diff --git a/module3/exo1/analyse-syndrome-grippal.ipynb b/module3/exo1/analyse-syndrome-grippal.ipynb
index 4933e016e5d0241312815f3bee24f6b3e7bfad67..3619da01451234dc8671190fb478db05e1f87275 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": 2,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -28,10 +28,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {
-    "collapsed": true
-   },
+   "execution_count": 3,
+   "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": 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>0</th>\n",
+       "      <td>202442</td>\n",
+       "      <td>3</td>\n",
+       "      <td>78153</td>\n",
+       "      <td>68586.0</td>\n",
+       "      <td>87720.0</td>\n",
+       "      <td>117</td>\n",
+       "      <td>103.0</td>\n",
+       "      <td>131.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>202441</td>\n",
+       "      <td>3</td>\n",
+       "      <td>79515</td>\n",
+       "      <td>71427.0</td>\n",
+       "      <td>87603.0</td>\n",
+       "      <td>119</td>\n",
+       "      <td>107.0</td>\n",
+       "      <td>131.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>202440</td>\n",
+       "      <td>3</td>\n",
+       "      <td>84965</td>\n",
+       "      <td>76555.0</td>\n",
+       "      <td>93375.0</td>\n",
+       "      <td>127</td>\n",
+       "      <td>114.0</td>\n",
+       "      <td>140.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>202439</td>\n",
+       "      <td>3</td>\n",
+       "      <td>91660</td>\n",
+       "      <td>82937.0</td>\n",
+       "      <td>100383.0</td>\n",
+       "      <td>137</td>\n",
+       "      <td>124.0</td>\n",
+       "      <td>150.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>202438</td>\n",
+       "      <td>3</td>\n",
+       "      <td>91786</td>\n",
+       "      <td>82903.0</td>\n",
+       "      <td>100669.0</td>\n",
+       "      <td>138</td>\n",
+       "      <td>125.0</td>\n",
+       "      <td>151.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>202437</td>\n",
+       "      <td>3</td>\n",
+       "      <td>56460</td>\n",
+       "      <td>49319.0</td>\n",
+       "      <td>63601.0</td>\n",
+       "      <td>85</td>\n",
+       "      <td>74.0</td>\n",
+       "      <td>96.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>202436</td>\n",
+       "      <td>3</td>\n",
+       "      <td>33657</td>\n",
+       "      <td>27906.0</td>\n",
+       "      <td>39408.0</td>\n",
+       "      <td>50</td>\n",
+       "      <td>41.0</td>\n",
+       "      <td>59.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>202435</td>\n",
+       "      <td>3</td>\n",
+       "      <td>27404</td>\n",
+       "      <td>22036.0</td>\n",
+       "      <td>32772.0</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>8</th>\n",
+       "      <td>202434</td>\n",
+       "      <td>3</td>\n",
+       "      <td>26717</td>\n",
+       "      <td>21003.0</td>\n",
+       "      <td>32431.0</td>\n",
+       "      <td>40</td>\n",
+       "      <td>31.0</td>\n",
+       "      <td>49.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>202433</td>\n",
+       "      <td>3</td>\n",
+       "      <td>20623</td>\n",
+       "      <td>15349.0</td>\n",
+       "      <td>25897.0</td>\n",
+       "      <td>31</td>\n",
+       "      <td>23.0</td>\n",
+       "      <td>39.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>202432</td>\n",
+       "      <td>3</td>\n",
+       "      <td>23187</td>\n",
+       "      <td>17532.0</td>\n",
+       "      <td>28842.0</td>\n",
+       "      <td>35</td>\n",
+       "      <td>27.0</td>\n",
+       "      <td>43.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>202431</td>\n",
+       "      <td>3</td>\n",
+       "      <td>26035</td>\n",
+       "      <td>20267.0</td>\n",
+       "      <td>31803.0</td>\n",
+       "      <td>39</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>48.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>202430</td>\n",
+       "      <td>3</td>\n",
+       "      <td>36393</td>\n",
+       "      <td>28593.0</td>\n",
+       "      <td>44193.0</td>\n",
+       "      <td>55</td>\n",
+       "      <td>43.0</td>\n",
+       "      <td>67.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>202429</td>\n",
+       "      <td>3</td>\n",
+       "      <td>39560</td>\n",
+       "      <td>32592.0</td>\n",
+       "      <td>46528.0</td>\n",
+       "      <td>59</td>\n",
+       "      <td>49.0</td>\n",
+       "      <td>69.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>202428</td>\n",
+       "      <td>3</td>\n",
+       "      <td>54342</td>\n",
+       "      <td>45781.0</td>\n",
+       "      <td>62903.0</td>\n",
+       "      <td>81</td>\n",
+       "      <td>68.0</td>\n",
+       "      <td>94.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>202427</td>\n",
+       "      <td>3</td>\n",
+       "      <td>47364</td>\n",
+       "      <td>40234.0</td>\n",
+       "      <td>54494.0</td>\n",
+       "      <td>71</td>\n",
+       "      <td>60.0</td>\n",
+       "      <td>82.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>202426</td>\n",
+       "      <td>3</td>\n",
+       "      <td>44219</td>\n",
+       "      <td>36956.0</td>\n",
+       "      <td>51482.0</td>\n",
+       "      <td>66</td>\n",
+       "      <td>55.0</td>\n",
+       "      <td>77.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>202425</td>\n",
+       "      <td>3</td>\n",
+       "      <td>47204</td>\n",
+       "      <td>40300.0</td>\n",
+       "      <td>54108.0</td>\n",
+       "      <td>71</td>\n",
+       "      <td>61.0</td>\n",
+       "      <td>81.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>202424</td>\n",
+       "      <td>3</td>\n",
+       "      <td>41110</td>\n",
+       "      <td>34671.0</td>\n",
+       "      <td>47549.0</td>\n",
+       "      <td>62</td>\n",
+       "      <td>52.0</td>\n",
+       "      <td>72.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>202423</td>\n",
+       "      <td>3</td>\n",
+       "      <td>35875</td>\n",
+       "      <td>30610.0</td>\n",
+       "      <td>41140.0</td>\n",
+       "      <td>54</td>\n",
+       "      <td>46.0</td>\n",
+       "      <td>62.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>202422</td>\n",
+       "      <td>3</td>\n",
+       "      <td>33772</td>\n",
+       "      <td>28274.0</td>\n",
+       "      <td>39270.0</td>\n",
+       "      <td>51</td>\n",
+       "      <td>43.0</td>\n",
+       "      <td>59.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>202421</td>\n",
+       "      <td>3</td>\n",
+       "      <td>21963</td>\n",
+       "      <td>17556.0</td>\n",
+       "      <td>26370.0</td>\n",
+       "      <td>33</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>202420</td>\n",
+       "      <td>3</td>\n",
+       "      <td>20057</td>\n",
+       "      <td>15780.0</td>\n",
+       "      <td>24334.0</td>\n",
+       "      <td>30</td>\n",
+       "      <td>24.0</td>\n",
+       "      <td>36.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>202419</td>\n",
+       "      <td>3</td>\n",
+       "      <td>15375</td>\n",
+       "      <td>11274.0</td>\n",
+       "      <td>19476.0</td>\n",
+       "      <td>23</td>\n",
+       "      <td>17.0</td>\n",
+       "      <td>29.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>202418</td>\n",
+       "      <td>3</td>\n",
+       "      <td>22409</td>\n",
+       "      <td>17653.0</td>\n",
+       "      <td>27165.0</td>\n",
+       "      <td>34</td>\n",
+       "      <td>27.0</td>\n",
+       "      <td>41.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>202417</td>\n",
+       "      <td>3</td>\n",
+       "      <td>27042</td>\n",
+       "      <td>21410.0</td>\n",
+       "      <td>32674.0</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>202416</td>\n",
+       "      <td>3</td>\n",
+       "      <td>28882</td>\n",
+       "      <td>23305.0</td>\n",
+       "      <td>34459.0</td>\n",
+       "      <td>43</td>\n",
+       "      <td>35.0</td>\n",
+       "      <td>51.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>202415</td>\n",
+       "      <td>3</td>\n",
+       "      <td>30229</td>\n",
+       "      <td>24648.0</td>\n",
+       "      <td>35810.0</td>\n",
+       "      <td>45</td>\n",
+       "      <td>37.0</td>\n",
+       "      <td>53.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>202414</td>\n",
+       "      <td>3</td>\n",
+       "      <td>31813</td>\n",
+       "      <td>26529.0</td>\n",
+       "      <td>37097.0</td>\n",
+       "      <td>48</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>56.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>202413</td>\n",
+       "      <td>3</td>\n",
+       "      <td>35090</td>\n",
+       "      <td>29607.0</td>\n",
+       "      <td>40573.0</td>\n",
+       "      <td>53</td>\n",
+       "      <td>45.0</td>\n",
+       "      <td>61.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2056</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>2057</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>2058</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>2059</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>2060</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>2061</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>2062</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>2063</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>2064</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>2065</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>2066</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>2067</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>2068</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>2069</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>2070</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>2071</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>2072</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>2073</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>2074</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>2075</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>2076</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>2077</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>2078</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>2079</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>2080</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>2081</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>2082</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>2083</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>2084</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>2085</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>2086 rows × 10 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        week  indicator     inc   inc_low    inc_up inc100  inc100_low  \\\n",
+       "0     202442          3   78153   68586.0   87720.0    117       103.0   \n",
+       "1     202441          3   79515   71427.0   87603.0    119       107.0   \n",
+       "2     202440          3   84965   76555.0   93375.0    127       114.0   \n",
+       "3     202439          3   91660   82937.0  100383.0    137       124.0   \n",
+       "4     202438          3   91786   82903.0  100669.0    138       125.0   \n",
+       "5     202437          3   56460   49319.0   63601.0     85        74.0   \n",
+       "6     202436          3   33657   27906.0   39408.0     50        41.0   \n",
+       "7     202435          3   27404   22036.0   32772.0     41        33.0   \n",
+       "8     202434          3   26717   21003.0   32431.0     40        31.0   \n",
+       "9     202433          3   20623   15349.0   25897.0     31        23.0   \n",
+       "10    202432          3   23187   17532.0   28842.0     35        27.0   \n",
+       "11    202431          3   26035   20267.0   31803.0     39        30.0   \n",
+       "12    202430          3   36393   28593.0   44193.0     55        43.0   \n",
+       "13    202429          3   39560   32592.0   46528.0     59        49.0   \n",
+       "14    202428          3   54342   45781.0   62903.0     81        68.0   \n",
+       "15    202427          3   47364   40234.0   54494.0     71        60.0   \n",
+       "16    202426          3   44219   36956.0   51482.0     66        55.0   \n",
+       "17    202425          3   47204   40300.0   54108.0     71        61.0   \n",
+       "18    202424          3   41110   34671.0   47549.0     62        52.0   \n",
+       "19    202423          3   35875   30610.0   41140.0     54        46.0   \n",
+       "20    202422          3   33772   28274.0   39270.0     51        43.0   \n",
+       "21    202421          3   21963   17556.0   26370.0     33        26.0   \n",
+       "22    202420          3   20057   15780.0   24334.0     30        24.0   \n",
+       "23    202419          3   15375   11274.0   19476.0     23        17.0   \n",
+       "24    202418          3   22409   17653.0   27165.0     34        27.0   \n",
+       "25    202417          3   27042   21410.0   32674.0     41        33.0   \n",
+       "26    202416          3   28882   23305.0   34459.0     43        35.0   \n",
+       "27    202415          3   30229   24648.0   35810.0     45        37.0   \n",
+       "28    202414          3   31813   26529.0   37097.0     48        40.0   \n",
+       "29    202413          3   35090   29607.0   40573.0     53        45.0   \n",
+       "...      ...        ...     ...       ...       ...    ...         ...   \n",
+       "2056  198521          3   26096   19621.0   32571.0     47        35.0   \n",
+       "2057  198520          3   27896   20885.0   34907.0     51        38.0   \n",
+       "2058  198519          3   43154   32821.0   53487.0     78        59.0   \n",
+       "2059  198518          3   40555   29935.0   51175.0     74        55.0   \n",
+       "2060  198517          3   34053   24366.0   43740.0     62        44.0   \n",
+       "2061  198516          3   50362   36451.0   64273.0     91        66.0   \n",
+       "2062  198515          3   63881   45538.0   82224.0    116        83.0   \n",
+       "2063  198514          3  134545  114400.0  154690.0    244       207.0   \n",
+       "2064  198513          3  197206  176080.0  218332.0    357       319.0   \n",
+       "2065  198512          3  245240  223304.0  267176.0    445       405.0   \n",
+       "2066  198511          3  276205  252399.0  300011.0    501       458.0   \n",
+       "2067  198510          3  353231  326279.0  380183.0    640       591.0   \n",
+       "2068  198509          3  369895  341109.0  398681.0    670       618.0   \n",
+       "2069  198508          3  389886  359529.0  420243.0    707       652.0   \n",
+       "2070  198507          3  471852  432599.0  511105.0    855       784.0   \n",
+       "2071  198506          3  565825  518011.0  613639.0   1026       939.0   \n",
+       "2072  198505          3  637302  592795.0  681809.0   1155      1074.0   \n",
+       "2073  198504          3  424937  390794.0  459080.0    770       708.0   \n",
+       "2074  198503          3  213901  174689.0  253113.0    388       317.0   \n",
+       "2075  198502          3   97586   80949.0  114223.0    177       147.0   \n",
+       "2076  198501          3   85489   65918.0  105060.0    155       120.0   \n",
+       "2077  198452          3   84830   60602.0  109058.0    154       110.0   \n",
+       "2078  198451          3  101726   80242.0  123210.0    185       146.0   \n",
+       "2079  198450          3  123680  101401.0  145959.0    225       184.0   \n",
+       "2080  198449          3  101073   81684.0  120462.0    184       149.0   \n",
+       "2081  198448          3   78620   60634.0   96606.0    143       110.0   \n",
+       "2082  198447          3   72029   54274.0   89784.0    131        99.0   \n",
+       "2083  198446          3   87330   67686.0  106974.0    159       123.0   \n",
+       "2084  198445          3  135223  101414.0  169032.0    246       184.0   \n",
+       "2085  198444          3   68422   20056.0  116788.0    125        37.0   \n",
+       "\n",
+       "      inc100_up geo_insee geo_name  \n",
+       "0         131.0        FR   France  \n",
+       "1         131.0        FR   France  \n",
+       "2         140.0        FR   France  \n",
+       "3         150.0        FR   France  \n",
+       "4         151.0        FR   France  \n",
+       "5          96.0        FR   France  \n",
+       "6          59.0        FR   France  \n",
+       "7          49.0        FR   France  \n",
+       "8          49.0        FR   France  \n",
+       "9          39.0        FR   France  \n",
+       "10         43.0        FR   France  \n",
+       "11         48.0        FR   France  \n",
+       "12         67.0        FR   France  \n",
+       "13         69.0        FR   France  \n",
+       "14         94.0        FR   France  \n",
+       "15         82.0        FR   France  \n",
+       "16         77.0        FR   France  \n",
+       "17         81.0        FR   France  \n",
+       "18         72.0        FR   France  \n",
+       "19         62.0        FR   France  \n",
+       "20         59.0        FR   France  \n",
+       "21         40.0        FR   France  \n",
+       "22         36.0        FR   France  \n",
+       "23         29.0        FR   France  \n",
+       "24         41.0        FR   France  \n",
+       "25         49.0        FR   France  \n",
+       "26         51.0        FR   France  \n",
+       "27         53.0        FR   France  \n",
+       "28         56.0        FR   France  \n",
+       "29         61.0        FR   France  \n",
+       "...         ...       ...      ...  \n",
+       "2056       59.0        FR   France  \n",
+       "2057       64.0        FR   France  \n",
+       "2058       97.0        FR   France  \n",
+       "2059       93.0        FR   France  \n",
+       "2060       80.0        FR   France  \n",
+       "2061      116.0        FR   France  \n",
+       "2062      149.0        FR   France  \n",
+       "2063      281.0        FR   France  \n",
+       "2064      395.0        FR   France  \n",
+       "2065      485.0        FR   France  \n",
+       "2066      544.0        FR   France  \n",
+       "2067      689.0        FR   France  \n",
+       "2068      722.0        FR   France  \n",
+       "2069      762.0        FR   France  \n",
+       "2070      926.0        FR   France  \n",
+       "2071     1113.0        FR   France  \n",
+       "2072     1236.0        FR   France  \n",
+       "2073      832.0        FR   France  \n",
+       "2074      459.0        FR   France  \n",
+       "2075      207.0        FR   France  \n",
+       "2076      190.0        FR   France  \n",
+       "2077      198.0        FR   France  \n",
+       "2078      224.0        FR   France  \n",
+       "2079      266.0        FR   France  \n",
+       "2080      219.0        FR   France  \n",
+       "2081      176.0        FR   France  \n",
+       "2082      163.0        FR   France  \n",
+       "2083      195.0        FR   France  \n",
+       "2084      308.0        FR   France  \n",
+       "2085      213.0        FR   France  \n",
+       "\n",
+       "[2086 rows x 10 columns]"
+      ]
+     },
+     "execution_count": 4,
+     "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": 5,
    "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>1849</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",
+       "1849  198919          3   -      NaN     NaN      -         NaN        NaN   \n",
+       "\n",
+       "     geo_insee geo_name  \n",
+       "1849        FR   France  "
+      ]
+     },
+     "execution_count": 5,
+     "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": 6,
    "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>202442</td>\n",
+       "      <td>3</td>\n",
+       "      <td>78153</td>\n",
+       "      <td>68586.0</td>\n",
+       "      <td>87720.0</td>\n",
+       "      <td>117</td>\n",
+       "      <td>103.0</td>\n",
+       "      <td>131.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>202441</td>\n",
+       "      <td>3</td>\n",
+       "      <td>79515</td>\n",
+       "      <td>71427.0</td>\n",
+       "      <td>87603.0</td>\n",
+       "      <td>119</td>\n",
+       "      <td>107.0</td>\n",
+       "      <td>131.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>202440</td>\n",
+       "      <td>3</td>\n",
+       "      <td>84965</td>\n",
+       "      <td>76555.0</td>\n",
+       "      <td>93375.0</td>\n",
+       "      <td>127</td>\n",
+       "      <td>114.0</td>\n",
+       "      <td>140.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>202439</td>\n",
+       "      <td>3</td>\n",
+       "      <td>91660</td>\n",
+       "      <td>82937.0</td>\n",
+       "      <td>100383.0</td>\n",
+       "      <td>137</td>\n",
+       "      <td>124.0</td>\n",
+       "      <td>150.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>202438</td>\n",
+       "      <td>3</td>\n",
+       "      <td>91786</td>\n",
+       "      <td>82903.0</td>\n",
+       "      <td>100669.0</td>\n",
+       "      <td>138</td>\n",
+       "      <td>125.0</td>\n",
+       "      <td>151.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>202437</td>\n",
+       "      <td>3</td>\n",
+       "      <td>56460</td>\n",
+       "      <td>49319.0</td>\n",
+       "      <td>63601.0</td>\n",
+       "      <td>85</td>\n",
+       "      <td>74.0</td>\n",
+       "      <td>96.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>202436</td>\n",
+       "      <td>3</td>\n",
+       "      <td>33657</td>\n",
+       "      <td>27906.0</td>\n",
+       "      <td>39408.0</td>\n",
+       "      <td>50</td>\n",
+       "      <td>41.0</td>\n",
+       "      <td>59.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>202435</td>\n",
+       "      <td>3</td>\n",
+       "      <td>27404</td>\n",
+       "      <td>22036.0</td>\n",
+       "      <td>32772.0</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>8</th>\n",
+       "      <td>202434</td>\n",
+       "      <td>3</td>\n",
+       "      <td>26717</td>\n",
+       "      <td>21003.0</td>\n",
+       "      <td>32431.0</td>\n",
+       "      <td>40</td>\n",
+       "      <td>31.0</td>\n",
+       "      <td>49.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>202433</td>\n",
+       "      <td>3</td>\n",
+       "      <td>20623</td>\n",
+       "      <td>15349.0</td>\n",
+       "      <td>25897.0</td>\n",
+       "      <td>31</td>\n",
+       "      <td>23.0</td>\n",
+       "      <td>39.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>202432</td>\n",
+       "      <td>3</td>\n",
+       "      <td>23187</td>\n",
+       "      <td>17532.0</td>\n",
+       "      <td>28842.0</td>\n",
+       "      <td>35</td>\n",
+       "      <td>27.0</td>\n",
+       "      <td>43.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>202431</td>\n",
+       "      <td>3</td>\n",
+       "      <td>26035</td>\n",
+       "      <td>20267.0</td>\n",
+       "      <td>31803.0</td>\n",
+       "      <td>39</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>48.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>202430</td>\n",
+       "      <td>3</td>\n",
+       "      <td>36393</td>\n",
+       "      <td>28593.0</td>\n",
+       "      <td>44193.0</td>\n",
+       "      <td>55</td>\n",
+       "      <td>43.0</td>\n",
+       "      <td>67.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>202429</td>\n",
+       "      <td>3</td>\n",
+       "      <td>39560</td>\n",
+       "      <td>32592.0</td>\n",
+       "      <td>46528.0</td>\n",
+       "      <td>59</td>\n",
+       "      <td>49.0</td>\n",
+       "      <td>69.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>202428</td>\n",
+       "      <td>3</td>\n",
+       "      <td>54342</td>\n",
+       "      <td>45781.0</td>\n",
+       "      <td>62903.0</td>\n",
+       "      <td>81</td>\n",
+       "      <td>68.0</td>\n",
+       "      <td>94.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>202427</td>\n",
+       "      <td>3</td>\n",
+       "      <td>47364</td>\n",
+       "      <td>40234.0</td>\n",
+       "      <td>54494.0</td>\n",
+       "      <td>71</td>\n",
+       "      <td>60.0</td>\n",
+       "      <td>82.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>202426</td>\n",
+       "      <td>3</td>\n",
+       "      <td>44219</td>\n",
+       "      <td>36956.0</td>\n",
+       "      <td>51482.0</td>\n",
+       "      <td>66</td>\n",
+       "      <td>55.0</td>\n",
+       "      <td>77.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>202425</td>\n",
+       "      <td>3</td>\n",
+       "      <td>47204</td>\n",
+       "      <td>40300.0</td>\n",
+       "      <td>54108.0</td>\n",
+       "      <td>71</td>\n",
+       "      <td>61.0</td>\n",
+       "      <td>81.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>202424</td>\n",
+       "      <td>3</td>\n",
+       "      <td>41110</td>\n",
+       "      <td>34671.0</td>\n",
+       "      <td>47549.0</td>\n",
+       "      <td>62</td>\n",
+       "      <td>52.0</td>\n",
+       "      <td>72.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>202423</td>\n",
+       "      <td>3</td>\n",
+       "      <td>35875</td>\n",
+       "      <td>30610.0</td>\n",
+       "      <td>41140.0</td>\n",
+       "      <td>54</td>\n",
+       "      <td>46.0</td>\n",
+       "      <td>62.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>202422</td>\n",
+       "      <td>3</td>\n",
+       "      <td>33772</td>\n",
+       "      <td>28274.0</td>\n",
+       "      <td>39270.0</td>\n",
+       "      <td>51</td>\n",
+       "      <td>43.0</td>\n",
+       "      <td>59.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>202421</td>\n",
+       "      <td>3</td>\n",
+       "      <td>21963</td>\n",
+       "      <td>17556.0</td>\n",
+       "      <td>26370.0</td>\n",
+       "      <td>33</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>202420</td>\n",
+       "      <td>3</td>\n",
+       "      <td>20057</td>\n",
+       "      <td>15780.0</td>\n",
+       "      <td>24334.0</td>\n",
+       "      <td>30</td>\n",
+       "      <td>24.0</td>\n",
+       "      <td>36.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>202419</td>\n",
+       "      <td>3</td>\n",
+       "      <td>15375</td>\n",
+       "      <td>11274.0</td>\n",
+       "      <td>19476.0</td>\n",
+       "      <td>23</td>\n",
+       "      <td>17.0</td>\n",
+       "      <td>29.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>202418</td>\n",
+       "      <td>3</td>\n",
+       "      <td>22409</td>\n",
+       "      <td>17653.0</td>\n",
+       "      <td>27165.0</td>\n",
+       "      <td>34</td>\n",
+       "      <td>27.0</td>\n",
+       "      <td>41.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>202417</td>\n",
+       "      <td>3</td>\n",
+       "      <td>27042</td>\n",
+       "      <td>21410.0</td>\n",
+       "      <td>32674.0</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>202416</td>\n",
+       "      <td>3</td>\n",
+       "      <td>28882</td>\n",
+       "      <td>23305.0</td>\n",
+       "      <td>34459.0</td>\n",
+       "      <td>43</td>\n",
+       "      <td>35.0</td>\n",
+       "      <td>51.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>202415</td>\n",
+       "      <td>3</td>\n",
+       "      <td>30229</td>\n",
+       "      <td>24648.0</td>\n",
+       "      <td>35810.0</td>\n",
+       "      <td>45</td>\n",
+       "      <td>37.0</td>\n",
+       "      <td>53.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>202414</td>\n",
+       "      <td>3</td>\n",
+       "      <td>31813</td>\n",
+       "      <td>26529.0</td>\n",
+       "      <td>37097.0</td>\n",
+       "      <td>48</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>56.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>202413</td>\n",
+       "      <td>3</td>\n",
+       "      <td>35090</td>\n",
+       "      <td>29607.0</td>\n",
+       "      <td>40573.0</td>\n",
+       "      <td>53</td>\n",
+       "      <td>45.0</td>\n",
+       "      <td>61.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2056</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>2057</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>2058</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>2059</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>2060</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>2061</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>2062</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>2063</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>2064</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>2065</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>2066</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>2067</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>2068</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>2069</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>2070</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>2071</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>2072</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>2073</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>2074</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>2075</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>2076</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>2077</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>2078</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>2079</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>2080</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>2081</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>2082</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>2083</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>2084</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>2085</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>2085 rows × 10 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        week  indicator     inc   inc_low    inc_up inc100  inc100_low  \\\n",
+       "0     202442          3   78153   68586.0   87720.0    117       103.0   \n",
+       "1     202441          3   79515   71427.0   87603.0    119       107.0   \n",
+       "2     202440          3   84965   76555.0   93375.0    127       114.0   \n",
+       "3     202439          3   91660   82937.0  100383.0    137       124.0   \n",
+       "4     202438          3   91786   82903.0  100669.0    138       125.0   \n",
+       "5     202437          3   56460   49319.0   63601.0     85        74.0   \n",
+       "6     202436          3   33657   27906.0   39408.0     50        41.0   \n",
+       "7     202435          3   27404   22036.0   32772.0     41        33.0   \n",
+       "8     202434          3   26717   21003.0   32431.0     40        31.0   \n",
+       "9     202433          3   20623   15349.0   25897.0     31        23.0   \n",
+       "10    202432          3   23187   17532.0   28842.0     35        27.0   \n",
+       "11    202431          3   26035   20267.0   31803.0     39        30.0   \n",
+       "12    202430          3   36393   28593.0   44193.0     55        43.0   \n",
+       "13    202429          3   39560   32592.0   46528.0     59        49.0   \n",
+       "14    202428          3   54342   45781.0   62903.0     81        68.0   \n",
+       "15    202427          3   47364   40234.0   54494.0     71        60.0   \n",
+       "16    202426          3   44219   36956.0   51482.0     66        55.0   \n",
+       "17    202425          3   47204   40300.0   54108.0     71        61.0   \n",
+       "18    202424          3   41110   34671.0   47549.0     62        52.0   \n",
+       "19    202423          3   35875   30610.0   41140.0     54        46.0   \n",
+       "20    202422          3   33772   28274.0   39270.0     51        43.0   \n",
+       "21    202421          3   21963   17556.0   26370.0     33        26.0   \n",
+       "22    202420          3   20057   15780.0   24334.0     30        24.0   \n",
+       "23    202419          3   15375   11274.0   19476.0     23        17.0   \n",
+       "24    202418          3   22409   17653.0   27165.0     34        27.0   \n",
+       "25    202417          3   27042   21410.0   32674.0     41        33.0   \n",
+       "26    202416          3   28882   23305.0   34459.0     43        35.0   \n",
+       "27    202415          3   30229   24648.0   35810.0     45        37.0   \n",
+       "28    202414          3   31813   26529.0   37097.0     48        40.0   \n",
+       "29    202413          3   35090   29607.0   40573.0     53        45.0   \n",
+       "...      ...        ...     ...       ...       ...    ...         ...   \n",
+       "2056  198521          3   26096   19621.0   32571.0     47        35.0   \n",
+       "2057  198520          3   27896   20885.0   34907.0     51        38.0   \n",
+       "2058  198519          3   43154   32821.0   53487.0     78        59.0   \n",
+       "2059  198518          3   40555   29935.0   51175.0     74        55.0   \n",
+       "2060  198517          3   34053   24366.0   43740.0     62        44.0   \n",
+       "2061  198516          3   50362   36451.0   64273.0     91        66.0   \n",
+       "2062  198515          3   63881   45538.0   82224.0    116        83.0   \n",
+       "2063  198514          3  134545  114400.0  154690.0    244       207.0   \n",
+       "2064  198513          3  197206  176080.0  218332.0    357       319.0   \n",
+       "2065  198512          3  245240  223304.0  267176.0    445       405.0   \n",
+       "2066  198511          3  276205  252399.0  300011.0    501       458.0   \n",
+       "2067  198510          3  353231  326279.0  380183.0    640       591.0   \n",
+       "2068  198509          3  369895  341109.0  398681.0    670       618.0   \n",
+       "2069  198508          3  389886  359529.0  420243.0    707       652.0   \n",
+       "2070  198507          3  471852  432599.0  511105.0    855       784.0   \n",
+       "2071  198506          3  565825  518011.0  613639.0   1026       939.0   \n",
+       "2072  198505          3  637302  592795.0  681809.0   1155      1074.0   \n",
+       "2073  198504          3  424937  390794.0  459080.0    770       708.0   \n",
+       "2074  198503          3  213901  174689.0  253113.0    388       317.0   \n",
+       "2075  198502          3   97586   80949.0  114223.0    177       147.0   \n",
+       "2076  198501          3   85489   65918.0  105060.0    155       120.0   \n",
+       "2077  198452          3   84830   60602.0  109058.0    154       110.0   \n",
+       "2078  198451          3  101726   80242.0  123210.0    185       146.0   \n",
+       "2079  198450          3  123680  101401.0  145959.0    225       184.0   \n",
+       "2080  198449          3  101073   81684.0  120462.0    184       149.0   \n",
+       "2081  198448          3   78620   60634.0   96606.0    143       110.0   \n",
+       "2082  198447          3   72029   54274.0   89784.0    131        99.0   \n",
+       "2083  198446          3   87330   67686.0  106974.0    159       123.0   \n",
+       "2084  198445          3  135223  101414.0  169032.0    246       184.0   \n",
+       "2085  198444          3   68422   20056.0  116788.0    125        37.0   \n",
+       "\n",
+       "      inc100_up geo_insee geo_name  \n",
+       "0         131.0        FR   France  \n",
+       "1         131.0        FR   France  \n",
+       "2         140.0        FR   France  \n",
+       "3         150.0        FR   France  \n",
+       "4         151.0        FR   France  \n",
+       "5          96.0        FR   France  \n",
+       "6          59.0        FR   France  \n",
+       "7          49.0        FR   France  \n",
+       "8          49.0        FR   France  \n",
+       "9          39.0        FR   France  \n",
+       "10         43.0        FR   France  \n",
+       "11         48.0        FR   France  \n",
+       "12         67.0        FR   France  \n",
+       "13         69.0        FR   France  \n",
+       "14         94.0        FR   France  \n",
+       "15         82.0        FR   France  \n",
+       "16         77.0        FR   France  \n",
+       "17         81.0        FR   France  \n",
+       "18         72.0        FR   France  \n",
+       "19         62.0        FR   France  \n",
+       "20         59.0        FR   France  \n",
+       "21         40.0        FR   France  \n",
+       "22         36.0        FR   France  \n",
+       "23         29.0        FR   France  \n",
+       "24         41.0        FR   France  \n",
+       "25         49.0        FR   France  \n",
+       "26         51.0        FR   France  \n",
+       "27         53.0        FR   France  \n",
+       "28         56.0        FR   France  \n",
+       "29         61.0        FR   France  \n",
+       "...         ...       ...      ...  \n",
+       "2056       59.0        FR   France  \n",
+       "2057       64.0        FR   France  \n",
+       "2058       97.0        FR   France  \n",
+       "2059       93.0        FR   France  \n",
+       "2060       80.0        FR   France  \n",
+       "2061      116.0        FR   France  \n",
+       "2062      149.0        FR   France  \n",
+       "2063      281.0        FR   France  \n",
+       "2064      395.0        FR   France  \n",
+       "2065      485.0        FR   France  \n",
+       "2066      544.0        FR   France  \n",
+       "2067      689.0        FR   France  \n",
+       "2068      722.0        FR   France  \n",
+       "2069      762.0        FR   France  \n",
+       "2070      926.0        FR   France  \n",
+       "2071     1113.0        FR   France  \n",
+       "2072     1236.0        FR   France  \n",
+       "2073      832.0        FR   France  \n",
+       "2074      459.0        FR   France  \n",
+       "2075      207.0        FR   France  \n",
+       "2076      190.0        FR   France  \n",
+       "2077      198.0        FR   France  \n",
+       "2078      224.0        FR   France  \n",
+       "2079      266.0        FR   France  \n",
+       "2080      219.0        FR   France  \n",
+       "2081      176.0        FR   France  \n",
+       "2082      163.0        FR   France  \n",
+       "2083      195.0        FR   France  \n",
+       "2084      308.0        FR   France  \n",
+       "2085      213.0        FR   France  \n",
+       "\n",
+       "[2085 rows x 10 columns]"
+      ]
+     },
+     "execution_count": 6,
+     "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": 7,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -152,10 +2148,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {
-    "collapsed": true
-   },
+   "execution_count": 8,
+   "metadata": {},
    "outputs": [],
    "source": [
     "sorted_data = data.set_index('period').sort_index()"
@@ -179,9 +2173,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 9,
    "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": 10,
    "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-10-0966cd984262>\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": []
   }