \n",
-       "17    France  \n",
-       "18    France  \n",
-       "19    France  \n",
-       "20    France  \n",
-       "21    France  \n",
-       "22    France  \n",
-       "23    France  \n",
-       "24    France  \n",
-       "25    France  \n",
-       "26    France  \n",
-       "27    France  \n",
-       "28    France  \n",
-       "29    France  \n",
-       "...      ...  \n",
-       "1815  France  \n",
-       "1816  France  \n",
-       "1817  France  \n",
-       "1818  France  \n",
-       "1819  France  \n",
-       "1820  France  \n",
-       "1821  France  \n",
-       "1822  France  \n",
-       "1823  France  \n",
-       "1824  France  \n",
-       "1825  France  \n",
-       "1826  France  \n",
-       "1827  France  \n",
-       "1828  France  \n",
-       "1829  France  \n",
-       "1830  France  \n",
-       "1831  France  \n",
-       "1832  France  \n",
-       "1833  France  \n",
-       "1834  France  \n",
-       "1835  France  \n",
-       "1836  France  \n",
-       "1837  France  \n",
-       "1838  France  \n",
-       "1839  France  \n",
-       "1840  France  \n",
-       "1841  France  \n",
-       "1842  France  \n",
-       "1843  France  \n",
-       "1844  France  \n",
+       "      inc100_low  inc100_up geo_insee geo_name  \n",
+       "0          142.0      166.0        FR   France  \n",
+       "1          146.0      172.0        FR   France  \n",
+       "2          155.0      181.0        FR   France  \n",
+       "3          203.0      233.0        FR   France  \n",
+       "4          263.0      295.0        FR   France  \n",
+       "5          297.0      331.0        FR   France  \n",
+       "6          269.0      301.0        FR   France  \n",
+       "7          173.0      199.0        FR   France  \n",
+       "8          108.0      130.0        FR   France  \n",
+       "9           72.0       90.0        FR   France  \n",
+       "10          48.0       64.0        FR   France  \n",
+       "11          36.0       50.0        FR   France  \n",
+       "12          38.0       52.0        FR   France  \n",
+       "13          44.0       60.0        FR   France  \n",
+       "14          33.0       45.0        FR   France  \n",
+       "15          27.0       41.0        FR   France  \n",
+       "16          22.0       34.0        FR   France  \n",
+       "17          19.0       29.0        FR   France  \n",
+       "18          10.0       20.0        FR   France  \n",
+       "19           8.0       16.0        FR   France  \n",
+       "20           9.0       19.0        FR   France  \n",
+       "21           8.0       16.0        FR   France  \n",
+       "22           7.0       15.0        FR   France  \n",
+       "23           9.0       17.0        FR   France  \n",
+       "24           7.0       15.0        FR   France  \n",
+       "25           4.0       10.0        FR   France  \n",
+       "26           2.0        8.0        FR   France  \n",
+       "27           1.0        5.0        FR   France  \n",
+       "28           0.0        4.0        FR   France  \n",
+       "29           1.0        5.0        FR   France  \n",
+       "...          ...        ...       ...      ...  \n",
+       "1816        35.0       59.0        FR   France  \n",
+       "1817        38.0       64.0        FR   France  \n",
+       "1818        59.0       97.0        FR   France  \n",
+       "1819        55.0       93.0        FR   France  \n",
+       "1820        44.0       80.0        FR   France  \n",
+       "1821        66.0      116.0        FR   France  \n",
+       "1822        83.0      149.0        FR   France  \n",
+       "1823       207.0      281.0        FR   France  \n",
+       "1824       319.0      395.0        FR   France  \n",
+       "1825       405.0      485.0        FR   France  \n",
+       "1826       458.0      544.0        FR   France  \n",
+       "1827       591.0      689.0        FR   France  \n",
+       "1828       618.0      722.0        FR   France  \n",
+       "1829       652.0      762.0        FR   France  \n",
+       "1830       784.0      926.0        FR   France  \n",
+       "1831       939.0     1113.0        FR   France  \n",
+       "1832      1074.0     1236.0        FR   France  \n",
+       "1833       708.0      832.0        FR   France  \n",
+       "1834       317.0      459.0        FR   France  \n",
+       "1835       147.0      207.0        FR   France  \n",
+       "1836       120.0      190.0        FR   France  \n",
+       "1837       110.0      198.0        FR   France  \n",
+       "1838       146.0      224.0        FR   France  \n",
+       "1839       184.0      266.0        FR   France  \n",
+       "1840       149.0      219.0        FR   France  \n",
+       "1841       110.0      176.0        FR   France  \n",
+       "1842        99.0      163.0        FR   France  \n",
+       "1843       123.0      195.0        FR   France  \n",
+       "1844       184.0      308.0        FR   France  \n",
+       "1845        37.0      213.0        FR   France  \n",
        "\n",
-       "[1845 rows x 11 columns]"
+       "[1846 rows x 11 columns]"
       ]
      },
-     "execution_count": 13,
+     "execution_count": 15,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1114,7 +1114,7 @@
     "    raw_data.to_csv(\"incidence-PAY-3.csv\")\n",
     "else:\n",
     "    print(\"Fichier présent localement\")\n",
-    "    raw_data = pd.read_csv(\"incidence-PAY-3.csv\", skiprows=1)\n",
+    "    raw_data = pd.read_csv(\"incidence-PAY-3.csv\")\n",
     "raw_data"
    ]
   },
@@ -1127,9 +1127,75 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 14,
    "metadata": {},
-   "outputs": [],
+   "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>0</th>\n",
+       "      <th>202011</th>\n",
+       "      <th>3</th>\n",
+       "      <th>101704</th>\n",
+       "      <th>93652.0</th>\n",
+       "      <th>109756.0</th>\n",
+       "      <th>154</th>\n",
+       "      <th>142.0</th>\n",
+       "      <th>166.0</th>\n",
+       "      <th>FR</th>\n",
+       "      <th>France</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>1608</th>\n",
+       "      <td>1609</td>\n",
+       "      <td>198919</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "         0  202011  3  101704  93652.0  109756.0  154  142.0  166.0  FR  \\\n",
+       "1608  1609  198919  3       0      NaN       NaN    0    NaN    NaN  FR   \n",
+       "\n",
+       "      France  \n",
+       "1608  France  "
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "raw_data[raw_data.isnull().any(axis=1)]"
    ]
diff --git a/module3/exo2/incidence-PAY-3.csv b/module3/exo2/incidence-PAY-3.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0985659c9cd464fd3a94bcc6b7ac6515c9226364
--- /dev/null
+++ b/module3/exo2/incidence-PAY-3.csv
@@ -0,0 +1,1549 @@
+,week,indicator,inc,inc_low,inc_up,inc100,inc100_low,inc100_up,geo_insee,geo_name
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+1,202030,7,1385,75,2695,2,0,4,FR,France
+2,202029,7,841,10,1672,1,0,2,FR,France
+3,202028,7,728,0,1515,1,0,2,FR,France
+4,202027,7,986,149,1823,1,0,2,FR,France
+5,202026,7,694,0,1454,1,0,2,FR,France
+6,202025,7,228,0,597,0,0,1,FR,France
+7,202024,7,388,0,959,1,0,2,FR,France
+8,202023,7,558,1,1115,1,0,2,FR,France
+9,202022,7,277,0,633,0,0,1,FR,France
+10,202021,7,602,36,1168,1,0,2,FR,France
+11,202020,7,824,20,1628,1,0,2,FR,France
+12,202019,7,310,0,753,0,0,1,FR,France
+13,202018,7,849,98,1600,1,0,2,FR,France
+14,202017,7,272,0,658,0,0,1,FR,France
+15,202016,7,758,78,1438,1,0,2,FR,France
+16,202015,7,1918,675,3161,3,1,5,FR,France
+17,202014,7,3879,2227,5531,6,3,9,FR,France
+18,202013,7,7326,5236,9416,11,8,14,FR,France
+19,202012,7,8123,5790,10456,12,8,16,FR,France
+20,202011,7,10198,7568,12828,15,11,19,FR,France
+21,202010,7,9011,6691,11331,14,10,18,FR,France
+22,202009,7,13631,10544,16718,21,16,26,FR,France
+23,202008,7,10424,7708,13140,16,12,20,FR,France
+24,202007,7,8959,6574,11344,14,10,18,FR,France
+25,202006,7,9264,6925,11603,14,10,18,FR,France
+26,202005,7,8505,6314,10696,13,10,16,FR,France
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+28,202003,7,5968,4100,7836,9,6,12,FR,France
+29,202002,7,6534,4530,8538,10,7,13,FR,France
+30,202001,7,9835,7019,12651,15,11,19,FR,France
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+32,201951,7,5823,3675,7971,9,6,12,FR,France
+33,201950,7,6424,4276,8572,10,7,13,FR,France
+34,201949,7,6621,4540,8702,10,7,13,FR,France
+35,201948,7,5542,3383,7701,8,5,11,FR,France
+36,201947,7,7536,5058,10014,11,7,15,FR,France
+37,201946,7,2638,1316,3960,4,2,6,FR,France
+38,201945,7,4492,2615,6369,7,4,10,FR,France
+39,201944,7,5728,3627,7829,9,6,12,FR,France
+40,201943,7,4834,2751,6917,7,4,10,FR,France
+41,201942,7,6279,3989,8569,10,7,13,FR,France
+42,201941,7,4130,2030,6230,6,3,9,FR,France
+43,201940,7,4211,2218,6204,6,3,9,FR,France
+44,201939,7,3137,1310,4964,5,2,8,FR,France
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+49,201934,7,1997,605,3389,3,1,5,FR,France
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+134,201801,7,11471,8430,14512,17,12,22,FR,France
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+192,201647,7,6877,4083,9671,11,7,15,FR,France
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+239,201553,7,14386,10110,18662,22,15,29,FR,France
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+276,201516,7,22837,17103,28571,35,26,44,FR,France
+277,201515,7,20116,14743,25489,31,23,39,FR,France
+278,201514,7,19969,14683,25255,31,23,39,FR,France
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+1425,199314,7,12425,9045,15805,22,16,28,FR,France
+1426,199313,7,12266,8927,15605,21,15,27,FR,France
+1427,199312,7,10821,7884,13758,19,14,24,FR,France
+1428,199311,7,11021,8006,14036,19,14,24,FR,France
+1429,199310,7,15847,12158,19536,28,22,34,FR,France
+1430,199309,7,15084,11059,19109,26,19,33,FR,France
+1431,199308,7,16967,12936,20998,30,23,37,FR,France
+1432,199307,7,16057,12350,19764,28,22,34,FR,France
+1433,199306,7,15887,12275,19499,28,22,34,FR,France
+1434,199305,7,15954,12443,19465,28,22,34,FR,France
+1435,199304,7,12374,9426,15322,22,17,27,FR,France
+1436,199303,7,15283,11831,18735,27,21,33,FR,France
+1437,199302,7,13366,10262,16470,23,18,28,FR,France
+1438,199301,7,18678,14977,22379,33,27,39,FR,France
+1439,199253,7,17829,13827,21831,31,24,38,FR,France
+1440,199252,7,14330,10582,18078,25,18,32,FR,France
+1441,199251,7,14635,11262,18008,26,20,32,FR,France
+1442,199250,7,15252,11566,18938,27,21,33,FR,France
+1443,199249,7,14411,11187,17635,25,19,31,FR,France
+1444,199248,7,10048,7396,12700,18,13,23,FR,France
+1445,199247,7,13069,9752,16386,23,17,29,FR,France
+1446,199246,7,6900,4727,9073,12,8,16,FR,France
+1447,199245,7,10791,7794,13788,19,14,24,FR,France
+1448,199244,7,10205,7482,12928,18,13,23,FR,France
+1449,199243,7,7196,4908,9484,13,9,17,FR,France
+1450,199242,7,5748,3738,7758,10,6,14,FR,France
+1451,199241,7,3587,2045,5129,6,3,9,FR,France
+1452,199240,7,5654,3442,7866,10,6,14,FR,France
+1453,199239,7,4747,2751,6743,8,5,11,FR,France
+1454,199238,7,2842,1306,4378,5,2,8,FR,France
+1455,199237,7,4103,2203,6003,7,4,10,FR,France
+1456,199236,7,2801,1200,4402,5,2,8,FR,France
+1457,199235,7,6428,3717,9139,11,6,16,FR,France
+1458,199234,7,7517,4190,10844,13,7,19,FR,France
+1459,199233,7,9951,5955,13947,17,10,24,FR,France
+1460,199232,7,16090,11337,20843,28,20,36,FR,France
+1461,199231,7,17156,12441,21871,30,22,38,FR,France
+1462,199230,7,21780,16301,27259,38,28,48,FR,France
+1463,199229,7,18926,13397,24455,33,23,43,FR,France
+1464,199228,7,28144,20384,35904,49,35,63,FR,France
+1465,199227,7,29388,22331,36445,51,39,63,FR,France
+1466,199226,7,27933,21686,34180,49,38,60,FR,France
+1467,199225,7,26446,21153,31739,46,37,55,FR,France
+1468,199224,7,19614,14769,24459,34,26,42,FR,France
+1469,199223,7,23628,17852,29404,41,31,51,FR,France
+1470,199222,7,20438,14868,26008,36,26,46,FR,France
+1471,199221,7,22595,17395,27795,40,31,49,FR,France
+1472,199220,7,21092,15963,26221,37,28,46,FR,France
+1473,199219,7,19210,13934,24486,34,25,43,FR,France
+1474,199218,7,30273,22605,37941,53,40,66,FR,France
+1475,199217,7,19162,14251,24073,34,25,43,FR,France
+1476,199216,7,15583,11158,20008,27,19,35,FR,France
+1477,199215,7,15473,10723,20223,27,19,35,FR,France
+1478,199214,7,14455,10040,18870,25,17,33,FR,France
+1479,199213,7,17146,12105,22187,30,21,39,FR,France
+1480,199212,7,15838,10923,20753,28,19,37,FR,France
+1481,199211,7,20003,13824,26182,35,24,46,FR,France
+1482,199210,7,22906,16060,29752,40,28,52,FR,France
+1483,199209,7,21824,15687,27961,38,27,49,FR,France
+1484,199208,7,15243,10265,20221,27,18,36,FR,France
+1485,199207,7,22633,16160,29106,40,29,51,FR,France
+1486,199206,7,17009,12219,21799,30,22,38,FR,France
+1487,199205,7,15997,11590,20404,28,20,36,FR,France
+1488,199204,7,20690,15075,26305,36,26,46,FR,France
+1489,199203,7,18586,12684,24488,33,23,43,FR,France
+1490,199202,7,16588,10590,22586,29,18,40,FR,France
+1491,199201,7,23607,16552,30662,41,29,53,FR,France
+1492,199152,7,15184,10392,19976,27,19,35,FR,France
+1493,199151,7,15043,10624,19462,26,18,34,FR,France
+1494,199150,7,14115,9737,18493,25,17,33,FR,France
+1495,199149,7,13304,8548,18060,23,15,31,FR,France
+1496,199148,7,15370,10164,20576,27,18,36,FR,France
+1497,199147,7,12813,8139,17487,23,15,31,FR,France
+1498,199146,7,6453,3123,9783,11,5,17,FR,France
+1499,199145,7,8048,4083,12013,14,7,21,FR,France
+1500,199144,7,9882,5623,14141,17,10,24,FR,France
+1501,199143,7,14307,8645,19969,25,15,35,FR,France
+1502,199142,7,6419,3334,9504,11,6,16,FR,France
+1503,199141,7,6168,3113,9223,11,6,16,FR,France
+1504,199140,7,3615,1159,6071,6,2,10,FR,France
+1505,199139,7,3105,472,5738,5,0,10,FR,France
+1506,199138,7,4446,1435,7457,8,3,13,FR,France
+1507,199137,7,1457,0,3262,3,0,6,FR,France
+1508,199136,7,3053,29,6077,5,0,10,FR,France
+1509,199135,7,805,0,2556,1,0,4,FR,France
+1510,199134,7,5512,856,10168,10,2,18,FR,France
+1511,199133,7,7347,2903,11791,13,5,21,FR,France
+1512,199132,7,16099,7334,24864,28,13,43,FR,France
+1513,199131,7,16803,8145,25461,30,15,45,FR,France
+1514,199130,7,15915,6368,25462,28,11,45,FR,France
+1515,199129,7,23744,14703,32785,42,26,58,FR,France
+1516,199128,7,24222,15617,32827,43,28,58,FR,France
+1517,199127,7,20309,12868,27750,36,23,49,FR,France
+1518,199126,7,17608,11304,23912,31,20,42,FR,France
+1519,199125,7,16169,10700,21638,28,18,38,FR,France
+1520,199124,7,16171,10071,22271,28,17,39,FR,France
+1521,199123,7,11947,7671,16223,21,13,29,FR,France
+1522,199122,7,15452,9953,20951,27,17,37,FR,France
+1523,199121,7,14903,8975,20831,26,16,36,FR,France
+1524,199120,7,19053,12742,25364,34,23,45,FR,France
+1525,199119,7,16739,11246,22232,29,19,39,FR,France
+1526,199118,7,21385,13882,28888,38,25,51,FR,France
+1527,199117,7,13462,8877,18047,24,16,32,FR,France
+1528,199116,7,14857,10068,19646,26,18,34,FR,France
+1529,199115,7,13975,9781,18169,25,18,32,FR,France
+1530,199114,7,12265,7684,16846,22,14,30,FR,France
+1531,199113,7,9567,6041,13093,17,11,23,FR,France
+1532,199112,7,10864,7331,14397,19,13,25,FR,France
+1533,199111,7,15574,11184,19964,27,19,35,FR,France
+1534,199110,7,16643,11372,21914,29,20,38,FR,France
+1535,199109,7,13741,8780,18702,24,15,33,FR,France
+1536,199108,7,13289,8813,17765,23,15,31,FR,France
+1537,199107,7,12337,8077,16597,22,15,29,FR,France
+1538,199106,7,10877,7013,14741,19,12,26,FR,France
+1539,199105,7,10442,6544,14340,18,11,25,FR,France
+1540,199104,7,7913,4563,11263,14,8,20,FR,France
+1541,199103,7,15387,10484,20290,27,18,36,FR,France
+1542,199102,7,16277,11046,21508,29,20,38,FR,France
+1543,199101,7,15565,10271,20859,27,18,36,FR,France
+1544,199052,7,19375,13295,25455,34,23,45,FR,France
+1545,199051,7,19080,13807,24353,34,25,43,FR,France
+1546,199050,7,11079,6660,15498,20,12,28,FR,France
+1547,199049,7,1143,0,2610,2,0,5,FR,France
diff --git a/module3/exo2/incidence-PAY-7.csv b/module3/exo2/incidence-PAY-7.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0985659c9cd464fd3a94bcc6b7ac6515c9226364
--- /dev/null
+++ b/module3/exo2/incidence-PAY-7.csv
@@ -0,0 +1,1549 @@
+,week,indicator,inc,inc_low,inc_up,inc100,inc100_low,inc100_up,geo_insee,geo_name
+0,202031,7,1314,99,2529,2,0,4,FR,France
+1,202030,7,1385,75,2695,2,0,4,FR,France
+2,202029,7,841,10,1672,1,0,2,FR,France
+3,202028,7,728,0,1515,1,0,2,FR,France
+4,202027,7,986,149,1823,1,0,2,FR,France
+5,202026,7,694,0,1454,1,0,2,FR,France
+6,202025,7,228,0,597,0,0,1,FR,France
+7,202024,7,388,0,959,1,0,2,FR,France
+8,202023,7,558,1,1115,1,0,2,FR,France
+9,202022,7,277,0,633,0,0,1,FR,France
+10,202021,7,602,36,1168,1,0,2,FR,France
+11,202020,7,824,20,1628,1,0,2,FR,France
+12,202019,7,310,0,753,0,0,1,FR,France
+13,202018,7,849,98,1600,1,0,2,FR,France
+14,202017,7,272,0,658,0,0,1,FR,France
+15,202016,7,758,78,1438,1,0,2,FR,France
+16,202015,7,1918,675,3161,3,1,5,FR,France
+17,202014,7,3879,2227,5531,6,3,9,FR,France
+18,202013,7,7326,5236,9416,11,8,14,FR,France
+19,202012,7,8123,5790,10456,12,8,16,FR,France
+20,202011,7,10198,7568,12828,15,11,19,FR,France
+21,202010,7,9011,6691,11331,14,10,18,FR,France
+22,202009,7,13631,10544,16718,21,16,26,FR,France
+23,202008,7,10424,7708,13140,16,12,20,FR,France
+24,202007,7,8959,6574,11344,14,10,18,FR,France
+25,202006,7,9264,6925,11603,14,10,18,FR,France
+26,202005,7,8505,6314,10696,13,10,16,FR,France
+27,202004,7,7991,5831,10151,12,9,15,FR,France
+28,202003,7,5968,4100,7836,9,6,12,FR,France
+29,202002,7,6534,4530,8538,10,7,13,FR,France
+30,202001,7,9835,7019,12651,15,11,19,FR,France
+31,201952,7,7941,5246,10636,12,8,16,FR,France
+32,201951,7,5823,3675,7971,9,6,12,FR,France
+33,201950,7,6424,4276,8572,10,7,13,FR,France
+34,201949,7,6621,4540,8702,10,7,13,FR,France
+35,201948,7,5542,3383,7701,8,5,11,FR,France
+36,201947,7,7536,5058,10014,11,7,15,FR,France
+37,201946,7,2638,1316,3960,4,2,6,FR,France
+38,201945,7,4492,2615,6369,7,4,10,FR,France
+39,201944,7,5728,3627,7829,9,6,12,FR,France
+40,201943,7,4834,2751,6917,7,4,10,FR,France
+41,201942,7,6279,3989,8569,10,7,13,FR,France
+42,201941,7,4130,2030,6230,6,3,9,FR,France
+43,201940,7,4211,2218,6204,6,3,9,FR,France
+44,201939,7,3137,1310,4964,5,2,8,FR,France
+45,201938,7,3078,1416,4740,5,2,8,FR,France
+46,201937,7,970,162,1778,1,0,2,FR,France
+47,201936,7,1277,263,2291,2,0,4,FR,France
+48,201935,7,922,0,1857,1,0,2,FR,France
+49,201934,7,1997,605,3389,3,1,5,FR,France
+50,201933,7,3279,1103,5455,5,2,8,FR,France
+51,201932,7,3627,1576,5678,6,3,9,FR,France
+52,201931,7,7611,4605,10617,12,7,17,FR,France
+53,201930,7,8875,5629,12121,13,8,18,FR,France
+54,201929,7,10658,7151,14165,16,11,21,FR,France
+55,201928,7,11251,7604,14898,17,11,23,FR,France
+56,201927,7,16602,12349,20855,25,19,31,FR,France
+57,201926,7,18851,14491,23211,29,22,36,FR,France
+58,201925,7,18309,13972,22646,28,21,35,FR,France
+59,201924,7,13382,9659,17105,20,14,26,FR,France
+60,201923,7,19264,15027,23501,29,23,35,FR,France
+61,201922,7,16861,12783,20939,26,20,32,FR,France
+62,201921,7,17572,13140,22004,27,20,34,FR,France
+63,201920,7,16180,12310,20050,25,19,31,FR,France
+64,201919,7,16646,12721,20571,25,19,31,FR,France
+65,201918,7,13803,10159,17447,21,15,27,FR,France
+66,201917,7,15868,11815,19921,24,18,30,FR,France
+67,201916,7,17127,12815,21439,26,19,33,FR,France
+68,201915,7,21449,16525,26373,33,26,40,FR,France
+69,201914,7,16131,12254,20008,25,19,31,FR,France
+70,201913,7,17264,13409,21119,26,20,32,FR,France
+71,201912,7,14133,10499,17767,21,15,27,FR,France
+72,201911,7,12655,9528,15782,19,14,24,FR,France
+73,201910,7,14062,10547,17577,21,16,26,FR,France
+74,201909,7,13725,10221,17229,21,16,26,FR,France
+75,201908,7,17186,13156,21216,26,20,32,FR,France
+76,201907,7,10206,7388,13024,16,12,20,FR,France
+77,201906,7,13504,10402,16606,21,16,26,FR,France
+78,201905,7,12799,9843,15755,19,15,23,FR,France
+79,201904,7,11842,9041,14643,18,14,22,FR,France
+80,201903,7,8616,6114,11118,13,9,17,FR,France
+81,201902,7,12005,9035,14975,18,13,23,FR,France
+82,201901,7,15951,12224,19678,24,18,30,FR,France
+83,201852,7,16234,11915,20553,25,18,32,FR,France
+84,201851,7,16859,12787,20931,26,20,32,FR,France
+85,201850,7,11554,8405,14703,18,13,23,FR,France
+86,201849,7,12632,9322,15942,19,14,24,FR,France
+87,201848,7,8093,5509,10677,12,8,16,FR,France
+88,201847,7,8670,5920,11420,13,9,17,FR,France
+89,201846,7,7039,4453,9625,11,7,15,FR,France
+90,201845,7,7479,4820,10138,11,7,15,FR,France
+91,201844,7,7749,4931,10567,12,8,16,FR,France
+92,201843,7,8705,5414,11996,13,8,18,FR,France
+93,201842,7,4640,2523,6757,7,4,10,FR,France
+94,201841,7,2956,1207,4705,4,1,7,FR,France
+95,201840,7,3858,1827,5889,6,3,9,FR,France
+96,201839,7,2584,870,4298,4,1,7,FR,France
+97,201838,7,2401,761,4041,4,2,6,FR,France
+98,201837,7,1891,501,3281,3,1,5,FR,France
+99,201836,7,559,0,1335,1,0,2,FR,France
+100,201835,7,872,0,1916,1,0,3,FR,France
+101,201834,7,3736,1415,6057,6,2,10,FR,France
+102,201833,7,3803,1130,6476,6,2,10,FR,France
+103,201832,7,3225,1155,5295,5,2,8,FR,France
+104,201831,7,6610,3565,9655,10,5,15,FR,France
+105,201830,7,9338,5780,12896,14,9,19,FR,France
+106,201829,7,8513,5059,11967,13,8,18,FR,France
+107,201828,7,12115,7907,16323,18,12,24,FR,France
+108,201827,7,13975,9739,18211,21,15,27,FR,France
+109,201826,7,15317,11019,19615,23,16,30,FR,France
+110,201825,7,11282,7840,14724,17,12,22,FR,France
+111,201824,7,16554,12219,20889,25,18,32,FR,France
+112,201823,7,9511,6385,12637,14,9,19,FR,France
+113,201822,7,15972,11793,20151,24,18,30,FR,France
+114,201821,7,10909,7627,14191,17,12,22,FR,France
+115,201820,7,13417,9692,17142,20,14,26,FR,France
+116,201819,7,16718,12351,21085,25,18,32,FR,France
+117,201818,7,16120,11128,21112,25,17,33,FR,France
+118,201817,7,16154,11960,20348,25,19,31,FR,France
+119,201816,7,18341,13836,22846,28,21,35,FR,France
+120,201815,7,17946,13622,22270,27,20,34,FR,France
+121,201814,7,15036,10780,19292,23,17,29,FR,France
+122,201813,7,16373,12472,20274,25,19,31,FR,France
+123,201812,7,18819,14373,23265,29,22,36,FR,France
+124,201811,7,15478,11427,19529,24,18,30,FR,France
+125,201810,7,15753,11901,19605,24,18,30,FR,France
+126,201809,7,13217,9653,16781,20,15,25,FR,France
+127,201808,7,13390,9832,16948,20,15,25,FR,France
+128,201807,7,13453,10096,16810,20,15,25,FR,France
+129,201806,7,15491,11679,19303,24,18,30,FR,France
+130,201805,7,15078,11374,18782,23,17,29,FR,France
+131,201804,7,14562,10973,18151,22,17,27,FR,France
+132,201803,7,7972,5473,10471,12,8,16,FR,France
+133,201802,7,10976,7974,13978,17,12,22,FR,France
+134,201801,7,11471,8430,14512,17,12,22,FR,France
+135,201752,7,11120,7732,14508,17,12,22,FR,France
+136,201751,7,8055,5279,10831,12,8,16,FR,France
+137,201750,7,10095,7184,13006,15,11,19,FR,France
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+139,201748,7,8686,5706,11666,13,8,18,FR,France
+140,201747,7,8741,5969,11513,13,9,17,FR,France
+141,201746,7,5708,3483,7933,9,6,12,FR,France
+142,201745,7,4902,2777,7027,8,5,11,FR,France
+143,201744,7,5645,3125,8165,9,5,13,FR,France
+144,201743,7,6892,3966,9818,11,7,15,FR,France
+145,201742,7,4490,2218,6762,7,4,10,FR,France
+146,201741,7,2516,1110,3922,4,2,6,FR,France
+147,201740,7,4902,2504,7300,8,4,12,FR,France
+148,201739,7,2901,917,4885,4,1,7,FR,France
+149,201738,7,2138,736,3540,3,1,5,FR,France
+150,201737,7,2360,700,4020,4,1,7,FR,France
+151,201736,7,1903,450,3356,3,1,5,FR,France
+152,201735,7,3419,1409,5429,5,2,8,FR,France
+153,201734,7,3886,1559,6213,6,2,10,FR,France
+154,201733,7,3133,829,5437,5,1,9,FR,France
+155,201732,7,4194,1599,6789,6,2,10,FR,France
+156,201731,7,7130,3572,10688,11,6,16,FR,France
+157,201730,7,7368,3708,11028,11,5,17,FR,France
+158,201729,7,15320,10560,20080,24,17,31,FR,France
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