diff --git a/module3/exo1/analyse-syndrome-grippal.ipynb b/module3/exo1/analyse-syndrome-grippal.ipynb
index 59d72b5b58a3ae26346460dd39e62a39c55243d7..d856cabf498c155309d51d3487c98f93c3bad3a2 100644
--- a/module3/exo1/analyse-syndrome-grippal.ipynb
+++ b/module3/exo1/analyse-syndrome-grippal.ipynb
@@ -9,7 +9,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -28,10 +28,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {
-    "collapsed": true
-   },
+   "execution_count": 2,
+   "metadata": {},
    "outputs": [],
    "source": [
     "data_url = \"http://www.sentiweb.fr/datasets/incidence-PAY-3.csv\""
@@ -61,9 +59,976 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 3,
    "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>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>202342</td>\n",
+       "      <td>3</td>\n",
+       "      <td>67331</td>\n",
+       "      <td>57544.0</td>\n",
+       "      <td>77118.0</td>\n",
+       "      <td>101</td>\n",
+       "      <td>86.0</td>\n",
+       "      <td>116.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>202341</td>\n",
+       "      <td>3</td>\n",
+       "      <td>59275</td>\n",
+       "      <td>51833.0</td>\n",
+       "      <td>66717.0</td>\n",
+       "      <td>89</td>\n",
+       "      <td>78.0</td>\n",
+       "      <td>100.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>202340</td>\n",
+       "      <td>3</td>\n",
+       "      <td>68894</td>\n",
+       "      <td>60069.0</td>\n",
+       "      <td>77719.0</td>\n",
+       "      <td>104</td>\n",
+       "      <td>91.0</td>\n",
+       "      <td>117.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>202339</td>\n",
+       "      <td>3</td>\n",
+       "      <td>72003</td>\n",
+       "      <td>63452.0</td>\n",
+       "      <td>80554.0</td>\n",
+       "      <td>108</td>\n",
+       "      <td>95.0</td>\n",
+       "      <td>121.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>202338</td>\n",
+       "      <td>3</td>\n",
+       "      <td>63218</td>\n",
+       "      <td>55227.0</td>\n",
+       "      <td>71209.0</td>\n",
+       "      <td>95</td>\n",
+       "      <td>83.0</td>\n",
+       "      <td>107.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>202337</td>\n",
+       "      <td>3</td>\n",
+       "      <td>49085</td>\n",
+       "      <td>42079.0</td>\n",
+       "      <td>56091.0</td>\n",
+       "      <td>74</td>\n",
+       "      <td>63.0</td>\n",
+       "      <td>85.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>202336</td>\n",
+       "      <td>3</td>\n",
+       "      <td>38247</td>\n",
+       "      <td>32237.0</td>\n",
+       "      <td>44257.0</td>\n",
+       "      <td>58</td>\n",
+       "      <td>49.0</td>\n",
+       "      <td>67.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>202335</td>\n",
+       "      <td>3</td>\n",
+       "      <td>31695</td>\n",
+       "      <td>26013.0</td>\n",
+       "      <td>37377.0</td>\n",
+       "      <td>48</td>\n",
+       "      <td>39.0</td>\n",
+       "      <td>57.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>202334</td>\n",
+       "      <td>3</td>\n",
+       "      <td>26663</td>\n",
+       "      <td>21057.0</td>\n",
+       "      <td>32269.0</td>\n",
+       "      <td>40</td>\n",
+       "      <td>32.0</td>\n",
+       "      <td>48.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>202333</td>\n",
+       "      <td>3</td>\n",
+       "      <td>19144</td>\n",
+       "      <td>13161.0</td>\n",
+       "      <td>25127.0</td>\n",
+       "      <td>29</td>\n",
+       "      <td>20.0</td>\n",
+       "      <td>38.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>202332</td>\n",
+       "      <td>3</td>\n",
+       "      <td>14641</td>\n",
+       "      <td>10285.0</td>\n",
+       "      <td>18997.0</td>\n",
+       "      <td>22</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>29.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>202331</td>\n",
+       "      <td>3</td>\n",
+       "      <td>15286</td>\n",
+       "      <td>10705.0</td>\n",
+       "      <td>19867.0</td>\n",
+       "      <td>23</td>\n",
+       "      <td>16.0</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>202330</td>\n",
+       "      <td>3</td>\n",
+       "      <td>13205</td>\n",
+       "      <td>8647.0</td>\n",
+       "      <td>17763.0</td>\n",
+       "      <td>20</td>\n",
+       "      <td>13.0</td>\n",
+       "      <td>27.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>202329</td>\n",
+       "      <td>3</td>\n",
+       "      <td>11122</td>\n",
+       "      <td>7113.0</td>\n",
+       "      <td>15131.0</td>\n",
+       "      <td>17</td>\n",
+       "      <td>11.0</td>\n",
+       "      <td>23.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>202328</td>\n",
+       "      <td>3</td>\n",
+       "      <td>9179</td>\n",
+       "      <td>5703.0</td>\n",
+       "      <td>12655.0</td>\n",
+       "      <td>14</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>19.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>202327</td>\n",
+       "      <td>3</td>\n",
+       "      <td>8999</td>\n",
+       "      <td>5763.0</td>\n",
+       "      <td>12235.0</td>\n",
+       "      <td>14</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>19.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>202326</td>\n",
+       "      <td>3</td>\n",
+       "      <td>9023</td>\n",
+       "      <td>5934.0</td>\n",
+       "      <td>12112.0</td>\n",
+       "      <td>14</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>19.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>202325</td>\n",
+       "      <td>3</td>\n",
+       "      <td>10090</td>\n",
+       "      <td>6739.0</td>\n",
+       "      <td>13441.0</td>\n",
+       "      <td>15</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>20.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>202324</td>\n",
+       "      <td>3</td>\n",
+       "      <td>11308</td>\n",
+       "      <td>7639.0</td>\n",
+       "      <td>14977.0</td>\n",
+       "      <td>17</td>\n",
+       "      <td>11.0</td>\n",
+       "      <td>23.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>202323</td>\n",
+       "      <td>3</td>\n",
+       "      <td>14300</td>\n",
+       "      <td>10661.0</td>\n",
+       "      <td>17939.0</td>\n",
+       "      <td>22</td>\n",
+       "      <td>17.0</td>\n",
+       "      <td>27.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>202322</td>\n",
+       "      <td>3</td>\n",
+       "      <td>18303</td>\n",
+       "      <td>13822.0</td>\n",
+       "      <td>22784.0</td>\n",
+       "      <td>28</td>\n",
+       "      <td>21.0</td>\n",
+       "      <td>35.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>202321</td>\n",
+       "      <td>3</td>\n",
+       "      <td>16460</td>\n",
+       "      <td>12188.0</td>\n",
+       "      <td>20732.0</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>22</th>\n",
+       "      <td>202320</td>\n",
+       "      <td>3</td>\n",
+       "      <td>16162</td>\n",
+       "      <td>11963.0</td>\n",
+       "      <td>20361.0</td>\n",
+       "      <td>24</td>\n",
+       "      <td>18.0</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>202319</td>\n",
+       "      <td>3</td>\n",
+       "      <td>16901</td>\n",
+       "      <td>12577.0</td>\n",
+       "      <td>21225.0</td>\n",
+       "      <td>25</td>\n",
+       "      <td>18.0</td>\n",
+       "      <td>32.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>202318</td>\n",
+       "      <td>3</td>\n",
+       "      <td>19929</td>\n",
+       "      <td>15402.0</td>\n",
+       "      <td>24456.0</td>\n",
+       "      <td>30</td>\n",
+       "      <td>23.0</td>\n",
+       "      <td>37.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>202317</td>\n",
+       "      <td>3</td>\n",
+       "      <td>27007</td>\n",
+       "      <td>21779.0</td>\n",
+       "      <td>32235.0</td>\n",
+       "      <td>41</td>\n",
+       "      <td>33.0</td>\n",
+       "      <td>49.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>202316</td>\n",
+       "      <td>3</td>\n",
+       "      <td>27875</td>\n",
+       "      <td>22767.0</td>\n",
+       "      <td>32983.0</td>\n",
+       "      <td>42</td>\n",
+       "      <td>34.0</td>\n",
+       "      <td>50.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>202315</td>\n",
+       "      <td>3</td>\n",
+       "      <td>37455</td>\n",
+       "      <td>30993.0</td>\n",
+       "      <td>43917.0</td>\n",
+       "      <td>56</td>\n",
+       "      <td>46.0</td>\n",
+       "      <td>66.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>202314</td>\n",
+       "      <td>3</td>\n",
+       "      <td>48060</td>\n",
+       "      <td>40671.0</td>\n",
+       "      <td>55449.0</td>\n",
+       "      <td>72</td>\n",
+       "      <td>61.0</td>\n",
+       "      <td>83.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>202313</td>\n",
+       "      <td>3</td>\n",
+       "      <td>64859</td>\n",
+       "      <td>56800.0</td>\n",
+       "      <td>72918.0</td>\n",
+       "      <td>98</td>\n",
+       "      <td>86.0</td>\n",
+       "      <td>110.0</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",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2004</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>2005</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>2006</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>2007</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>2008</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>2009</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>2010</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>2011</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>2012</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>2013</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>2014</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>2015</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>2016</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>2017</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>2018</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>2019</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>2020</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>2021</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>2022</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>2023</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>2024</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>2025</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>2026</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>2027</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>2028</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>2029</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>2030</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>2031</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>2032</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>2033</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>2034 rows × 10 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        week  indicator     inc   inc_low    inc_up inc100  inc100_low  \\\n",
+       "0     202342          3   67331   57544.0   77118.0    101        86.0   \n",
+       "1     202341          3   59275   51833.0   66717.0     89        78.0   \n",
+       "2     202340          3   68894   60069.0   77719.0    104        91.0   \n",
+       "3     202339          3   72003   63452.0   80554.0    108        95.0   \n",
+       "4     202338          3   63218   55227.0   71209.0     95        83.0   \n",
+       "5     202337          3   49085   42079.0   56091.0     74        63.0   \n",
+       "6     202336          3   38247   32237.0   44257.0     58        49.0   \n",
+       "7     202335          3   31695   26013.0   37377.0     48        39.0   \n",
+       "8     202334          3   26663   21057.0   32269.0     40        32.0   \n",
+       "9     202333          3   19144   13161.0   25127.0     29        20.0   \n",
+       "10    202332          3   14641   10285.0   18997.0     22        15.0   \n",
+       "11    202331          3   15286   10705.0   19867.0     23        16.0   \n",
+       "12    202330          3   13205    8647.0   17763.0     20        13.0   \n",
+       "13    202329          3   11122    7113.0   15131.0     17        11.0   \n",
+       "14    202328          3    9179    5703.0   12655.0     14         9.0   \n",
+       "15    202327          3    8999    5763.0   12235.0     14         9.0   \n",
+       "16    202326          3    9023    5934.0   12112.0     14         9.0   \n",
+       "17    202325          3   10090    6739.0   13441.0     15        10.0   \n",
+       "18    202324          3   11308    7639.0   14977.0     17        11.0   \n",
+       "19    202323          3   14300   10661.0   17939.0     22        17.0   \n",
+       "20    202322          3   18303   13822.0   22784.0     28        21.0   \n",
+       "21    202321          3   16460   12188.0   20732.0     25        19.0   \n",
+       "22    202320          3   16162   11963.0   20361.0     24        18.0   \n",
+       "23    202319          3   16901   12577.0   21225.0     25        18.0   \n",
+       "24    202318          3   19929   15402.0   24456.0     30        23.0   \n",
+       "25    202317          3   27007   21779.0   32235.0     41        33.0   \n",
+       "26    202316          3   27875   22767.0   32983.0     42        34.0   \n",
+       "27    202315          3   37455   30993.0   43917.0     56        46.0   \n",
+       "28    202314          3   48060   40671.0   55449.0     72        61.0   \n",
+       "29    202313          3   64859   56800.0   72918.0     98        86.0   \n",
+       "...      ...        ...     ...       ...       ...    ...         ...   \n",
+       "2004  198521          3   26096   19621.0   32571.0     47        35.0   \n",
+       "2005  198520          3   27896   20885.0   34907.0     51        38.0   \n",
+       "2006  198519          3   43154   32821.0   53487.0     78        59.0   \n",
+       "2007  198518          3   40555   29935.0   51175.0     74        55.0   \n",
+       "2008  198517          3   34053   24366.0   43740.0     62        44.0   \n",
+       "2009  198516          3   50362   36451.0   64273.0     91        66.0   \n",
+       "2010  198515          3   63881   45538.0   82224.0    116        83.0   \n",
+       "2011  198514          3  134545  114400.0  154690.0    244       207.0   \n",
+       "2012  198513          3  197206  176080.0  218332.0    357       319.0   \n",
+       "2013  198512          3  245240  223304.0  267176.0    445       405.0   \n",
+       "2014  198511          3  276205  252399.0  300011.0    501       458.0   \n",
+       "2015  198510          3  353231  326279.0  380183.0    640       591.0   \n",
+       "2016  198509          3  369895  341109.0  398681.0    670       618.0   \n",
+       "2017  198508          3  389886  359529.0  420243.0    707       652.0   \n",
+       "2018  198507          3  471852  432599.0  511105.0    855       784.0   \n",
+       "2019  198506          3  565825  518011.0  613639.0   1026       939.0   \n",
+       "2020  198505          3  637302  592795.0  681809.0   1155      1074.0   \n",
+       "2021  198504          3  424937  390794.0  459080.0    770       708.0   \n",
+       "2022  198503          3  213901  174689.0  253113.0    388       317.0   \n",
+       "2023  198502          3   97586   80949.0  114223.0    177       147.0   \n",
+       "2024  198501          3   85489   65918.0  105060.0    155       120.0   \n",
+       "2025  198452          3   84830   60602.0  109058.0    154       110.0   \n",
+       "2026  198451          3  101726   80242.0  123210.0    185       146.0   \n",
+       "2027  198450          3  123680  101401.0  145959.0    225       184.0   \n",
+       "2028  198449          3  101073   81684.0  120462.0    184       149.0   \n",
+       "2029  198448          3   78620   60634.0   96606.0    143       110.0   \n",
+       "2030  198447          3   72029   54274.0   89784.0    131        99.0   \n",
+       "2031  198446          3   87330   67686.0  106974.0    159       123.0   \n",
+       "2032  198445          3  135223  101414.0  169032.0    246       184.0   \n",
+       "2033  198444          3   68422   20056.0  116788.0    125        37.0   \n",
+       "\n",
+       "      inc100_up geo_insee geo_name  \n",
+       "0         116.0        FR   France  \n",
+       "1         100.0        FR   France  \n",
+       "2         117.0        FR   France  \n",
+       "3         121.0        FR   France  \n",
+       "4         107.0        FR   France  \n",
+       "5          85.0        FR   France  \n",
+       "6          67.0        FR   France  \n",
+       "7          57.0        FR   France  \n",
+       "8          48.0        FR   France  \n",
+       "9          38.0        FR   France  \n",
+       "10         29.0        FR   France  \n",
+       "11         30.0        FR   France  \n",
+       "12         27.0        FR   France  \n",
+       "13         23.0        FR   France  \n",
+       "14         19.0        FR   France  \n",
+       "15         19.0        FR   France  \n",
+       "16         19.0        FR   France  \n",
+       "17         20.0        FR   France  \n",
+       "18         23.0        FR   France  \n",
+       "19         27.0        FR   France  \n",
+       "20         35.0        FR   France  \n",
+       "21         31.0        FR   France  \n",
+       "22         30.0        FR   France  \n",
+       "23         32.0        FR   France  \n",
+       "24         37.0        FR   France  \n",
+       "25         49.0        FR   France  \n",
+       "26         50.0        FR   France  \n",
+       "27         66.0        FR   France  \n",
+       "28         83.0        FR   France  \n",
+       "29        110.0        FR   France  \n",
+       "...         ...       ...      ...  \n",
+       "2004       59.0        FR   France  \n",
+       "2005       64.0        FR   France  \n",
+       "2006       97.0        FR   France  \n",
+       "2007       93.0        FR   France  \n",
+       "2008       80.0        FR   France  \n",
+       "2009      116.0        FR   France  \n",
+       "2010      149.0        FR   France  \n",
+       "2011      281.0        FR   France  \n",
+       "2012      395.0        FR   France  \n",
+       "2013      485.0        FR   France  \n",
+       "2014      544.0        FR   France  \n",
+       "2015      689.0        FR   France  \n",
+       "2016      722.0        FR   France  \n",
+       "2017      762.0        FR   France  \n",
+       "2018      926.0        FR   France  \n",
+       "2019     1113.0        FR   France  \n",
+       "2020     1236.0        FR   France  \n",
+       "2021      832.0        FR   France  \n",
+       "2022      459.0        FR   France  \n",
+       "2023      207.0        FR   France  \n",
+       "2024      190.0        FR   France  \n",
+       "2025      198.0        FR   France  \n",
+       "2026      224.0        FR   France  \n",
+       "2027      266.0        FR   France  \n",
+       "2028      219.0        FR   France  \n",
+       "2029      176.0        FR   France  \n",
+       "2030      163.0        FR   France  \n",
+       "2031      195.0        FR   France  \n",
+       "2032      308.0        FR   France  \n",
+       "2033      213.0        FR   France  \n",
+       "\n",
+       "[2034 rows x 10 columns]"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "raw_data = pd.read_csv(data_url, skiprows=1)\n",
     "raw_data"
@@ -78,9 +1043,73 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 4,
    "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>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>1797</th>\n",
+       "      <td>198919</td>\n",
+       "      <td>3</td>\n",
+       "      <td>-</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>-</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": [
+       "        week  indicator inc  inc_low  inc_up inc100  inc100_low  inc100_up  \\\n",
+       "1797  198919          3   -      NaN     NaN      -         NaN        NaN   \n",
+       "\n",
+       "     geo_insee geo_name  \n",
+       "1797        FR   France  "
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "raw_data[raw_data.isnull().any(axis=1)]"
    ]
@@ -94,9 +1123,976 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 5,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
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+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\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>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>202342</td>\n",
+       "      <td>3</td>\n",
+       "      <td>67331</td>\n",
+       "      <td>57544.0</td>\n",
+       "      <td>77118.0</td>\n",
+       "      <td>101</td>\n",
+       "      <td>86.0</td>\n",
+       "      <td>116.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>202341</td>\n",
+       "      <td>3</td>\n",
+       "      <td>59275</td>\n",
+       "      <td>51833.0</td>\n",
+       "      <td>66717.0</td>\n",
+       "      <td>89</td>\n",
+       "      <td>78.0</td>\n",
+       "      <td>100.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>202340</td>\n",
+       "      <td>3</td>\n",
+       "      <td>68894</td>\n",
+       "      <td>60069.0</td>\n",
+       "      <td>77719.0</td>\n",
+       "      <td>104</td>\n",
+       "      <td>91.0</td>\n",
+       "      <td>117.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>202339</td>\n",
+       "      <td>3</td>\n",
+       "      <td>72003</td>\n",
+       "      <td>63452.0</td>\n",
+       "      <td>80554.0</td>\n",
+       "      <td>108</td>\n",
+       "      <td>95.0</td>\n",
+       "      <td>121.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>202338</td>\n",
+       "      <td>3</td>\n",
+       "      <td>63218</td>\n",
+       "      <td>55227.0</td>\n",
+       "      <td>71209.0</td>\n",
+       "      <td>95</td>\n",
+       "      <td>83.0</td>\n",
+       "      <td>107.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>202337</td>\n",
+       "      <td>3</td>\n",
+       "      <td>49085</td>\n",
+       "      <td>42079.0</td>\n",
+       "      <td>56091.0</td>\n",
+       "      <td>74</td>\n",
+       "      <td>63.0</td>\n",
+       "      <td>85.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>202336</td>\n",
+       "      <td>3</td>\n",
+       "      <td>38247</td>\n",
+       "      <td>32237.0</td>\n",
+       "      <td>44257.0</td>\n",
+       "      <td>58</td>\n",
+       "      <td>49.0</td>\n",
+       "      <td>67.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>202335</td>\n",
+       "      <td>3</td>\n",
+       "      <td>31695</td>\n",
+       "      <td>26013.0</td>\n",
+       "      <td>37377.0</td>\n",
+       "      <td>48</td>\n",
+       "      <td>39.0</td>\n",
+       "      <td>57.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>202334</td>\n",
+       "      <td>3</td>\n",
+       "      <td>26663</td>\n",
+       "      <td>21057.0</td>\n",
+       "      <td>32269.0</td>\n",
+       "      <td>40</td>\n",
+       "      <td>32.0</td>\n",
+       "      <td>48.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>202333</td>\n",
+       "      <td>3</td>\n",
+       "      <td>19144</td>\n",
+       "      <td>13161.0</td>\n",
+       "      <td>25127.0</td>\n",
+       "      <td>29</td>\n",
+       "      <td>20.0</td>\n",
+       "      <td>38.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>202332</td>\n",
+       "      <td>3</td>\n",
+       "      <td>14641</td>\n",
+       "      <td>10285.0</td>\n",
+       "      <td>18997.0</td>\n",
+       "      <td>22</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>29.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>202331</td>\n",
+       "      <td>3</td>\n",
+       "      <td>15286</td>\n",
+       "      <td>10705.0</td>\n",
+       "      <td>19867.0</td>\n",
+       "      <td>23</td>\n",
+       "      <td>16.0</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>202330</td>\n",
+       "      <td>3</td>\n",
+       "      <td>13205</td>\n",
+       "      <td>8647.0</td>\n",
+       "      <td>17763.0</td>\n",
+       "      <td>20</td>\n",
+       "      <td>13.0</td>\n",
+       "      <td>27.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>202329</td>\n",
+       "      <td>3</td>\n",
+       "      <td>11122</td>\n",
+       "      <td>7113.0</td>\n",
+       "      <td>15131.0</td>\n",
+       "      <td>17</td>\n",
+       "      <td>11.0</td>\n",
+       "      <td>23.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>202328</td>\n",
+       "      <td>3</td>\n",
+       "      <td>9179</td>\n",
+       "      <td>5703.0</td>\n",
+       "      <td>12655.0</td>\n",
+       "      <td>14</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>19.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>202327</td>\n",
+       "      <td>3</td>\n",
+       "      <td>8999</td>\n",
+       "      <td>5763.0</td>\n",
+       "      <td>12235.0</td>\n",
+       "      <td>14</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>19.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>202326</td>\n",
+       "      <td>3</td>\n",
+       "      <td>9023</td>\n",
+       "      <td>5934.0</td>\n",
+       "      <td>12112.0</td>\n",
+       "      <td>14</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>19.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>202325</td>\n",
+       "      <td>3</td>\n",
+       "      <td>10090</td>\n",
+       "      <td>6739.0</td>\n",
+       "      <td>13441.0</td>\n",
+       "      <td>15</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>20.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>202324</td>\n",
+       "      <td>3</td>\n",
+       "      <td>11308</td>\n",
+       "      <td>7639.0</td>\n",
+       "      <td>14977.0</td>\n",
+       "      <td>17</td>\n",
+       "      <td>11.0</td>\n",
+       "      <td>23.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>202323</td>\n",
+       "      <td>3</td>\n",
+       "      <td>14300</td>\n",
+       "      <td>10661.0</td>\n",
+       "      <td>17939.0</td>\n",
+       "      <td>22</td>\n",
+       "      <td>17.0</td>\n",
+       "      <td>27.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>202322</td>\n",
+       "      <td>3</td>\n",
+       "      <td>18303</td>\n",
+       "      <td>13822.0</td>\n",
+       "      <td>22784.0</td>\n",
+       "      <td>28</td>\n",
+       "      <td>21.0</td>\n",
+       "      <td>35.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>202321</td>\n",
+       "      <td>3</td>\n",
+       "      <td>16460</td>\n",
+       "      <td>12188.0</td>\n",
+       "      <td>20732.0</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>22</th>\n",
+       "      <td>202320</td>\n",
+       "      <td>3</td>\n",
+       "      <td>16162</td>\n",
+       "      <td>11963.0</td>\n",
+       "      <td>20361.0</td>\n",
+       "      <td>24</td>\n",
+       "      <td>18.0</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>202319</td>\n",
+       "      <td>3</td>\n",
+       "      <td>16901</td>\n",
+       "      <td>12577.0</td>\n",
+       "      <td>21225.0</td>\n",
+       "      <td>25</td>\n",
+       "      <td>18.0</td>\n",
+       "      <td>32.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>202318</td>\n",
+       "      <td>3</td>\n",
+       "      <td>19929</td>\n",
+       "      <td>15402.0</td>\n",
+       "      <td>24456.0</td>\n",
+       "      <td>30</td>\n",
+       "      <td>23.0</td>\n",
+       "      <td>37.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>202317</td>\n",
+       "      <td>3</td>\n",
+       "      <td>27007</td>\n",
+       "      <td>21779.0</td>\n",
+       "      <td>32235.0</td>\n",
+       "      <td>41</td>\n",
+       "      <td>33.0</td>\n",
+       "      <td>49.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>202316</td>\n",
+       "      <td>3</td>\n",
+       "      <td>27875</td>\n",
+       "      <td>22767.0</td>\n",
+       "      <td>32983.0</td>\n",
+       "      <td>42</td>\n",
+       "      <td>34.0</td>\n",
+       "      <td>50.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>202315</td>\n",
+       "      <td>3</td>\n",
+       "      <td>37455</td>\n",
+       "      <td>30993.0</td>\n",
+       "      <td>43917.0</td>\n",
+       "      <td>56</td>\n",
+       "      <td>46.0</td>\n",
+       "      <td>66.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>202314</td>\n",
+       "      <td>3</td>\n",
+       "      <td>48060</td>\n",
+       "      <td>40671.0</td>\n",
+       "      <td>55449.0</td>\n",
+       "      <td>72</td>\n",
+       "      <td>61.0</td>\n",
+       "      <td>83.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>202313</td>\n",
+       "      <td>3</td>\n",
+       "      <td>64859</td>\n",
+       "      <td>56800.0</td>\n",
+       "      <td>72918.0</td>\n",
+       "      <td>98</td>\n",
+       "      <td>86.0</td>\n",
+       "      <td>110.0</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",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2004</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>2005</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>2006</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>2007</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>2008</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>2009</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>2010</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>2011</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>2012</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>2013</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>2014</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>2015</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>2016</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>2017</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>2018</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>2019</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>2020</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>2021</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>2022</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>2023</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>2024</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>2025</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>2026</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>2027</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>2028</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>2029</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>2030</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>2031</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>2032</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>2033</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>2033 rows × 10 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        week  indicator     inc   inc_low    inc_up inc100  inc100_low  \\\n",
+       "0     202342          3   67331   57544.0   77118.0    101        86.0   \n",
+       "1     202341          3   59275   51833.0   66717.0     89        78.0   \n",
+       "2     202340          3   68894   60069.0   77719.0    104        91.0   \n",
+       "3     202339          3   72003   63452.0   80554.0    108        95.0   \n",
+       "4     202338          3   63218   55227.0   71209.0     95        83.0   \n",
+       "5     202337          3   49085   42079.0   56091.0     74        63.0   \n",
+       "6     202336          3   38247   32237.0   44257.0     58        49.0   \n",
+       "7     202335          3   31695   26013.0   37377.0     48        39.0   \n",
+       "8     202334          3   26663   21057.0   32269.0     40        32.0   \n",
+       "9     202333          3   19144   13161.0   25127.0     29        20.0   \n",
+       "10    202332          3   14641   10285.0   18997.0     22        15.0   \n",
+       "11    202331          3   15286   10705.0   19867.0     23        16.0   \n",
+       "12    202330          3   13205    8647.0   17763.0     20        13.0   \n",
+       "13    202329          3   11122    7113.0   15131.0     17        11.0   \n",
+       "14    202328          3    9179    5703.0   12655.0     14         9.0   \n",
+       "15    202327          3    8999    5763.0   12235.0     14         9.0   \n",
+       "16    202326          3    9023    5934.0   12112.0     14         9.0   \n",
+       "17    202325          3   10090    6739.0   13441.0     15        10.0   \n",
+       "18    202324          3   11308    7639.0   14977.0     17        11.0   \n",
+       "19    202323          3   14300   10661.0   17939.0     22        17.0   \n",
+       "20    202322          3   18303   13822.0   22784.0     28        21.0   \n",
+       "21    202321          3   16460   12188.0   20732.0     25        19.0   \n",
+       "22    202320          3   16162   11963.0   20361.0     24        18.0   \n",
+       "23    202319          3   16901   12577.0   21225.0     25        18.0   \n",
+       "24    202318          3   19929   15402.0   24456.0     30        23.0   \n",
+       "25    202317          3   27007   21779.0   32235.0     41        33.0   \n",
+       "26    202316          3   27875   22767.0   32983.0     42        34.0   \n",
+       "27    202315          3   37455   30993.0   43917.0     56        46.0   \n",
+       "28    202314          3   48060   40671.0   55449.0     72        61.0   \n",
+       "29    202313          3   64859   56800.0   72918.0     98        86.0   \n",
+       "...      ...        ...     ...       ...       ...    ...         ...   \n",
+       "2004  198521          3   26096   19621.0   32571.0     47        35.0   \n",
+       "2005  198520          3   27896   20885.0   34907.0     51        38.0   \n",
+       "2006  198519          3   43154   32821.0   53487.0     78        59.0   \n",
+       "2007  198518          3   40555   29935.0   51175.0     74        55.0   \n",
+       "2008  198517          3   34053   24366.0   43740.0     62        44.0   \n",
+       "2009  198516          3   50362   36451.0   64273.0     91        66.0   \n",
+       "2010  198515          3   63881   45538.0   82224.0    116        83.0   \n",
+       "2011  198514          3  134545  114400.0  154690.0    244       207.0   \n",
+       "2012  198513          3  197206  176080.0  218332.0    357       319.0   \n",
+       "2013  198512          3  245240  223304.0  267176.0    445       405.0   \n",
+       "2014  198511          3  276205  252399.0  300011.0    501       458.0   \n",
+       "2015  198510          3  353231  326279.0  380183.0    640       591.0   \n",
+       "2016  198509          3  369895  341109.0  398681.0    670       618.0   \n",
+       "2017  198508          3  389886  359529.0  420243.0    707       652.0   \n",
+       "2018  198507          3  471852  432599.0  511105.0    855       784.0   \n",
+       "2019  198506          3  565825  518011.0  613639.0   1026       939.0   \n",
+       "2020  198505          3  637302  592795.0  681809.0   1155      1074.0   \n",
+       "2021  198504          3  424937  390794.0  459080.0    770       708.0   \n",
+       "2022  198503          3  213901  174689.0  253113.0    388       317.0   \n",
+       "2023  198502          3   97586   80949.0  114223.0    177       147.0   \n",
+       "2024  198501          3   85489   65918.0  105060.0    155       120.0   \n",
+       "2025  198452          3   84830   60602.0  109058.0    154       110.0   \n",
+       "2026  198451          3  101726   80242.0  123210.0    185       146.0   \n",
+       "2027  198450          3  123680  101401.0  145959.0    225       184.0   \n",
+       "2028  198449          3  101073   81684.0  120462.0    184       149.0   \n",
+       "2029  198448          3   78620   60634.0   96606.0    143       110.0   \n",
+       "2030  198447          3   72029   54274.0   89784.0    131        99.0   \n",
+       "2031  198446          3   87330   67686.0  106974.0    159       123.0   \n",
+       "2032  198445          3  135223  101414.0  169032.0    246       184.0   \n",
+       "2033  198444          3   68422   20056.0  116788.0    125        37.0   \n",
+       "\n",
+       "      inc100_up geo_insee geo_name  \n",
+       "0         116.0        FR   France  \n",
+       "1         100.0        FR   France  \n",
+       "2         117.0        FR   France  \n",
+       "3         121.0        FR   France  \n",
+       "4         107.0        FR   France  \n",
+       "5          85.0        FR   France  \n",
+       "6          67.0        FR   France  \n",
+       "7          57.0        FR   France  \n",
+       "8          48.0        FR   France  \n",
+       "9          38.0        FR   France  \n",
+       "10         29.0        FR   France  \n",
+       "11         30.0        FR   France  \n",
+       "12         27.0        FR   France  \n",
+       "13         23.0        FR   France  \n",
+       "14         19.0        FR   France  \n",
+       "15         19.0        FR   France  \n",
+       "16         19.0        FR   France  \n",
+       "17         20.0        FR   France  \n",
+       "18         23.0        FR   France  \n",
+       "19         27.0        FR   France  \n",
+       "20         35.0        FR   France  \n",
+       "21         31.0        FR   France  \n",
+       "22         30.0        FR   France  \n",
+       "23         32.0        FR   France  \n",
+       "24         37.0        FR   France  \n",
+       "25         49.0        FR   France  \n",
+       "26         50.0        FR   France  \n",
+       "27         66.0        FR   France  \n",
+       "28         83.0        FR   France  \n",
+       "29        110.0        FR   France  \n",
+       "...         ...       ...      ...  \n",
+       "2004       59.0        FR   France  \n",
+       "2005       64.0        FR   France  \n",
+       "2006       97.0        FR   France  \n",
+       "2007       93.0        FR   France  \n",
+       "2008       80.0        FR   France  \n",
+       "2009      116.0        FR   France  \n",
+       "2010      149.0        FR   France  \n",
+       "2011      281.0        FR   France  \n",
+       "2012      395.0        FR   France  \n",
+       "2013      485.0        FR   France  \n",
+       "2014      544.0        FR   France  \n",
+       "2015      689.0        FR   France  \n",
+       "2016      722.0        FR   France  \n",
+       "2017      762.0        FR   France  \n",
+       "2018      926.0        FR   France  \n",
+       "2019     1113.0        FR   France  \n",
+       "2020     1236.0        FR   France  \n",
+       "2021      832.0        FR   France  \n",
+       "2022      459.0        FR   France  \n",
+       "2023      207.0        FR   France  \n",
+       "2024      190.0        FR   France  \n",
+       "2025      198.0        FR   France  \n",
+       "2026      224.0        FR   France  \n",
+       "2027      266.0        FR   France  \n",
+       "2028      219.0        FR   France  \n",
+       "2029      176.0        FR   France  \n",
+       "2030      163.0        FR   France  \n",
+       "2031      195.0        FR   France  \n",
+       "2032      308.0        FR   France  \n",
+       "2033      213.0        FR   France  \n",
+       "\n",
+       "[2033 rows x 10 columns]"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "data = raw_data.dropna().copy()\n",
     "data"
@@ -122,7 +2118,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -152,10 +2148,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {
-    "collapsed": true
-   },
+   "execution_count": 7,
+   "metadata": {},
    "outputs": [],
    "source": [
     "sorted_data = data.set_index('period').sort_index()"
@@ -179,9 +2173,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 8,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "1989-05-01/1989-05-07 1989-05-15/1989-05-21\n"
+     ]
+    }
+   ],
    "source": [
     "periods = sorted_data.index\n",
     "for p1, p2 in zip(periods[:-1], periods[1:]):\n",
@@ -199,9 +2201,26 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 9,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "ename": "TypeError",
+     "evalue": "Empty 'DataFrame': no numeric data to plot",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
+      "\u001b[0;32m<ipython-input-9-0966cd984262>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0msorted_data\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'inc'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
+      "\u001b[0;32m/opt/conda/lib/python3.6/site-packages/pandas/plotting/_core.py\u001b[0m in \u001b[0;36m__call__\u001b[0;34m(self, kind, ax, figsize, use_index, title, grid, legend, style, logx, logy, loglog, xticks, yticks, xlim, ylim, rot, fontsize, colormap, table, yerr, xerr, label, secondary_y, **kwds)\u001b[0m\n\u001b[1;32m   2501\u001b[0m                            \u001b[0mcolormap\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mcolormap\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtable\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mtable\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0myerr\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0myerr\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2502\u001b[0m                            \u001b[0mxerr\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mxerr\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlabel\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mlabel\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msecondary_y\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0msecondary_y\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2503\u001b[0;31m                            **kwds)\n\u001b[0m\u001b[1;32m   2504\u001b[0m     \u001b[0m__call__\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__doc__\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mplot_series\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__doc__\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2505\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m/opt/conda/lib/python3.6/site-packages/pandas/plotting/_core.py\u001b[0m in \u001b[0;36mplot_series\u001b[0;34m(data, kind, ax, figsize, use_index, title, grid, legend, style, logx, logy, loglog, xticks, yticks, xlim, ylim, rot, fontsize, colormap, table, yerr, xerr, label, secondary_y, **kwds)\u001b[0m\n\u001b[1;32m   1925\u001b[0m                  \u001b[0myerr\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0myerr\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mxerr\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mxerr\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1926\u001b[0m                  \u001b[0mlabel\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mlabel\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msecondary_y\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0msecondary_y\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1927\u001b[0;31m                  **kwds)\n\u001b[0m\u001b[1;32m   1928\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1929\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m/opt/conda/lib/python3.6/site-packages/pandas/plotting/_core.py\u001b[0m in \u001b[0;36m_plot\u001b[0;34m(data, x, y, subplots, ax, kind, **kwds)\u001b[0m\n\u001b[1;32m   1727\u001b[0m         \u001b[0mplot_obj\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mklass\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msubplots\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0msubplots\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0max\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0max\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkind\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mkind\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[1;32m   1728\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1729\u001b[0;31m     \u001b[0mplot_obj\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgenerate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1730\u001b[0m     \u001b[0mplot_obj\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdraw\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1731\u001b[0m     \u001b[0;32mreturn\u001b[0m \u001b[0mplot_obj\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mresult\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m/opt/conda/lib/python3.6/site-packages/pandas/plotting/_core.py\u001b[0m in \u001b[0;36mgenerate\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    248\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mgenerate\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[1;32m    249\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_args_adjust\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 250\u001b[0;31m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_compute_plot_data\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    251\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_setup_subplots\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    252\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_make_plot\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/plotting/_core.py\u001b[0m in \u001b[0;36m_compute_plot_data\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    363\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mis_empty\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    364\u001b[0m             raise TypeError('Empty {0!r}: no numeric data to '\n\u001b[0;32m--> 365\u001b[0;31m                             'plot'.format(numeric_data.__class__.__name__))\n\u001b[0m\u001b[1;32m    366\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    367\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnumeric_data\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;31mTypeError\u001b[0m: Empty 'DataFrame': no numeric data to plot"
+     ]
+    }
+   ],
    "source": [
     "sorted_data['inc'].plot()"
    ]
@@ -253,9 +2272,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "metadata": {
-    "collapsed": true
-   },
+   "metadata": {},
    "outputs": [],
    "source": [
     "first_august_week = [pd.Period(pd.Timestamp(y, 8, 1), 'W')\n",
@@ -341,9 +2358,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "metadata": {
-    "collapsed": true
-   },
+   "metadata": {},
    "outputs": [],
    "source": []
   }
@@ -364,7 +2379,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.6.1"
+   "version": "3.6.4"
   }
  },
  "nbformat": 4,