diff --git a/module3/exo1/analyse-syndrome-grippal.ipynb b/module3/exo1/analyse-syndrome-grippal.ipynb
index f074ed8cf5cca81cb378114f747aa745298a7cc4..bf3377e7e3beebb70ef511a2badceff3794ad7d2 100644
--- a/module3/exo1/analyse-syndrome-grippal.ipynb
+++ b/module3/exo1/analyse-syndrome-grippal.ipynb
@@ -80,11 +80,978 @@
   },
   {
    "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>202422</td>\n",
+       "      <td>3</td>\n",
+       "      <td>37012</td>\n",
+       "      <td>30436.0</td>\n",
+       "      <td>43588.0</td>\n",
+       "      <td>55</td>\n",
+       "      <td>45.0</td>\n",
+       "      <td>65.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>202421</td>\n",
+       "      <td>3</td>\n",
+       "      <td>21894</td>\n",
+       "      <td>17478.0</td>\n",
+       "      <td>26310.0</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>2</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>3</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>4</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>5</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>6</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>7</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>8</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>9</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>10</th>\n",
+       "      <td>202412</td>\n",
+       "      <td>3</td>\n",
+       "      <td>40639</td>\n",
+       "      <td>34582.0</td>\n",
+       "      <td>46696.0</td>\n",
+       "      <td>61</td>\n",
+       "      <td>52.0</td>\n",
+       "      <td>70.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>202411</td>\n",
+       "      <td>3</td>\n",
+       "      <td>50268</td>\n",
+       "      <td>43331.0</td>\n",
+       "      <td>57205.0</td>\n",
+       "      <td>75</td>\n",
+       "      <td>65.0</td>\n",
+       "      <td>85.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>202410</td>\n",
+       "      <td>3</td>\n",
+       "      <td>60107</td>\n",
+       "      <td>52623.0</td>\n",
+       "      <td>67591.0</td>\n",
+       "      <td>90</td>\n",
+       "      <td>79.0</td>\n",
+       "      <td>101.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>202409</td>\n",
+       "      <td>3</td>\n",
+       "      <td>71121</td>\n",
+       "      <td>62920.0</td>\n",
+       "      <td>79322.0</td>\n",
+       "      <td>107</td>\n",
+       "      <td>95.0</td>\n",
+       "      <td>119.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>202408</td>\n",
+       "      <td>3</td>\n",
+       "      <td>104566</td>\n",
+       "      <td>94520.0</td>\n",
+       "      <td>114612.0</td>\n",
+       "      <td>157</td>\n",
+       "      <td>142.0</td>\n",
+       "      <td>172.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>202407</td>\n",
+       "      <td>3</td>\n",
+       "      <td>138078</td>\n",
+       "      <td>127050.0</td>\n",
+       "      <td>149106.0</td>\n",
+       "      <td>207</td>\n",
+       "      <td>190.0</td>\n",
+       "      <td>224.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>202406</td>\n",
+       "      <td>3</td>\n",
+       "      <td>190062</td>\n",
+       "      <td>177955.0</td>\n",
+       "      <td>202169.0</td>\n",
+       "      <td>285</td>\n",
+       "      <td>267.0</td>\n",
+       "      <td>303.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>202405</td>\n",
+       "      <td>3</td>\n",
+       "      <td>216237</td>\n",
+       "      <td>203595.0</td>\n",
+       "      <td>228879.0</td>\n",
+       "      <td>324</td>\n",
+       "      <td>305.0</td>\n",
+       "      <td>343.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>202404</td>\n",
+       "      <td>3</td>\n",
+       "      <td>213196</td>\n",
+       "      <td>200547.0</td>\n",
+       "      <td>225845.0</td>\n",
+       "      <td>320</td>\n",
+       "      <td>301.0</td>\n",
+       "      <td>339.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>202403</td>\n",
+       "      <td>3</td>\n",
+       "      <td>163457</td>\n",
+       "      <td>152276.0</td>\n",
+       "      <td>174638.0</td>\n",
+       "      <td>245</td>\n",
+       "      <td>228.0</td>\n",
+       "      <td>262.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>202402</td>\n",
+       "      <td>3</td>\n",
+       "      <td>129436</td>\n",
+       "      <td>119453.0</td>\n",
+       "      <td>139419.0</td>\n",
+       "      <td>194</td>\n",
+       "      <td>179.0</td>\n",
+       "      <td>209.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>202401</td>\n",
+       "      <td>3</td>\n",
+       "      <td>120769</td>\n",
+       "      <td>109452.0</td>\n",
+       "      <td>132086.0</td>\n",
+       "      <td>181</td>\n",
+       "      <td>164.0</td>\n",
+       "      <td>198.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>202352</td>\n",
+       "      <td>3</td>\n",
+       "      <td>115446</td>\n",
+       "      <td>103738.0</td>\n",
+       "      <td>127154.0</td>\n",
+       "      <td>174</td>\n",
+       "      <td>156.0</td>\n",
+       "      <td>192.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>202351</td>\n",
+       "      <td>3</td>\n",
+       "      <td>148755</td>\n",
+       "      <td>136546.0</td>\n",
+       "      <td>160964.0</td>\n",
+       "      <td>224</td>\n",
+       "      <td>206.0</td>\n",
+       "      <td>242.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>202350</td>\n",
+       "      <td>3</td>\n",
+       "      <td>147971</td>\n",
+       "      <td>136787.0</td>\n",
+       "      <td>159155.0</td>\n",
+       "      <td>223</td>\n",
+       "      <td>206.0</td>\n",
+       "      <td>240.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>202349</td>\n",
+       "      <td>3</td>\n",
+       "      <td>147552</td>\n",
+       "      <td>136422.0</td>\n",
+       "      <td>158682.0</td>\n",
+       "      <td>222</td>\n",
+       "      <td>205.0</td>\n",
+       "      <td>239.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>202348</td>\n",
+       "      <td>3</td>\n",
+       "      <td>124204</td>\n",
+       "      <td>113479.0</td>\n",
+       "      <td>134929.0</td>\n",
+       "      <td>187</td>\n",
+       "      <td>171.0</td>\n",
+       "      <td>203.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>202347</td>\n",
+       "      <td>3</td>\n",
+       "      <td>110948</td>\n",
+       "      <td>100694.0</td>\n",
+       "      <td>121202.0</td>\n",
+       "      <td>167</td>\n",
+       "      <td>152.0</td>\n",
+       "      <td>182.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>202346</td>\n",
+       "      <td>3</td>\n",
+       "      <td>83894</td>\n",
+       "      <td>75134.0</td>\n",
+       "      <td>92654.0</td>\n",
+       "      <td>126</td>\n",
+       "      <td>113.0</td>\n",
+       "      <td>139.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>202345</td>\n",
+       "      <td>3</td>\n",
+       "      <td>72003</td>\n",
+       "      <td>63178.0</td>\n",
+       "      <td>80828.0</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>...</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>2036</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>2037</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>2038</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>2039</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>2040</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>2041</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>2042</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>2043</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>2044</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>2045</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>2046</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>2047</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>2048</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>2049</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>2050</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>2051</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>2052</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>2053</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>2054</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>2055</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>2056</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>2057</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>2058</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>2059</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>2060</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>2061</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>2062</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>2063</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>2064</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>2065</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>2066 rows × 10 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        week  indicator     inc   inc_low    inc_up inc100  inc100_low  \\\n",
+       "0     202422          3   37012   30436.0   43588.0     55        45.0   \n",
+       "1     202421          3   21894   17478.0   26310.0     33        26.0   \n",
+       "2     202420          3   20057   15780.0   24334.0     30        24.0   \n",
+       "3     202419          3   15375   11274.0   19476.0     23        17.0   \n",
+       "4     202418          3   22409   17653.0   27165.0     34        27.0   \n",
+       "5     202417          3   27042   21410.0   32674.0     41        33.0   \n",
+       "6     202416          3   28882   23305.0   34459.0     43        35.0   \n",
+       "7     202415          3   30229   24648.0   35810.0     45        37.0   \n",
+       "8     202414          3   31813   26529.0   37097.0     48        40.0   \n",
+       "9     202413          3   35090   29607.0   40573.0     53        45.0   \n",
+       "10    202412          3   40639   34582.0   46696.0     61        52.0   \n",
+       "11    202411          3   50268   43331.0   57205.0     75        65.0   \n",
+       "12    202410          3   60107   52623.0   67591.0     90        79.0   \n",
+       "13    202409          3   71121   62920.0   79322.0    107        95.0   \n",
+       "14    202408          3  104566   94520.0  114612.0    157       142.0   \n",
+       "15    202407          3  138078  127050.0  149106.0    207       190.0   \n",
+       "16    202406          3  190062  177955.0  202169.0    285       267.0   \n",
+       "17    202405          3  216237  203595.0  228879.0    324       305.0   \n",
+       "18    202404          3  213196  200547.0  225845.0    320       301.0   \n",
+       "19    202403          3  163457  152276.0  174638.0    245       228.0   \n",
+       "20    202402          3  129436  119453.0  139419.0    194       179.0   \n",
+       "21    202401          3  120769  109452.0  132086.0    181       164.0   \n",
+       "22    202352          3  115446  103738.0  127154.0    174       156.0   \n",
+       "23    202351          3  148755  136546.0  160964.0    224       206.0   \n",
+       "24    202350          3  147971  136787.0  159155.0    223       206.0   \n",
+       "25    202349          3  147552  136422.0  158682.0    222       205.0   \n",
+       "26    202348          3  124204  113479.0  134929.0    187       171.0   \n",
+       "27    202347          3  110948  100694.0  121202.0    167       152.0   \n",
+       "28    202346          3   83894   75134.0   92654.0    126       113.0   \n",
+       "29    202345          3   72003   63178.0   80828.0    108        95.0   \n",
+       "...      ...        ...     ...       ...       ...    ...         ...   \n",
+       "2036  198521          3   26096   19621.0   32571.0     47        35.0   \n",
+       "2037  198520          3   27896   20885.0   34907.0     51        38.0   \n",
+       "2038  198519          3   43154   32821.0   53487.0     78        59.0   \n",
+       "2039  198518          3   40555   29935.0   51175.0     74        55.0   \n",
+       "2040  198517          3   34053   24366.0   43740.0     62        44.0   \n",
+       "2041  198516          3   50362   36451.0   64273.0     91        66.0   \n",
+       "2042  198515          3   63881   45538.0   82224.0    116        83.0   \n",
+       "2043  198514          3  134545  114400.0  154690.0    244       207.0   \n",
+       "2044  198513          3  197206  176080.0  218332.0    357       319.0   \n",
+       "2045  198512          3  245240  223304.0  267176.0    445       405.0   \n",
+       "2046  198511          3  276205  252399.0  300011.0    501       458.0   \n",
+       "2047  198510          3  353231  326279.0  380183.0    640       591.0   \n",
+       "2048  198509          3  369895  341109.0  398681.0    670       618.0   \n",
+       "2049  198508          3  389886  359529.0  420243.0    707       652.0   \n",
+       "2050  198507          3  471852  432599.0  511105.0    855       784.0   \n",
+       "2051  198506          3  565825  518011.0  613639.0   1026       939.0   \n",
+       "2052  198505          3  637302  592795.0  681809.0   1155      1074.0   \n",
+       "2053  198504          3  424937  390794.0  459080.0    770       708.0   \n",
+       "2054  198503          3  213901  174689.0  253113.0    388       317.0   \n",
+       "2055  198502          3   97586   80949.0  114223.0    177       147.0   \n",
+       "2056  198501          3   85489   65918.0  105060.0    155       120.0   \n",
+       "2057  198452          3   84830   60602.0  109058.0    154       110.0   \n",
+       "2058  198451          3  101726   80242.0  123210.0    185       146.0   \n",
+       "2059  198450          3  123680  101401.0  145959.0    225       184.0   \n",
+       "2060  198449          3  101073   81684.0  120462.0    184       149.0   \n",
+       "2061  198448          3   78620   60634.0   96606.0    143       110.0   \n",
+       "2062  198447          3   72029   54274.0   89784.0    131        99.0   \n",
+       "2063  198446          3   87330   67686.0  106974.0    159       123.0   \n",
+       "2064  198445          3  135223  101414.0  169032.0    246       184.0   \n",
+       "2065  198444          3   68422   20056.0  116788.0    125        37.0   \n",
+       "\n",
+       "      inc100_up geo_insee geo_name  \n",
+       "0          65.0        FR   France  \n",
+       "1          40.0        FR   France  \n",
+       "2          36.0        FR   France  \n",
+       "3          29.0        FR   France  \n",
+       "4          41.0        FR   France  \n",
+       "5          49.0        FR   France  \n",
+       "6          51.0        FR   France  \n",
+       "7          53.0        FR   France  \n",
+       "8          56.0        FR   France  \n",
+       "9          61.0        FR   France  \n",
+       "10         70.0        FR   France  \n",
+       "11         85.0        FR   France  \n",
+       "12        101.0        FR   France  \n",
+       "13        119.0        FR   France  \n",
+       "14        172.0        FR   France  \n",
+       "15        224.0        FR   France  \n",
+       "16        303.0        FR   France  \n",
+       "17        343.0        FR   France  \n",
+       "18        339.0        FR   France  \n",
+       "19        262.0        FR   France  \n",
+       "20        209.0        FR   France  \n",
+       "21        198.0        FR   France  \n",
+       "22        192.0        FR   France  \n",
+       "23        242.0        FR   France  \n",
+       "24        240.0        FR   France  \n",
+       "25        239.0        FR   France  \n",
+       "26        203.0        FR   France  \n",
+       "27        182.0        FR   France  \n",
+       "28        139.0        FR   France  \n",
+       "29        121.0        FR   France  \n",
+       "...         ...       ...      ...  \n",
+       "2036       59.0        FR   France  \n",
+       "2037       64.0        FR   France  \n",
+       "2038       97.0        FR   France  \n",
+       "2039       93.0        FR   France  \n",
+       "2040       80.0        FR   France  \n",
+       "2041      116.0        FR   France  \n",
+       "2042      149.0        FR   France  \n",
+       "2043      281.0        FR   France  \n",
+       "2044      395.0        FR   France  \n",
+       "2045      485.0        FR   France  \n",
+       "2046      544.0        FR   France  \n",
+       "2047      689.0        FR   France  \n",
+       "2048      722.0        FR   France  \n",
+       "2049      762.0        FR   France  \n",
+       "2050      926.0        FR   France  \n",
+       "2051     1113.0        FR   France  \n",
+       "2052     1236.0        FR   France  \n",
+       "2053      832.0        FR   France  \n",
+       "2054      459.0        FR   France  \n",
+       "2055      207.0        FR   France  \n",
+       "2056      190.0        FR   France  \n",
+       "2057      198.0        FR   France  \n",
+       "2058      224.0        FR   France  \n",
+       "2059      266.0        FR   France  \n",
+       "2060      219.0        FR   France  \n",
+       "2061      176.0        FR   France  \n",
+       "2062      163.0        FR   France  \n",
+       "2063      195.0        FR   France  \n",
+       "2064      308.0        FR   France  \n",
+       "2065      213.0        FR   France  \n",
+       "\n",
+       "[2066 rows x 10 columns]"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "raw_data = pd.read_csv(data_url, encoding = 'iso-8859-1', skiprows=1)\n",
+    "raw_data = pd.read_csv(data_file, skiprows=1)\n",
     "raw_data"
    ]
   },
@@ -97,9 +1064,73 @@
   },
   {
    "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>1829</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",
+       "1829  198919          3   -      NaN     NaN      -         NaN        NaN   \n",
+       "\n",
+       "     geo_insee geo_name  \n",
+       "1829        FR   France  "
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "raw_data[raw_data.isnull().any(axis=1)]"
    ]
@@ -113,9 +1144,976 @@
   },
   {
    "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",
+       "        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>202422</td>\n",
+       "      <td>3</td>\n",
+       "      <td>37012</td>\n",
+       "      <td>30436.0</td>\n",
+       "      <td>43588.0</td>\n",
+       "      <td>55</td>\n",
+       "      <td>45.0</td>\n",
+       "      <td>65.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>202421</td>\n",
+       "      <td>3</td>\n",
+       "      <td>21894</td>\n",
+       "      <td>17478.0</td>\n",
+       "      <td>26310.0</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>2</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>3</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>4</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>5</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>6</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>7</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>8</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>9</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>10</th>\n",
+       "      <td>202412</td>\n",
+       "      <td>3</td>\n",
+       "      <td>40639</td>\n",
+       "      <td>34582.0</td>\n",
+       "      <td>46696.0</td>\n",
+       "      <td>61</td>\n",
+       "      <td>52.0</td>\n",
+       "      <td>70.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>202411</td>\n",
+       "      <td>3</td>\n",
+       "      <td>50268</td>\n",
+       "      <td>43331.0</td>\n",
+       "      <td>57205.0</td>\n",
+       "      <td>75</td>\n",
+       "      <td>65.0</td>\n",
+       "      <td>85.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>202410</td>\n",
+       "      <td>3</td>\n",
+       "      <td>60107</td>\n",
+       "      <td>52623.0</td>\n",
+       "      <td>67591.0</td>\n",
+       "      <td>90</td>\n",
+       "      <td>79.0</td>\n",
+       "      <td>101.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>202409</td>\n",
+       "      <td>3</td>\n",
+       "      <td>71121</td>\n",
+       "      <td>62920.0</td>\n",
+       "      <td>79322.0</td>\n",
+       "      <td>107</td>\n",
+       "      <td>95.0</td>\n",
+       "      <td>119.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>202408</td>\n",
+       "      <td>3</td>\n",
+       "      <td>104566</td>\n",
+       "      <td>94520.0</td>\n",
+       "      <td>114612.0</td>\n",
+       "      <td>157</td>\n",
+       "      <td>142.0</td>\n",
+       "      <td>172.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>202407</td>\n",
+       "      <td>3</td>\n",
+       "      <td>138078</td>\n",
+       "      <td>127050.0</td>\n",
+       "      <td>149106.0</td>\n",
+       "      <td>207</td>\n",
+       "      <td>190.0</td>\n",
+       "      <td>224.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>202406</td>\n",
+       "      <td>3</td>\n",
+       "      <td>190062</td>\n",
+       "      <td>177955.0</td>\n",
+       "      <td>202169.0</td>\n",
+       "      <td>285</td>\n",
+       "      <td>267.0</td>\n",
+       "      <td>303.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>202405</td>\n",
+       "      <td>3</td>\n",
+       "      <td>216237</td>\n",
+       "      <td>203595.0</td>\n",
+       "      <td>228879.0</td>\n",
+       "      <td>324</td>\n",
+       "      <td>305.0</td>\n",
+       "      <td>343.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>202404</td>\n",
+       "      <td>3</td>\n",
+       "      <td>213196</td>\n",
+       "      <td>200547.0</td>\n",
+       "      <td>225845.0</td>\n",
+       "      <td>320</td>\n",
+       "      <td>301.0</td>\n",
+       "      <td>339.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>202403</td>\n",
+       "      <td>3</td>\n",
+       "      <td>163457</td>\n",
+       "      <td>152276.0</td>\n",
+       "      <td>174638.0</td>\n",
+       "      <td>245</td>\n",
+       "      <td>228.0</td>\n",
+       "      <td>262.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>202402</td>\n",
+       "      <td>3</td>\n",
+       "      <td>129436</td>\n",
+       "      <td>119453.0</td>\n",
+       "      <td>139419.0</td>\n",
+       "      <td>194</td>\n",
+       "      <td>179.0</td>\n",
+       "      <td>209.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>202401</td>\n",
+       "      <td>3</td>\n",
+       "      <td>120769</td>\n",
+       "      <td>109452.0</td>\n",
+       "      <td>132086.0</td>\n",
+       "      <td>181</td>\n",
+       "      <td>164.0</td>\n",
+       "      <td>198.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>202352</td>\n",
+       "      <td>3</td>\n",
+       "      <td>115446</td>\n",
+       "      <td>103738.0</td>\n",
+       "      <td>127154.0</td>\n",
+       "      <td>174</td>\n",
+       "      <td>156.0</td>\n",
+       "      <td>192.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>202351</td>\n",
+       "      <td>3</td>\n",
+       "      <td>148755</td>\n",
+       "      <td>136546.0</td>\n",
+       "      <td>160964.0</td>\n",
+       "      <td>224</td>\n",
+       "      <td>206.0</td>\n",
+       "      <td>242.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>202350</td>\n",
+       "      <td>3</td>\n",
+       "      <td>147971</td>\n",
+       "      <td>136787.0</td>\n",
+       "      <td>159155.0</td>\n",
+       "      <td>223</td>\n",
+       "      <td>206.0</td>\n",
+       "      <td>240.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>202349</td>\n",
+       "      <td>3</td>\n",
+       "      <td>147552</td>\n",
+       "      <td>136422.0</td>\n",
+       "      <td>158682.0</td>\n",
+       "      <td>222</td>\n",
+       "      <td>205.0</td>\n",
+       "      <td>239.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>202348</td>\n",
+       "      <td>3</td>\n",
+       "      <td>124204</td>\n",
+       "      <td>113479.0</td>\n",
+       "      <td>134929.0</td>\n",
+       "      <td>187</td>\n",
+       "      <td>171.0</td>\n",
+       "      <td>203.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>202347</td>\n",
+       "      <td>3</td>\n",
+       "      <td>110948</td>\n",
+       "      <td>100694.0</td>\n",
+       "      <td>121202.0</td>\n",
+       "      <td>167</td>\n",
+       "      <td>152.0</td>\n",
+       "      <td>182.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>202346</td>\n",
+       "      <td>3</td>\n",
+       "      <td>83894</td>\n",
+       "      <td>75134.0</td>\n",
+       "      <td>92654.0</td>\n",
+       "      <td>126</td>\n",
+       "      <td>113.0</td>\n",
+       "      <td>139.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>202345</td>\n",
+       "      <td>3</td>\n",
+       "      <td>72003</td>\n",
+       "      <td>63178.0</td>\n",
+       "      <td>80828.0</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>...</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>2036</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>2037</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>2038</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>2039</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>2040</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>2041</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>2042</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>2043</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>2044</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>2045</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>2046</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>2047</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>2048</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>2049</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>2050</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>2051</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>2052</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>2053</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>2054</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>2055</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>2056</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>2057</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>2058</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>2059</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>2060</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>2061</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>2062</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>2063</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>2064</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>2065</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>2065 rows × 10 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        week  indicator     inc   inc_low    inc_up inc100  inc100_low  \\\n",
+       "0     202422          3   37012   30436.0   43588.0     55        45.0   \n",
+       "1     202421          3   21894   17478.0   26310.0     33        26.0   \n",
+       "2     202420          3   20057   15780.0   24334.0     30        24.0   \n",
+       "3     202419          3   15375   11274.0   19476.0     23        17.0   \n",
+       "4     202418          3   22409   17653.0   27165.0     34        27.0   \n",
+       "5     202417          3   27042   21410.0   32674.0     41        33.0   \n",
+       "6     202416          3   28882   23305.0   34459.0     43        35.0   \n",
+       "7     202415          3   30229   24648.0   35810.0     45        37.0   \n",
+       "8     202414          3   31813   26529.0   37097.0     48        40.0   \n",
+       "9     202413          3   35090   29607.0   40573.0     53        45.0   \n",
+       "10    202412          3   40639   34582.0   46696.0     61        52.0   \n",
+       "11    202411          3   50268   43331.0   57205.0     75        65.0   \n",
+       "12    202410          3   60107   52623.0   67591.0     90        79.0   \n",
+       "13    202409          3   71121   62920.0   79322.0    107        95.0   \n",
+       "14    202408          3  104566   94520.0  114612.0    157       142.0   \n",
+       "15    202407          3  138078  127050.0  149106.0    207       190.0   \n",
+       "16    202406          3  190062  177955.0  202169.0    285       267.0   \n",
+       "17    202405          3  216237  203595.0  228879.0    324       305.0   \n",
+       "18    202404          3  213196  200547.0  225845.0    320       301.0   \n",
+       "19    202403          3  163457  152276.0  174638.0    245       228.0   \n",
+       "20    202402          3  129436  119453.0  139419.0    194       179.0   \n",
+       "21    202401          3  120769  109452.0  132086.0    181       164.0   \n",
+       "22    202352          3  115446  103738.0  127154.0    174       156.0   \n",
+       "23    202351          3  148755  136546.0  160964.0    224       206.0   \n",
+       "24    202350          3  147971  136787.0  159155.0    223       206.0   \n",
+       "25    202349          3  147552  136422.0  158682.0    222       205.0   \n",
+       "26    202348          3  124204  113479.0  134929.0    187       171.0   \n",
+       "27    202347          3  110948  100694.0  121202.0    167       152.0   \n",
+       "28    202346          3   83894   75134.0   92654.0    126       113.0   \n",
+       "29    202345          3   72003   63178.0   80828.0    108        95.0   \n",
+       "...      ...        ...     ...       ...       ...    ...         ...   \n",
+       "2036  198521          3   26096   19621.0   32571.0     47        35.0   \n",
+       "2037  198520          3   27896   20885.0   34907.0     51        38.0   \n",
+       "2038  198519          3   43154   32821.0   53487.0     78        59.0   \n",
+       "2039  198518          3   40555   29935.0   51175.0     74        55.0   \n",
+       "2040  198517          3   34053   24366.0   43740.0     62        44.0   \n",
+       "2041  198516          3   50362   36451.0   64273.0     91        66.0   \n",
+       "2042  198515          3   63881   45538.0   82224.0    116        83.0   \n",
+       "2043  198514          3  134545  114400.0  154690.0    244       207.0   \n",
+       "2044  198513          3  197206  176080.0  218332.0    357       319.0   \n",
+       "2045  198512          3  245240  223304.0  267176.0    445       405.0   \n",
+       "2046  198511          3  276205  252399.0  300011.0    501       458.0   \n",
+       "2047  198510          3  353231  326279.0  380183.0    640       591.0   \n",
+       "2048  198509          3  369895  341109.0  398681.0    670       618.0   \n",
+       "2049  198508          3  389886  359529.0  420243.0    707       652.0   \n",
+       "2050  198507          3  471852  432599.0  511105.0    855       784.0   \n",
+       "2051  198506          3  565825  518011.0  613639.0   1026       939.0   \n",
+       "2052  198505          3  637302  592795.0  681809.0   1155      1074.0   \n",
+       "2053  198504          3  424937  390794.0  459080.0    770       708.0   \n",
+       "2054  198503          3  213901  174689.0  253113.0    388       317.0   \n",
+       "2055  198502          3   97586   80949.0  114223.0    177       147.0   \n",
+       "2056  198501          3   85489   65918.0  105060.0    155       120.0   \n",
+       "2057  198452          3   84830   60602.0  109058.0    154       110.0   \n",
+       "2058  198451          3  101726   80242.0  123210.0    185       146.0   \n",
+       "2059  198450          3  123680  101401.0  145959.0    225       184.0   \n",
+       "2060  198449          3  101073   81684.0  120462.0    184       149.0   \n",
+       "2061  198448          3   78620   60634.0   96606.0    143       110.0   \n",
+       "2062  198447          3   72029   54274.0   89784.0    131        99.0   \n",
+       "2063  198446          3   87330   67686.0  106974.0    159       123.0   \n",
+       "2064  198445          3  135223  101414.0  169032.0    246       184.0   \n",
+       "2065  198444          3   68422   20056.0  116788.0    125        37.0   \n",
+       "\n",
+       "      inc100_up geo_insee geo_name  \n",
+       "0          65.0        FR   France  \n",
+       "1          40.0        FR   France  \n",
+       "2          36.0        FR   France  \n",
+       "3          29.0        FR   France  \n",
+       "4          41.0        FR   France  \n",
+       "5          49.0        FR   France  \n",
+       "6          51.0        FR   France  \n",
+       "7          53.0        FR   France  \n",
+       "8          56.0        FR   France  \n",
+       "9          61.0        FR   France  \n",
+       "10         70.0        FR   France  \n",
+       "11         85.0        FR   France  \n",
+       "12        101.0        FR   France  \n",
+       "13        119.0        FR   France  \n",
+       "14        172.0        FR   France  \n",
+       "15        224.0        FR   France  \n",
+       "16        303.0        FR   France  \n",
+       "17        343.0        FR   France  \n",
+       "18        339.0        FR   France  \n",
+       "19        262.0        FR   France  \n",
+       "20        209.0        FR   France  \n",
+       "21        198.0        FR   France  \n",
+       "22        192.0        FR   France  \n",
+       "23        242.0        FR   France  \n",
+       "24        240.0        FR   France  \n",
+       "25        239.0        FR   France  \n",
+       "26        203.0        FR   France  \n",
+       "27        182.0        FR   France  \n",
+       "28        139.0        FR   France  \n",
+       "29        121.0        FR   France  \n",
+       "...         ...       ...      ...  \n",
+       "2036       59.0        FR   France  \n",
+       "2037       64.0        FR   France  \n",
+       "2038       97.0        FR   France  \n",
+       "2039       93.0        FR   France  \n",
+       "2040       80.0        FR   France  \n",
+       "2041      116.0        FR   France  \n",
+       "2042      149.0        FR   France  \n",
+       "2043      281.0        FR   France  \n",
+       "2044      395.0        FR   France  \n",
+       "2045      485.0        FR   France  \n",
+       "2046      544.0        FR   France  \n",
+       "2047      689.0        FR   France  \n",
+       "2048      722.0        FR   France  \n",
+       "2049      762.0        FR   France  \n",
+       "2050      926.0        FR   France  \n",
+       "2051     1113.0        FR   France  \n",
+       "2052     1236.0        FR   France  \n",
+       "2053      832.0        FR   France  \n",
+       "2054      459.0        FR   France  \n",
+       "2055      207.0        FR   France  \n",
+       "2056      190.0        FR   France  \n",
+       "2057      198.0        FR   France  \n",
+       "2058      224.0        FR   France  \n",
+       "2059      266.0        FR   France  \n",
+       "2060      219.0        FR   France  \n",
+       "2061      176.0        FR   France  \n",
+       "2062      163.0        FR   France  \n",
+       "2063      195.0        FR   France  \n",
+       "2064      308.0        FR   France  \n",
+       "2065      213.0        FR   France  \n",
+       "\n",
+       "[2065 rows x 10 columns]"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "data = raw_data.dropna().copy()\n",
     "data"
@@ -141,7 +2139,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -171,7 +2169,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -196,9 +2194,17 @@
   },
   {
    "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",
@@ -216,9 +2222,26 @@
   },
   {
    "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()"
    ]