diff --git a/module3/exo1/influenza-like-illness-analysis.ipynb b/module3/exo1/influenza-like-illness-analysis.ipynb
index 87092fc69cd90ff457ea56284b789cb0de199a41..26057cc31598f38afd8b8b8b6535bd0fd566f2ad 100644
--- a/module3/exo1/influenza-like-illness-analysis.ipynb
+++ b/module3/exo1/influenza-like-illness-analysis.ipynb
@@ -9,10 +9,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {
-    "collapsed": true
-   },
+   "execution_count": 1,
+   "metadata": {},
    "outputs": [],
    "source": [
     "%matplotlib inline\n",
@@ -30,13 +28,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {
-    "collapsed": true
-   },
+   "execution_count": 2,
+   "metadata": {},
    "outputs": [],
    "source": [
-    "data_url = \"http://www.sentiweb.fr/datasets/incidence-PAY-3.csv\""
+    " data_url = \"http://www.sentiweb.fr/datasets/incidence-PAY-3.csv\""
    ]
   },
   {
@@ -63,11 +59,978 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 3,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>week</th>\n",
+       "      <th>indicator</th>\n",
+       "      <th>inc</th>\n",
+       "      <th>inc_low</th>\n",
+       "      <th>inc_up</th>\n",
+       "      <th>inc100</th>\n",
+       "      <th>inc100_low</th>\n",
+       "      <th>inc100_up</th>\n",
+       "      <th>geo_insee</th>\n",
+       "      <th>geo_name</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>202524</td>\n",
+       "      <td>3</td>\n",
+       "      <td>22816</td>\n",
+       "      <td>17621.0</td>\n",
+       "      <td>28011.0</td>\n",
+       "      <td>34</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>42.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>202523</td>\n",
+       "      <td>3</td>\n",
+       "      <td>24564</td>\n",
+       "      <td>19382.0</td>\n",
+       "      <td>29746.0</td>\n",
+       "      <td>37</td>\n",
+       "      <td>29.0</td>\n",
+       "      <td>45.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>202522</td>\n",
+       "      <td>3</td>\n",
+       "      <td>18755</td>\n",
+       "      <td>14333.0</td>\n",
+       "      <td>23177.0</td>\n",
+       "      <td>28</td>\n",
+       "      <td>21.0</td>\n",
+       "      <td>35.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>202521</td>\n",
+       "      <td>3</td>\n",
+       "      <td>23760</td>\n",
+       "      <td>18671.0</td>\n",
+       "      <td>28849.0</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>4</th>\n",
+       "      <td>202520</td>\n",
+       "      <td>3</td>\n",
+       "      <td>20265</td>\n",
+       "      <td>15814.0</td>\n",
+       "      <td>24716.0</td>\n",
+       "      <td>30</td>\n",
+       "      <td>23.0</td>\n",
+       "      <td>37.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>202519</td>\n",
+       "      <td>3</td>\n",
+       "      <td>16264</td>\n",
+       "      <td>12394.0</td>\n",
+       "      <td>20134.0</td>\n",
+       "      <td>24</td>\n",
+       "      <td>18.0</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>202518</td>\n",
+       "      <td>3</td>\n",
+       "      <td>18115</td>\n",
+       "      <td>13975.0</td>\n",
+       "      <td>22255.0</td>\n",
+       "      <td>27</td>\n",
+       "      <td>21.0</td>\n",
+       "      <td>33.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>202517</td>\n",
+       "      <td>3</td>\n",
+       "      <td>22150</td>\n",
+       "      <td>17291.0</td>\n",
+       "      <td>27009.0</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>8</th>\n",
+       "      <td>202516</td>\n",
+       "      <td>3</td>\n",
+       "      <td>28564</td>\n",
+       "      <td>22550.0</td>\n",
+       "      <td>34578.0</td>\n",
+       "      <td>43</td>\n",
+       "      <td>34.0</td>\n",
+       "      <td>52.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>202515</td>\n",
+       "      <td>3</td>\n",
+       "      <td>35721</td>\n",
+       "      <td>29592.0</td>\n",
+       "      <td>41850.0</td>\n",
+       "      <td>53</td>\n",
+       "      <td>44.0</td>\n",
+       "      <td>62.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>202514</td>\n",
+       "      <td>3</td>\n",
+       "      <td>37579</td>\n",
+       "      <td>31232.0</td>\n",
+       "      <td>43926.0</td>\n",
+       "      <td>56</td>\n",
+       "      <td>47.0</td>\n",
+       "      <td>65.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>202513</td>\n",
+       "      <td>3</td>\n",
+       "      <td>39673</td>\n",
+       "      <td>33686.0</td>\n",
+       "      <td>45660.0</td>\n",
+       "      <td>59</td>\n",
+       "      <td>50.0</td>\n",
+       "      <td>68.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>202512</td>\n",
+       "      <td>3</td>\n",
+       "      <td>52543</td>\n",
+       "      <td>45627.0</td>\n",
+       "      <td>59459.0</td>\n",
+       "      <td>78</td>\n",
+       "      <td>68.0</td>\n",
+       "      <td>88.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>202511</td>\n",
+       "      <td>3</td>\n",
+       "      <td>59469</td>\n",
+       "      <td>52154.0</td>\n",
+       "      <td>66784.0</td>\n",
+       "      <td>89</td>\n",
+       "      <td>78.0</td>\n",
+       "      <td>100.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>202510</td>\n",
+       "      <td>3</td>\n",
+       "      <td>60334</td>\n",
+       "      <td>53048.0</td>\n",
+       "      <td>67620.0</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>15</th>\n",
+       "      <td>202509</td>\n",
+       "      <td>3</td>\n",
+       "      <td>84531</td>\n",
+       "      <td>74994.0</td>\n",
+       "      <td>94068.0</td>\n",
+       "      <td>126</td>\n",
+       "      <td>112.0</td>\n",
+       "      <td>140.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>202508</td>\n",
+       "      <td>3</td>\n",
+       "      <td>136020</td>\n",
+       "      <td>124824.0</td>\n",
+       "      <td>147216.0</td>\n",
+       "      <td>203</td>\n",
+       "      <td>186.0</td>\n",
+       "      <td>220.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>202507</td>\n",
+       "      <td>3</td>\n",
+       "      <td>208952</td>\n",
+       "      <td>195988.0</td>\n",
+       "      <td>221916.0</td>\n",
+       "      <td>312</td>\n",
+       "      <td>293.0</td>\n",
+       "      <td>331.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>202506</td>\n",
+       "      <td>3</td>\n",
+       "      <td>273519</td>\n",
+       "      <td>258159.0</td>\n",
+       "      <td>288879.0</td>\n",
+       "      <td>408</td>\n",
+       "      <td>385.0</td>\n",
+       "      <td>431.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>202505</td>\n",
+       "      <td>3</td>\n",
+       "      <td>334395</td>\n",
+       "      <td>318416.0</td>\n",
+       "      <td>350374.0</td>\n",
+       "      <td>499</td>\n",
+       "      <td>475.0</td>\n",
+       "      <td>523.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>202504</td>\n",
+       "      <td>3</td>\n",
+       "      <td>350043</td>\n",
+       "      <td>332885.0</td>\n",
+       "      <td>367201.0</td>\n",
+       "      <td>522</td>\n",
+       "      <td>496.0</td>\n",
+       "      <td>548.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>202503</td>\n",
+       "      <td>3</td>\n",
+       "      <td>252772</td>\n",
+       "      <td>238917.0</td>\n",
+       "      <td>266627.0</td>\n",
+       "      <td>377</td>\n",
+       "      <td>356.0</td>\n",
+       "      <td>398.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>202502</td>\n",
+       "      <td>3</td>\n",
+       "      <td>257247</td>\n",
+       "      <td>242991.0</td>\n",
+       "      <td>271503.0</td>\n",
+       "      <td>384</td>\n",
+       "      <td>363.0</td>\n",
+       "      <td>405.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>202501</td>\n",
+       "      <td>3</td>\n",
+       "      <td>231549</td>\n",
+       "      <td>214627.0</td>\n",
+       "      <td>248471.0</td>\n",
+       "      <td>345</td>\n",
+       "      <td>320.0</td>\n",
+       "      <td>370.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>202452</td>\n",
+       "      <td>3</td>\n",
+       "      <td>201726</td>\n",
+       "      <td>185870.0</td>\n",
+       "      <td>217582.0</td>\n",
+       "      <td>302</td>\n",
+       "      <td>278.0</td>\n",
+       "      <td>326.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>202451</td>\n",
+       "      <td>3</td>\n",
+       "      <td>201697</td>\n",
+       "      <td>187843.0</td>\n",
+       "      <td>215551.0</td>\n",
+       "      <td>302</td>\n",
+       "      <td>281.0</td>\n",
+       "      <td>323.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>202450</td>\n",
+       "      <td>3</td>\n",
+       "      <td>136694</td>\n",
+       "      <td>126369.0</td>\n",
+       "      <td>147019.0</td>\n",
+       "      <td>205</td>\n",
+       "      <td>190.0</td>\n",
+       "      <td>220.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>202449</td>\n",
+       "      <td>3</td>\n",
+       "      <td>108487</td>\n",
+       "      <td>99037.0</td>\n",
+       "      <td>117937.0</td>\n",
+       "      <td>163</td>\n",
+       "      <td>149.0</td>\n",
+       "      <td>177.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>202448</td>\n",
+       "      <td>3</td>\n",
+       "      <td>87381</td>\n",
+       "      <td>78687.0</td>\n",
+       "      <td>96075.0</td>\n",
+       "      <td>131</td>\n",
+       "      <td>118.0</td>\n",
+       "      <td>144.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>202447</td>\n",
+       "      <td>3</td>\n",
+       "      <td>76286</td>\n",
+       "      <td>67626.0</td>\n",
+       "      <td>84946.0</td>\n",
+       "      <td>114</td>\n",
+       "      <td>101.0</td>\n",
+       "      <td>127.0</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>2090</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>2091</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>2092</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>2093</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>2094</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>2095</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>2096</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>2097</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>2098</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>2099</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>2100</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>2101</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>2102</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>2103</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>2104</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>2105</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>2106</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>2107</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>2108</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>2109</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>2110</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>2111</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>2112</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>2113</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>2114</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>2115</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>2116</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>2117</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>2118</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>2119</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>2120 rows × 10 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        week  indicator     inc   inc_low    inc_up inc100  inc100_low  \\\n",
+       "0     202524          3   22816   17621.0   28011.0     34        26.0   \n",
+       "1     202523          3   24564   19382.0   29746.0     37        29.0   \n",
+       "2     202522          3   18755   14333.0   23177.0     28        21.0   \n",
+       "3     202521          3   23760   18671.0   28849.0     35        27.0   \n",
+       "4     202520          3   20265   15814.0   24716.0     30        23.0   \n",
+       "5     202519          3   16264   12394.0   20134.0     24        18.0   \n",
+       "6     202518          3   18115   13975.0   22255.0     27        21.0   \n",
+       "7     202517          3   22150   17291.0   27009.0     33        26.0   \n",
+       "8     202516          3   28564   22550.0   34578.0     43        34.0   \n",
+       "9     202515          3   35721   29592.0   41850.0     53        44.0   \n",
+       "10    202514          3   37579   31232.0   43926.0     56        47.0   \n",
+       "11    202513          3   39673   33686.0   45660.0     59        50.0   \n",
+       "12    202512          3   52543   45627.0   59459.0     78        68.0   \n",
+       "13    202511          3   59469   52154.0   66784.0     89        78.0   \n",
+       "14    202510          3   60334   53048.0   67620.0     90        79.0   \n",
+       "15    202509          3   84531   74994.0   94068.0    126       112.0   \n",
+       "16    202508          3  136020  124824.0  147216.0    203       186.0   \n",
+       "17    202507          3  208952  195988.0  221916.0    312       293.0   \n",
+       "18    202506          3  273519  258159.0  288879.0    408       385.0   \n",
+       "19    202505          3  334395  318416.0  350374.0    499       475.0   \n",
+       "20    202504          3  350043  332885.0  367201.0    522       496.0   \n",
+       "21    202503          3  252772  238917.0  266627.0    377       356.0   \n",
+       "22    202502          3  257247  242991.0  271503.0    384       363.0   \n",
+       "23    202501          3  231549  214627.0  248471.0    345       320.0   \n",
+       "24    202452          3  201726  185870.0  217582.0    302       278.0   \n",
+       "25    202451          3  201697  187843.0  215551.0    302       281.0   \n",
+       "26    202450          3  136694  126369.0  147019.0    205       190.0   \n",
+       "27    202449          3  108487   99037.0  117937.0    163       149.0   \n",
+       "28    202448          3   87381   78687.0   96075.0    131       118.0   \n",
+       "29    202447          3   76286   67626.0   84946.0    114       101.0   \n",
+       "...      ...        ...     ...       ...       ...    ...         ...   \n",
+       "2090  198521          3   26096   19621.0   32571.0     47        35.0   \n",
+       "2091  198520          3   27896   20885.0   34907.0     51        38.0   \n",
+       "2092  198519          3   43154   32821.0   53487.0     78        59.0   \n",
+       "2093  198518          3   40555   29935.0   51175.0     74        55.0   \n",
+       "2094  198517          3   34053   24366.0   43740.0     62        44.0   \n",
+       "2095  198516          3   50362   36451.0   64273.0     91        66.0   \n",
+       "2096  198515          3   63881   45538.0   82224.0    116        83.0   \n",
+       "2097  198514          3  134545  114400.0  154690.0    244       207.0   \n",
+       "2098  198513          3  197206  176080.0  218332.0    357       319.0   \n",
+       "2099  198512          3  245240  223304.0  267176.0    445       405.0   \n",
+       "2100  198511          3  276205  252399.0  300011.0    501       458.0   \n",
+       "2101  198510          3  353231  326279.0  380183.0    640       591.0   \n",
+       "2102  198509          3  369895  341109.0  398681.0    670       618.0   \n",
+       "2103  198508          3  389886  359529.0  420243.0    707       652.0   \n",
+       "2104  198507          3  471852  432599.0  511105.0    855       784.0   \n",
+       "2105  198506          3  565825  518011.0  613639.0   1026       939.0   \n",
+       "2106  198505          3  637302  592795.0  681809.0   1155      1074.0   \n",
+       "2107  198504          3  424937  390794.0  459080.0    770       708.0   \n",
+       "2108  198503          3  213901  174689.0  253113.0    388       317.0   \n",
+       "2109  198502          3   97586   80949.0  114223.0    177       147.0   \n",
+       "2110  198501          3   85489   65918.0  105060.0    155       120.0   \n",
+       "2111  198452          3   84830   60602.0  109058.0    154       110.0   \n",
+       "2112  198451          3  101726   80242.0  123210.0    185       146.0   \n",
+       "2113  198450          3  123680  101401.0  145959.0    225       184.0   \n",
+       "2114  198449          3  101073   81684.0  120462.0    184       149.0   \n",
+       "2115  198448          3   78620   60634.0   96606.0    143       110.0   \n",
+       "2116  198447          3   72029   54274.0   89784.0    131        99.0   \n",
+       "2117  198446          3   87330   67686.0  106974.0    159       123.0   \n",
+       "2118  198445          3  135223  101414.0  169032.0    246       184.0   \n",
+       "2119  198444          3   68422   20056.0  116788.0    125        37.0   \n",
+       "\n",
+       "      inc100_up geo_insee geo_name  \n",
+       "0          42.0        FR   France  \n",
+       "1          45.0        FR   France  \n",
+       "2          35.0        FR   France  \n",
+       "3          43.0        FR   France  \n",
+       "4          37.0        FR   France  \n",
+       "5          30.0        FR   France  \n",
+       "6          33.0        FR   France  \n",
+       "7          40.0        FR   France  \n",
+       "8          52.0        FR   France  \n",
+       "9          62.0        FR   France  \n",
+       "10         65.0        FR   France  \n",
+       "11         68.0        FR   France  \n",
+       "12         88.0        FR   France  \n",
+       "13        100.0        FR   France  \n",
+       "14        101.0        FR   France  \n",
+       "15        140.0        FR   France  \n",
+       "16        220.0        FR   France  \n",
+       "17        331.0        FR   France  \n",
+       "18        431.0        FR   France  \n",
+       "19        523.0        FR   France  \n",
+       "20        548.0        FR   France  \n",
+       "21        398.0        FR   France  \n",
+       "22        405.0        FR   France  \n",
+       "23        370.0        FR   France  \n",
+       "24        326.0        FR   France  \n",
+       "25        323.0        FR   France  \n",
+       "26        220.0        FR   France  \n",
+       "27        177.0        FR   France  \n",
+       "28        144.0        FR   France  \n",
+       "29        127.0        FR   France  \n",
+       "...         ...       ...      ...  \n",
+       "2090       59.0        FR   France  \n",
+       "2091       64.0        FR   France  \n",
+       "2092       97.0        FR   France  \n",
+       "2093       93.0        FR   France  \n",
+       "2094       80.0        FR   France  \n",
+       "2095      116.0        FR   France  \n",
+       "2096      149.0        FR   France  \n",
+       "2097      281.0        FR   France  \n",
+       "2098      395.0        FR   France  \n",
+       "2099      485.0        FR   France  \n",
+       "2100      544.0        FR   France  \n",
+       "2101      689.0        FR   France  \n",
+       "2102      722.0        FR   France  \n",
+       "2103      762.0        FR   France  \n",
+       "2104      926.0        FR   France  \n",
+       "2105     1113.0        FR   France  \n",
+       "2106     1236.0        FR   France  \n",
+       "2107      832.0        FR   France  \n",
+       "2108      459.0        FR   France  \n",
+       "2109      207.0        FR   France  \n",
+       "2110      190.0        FR   France  \n",
+       "2111      198.0        FR   France  \n",
+       "2112      224.0        FR   France  \n",
+       "2113      266.0        FR   France  \n",
+       "2114      219.0        FR   France  \n",
+       "2115      176.0        FR   France  \n",
+       "2116      163.0        FR   France  \n",
+       "2117      195.0        FR   France  \n",
+       "2118      308.0        FR   France  \n",
+       "2119      213.0        FR   France  \n",
+       "\n",
+       "[2120 rows x 10 columns]"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "raw_data = pd.read_csv(data_url, skiprows=1)\n",
+    "raw_data = pd.read_csv(data_url, encoding = 'iso-8859-1', skiprows=1)\n",
     "raw_data"
    ]
   },
@@ -80,11 +1043,75 @@
   },
   {
    "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>1883</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",
+       "1883  198919          3   -      NaN     NaN      -         NaN        NaN   \n",
+       "\n",
+       "     geo_insee geo_name  \n",
+       "1883        FR   France  "
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "raw_data[raw_data.isnull().any(axis=1)]"
+    " raw_data[raw_data.isnull().any(axis=1)]"
    ]
   },
   {
@@ -96,9 +1123,976 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 5,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        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>202524</td>\n",
+       "      <td>3</td>\n",
+       "      <td>22816</td>\n",
+       "      <td>17621.0</td>\n",
+       "      <td>28011.0</td>\n",
+       "      <td>34</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>42.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>202523</td>\n",
+       "      <td>3</td>\n",
+       "      <td>24564</td>\n",
+       "      <td>19382.0</td>\n",
+       "      <td>29746.0</td>\n",
+       "      <td>37</td>\n",
+       "      <td>29.0</td>\n",
+       "      <td>45.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>202522</td>\n",
+       "      <td>3</td>\n",
+       "      <td>18755</td>\n",
+       "      <td>14333.0</td>\n",
+       "      <td>23177.0</td>\n",
+       "      <td>28</td>\n",
+       "      <td>21.0</td>\n",
+       "      <td>35.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>202521</td>\n",
+       "      <td>3</td>\n",
+       "      <td>23760</td>\n",
+       "      <td>18671.0</td>\n",
+       "      <td>28849.0</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>4</th>\n",
+       "      <td>202520</td>\n",
+       "      <td>3</td>\n",
+       "      <td>20265</td>\n",
+       "      <td>15814.0</td>\n",
+       "      <td>24716.0</td>\n",
+       "      <td>30</td>\n",
+       "      <td>23.0</td>\n",
+       "      <td>37.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>202519</td>\n",
+       "      <td>3</td>\n",
+       "      <td>16264</td>\n",
+       "      <td>12394.0</td>\n",
+       "      <td>20134.0</td>\n",
+       "      <td>24</td>\n",
+       "      <td>18.0</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>202518</td>\n",
+       "      <td>3</td>\n",
+       "      <td>18115</td>\n",
+       "      <td>13975.0</td>\n",
+       "      <td>22255.0</td>\n",
+       "      <td>27</td>\n",
+       "      <td>21.0</td>\n",
+       "      <td>33.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>202517</td>\n",
+       "      <td>3</td>\n",
+       "      <td>22150</td>\n",
+       "      <td>17291.0</td>\n",
+       "      <td>27009.0</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>8</th>\n",
+       "      <td>202516</td>\n",
+       "      <td>3</td>\n",
+       "      <td>28564</td>\n",
+       "      <td>22550.0</td>\n",
+       "      <td>34578.0</td>\n",
+       "      <td>43</td>\n",
+       "      <td>34.0</td>\n",
+       "      <td>52.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>202515</td>\n",
+       "      <td>3</td>\n",
+       "      <td>35721</td>\n",
+       "      <td>29592.0</td>\n",
+       "      <td>41850.0</td>\n",
+       "      <td>53</td>\n",
+       "      <td>44.0</td>\n",
+       "      <td>62.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>202514</td>\n",
+       "      <td>3</td>\n",
+       "      <td>37579</td>\n",
+       "      <td>31232.0</td>\n",
+       "      <td>43926.0</td>\n",
+       "      <td>56</td>\n",
+       "      <td>47.0</td>\n",
+       "      <td>65.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>202513</td>\n",
+       "      <td>3</td>\n",
+       "      <td>39673</td>\n",
+       "      <td>33686.0</td>\n",
+       "      <td>45660.0</td>\n",
+       "      <td>59</td>\n",
+       "      <td>50.0</td>\n",
+       "      <td>68.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>202512</td>\n",
+       "      <td>3</td>\n",
+       "      <td>52543</td>\n",
+       "      <td>45627.0</td>\n",
+       "      <td>59459.0</td>\n",
+       "      <td>78</td>\n",
+       "      <td>68.0</td>\n",
+       "      <td>88.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>202511</td>\n",
+       "      <td>3</td>\n",
+       "      <td>59469</td>\n",
+       "      <td>52154.0</td>\n",
+       "      <td>66784.0</td>\n",
+       "      <td>89</td>\n",
+       "      <td>78.0</td>\n",
+       "      <td>100.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>202510</td>\n",
+       "      <td>3</td>\n",
+       "      <td>60334</td>\n",
+       "      <td>53048.0</td>\n",
+       "      <td>67620.0</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>15</th>\n",
+       "      <td>202509</td>\n",
+       "      <td>3</td>\n",
+       "      <td>84531</td>\n",
+       "      <td>74994.0</td>\n",
+       "      <td>94068.0</td>\n",
+       "      <td>126</td>\n",
+       "      <td>112.0</td>\n",
+       "      <td>140.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>202508</td>\n",
+       "      <td>3</td>\n",
+       "      <td>136020</td>\n",
+       "      <td>124824.0</td>\n",
+       "      <td>147216.0</td>\n",
+       "      <td>203</td>\n",
+       "      <td>186.0</td>\n",
+       "      <td>220.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>202507</td>\n",
+       "      <td>3</td>\n",
+       "      <td>208952</td>\n",
+       "      <td>195988.0</td>\n",
+       "      <td>221916.0</td>\n",
+       "      <td>312</td>\n",
+       "      <td>293.0</td>\n",
+       "      <td>331.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>202506</td>\n",
+       "      <td>3</td>\n",
+       "      <td>273519</td>\n",
+       "      <td>258159.0</td>\n",
+       "      <td>288879.0</td>\n",
+       "      <td>408</td>\n",
+       "      <td>385.0</td>\n",
+       "      <td>431.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>202505</td>\n",
+       "      <td>3</td>\n",
+       "      <td>334395</td>\n",
+       "      <td>318416.0</td>\n",
+       "      <td>350374.0</td>\n",
+       "      <td>499</td>\n",
+       "      <td>475.0</td>\n",
+       "      <td>523.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>202504</td>\n",
+       "      <td>3</td>\n",
+       "      <td>350043</td>\n",
+       "      <td>332885.0</td>\n",
+       "      <td>367201.0</td>\n",
+       "      <td>522</td>\n",
+       "      <td>496.0</td>\n",
+       "      <td>548.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>202503</td>\n",
+       "      <td>3</td>\n",
+       "      <td>252772</td>\n",
+       "      <td>238917.0</td>\n",
+       "      <td>266627.0</td>\n",
+       "      <td>377</td>\n",
+       "      <td>356.0</td>\n",
+       "      <td>398.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>202502</td>\n",
+       "      <td>3</td>\n",
+       "      <td>257247</td>\n",
+       "      <td>242991.0</td>\n",
+       "      <td>271503.0</td>\n",
+       "      <td>384</td>\n",
+       "      <td>363.0</td>\n",
+       "      <td>405.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>202501</td>\n",
+       "      <td>3</td>\n",
+       "      <td>231549</td>\n",
+       "      <td>214627.0</td>\n",
+       "      <td>248471.0</td>\n",
+       "      <td>345</td>\n",
+       "      <td>320.0</td>\n",
+       "      <td>370.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>202452</td>\n",
+       "      <td>3</td>\n",
+       "      <td>201726</td>\n",
+       "      <td>185870.0</td>\n",
+       "      <td>217582.0</td>\n",
+       "      <td>302</td>\n",
+       "      <td>278.0</td>\n",
+       "      <td>326.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>202451</td>\n",
+       "      <td>3</td>\n",
+       "      <td>201697</td>\n",
+       "      <td>187843.0</td>\n",
+       "      <td>215551.0</td>\n",
+       "      <td>302</td>\n",
+       "      <td>281.0</td>\n",
+       "      <td>323.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>202450</td>\n",
+       "      <td>3</td>\n",
+       "      <td>136694</td>\n",
+       "      <td>126369.0</td>\n",
+       "      <td>147019.0</td>\n",
+       "      <td>205</td>\n",
+       "      <td>190.0</td>\n",
+       "      <td>220.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>202449</td>\n",
+       "      <td>3</td>\n",
+       "      <td>108487</td>\n",
+       "      <td>99037.0</td>\n",
+       "      <td>117937.0</td>\n",
+       "      <td>163</td>\n",
+       "      <td>149.0</td>\n",
+       "      <td>177.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>202448</td>\n",
+       "      <td>3</td>\n",
+       "      <td>87381</td>\n",
+       "      <td>78687.0</td>\n",
+       "      <td>96075.0</td>\n",
+       "      <td>131</td>\n",
+       "      <td>118.0</td>\n",
+       "      <td>144.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>202447</td>\n",
+       "      <td>3</td>\n",
+       "      <td>76286</td>\n",
+       "      <td>67626.0</td>\n",
+       "      <td>84946.0</td>\n",
+       "      <td>114</td>\n",
+       "      <td>101.0</td>\n",
+       "      <td>127.0</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>2090</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>2091</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>2092</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>2093</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>2094</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>2095</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>2096</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>2097</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>2098</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>2099</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>2100</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>2101</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>2102</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>2103</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>2104</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>2105</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>2106</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>2107</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>2108</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>2109</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>2110</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>2111</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>2112</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>2113</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>2114</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>2115</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>2116</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>2117</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>2118</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>2119</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>2119 rows × 10 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        week  indicator     inc   inc_low    inc_up inc100  inc100_low  \\\n",
+       "0     202524          3   22816   17621.0   28011.0     34        26.0   \n",
+       "1     202523          3   24564   19382.0   29746.0     37        29.0   \n",
+       "2     202522          3   18755   14333.0   23177.0     28        21.0   \n",
+       "3     202521          3   23760   18671.0   28849.0     35        27.0   \n",
+       "4     202520          3   20265   15814.0   24716.0     30        23.0   \n",
+       "5     202519          3   16264   12394.0   20134.0     24        18.0   \n",
+       "6     202518          3   18115   13975.0   22255.0     27        21.0   \n",
+       "7     202517          3   22150   17291.0   27009.0     33        26.0   \n",
+       "8     202516          3   28564   22550.0   34578.0     43        34.0   \n",
+       "9     202515          3   35721   29592.0   41850.0     53        44.0   \n",
+       "10    202514          3   37579   31232.0   43926.0     56        47.0   \n",
+       "11    202513          3   39673   33686.0   45660.0     59        50.0   \n",
+       "12    202512          3   52543   45627.0   59459.0     78        68.0   \n",
+       "13    202511          3   59469   52154.0   66784.0     89        78.0   \n",
+       "14    202510          3   60334   53048.0   67620.0     90        79.0   \n",
+       "15    202509          3   84531   74994.0   94068.0    126       112.0   \n",
+       "16    202508          3  136020  124824.0  147216.0    203       186.0   \n",
+       "17    202507          3  208952  195988.0  221916.0    312       293.0   \n",
+       "18    202506          3  273519  258159.0  288879.0    408       385.0   \n",
+       "19    202505          3  334395  318416.0  350374.0    499       475.0   \n",
+       "20    202504          3  350043  332885.0  367201.0    522       496.0   \n",
+       "21    202503          3  252772  238917.0  266627.0    377       356.0   \n",
+       "22    202502          3  257247  242991.0  271503.0    384       363.0   \n",
+       "23    202501          3  231549  214627.0  248471.0    345       320.0   \n",
+       "24    202452          3  201726  185870.0  217582.0    302       278.0   \n",
+       "25    202451          3  201697  187843.0  215551.0    302       281.0   \n",
+       "26    202450          3  136694  126369.0  147019.0    205       190.0   \n",
+       "27    202449          3  108487   99037.0  117937.0    163       149.0   \n",
+       "28    202448          3   87381   78687.0   96075.0    131       118.0   \n",
+       "29    202447          3   76286   67626.0   84946.0    114       101.0   \n",
+       "...      ...        ...     ...       ...       ...    ...         ...   \n",
+       "2090  198521          3   26096   19621.0   32571.0     47        35.0   \n",
+       "2091  198520          3   27896   20885.0   34907.0     51        38.0   \n",
+       "2092  198519          3   43154   32821.0   53487.0     78        59.0   \n",
+       "2093  198518          3   40555   29935.0   51175.0     74        55.0   \n",
+       "2094  198517          3   34053   24366.0   43740.0     62        44.0   \n",
+       "2095  198516          3   50362   36451.0   64273.0     91        66.0   \n",
+       "2096  198515          3   63881   45538.0   82224.0    116        83.0   \n",
+       "2097  198514          3  134545  114400.0  154690.0    244       207.0   \n",
+       "2098  198513          3  197206  176080.0  218332.0    357       319.0   \n",
+       "2099  198512          3  245240  223304.0  267176.0    445       405.0   \n",
+       "2100  198511          3  276205  252399.0  300011.0    501       458.0   \n",
+       "2101  198510          3  353231  326279.0  380183.0    640       591.0   \n",
+       "2102  198509          3  369895  341109.0  398681.0    670       618.0   \n",
+       "2103  198508          3  389886  359529.0  420243.0    707       652.0   \n",
+       "2104  198507          3  471852  432599.0  511105.0    855       784.0   \n",
+       "2105  198506          3  565825  518011.0  613639.0   1026       939.0   \n",
+       "2106  198505          3  637302  592795.0  681809.0   1155      1074.0   \n",
+       "2107  198504          3  424937  390794.0  459080.0    770       708.0   \n",
+       "2108  198503          3  213901  174689.0  253113.0    388       317.0   \n",
+       "2109  198502          3   97586   80949.0  114223.0    177       147.0   \n",
+       "2110  198501          3   85489   65918.0  105060.0    155       120.0   \n",
+       "2111  198452          3   84830   60602.0  109058.0    154       110.0   \n",
+       "2112  198451          3  101726   80242.0  123210.0    185       146.0   \n",
+       "2113  198450          3  123680  101401.0  145959.0    225       184.0   \n",
+       "2114  198449          3  101073   81684.0  120462.0    184       149.0   \n",
+       "2115  198448          3   78620   60634.0   96606.0    143       110.0   \n",
+       "2116  198447          3   72029   54274.0   89784.0    131        99.0   \n",
+       "2117  198446          3   87330   67686.0  106974.0    159       123.0   \n",
+       "2118  198445          3  135223  101414.0  169032.0    246       184.0   \n",
+       "2119  198444          3   68422   20056.0  116788.0    125        37.0   \n",
+       "\n",
+       "      inc100_up geo_insee geo_name  \n",
+       "0          42.0        FR   France  \n",
+       "1          45.0        FR   France  \n",
+       "2          35.0        FR   France  \n",
+       "3          43.0        FR   France  \n",
+       "4          37.0        FR   France  \n",
+       "5          30.0        FR   France  \n",
+       "6          33.0        FR   France  \n",
+       "7          40.0        FR   France  \n",
+       "8          52.0        FR   France  \n",
+       "9          62.0        FR   France  \n",
+       "10         65.0        FR   France  \n",
+       "11         68.0        FR   France  \n",
+       "12         88.0        FR   France  \n",
+       "13        100.0        FR   France  \n",
+       "14        101.0        FR   France  \n",
+       "15        140.0        FR   France  \n",
+       "16        220.0        FR   France  \n",
+       "17        331.0        FR   France  \n",
+       "18        431.0        FR   France  \n",
+       "19        523.0        FR   France  \n",
+       "20        548.0        FR   France  \n",
+       "21        398.0        FR   France  \n",
+       "22        405.0        FR   France  \n",
+       "23        370.0        FR   France  \n",
+       "24        326.0        FR   France  \n",
+       "25        323.0        FR   France  \n",
+       "26        220.0        FR   France  \n",
+       "27        177.0        FR   France  \n",
+       "28        144.0        FR   France  \n",
+       "29        127.0        FR   France  \n",
+       "...         ...       ...      ...  \n",
+       "2090       59.0        FR   France  \n",
+       "2091       64.0        FR   France  \n",
+       "2092       97.0        FR   France  \n",
+       "2093       93.0        FR   France  \n",
+       "2094       80.0        FR   France  \n",
+       "2095      116.0        FR   France  \n",
+       "2096      149.0        FR   France  \n",
+       "2097      281.0        FR   France  \n",
+       "2098      395.0        FR   France  \n",
+       "2099      485.0        FR   France  \n",
+       "2100      544.0        FR   France  \n",
+       "2101      689.0        FR   France  \n",
+       "2102      722.0        FR   France  \n",
+       "2103      762.0        FR   France  \n",
+       "2104      926.0        FR   France  \n",
+       "2105     1113.0        FR   France  \n",
+       "2106     1236.0        FR   France  \n",
+       "2107      832.0        FR   France  \n",
+       "2108      459.0        FR   France  \n",
+       "2109      207.0        FR   France  \n",
+       "2110      190.0        FR   France  \n",
+       "2111      198.0        FR   France  \n",
+       "2112      224.0        FR   France  \n",
+       "2113      266.0        FR   France  \n",
+       "2114      219.0        FR   France  \n",
+       "2115      176.0        FR   France  \n",
+       "2116      163.0        FR   France  \n",
+       "2117      195.0        FR   France  \n",
+       "2118      308.0        FR   France  \n",
+       "2119      213.0        FR   France  \n",
+       "\n",
+       "[2119 rows x 10 columns]"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "data = raw_data.dropna().copy()\n",
     "data"
@@ -123,10 +2117,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {
-    "collapsed": true
-   },
+   "execution_count": 6,
+   "metadata": {},
    "outputs": [],
    "source": [
     "def convert_week(year_and_week_int):\n",
@@ -154,10 +2146,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {
-    "collapsed": true
-   },
+   "execution_count": 7,
+   "metadata": {},
    "outputs": [],
    "source": [
     "sorted_data = data.set_index('period').sort_index()"
@@ -180,9 +2170,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 8,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "1989-05-01/1989-05-07 1989-05-15/1989-05-21\n"
+     ]
+    }
+   ],
    "source": [
     "periods = sorted_data.index\n",
     "for p1, p2 in zip(periods[:-1], periods[1:]):\n",
@@ -200,9 +2198,26 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 9,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "ename": "TypeError",
+     "evalue": "Empty 'DataFrame': no numeric data to plot",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
+      "\u001b[0;32m<ipython-input-9-0966cd984262>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0msorted_data\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'inc'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
+      "\u001b[0;32m/opt/conda/lib/python3.6/site-packages/pandas/plotting/_core.py\u001b[0m in \u001b[0;36m__call__\u001b[0;34m(self, kind, ax, figsize, use_index, title, grid, legend, style, logx, logy, loglog, xticks, yticks, xlim, ylim, rot, fontsize, colormap, table, yerr, xerr, label, secondary_y, **kwds)\u001b[0m\n\u001b[1;32m   2501\u001b[0m                            \u001b[0mcolormap\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mcolormap\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtable\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mtable\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0myerr\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0myerr\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2502\u001b[0m                            \u001b[0mxerr\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mxerr\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlabel\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mlabel\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msecondary_y\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0msecondary_y\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2503\u001b[0;31m                            **kwds)\n\u001b[0m\u001b[1;32m   2504\u001b[0m     \u001b[0m__call__\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__doc__\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mplot_series\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__doc__\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2505\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m/opt/conda/lib/python3.6/site-packages/pandas/plotting/_core.py\u001b[0m in \u001b[0;36mplot_series\u001b[0;34m(data, kind, ax, figsize, use_index, title, grid, legend, style, logx, logy, loglog, xticks, yticks, xlim, ylim, rot, fontsize, colormap, table, yerr, xerr, label, secondary_y, **kwds)\u001b[0m\n\u001b[1;32m   1925\u001b[0m                  \u001b[0myerr\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0myerr\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mxerr\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mxerr\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1926\u001b[0m                  \u001b[0mlabel\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mlabel\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msecondary_y\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0msecondary_y\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1927\u001b[0;31m                  **kwds)\n\u001b[0m\u001b[1;32m   1928\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1929\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m/opt/conda/lib/python3.6/site-packages/pandas/plotting/_core.py\u001b[0m in \u001b[0;36m_plot\u001b[0;34m(data, x, y, subplots, ax, kind, **kwds)\u001b[0m\n\u001b[1;32m   1727\u001b[0m         \u001b[0mplot_obj\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mklass\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msubplots\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0msubplots\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0max\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0max\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkind\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mkind\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwds\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1728\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1729\u001b[0;31m     \u001b[0mplot_obj\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgenerate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1730\u001b[0m     \u001b[0mplot_obj\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdraw\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1731\u001b[0m     \u001b[0;32mreturn\u001b[0m \u001b[0mplot_obj\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mresult\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m/opt/conda/lib/python3.6/site-packages/pandas/plotting/_core.py\u001b[0m in \u001b[0;36mgenerate\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    248\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mgenerate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    249\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_args_adjust\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 250\u001b[0;31m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_compute_plot_data\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    251\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_setup_subplots\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    252\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_make_plot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m/opt/conda/lib/python3.6/site-packages/pandas/plotting/_core.py\u001b[0m in \u001b[0;36m_compute_plot_data\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    363\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mis_empty\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    364\u001b[0m             raise TypeError('Empty {0!r}: no numeric data to '\n\u001b[0;32m--> 365\u001b[0;31m                             'plot'.format(numeric_data.__class__.__name__))\n\u001b[0m\u001b[1;32m    366\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    367\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnumeric_data\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;31mTypeError\u001b[0m: Empty 'DataFrame': no numeric data to plot"
+     ]
+    }
+   ],
    "source": [
     "sorted_data['inc'].plot()"
    ]
@@ -252,9 +2267,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "metadata": {
-    "collapsed": true
-   },
+   "metadata": {},
    "outputs": [],
    "source": [
     "first_august_week = [pd.Period(pd.Timestamp(y, 8, 1), 'W')\n",
@@ -274,9 +2287,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "metadata": {
-    "collapsed": true
-   },
+   "metadata": {},
    "outputs": [],
    "source": [
     "year = []\n",
@@ -342,9 +2353,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "metadata": {
-    "collapsed": true
-   },
+   "metadata": {},
    "outputs": [],
    "source": []
   }
@@ -365,7 +2374,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.6.1"
+   "version": "3.6.4"
   }
  },
  "nbformat": 4,