diff --git a/module3/exo1/analyse-syndrome-grippal.ipynb b/module3/exo1/analyse-syndrome-grippal.ipynb
index 59d72b5b58a3ae26346460dd39e62a39c55243d7..8440880c32934474e335aa542a522ef0d9e4b52c 100644
--- a/module3/exo1/analyse-syndrome-grippal.ipynb
+++ b/module3/exo1/analyse-syndrome-grippal.ipynb
@@ -9,7 +9,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -28,13 +28,21 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {
-    "collapsed": true
-   },
-   "outputs": [],
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<_io.TextIOWrapper name='data.csv' mode='r' encoding='UTF-8'>\n"
+     ]
+    }
+   ],
    "source": [
-    "data_url = \"http://www.sentiweb.fr/datasets/incidence-PAY-3.csv\""
+    "#data_url = \"http://www.sentiweb.fr/datasets/incidence-PAY-3.csv\"\n",
+    "#Commented out because we uploaded the file, no need for connection, no risk of del url\n",
+    "data_url=open(\"data.csv\") #put data in data_url"
    ]
   },
   {
@@ -61,9 +69,976 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 8,
    "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>202013</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>202012</td>\n",
+       "      <td>3</td>\n",
+       "      <td>8321</td>\n",
+       "      <td>5873.0</td>\n",
+       "      <td>10769.0</td>\n",
+       "      <td>13</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>17.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>202011</td>\n",
+       "      <td>3</td>\n",
+       "      <td>101704</td>\n",
+       "      <td>93652.0</td>\n",
+       "      <td>109756.0</td>\n",
+       "      <td>154</td>\n",
+       "      <td>142.0</td>\n",
+       "      <td>166.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>202010</td>\n",
+       "      <td>3</td>\n",
+       "      <td>104977</td>\n",
+       "      <td>96650.0</td>\n",
+       "      <td>113304.0</td>\n",
+       "      <td>159</td>\n",
+       "      <td>146.0</td>\n",
+       "      <td>172.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>202009</td>\n",
+       "      <td>3</td>\n",
+       "      <td>110696</td>\n",
+       "      <td>102066.0</td>\n",
+       "      <td>119326.0</td>\n",
+       "      <td>168</td>\n",
+       "      <td>155.0</td>\n",
+       "      <td>181.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>202008</td>\n",
+       "      <td>3</td>\n",
+       "      <td>143753</td>\n",
+       "      <td>133984.0</td>\n",
+       "      <td>153522.0</td>\n",
+       "      <td>218</td>\n",
+       "      <td>203.0</td>\n",
+       "      <td>233.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>202007</td>\n",
+       "      <td>3</td>\n",
+       "      <td>183610</td>\n",
+       "      <td>172812.0</td>\n",
+       "      <td>194408.0</td>\n",
+       "      <td>279</td>\n",
+       "      <td>263.0</td>\n",
+       "      <td>295.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>202006</td>\n",
+       "      <td>3</td>\n",
+       "      <td>206669</td>\n",
+       "      <td>195481.0</td>\n",
+       "      <td>217857.0</td>\n",
+       "      <td>314</td>\n",
+       "      <td>297.0</td>\n",
+       "      <td>331.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>202005</td>\n",
+       "      <td>3</td>\n",
+       "      <td>187957</td>\n",
+       "      <td>177445.0</td>\n",
+       "      <td>198469.0</td>\n",
+       "      <td>285</td>\n",
+       "      <td>269.0</td>\n",
+       "      <td>301.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>202004</td>\n",
+       "      <td>3</td>\n",
+       "      <td>122331</td>\n",
+       "      <td>113492.0</td>\n",
+       "      <td>131170.0</td>\n",
+       "      <td>186</td>\n",
+       "      <td>173.0</td>\n",
+       "      <td>199.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>202003</td>\n",
+       "      <td>3</td>\n",
+       "      <td>78413</td>\n",
+       "      <td>71330.0</td>\n",
+       "      <td>85496.0</td>\n",
+       "      <td>119</td>\n",
+       "      <td>108.0</td>\n",
+       "      <td>130.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>202002</td>\n",
+       "      <td>3</td>\n",
+       "      <td>53614</td>\n",
+       "      <td>47654.0</td>\n",
+       "      <td>59574.0</td>\n",
+       "      <td>81</td>\n",
+       "      <td>72.0</td>\n",
+       "      <td>90.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>202001</td>\n",
+       "      <td>3</td>\n",
+       "      <td>36850</td>\n",
+       "      <td>31608.0</td>\n",
+       "      <td>42092.0</td>\n",
+       "      <td>56</td>\n",
+       "      <td>48.0</td>\n",
+       "      <td>64.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>201952</td>\n",
+       "      <td>3</td>\n",
+       "      <td>28135</td>\n",
+       "      <td>23220.0</td>\n",
+       "      <td>33050.0</td>\n",
+       "      <td>43</td>\n",
+       "      <td>36.0</td>\n",
+       "      <td>50.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>201951</td>\n",
+       "      <td>3</td>\n",
+       "      <td>29786</td>\n",
+       "      <td>25042.0</td>\n",
+       "      <td>34530.0</td>\n",
+       "      <td>45</td>\n",
+       "      <td>38.0</td>\n",
+       "      <td>52.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>201950</td>\n",
+       "      <td>3</td>\n",
+       "      <td>34223</td>\n",
+       "      <td>29156.0</td>\n",
+       "      <td>39290.0</td>\n",
+       "      <td>52</td>\n",
+       "      <td>44.0</td>\n",
+       "      <td>60.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>201949</td>\n",
+       "      <td>3</td>\n",
+       "      <td>25662</td>\n",
+       "      <td>21414.0</td>\n",
+       "      <td>29910.0</td>\n",
+       "      <td>39</td>\n",
+       "      <td>33.0</td>\n",
+       "      <td>45.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>201948</td>\n",
+       "      <td>3</td>\n",
+       "      <td>22367</td>\n",
+       "      <td>18055.0</td>\n",
+       "      <td>26679.0</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>18</th>\n",
+       "      <td>201947</td>\n",
+       "      <td>3</td>\n",
+       "      <td>18669</td>\n",
+       "      <td>14759.0</td>\n",
+       "      <td>22579.0</td>\n",
+       "      <td>28</td>\n",
+       "      <td>22.0</td>\n",
+       "      <td>34.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>201946</td>\n",
+       "      <td>3</td>\n",
+       "      <td>16030</td>\n",
+       "      <td>12567.0</td>\n",
+       "      <td>19493.0</td>\n",
+       "      <td>24</td>\n",
+       "      <td>19.0</td>\n",
+       "      <td>29.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>201945</td>\n",
+       "      <td>3</td>\n",
+       "      <td>10138</td>\n",
+       "      <td>7160.0</td>\n",
+       "      <td>13116.0</td>\n",
+       "      <td>15</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>20.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>201944</td>\n",
+       "      <td>3</td>\n",
+       "      <td>7822</td>\n",
+       "      <td>5010.0</td>\n",
+       "      <td>10634.0</td>\n",
+       "      <td>12</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>16.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>201943</td>\n",
+       "      <td>3</td>\n",
+       "      <td>9487</td>\n",
+       "      <td>6448.0</td>\n",
+       "      <td>12526.0</td>\n",
+       "      <td>14</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>19.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>201942</td>\n",
+       "      <td>3</td>\n",
+       "      <td>7747</td>\n",
+       "      <td>5243.0</td>\n",
+       "      <td>10251.0</td>\n",
+       "      <td>12</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>16.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>201941</td>\n",
+       "      <td>3</td>\n",
+       "      <td>7122</td>\n",
+       "      <td>4720.0</td>\n",
+       "      <td>9524.0</td>\n",
+       "      <td>11</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>201940</td>\n",
+       "      <td>3</td>\n",
+       "      <td>8505</td>\n",
+       "      <td>5784.0</td>\n",
+       "      <td>11226.0</td>\n",
+       "      <td>13</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>17.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>201939</td>\n",
+       "      <td>3</td>\n",
+       "      <td>7091</td>\n",
+       "      <td>4462.0</td>\n",
+       "      <td>9720.0</td>\n",
+       "      <td>11</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>201938</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4897</td>\n",
+       "      <td>2891.0</td>\n",
+       "      <td>6903.0</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>201937</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3172</td>\n",
+       "      <td>1367.0</td>\n",
+       "      <td>4977.0</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>201936</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2295</td>\n",
+       "      <td>728.0</td>\n",
+       "      <td>3862.0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>5.0</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>1818</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>1819</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>1820</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>1821</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>1822</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>1823</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>1824</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>1825</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>1826</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>1827</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>1828</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>1829</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>1830</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>1831</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>1832</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>1833</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>1834</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>1835</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>1836</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>1837</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>1838</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>1839</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>1840</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>1841</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>1842</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>1843</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>1844</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>1845</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>1846</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>1847</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>1848 rows × 10 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        week  indicator     inc   inc_low    inc_up  inc100  inc100_low  \\\n",
+       "0     202013          3       0       0.0       0.0       0         0.0   \n",
+       "1     202012          3    8321    5873.0   10769.0      13         9.0   \n",
+       "2     202011          3  101704   93652.0  109756.0     154       142.0   \n",
+       "3     202010          3  104977   96650.0  113304.0     159       146.0   \n",
+       "4     202009          3  110696  102066.0  119326.0     168       155.0   \n",
+       "5     202008          3  143753  133984.0  153522.0     218       203.0   \n",
+       "6     202007          3  183610  172812.0  194408.0     279       263.0   \n",
+       "7     202006          3  206669  195481.0  217857.0     314       297.0   \n",
+       "8     202005          3  187957  177445.0  198469.0     285       269.0   \n",
+       "9     202004          3  122331  113492.0  131170.0     186       173.0   \n",
+       "10    202003          3   78413   71330.0   85496.0     119       108.0   \n",
+       "11    202002          3   53614   47654.0   59574.0      81        72.0   \n",
+       "12    202001          3   36850   31608.0   42092.0      56        48.0   \n",
+       "13    201952          3   28135   23220.0   33050.0      43        36.0   \n",
+       "14    201951          3   29786   25042.0   34530.0      45        38.0   \n",
+       "15    201950          3   34223   29156.0   39290.0      52        44.0   \n",
+       "16    201949          3   25662   21414.0   29910.0      39        33.0   \n",
+       "17    201948          3   22367   18055.0   26679.0      34        27.0   \n",
+       "18    201947          3   18669   14759.0   22579.0      28        22.0   \n",
+       "19    201946          3   16030   12567.0   19493.0      24        19.0   \n",
+       "20    201945          3   10138    7160.0   13116.0      15        10.0   \n",
+       "21    201944          3    7822    5010.0   10634.0      12         8.0   \n",
+       "22    201943          3    9487    6448.0   12526.0      14         9.0   \n",
+       "23    201942          3    7747    5243.0   10251.0      12         8.0   \n",
+       "24    201941          3    7122    4720.0    9524.0      11         7.0   \n",
+       "25    201940          3    8505    5784.0   11226.0      13         9.0   \n",
+       "26    201939          3    7091    4462.0    9720.0      11         7.0   \n",
+       "27    201938          3    4897    2891.0    6903.0       7         4.0   \n",
+       "28    201937          3    3172    1367.0    4977.0       5         2.0   \n",
+       "29    201936          3    2295     728.0    3862.0       3         1.0   \n",
+       "...      ...        ...     ...       ...       ...     ...         ...   \n",
+       "1818  198521          3   26096   19621.0   32571.0      47        35.0   \n",
+       "1819  198520          3   27896   20885.0   34907.0      51        38.0   \n",
+       "1820  198519          3   43154   32821.0   53487.0      78        59.0   \n",
+       "1821  198518          3   40555   29935.0   51175.0      74        55.0   \n",
+       "1822  198517          3   34053   24366.0   43740.0      62        44.0   \n",
+       "1823  198516          3   50362   36451.0   64273.0      91        66.0   \n",
+       "1824  198515          3   63881   45538.0   82224.0     116        83.0   \n",
+       "1825  198514          3  134545  114400.0  154690.0     244       207.0   \n",
+       "1826  198513          3  197206  176080.0  218332.0     357       319.0   \n",
+       "1827  198512          3  245240  223304.0  267176.0     445       405.0   \n",
+       "1828  198511          3  276205  252399.0  300011.0     501       458.0   \n",
+       "1829  198510          3  353231  326279.0  380183.0     640       591.0   \n",
+       "1830  198509          3  369895  341109.0  398681.0     670       618.0   \n",
+       "1831  198508          3  389886  359529.0  420243.0     707       652.0   \n",
+       "1832  198507          3  471852  432599.0  511105.0     855       784.0   \n",
+       "1833  198506          3  565825  518011.0  613639.0    1026       939.0   \n",
+       "1834  198505          3  637302  592795.0  681809.0    1155      1074.0   \n",
+       "1835  198504          3  424937  390794.0  459080.0     770       708.0   \n",
+       "1836  198503          3  213901  174689.0  253113.0     388       317.0   \n",
+       "1837  198502          3   97586   80949.0  114223.0     177       147.0   \n",
+       "1838  198501          3   85489   65918.0  105060.0     155       120.0   \n",
+       "1839  198452          3   84830   60602.0  109058.0     154       110.0   \n",
+       "1840  198451          3  101726   80242.0  123210.0     185       146.0   \n",
+       "1841  198450          3  123680  101401.0  145959.0     225       184.0   \n",
+       "1842  198449          3  101073   81684.0  120462.0     184       149.0   \n",
+       "1843  198448          3   78620   60634.0   96606.0     143       110.0   \n",
+       "1844  198447          3   72029   54274.0   89784.0     131        99.0   \n",
+       "1845  198446          3   87330   67686.0  106974.0     159       123.0   \n",
+       "1846  198445          3  135223  101414.0  169032.0     246       184.0   \n",
+       "1847  198444          3   68422   20056.0  116788.0     125        37.0   \n",
+       "\n",
+       "      inc100_up geo_insee geo_name  \n",
+       "0           0.0        FR   France  \n",
+       "1          17.0        FR   France  \n",
+       "2         166.0        FR   France  \n",
+       "3         172.0        FR   France  \n",
+       "4         181.0        FR   France  \n",
+       "5         233.0        FR   France  \n",
+       "6         295.0        FR   France  \n",
+       "7         331.0        FR   France  \n",
+       "8         301.0        FR   France  \n",
+       "9         199.0        FR   France  \n",
+       "10        130.0        FR   France  \n",
+       "11         90.0        FR   France  \n",
+       "12         64.0        FR   France  \n",
+       "13         50.0        FR   France  \n",
+       "14         52.0        FR   France  \n",
+       "15         60.0        FR   France  \n",
+       "16         45.0        FR   France  \n",
+       "17         41.0        FR   France  \n",
+       "18         34.0        FR   France  \n",
+       "19         29.0        FR   France  \n",
+       "20         20.0        FR   France  \n",
+       "21         16.0        FR   France  \n",
+       "22         19.0        FR   France  \n",
+       "23         16.0        FR   France  \n",
+       "24         15.0        FR   France  \n",
+       "25         17.0        FR   France  \n",
+       "26         15.0        FR   France  \n",
+       "27         10.0        FR   France  \n",
+       "28          8.0        FR   France  \n",
+       "29          5.0        FR   France  \n",
+       "...         ...       ...      ...  \n",
+       "1818       59.0        FR   France  \n",
+       "1819       64.0        FR   France  \n",
+       "1820       97.0        FR   France  \n",
+       "1821       93.0        FR   France  \n",
+       "1822       80.0        FR   France  \n",
+       "1823      116.0        FR   France  \n",
+       "1824      149.0        FR   France  \n",
+       "1825      281.0        FR   France  \n",
+       "1826      395.0        FR   France  \n",
+       "1827      485.0        FR   France  \n",
+       "1828      544.0        FR   France  \n",
+       "1829      689.0        FR   France  \n",
+       "1830      722.0        FR   France  \n",
+       "1831      762.0        FR   France  \n",
+       "1832      926.0        FR   France  \n",
+       "1833     1113.0        FR   France  \n",
+       "1834     1236.0        FR   France  \n",
+       "1835      832.0        FR   France  \n",
+       "1836      459.0        FR   France  \n",
+       "1837      207.0        FR   France  \n",
+       "1838      190.0        FR   France  \n",
+       "1839      198.0        FR   France  \n",
+       "1840      224.0        FR   France  \n",
+       "1841      266.0        FR   France  \n",
+       "1842      219.0        FR   France  \n",
+       "1843      176.0        FR   France  \n",
+       "1844      163.0        FR   France  \n",
+       "1845      195.0        FR   France  \n",
+       "1846      308.0        FR   France  \n",
+       "1847      213.0        FR   France  \n",
+       "\n",
+       "[1848 rows x 10 columns]"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "raw_data = pd.read_csv(data_url, skiprows=1)\n",
     "raw_data"
@@ -78,11 +1053,76 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 9,
    "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>1611</th>\n",
+       "      <td>198919</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        week  indicator  inc  inc_low  inc_up  inc100  inc100_low  inc100_up  \\\n",
+       "1611  198919          3    0      NaN     NaN       0         NaN        NaN   \n",
+       "\n",
+       "     geo_insee geo_name  \n",
+       "1611        FR   France  "
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "raw_data[raw_data.isnull().any(axis=1)]"
+    "raw_data[raw_data.isnull().any(axis=1)]\n",
+    "#missing data on 198919 so we delete it"
    ]
   },
   {
@@ -94,9 +1134,976 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 10,
    "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>202013</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>202012</td>\n",
+       "      <td>3</td>\n",
+       "      <td>8321</td>\n",
+       "      <td>5873.0</td>\n",
+       "      <td>10769.0</td>\n",
+       "      <td>13</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>17.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>202011</td>\n",
+       "      <td>3</td>\n",
+       "      <td>101704</td>\n",
+       "      <td>93652.0</td>\n",
+       "      <td>109756.0</td>\n",
+       "      <td>154</td>\n",
+       "      <td>142.0</td>\n",
+       "      <td>166.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>202010</td>\n",
+       "      <td>3</td>\n",
+       "      <td>104977</td>\n",
+       "      <td>96650.0</td>\n",
+       "      <td>113304.0</td>\n",
+       "      <td>159</td>\n",
+       "      <td>146.0</td>\n",
+       "      <td>172.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>202009</td>\n",
+       "      <td>3</td>\n",
+       "      <td>110696</td>\n",
+       "      <td>102066.0</td>\n",
+       "      <td>119326.0</td>\n",
+       "      <td>168</td>\n",
+       "      <td>155.0</td>\n",
+       "      <td>181.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>202008</td>\n",
+       "      <td>3</td>\n",
+       "      <td>143753</td>\n",
+       "      <td>133984.0</td>\n",
+       "      <td>153522.0</td>\n",
+       "      <td>218</td>\n",
+       "      <td>203.0</td>\n",
+       "      <td>233.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>202007</td>\n",
+       "      <td>3</td>\n",
+       "      <td>183610</td>\n",
+       "      <td>172812.0</td>\n",
+       "      <td>194408.0</td>\n",
+       "      <td>279</td>\n",
+       "      <td>263.0</td>\n",
+       "      <td>295.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>202006</td>\n",
+       "      <td>3</td>\n",
+       "      <td>206669</td>\n",
+       "      <td>195481.0</td>\n",
+       "      <td>217857.0</td>\n",
+       "      <td>314</td>\n",
+       "      <td>297.0</td>\n",
+       "      <td>331.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>202005</td>\n",
+       "      <td>3</td>\n",
+       "      <td>187957</td>\n",
+       "      <td>177445.0</td>\n",
+       "      <td>198469.0</td>\n",
+       "      <td>285</td>\n",
+       "      <td>269.0</td>\n",
+       "      <td>301.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>202004</td>\n",
+       "      <td>3</td>\n",
+       "      <td>122331</td>\n",
+       "      <td>113492.0</td>\n",
+       "      <td>131170.0</td>\n",
+       "      <td>186</td>\n",
+       "      <td>173.0</td>\n",
+       "      <td>199.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>202003</td>\n",
+       "      <td>3</td>\n",
+       "      <td>78413</td>\n",
+       "      <td>71330.0</td>\n",
+       "      <td>85496.0</td>\n",
+       "      <td>119</td>\n",
+       "      <td>108.0</td>\n",
+       "      <td>130.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>202002</td>\n",
+       "      <td>3</td>\n",
+       "      <td>53614</td>\n",
+       "      <td>47654.0</td>\n",
+       "      <td>59574.0</td>\n",
+       "      <td>81</td>\n",
+       "      <td>72.0</td>\n",
+       "      <td>90.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>202001</td>\n",
+       "      <td>3</td>\n",
+       "      <td>36850</td>\n",
+       "      <td>31608.0</td>\n",
+       "      <td>42092.0</td>\n",
+       "      <td>56</td>\n",
+       "      <td>48.0</td>\n",
+       "      <td>64.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>201952</td>\n",
+       "      <td>3</td>\n",
+       "      <td>28135</td>\n",
+       "      <td>23220.0</td>\n",
+       "      <td>33050.0</td>\n",
+       "      <td>43</td>\n",
+       "      <td>36.0</td>\n",
+       "      <td>50.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>201951</td>\n",
+       "      <td>3</td>\n",
+       "      <td>29786</td>\n",
+       "      <td>25042.0</td>\n",
+       "      <td>34530.0</td>\n",
+       "      <td>45</td>\n",
+       "      <td>38.0</td>\n",
+       "      <td>52.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>201950</td>\n",
+       "      <td>3</td>\n",
+       "      <td>34223</td>\n",
+       "      <td>29156.0</td>\n",
+       "      <td>39290.0</td>\n",
+       "      <td>52</td>\n",
+       "      <td>44.0</td>\n",
+       "      <td>60.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>201949</td>\n",
+       "      <td>3</td>\n",
+       "      <td>25662</td>\n",
+       "      <td>21414.0</td>\n",
+       "      <td>29910.0</td>\n",
+       "      <td>39</td>\n",
+       "      <td>33.0</td>\n",
+       "      <td>45.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>201948</td>\n",
+       "      <td>3</td>\n",
+       "      <td>22367</td>\n",
+       "      <td>18055.0</td>\n",
+       "      <td>26679.0</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>18</th>\n",
+       "      <td>201947</td>\n",
+       "      <td>3</td>\n",
+       "      <td>18669</td>\n",
+       "      <td>14759.0</td>\n",
+       "      <td>22579.0</td>\n",
+       "      <td>28</td>\n",
+       "      <td>22.0</td>\n",
+       "      <td>34.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>201946</td>\n",
+       "      <td>3</td>\n",
+       "      <td>16030</td>\n",
+       "      <td>12567.0</td>\n",
+       "      <td>19493.0</td>\n",
+       "      <td>24</td>\n",
+       "      <td>19.0</td>\n",
+       "      <td>29.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>201945</td>\n",
+       "      <td>3</td>\n",
+       "      <td>10138</td>\n",
+       "      <td>7160.0</td>\n",
+       "      <td>13116.0</td>\n",
+       "      <td>15</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>20.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>201944</td>\n",
+       "      <td>3</td>\n",
+       "      <td>7822</td>\n",
+       "      <td>5010.0</td>\n",
+       "      <td>10634.0</td>\n",
+       "      <td>12</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>16.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>201943</td>\n",
+       "      <td>3</td>\n",
+       "      <td>9487</td>\n",
+       "      <td>6448.0</td>\n",
+       "      <td>12526.0</td>\n",
+       "      <td>14</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>19.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>201942</td>\n",
+       "      <td>3</td>\n",
+       "      <td>7747</td>\n",
+       "      <td>5243.0</td>\n",
+       "      <td>10251.0</td>\n",
+       "      <td>12</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>16.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>201941</td>\n",
+       "      <td>3</td>\n",
+       "      <td>7122</td>\n",
+       "      <td>4720.0</td>\n",
+       "      <td>9524.0</td>\n",
+       "      <td>11</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>201940</td>\n",
+       "      <td>3</td>\n",
+       "      <td>8505</td>\n",
+       "      <td>5784.0</td>\n",
+       "      <td>11226.0</td>\n",
+       "      <td>13</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>17.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>201939</td>\n",
+       "      <td>3</td>\n",
+       "      <td>7091</td>\n",
+       "      <td>4462.0</td>\n",
+       "      <td>9720.0</td>\n",
+       "      <td>11</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>201938</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4897</td>\n",
+       "      <td>2891.0</td>\n",
+       "      <td>6903.0</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>201937</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3172</td>\n",
+       "      <td>1367.0</td>\n",
+       "      <td>4977.0</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>201936</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2295</td>\n",
+       "      <td>728.0</td>\n",
+       "      <td>3862.0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>5.0</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>1818</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>1819</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>1820</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>1821</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>1822</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>1823</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>1824</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>1825</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>1826</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>1827</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>1828</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>1829</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>1830</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>1831</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>1832</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>1833</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>1834</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>1835</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>1836</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>1837</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>1838</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>1839</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>1840</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>1841</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>1842</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>1843</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>1844</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>1845</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>1846</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>1847</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>1847 rows × 10 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        week  indicator     inc   inc_low    inc_up  inc100  inc100_low  \\\n",
+       "0     202013          3       0       0.0       0.0       0         0.0   \n",
+       "1     202012          3    8321    5873.0   10769.0      13         9.0   \n",
+       "2     202011          3  101704   93652.0  109756.0     154       142.0   \n",
+       "3     202010          3  104977   96650.0  113304.0     159       146.0   \n",
+       "4     202009          3  110696  102066.0  119326.0     168       155.0   \n",
+       "5     202008          3  143753  133984.0  153522.0     218       203.0   \n",
+       "6     202007          3  183610  172812.0  194408.0     279       263.0   \n",
+       "7     202006          3  206669  195481.0  217857.0     314       297.0   \n",
+       "8     202005          3  187957  177445.0  198469.0     285       269.0   \n",
+       "9     202004          3  122331  113492.0  131170.0     186       173.0   \n",
+       "10    202003          3   78413   71330.0   85496.0     119       108.0   \n",
+       "11    202002          3   53614   47654.0   59574.0      81        72.0   \n",
+       "12    202001          3   36850   31608.0   42092.0      56        48.0   \n",
+       "13    201952          3   28135   23220.0   33050.0      43        36.0   \n",
+       "14    201951          3   29786   25042.0   34530.0      45        38.0   \n",
+       "15    201950          3   34223   29156.0   39290.0      52        44.0   \n",
+       "16    201949          3   25662   21414.0   29910.0      39        33.0   \n",
+       "17    201948          3   22367   18055.0   26679.0      34        27.0   \n",
+       "18    201947          3   18669   14759.0   22579.0      28        22.0   \n",
+       "19    201946          3   16030   12567.0   19493.0      24        19.0   \n",
+       "20    201945          3   10138    7160.0   13116.0      15        10.0   \n",
+       "21    201944          3    7822    5010.0   10634.0      12         8.0   \n",
+       "22    201943          3    9487    6448.0   12526.0      14         9.0   \n",
+       "23    201942          3    7747    5243.0   10251.0      12         8.0   \n",
+       "24    201941          3    7122    4720.0    9524.0      11         7.0   \n",
+       "25    201940          3    8505    5784.0   11226.0      13         9.0   \n",
+       "26    201939          3    7091    4462.0    9720.0      11         7.0   \n",
+       "27    201938          3    4897    2891.0    6903.0       7         4.0   \n",
+       "28    201937          3    3172    1367.0    4977.0       5         2.0   \n",
+       "29    201936          3    2295     728.0    3862.0       3         1.0   \n",
+       "...      ...        ...     ...       ...       ...     ...         ...   \n",
+       "1818  198521          3   26096   19621.0   32571.0      47        35.0   \n",
+       "1819  198520          3   27896   20885.0   34907.0      51        38.0   \n",
+       "1820  198519          3   43154   32821.0   53487.0      78        59.0   \n",
+       "1821  198518          3   40555   29935.0   51175.0      74        55.0   \n",
+       "1822  198517          3   34053   24366.0   43740.0      62        44.0   \n",
+       "1823  198516          3   50362   36451.0   64273.0      91        66.0   \n",
+       "1824  198515          3   63881   45538.0   82224.0     116        83.0   \n",
+       "1825  198514          3  134545  114400.0  154690.0     244       207.0   \n",
+       "1826  198513          3  197206  176080.0  218332.0     357       319.0   \n",
+       "1827  198512          3  245240  223304.0  267176.0     445       405.0   \n",
+       "1828  198511          3  276205  252399.0  300011.0     501       458.0   \n",
+       "1829  198510          3  353231  326279.0  380183.0     640       591.0   \n",
+       "1830  198509          3  369895  341109.0  398681.0     670       618.0   \n",
+       "1831  198508          3  389886  359529.0  420243.0     707       652.0   \n",
+       "1832  198507          3  471852  432599.0  511105.0     855       784.0   \n",
+       "1833  198506          3  565825  518011.0  613639.0    1026       939.0   \n",
+       "1834  198505          3  637302  592795.0  681809.0    1155      1074.0   \n",
+       "1835  198504          3  424937  390794.0  459080.0     770       708.0   \n",
+       "1836  198503          3  213901  174689.0  253113.0     388       317.0   \n",
+       "1837  198502          3   97586   80949.0  114223.0     177       147.0   \n",
+       "1838  198501          3   85489   65918.0  105060.0     155       120.0   \n",
+       "1839  198452          3   84830   60602.0  109058.0     154       110.0   \n",
+       "1840  198451          3  101726   80242.0  123210.0     185       146.0   \n",
+       "1841  198450          3  123680  101401.0  145959.0     225       184.0   \n",
+       "1842  198449          3  101073   81684.0  120462.0     184       149.0   \n",
+       "1843  198448          3   78620   60634.0   96606.0     143       110.0   \n",
+       "1844  198447          3   72029   54274.0   89784.0     131        99.0   \n",
+       "1845  198446          3   87330   67686.0  106974.0     159       123.0   \n",
+       "1846  198445          3  135223  101414.0  169032.0     246       184.0   \n",
+       "1847  198444          3   68422   20056.0  116788.0     125        37.0   \n",
+       "\n",
+       "      inc100_up geo_insee geo_name  \n",
+       "0           0.0        FR   France  \n",
+       "1          17.0        FR   France  \n",
+       "2         166.0        FR   France  \n",
+       "3         172.0        FR   France  \n",
+       "4         181.0        FR   France  \n",
+       "5         233.0        FR   France  \n",
+       "6         295.0        FR   France  \n",
+       "7         331.0        FR   France  \n",
+       "8         301.0        FR   France  \n",
+       "9         199.0        FR   France  \n",
+       "10        130.0        FR   France  \n",
+       "11         90.0        FR   France  \n",
+       "12         64.0        FR   France  \n",
+       "13         50.0        FR   France  \n",
+       "14         52.0        FR   France  \n",
+       "15         60.0        FR   France  \n",
+       "16         45.0        FR   France  \n",
+       "17         41.0        FR   France  \n",
+       "18         34.0        FR   France  \n",
+       "19         29.0        FR   France  \n",
+       "20         20.0        FR   France  \n",
+       "21         16.0        FR   France  \n",
+       "22         19.0        FR   France  \n",
+       "23         16.0        FR   France  \n",
+       "24         15.0        FR   France  \n",
+       "25         17.0        FR   France  \n",
+       "26         15.0        FR   France  \n",
+       "27         10.0        FR   France  \n",
+       "28          8.0        FR   France  \n",
+       "29          5.0        FR   France  \n",
+       "...         ...       ...      ...  \n",
+       "1818       59.0        FR   France  \n",
+       "1819       64.0        FR   France  \n",
+       "1820       97.0        FR   France  \n",
+       "1821       93.0        FR   France  \n",
+       "1822       80.0        FR   France  \n",
+       "1823      116.0        FR   France  \n",
+       "1824      149.0        FR   France  \n",
+       "1825      281.0        FR   France  \n",
+       "1826      395.0        FR   France  \n",
+       "1827      485.0        FR   France  \n",
+       "1828      544.0        FR   France  \n",
+       "1829      689.0        FR   France  \n",
+       "1830      722.0        FR   France  \n",
+       "1831      762.0        FR   France  \n",
+       "1832      926.0        FR   France  \n",
+       "1833     1113.0        FR   France  \n",
+       "1834     1236.0        FR   France  \n",
+       "1835      832.0        FR   France  \n",
+       "1836      459.0        FR   France  \n",
+       "1837      207.0        FR   France  \n",
+       "1838      190.0        FR   France  \n",
+       "1839      198.0        FR   France  \n",
+       "1840      224.0        FR   France  \n",
+       "1841      266.0        FR   France  \n",
+       "1842      219.0        FR   France  \n",
+       "1843      176.0        FR   France  \n",
+       "1844      163.0        FR   France  \n",
+       "1845      195.0        FR   France  \n",
+       "1846      308.0        FR   France  \n",
+       "1847      213.0        FR   France  \n",
+       "\n",
+       "[1847 rows x 10 columns]"
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "data = raw_data.dropna().copy()\n",
     "data"
@@ -364,7 +2371,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.6.1"
+   "version": "3.6.4"
   }
  },
  "nbformat": 4,