From 43714dfe0d9db6f1cad6621b5ab0bcd1d2157874 Mon Sep 17 00:00:00 2001
From: 561c96f16bf0b6fea76005330f6c0b62
 <561c96f16bf0b6fea76005330f6c0b62@app-learninglab.inria.fr>
Date: Wed, 22 Sep 2021 08:53:48 +0000
Subject: [PATCH] change to extract local files

---
 module3/exo1/analyse-syndrome-grippal.ipynb | 2210 +------------------
 module3/exo1/syndrome-grippal.csv           | 1926 ++++++++++++++++
 2 files changed, 1966 insertions(+), 2170 deletions(-)
 create mode 100644 module3/exo1/syndrome-grippal.csv

diff --git a/module3/exo1/analyse-syndrome-grippal.ipynb b/module3/exo1/analyse-syndrome-grippal.ipynb
index b1dfbd3..2baddc0 100644
--- a/module3/exo1/analyse-syndrome-grippal.ipynb
+++ b/module3/exo1/analyse-syndrome-grippal.ipynb
@@ -9,7 +9,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -28,11 +28,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": null,
    "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\"\n",
+    "data_file = \"syndrome-grippal.csv\"\n",
+    "\n",
+    "import os\n",
+    "import urllib.request\n",
+    "if not os.path.exists(data_file):\n",
+    "    urllib.request.urlretrieve(data_url, data_file)"
    ]
   },
   {
@@ -59,978 +65,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": null,
    "metadata": {},
-   "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>202136</td>\n",
-       "      <td>3</td>\n",
-       "      <td>13068</td>\n",
-       "      <td>9214.0</td>\n",
-       "      <td>16922.0</td>\n",
-       "      <td>20</td>\n",
-       "      <td>14.0</td>\n",
-       "      <td>26.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>202135</td>\n",
-       "      <td>3</td>\n",
-       "      <td>12672</td>\n",
-       "      <td>9277.0</td>\n",
-       "      <td>16067.0</td>\n",
-       "      <td>19</td>\n",
-       "      <td>14.0</td>\n",
-       "      <td>24.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>202134</td>\n",
-       "      <td>3</td>\n",
-       "      <td>13013</td>\n",
-       "      <td>9481.0</td>\n",
-       "      <td>16545.0</td>\n",
-       "      <td>20</td>\n",
-       "      <td>15.0</td>\n",
-       "      <td>25.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>202133</td>\n",
-       "      <td>3</td>\n",
-       "      <td>10392</td>\n",
-       "      <td>7042.0</td>\n",
-       "      <td>13742.0</td>\n",
-       "      <td>16</td>\n",
-       "      <td>11.0</td>\n",
-       "      <td>21.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>202132</td>\n",
-       "      <td>3</td>\n",
-       "      <td>15586</td>\n",
-       "      <td>11009.0</td>\n",
-       "      <td>20163.0</td>\n",
-       "      <td>24</td>\n",
-       "      <td>17.0</td>\n",
-       "      <td>31.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>5</th>\n",
-       "      <td>202131</td>\n",
-       "      <td>3</td>\n",
-       "      <td>18855</td>\n",
-       "      <td>13664.0</td>\n",
-       "      <td>24046.0</td>\n",
-       "      <td>29</td>\n",
-       "      <td>21.0</td>\n",
-       "      <td>37.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>6</th>\n",
-       "      <td>202130</td>\n",
-       "      <td>3</td>\n",
-       "      <td>13991</td>\n",
-       "      <td>9695.0</td>\n",
-       "      <td>18287.0</td>\n",
-       "      <td>21</td>\n",
-       "      <td>14.0</td>\n",
-       "      <td>28.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>7</th>\n",
-       "      <td>202129</td>\n",
-       "      <td>3</td>\n",
-       "      <td>13626</td>\n",
-       "      <td>9618.0</td>\n",
-       "      <td>17634.0</td>\n",
-       "      <td>21</td>\n",
-       "      <td>15.0</td>\n",
-       "      <td>27.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8</th>\n",
-       "      <td>202128</td>\n",
-       "      <td>3</td>\n",
-       "      <td>8636</td>\n",
-       "      <td>5430.0</td>\n",
-       "      <td>11842.0</td>\n",
-       "      <td>13</td>\n",
-       "      <td>8.0</td>\n",
-       "      <td>18.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>9</th>\n",
-       "      <td>202127</td>\n",
-       "      <td>3</td>\n",
-       "      <td>10693</td>\n",
-       "      <td>6838.0</td>\n",
-       "      <td>14548.0</td>\n",
-       "      <td>16</td>\n",
-       "      <td>10.0</td>\n",
-       "      <td>22.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>10</th>\n",
-       "      <td>202126</td>\n",
-       "      <td>3</td>\n",
-       "      <td>7086</td>\n",
-       "      <td>4109.0</td>\n",
-       "      <td>10063.0</td>\n",
-       "      <td>11</td>\n",
-       "      <td>6.0</td>\n",
-       "      <td>16.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>11</th>\n",
-       "      <td>202125</td>\n",
-       "      <td>3</td>\n",
-       "      <td>7942</td>\n",
-       "      <td>5540.0</td>\n",
-       "      <td>10344.0</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>12</th>\n",
-       "      <td>202124</td>\n",
-       "      <td>3</td>\n",
-       "      <td>4855</td>\n",
-       "      <td>3011.0</td>\n",
-       "      <td>6699.0</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>13</th>\n",
-       "      <td>202123</td>\n",
-       "      <td>3</td>\n",
-       "      <td>6710</td>\n",
-       "      <td>4455.0</td>\n",
-       "      <td>8965.0</td>\n",
-       "      <td>10</td>\n",
-       "      <td>7.0</td>\n",
-       "      <td>13.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>14</th>\n",
-       "      <td>202122</td>\n",
-       "      <td>3</td>\n",
-       "      <td>7879</td>\n",
-       "      <td>5495.0</td>\n",
-       "      <td>10263.0</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>15</th>\n",
-       "      <td>202121</td>\n",
-       "      <td>3</td>\n",
-       "      <td>7827</td>\n",
-       "      <td>5403.0</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>16</th>\n",
-       "      <td>202120</td>\n",
-       "      <td>3</td>\n",
-       "      <td>10278</td>\n",
-       "      <td>7540.0</td>\n",
-       "      <td>13016.0</td>\n",
-       "      <td>16</td>\n",
-       "      <td>12.0</td>\n",
-       "      <td>20.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>17</th>\n",
-       "      <td>202119</td>\n",
-       "      <td>3</td>\n",
-       "      <td>9539</td>\n",
-       "      <td>6860.0</td>\n",
-       "      <td>12218.0</td>\n",
-       "      <td>14</td>\n",
-       "      <td>10.0</td>\n",
-       "      <td>18.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>18</th>\n",
-       "      <td>202118</td>\n",
-       "      <td>3</td>\n",
-       "      <td>12135</td>\n",
-       "      <td>9165.0</td>\n",
-       "      <td>15105.0</td>\n",
-       "      <td>18</td>\n",
-       "      <td>14.0</td>\n",
-       "      <td>22.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>19</th>\n",
-       "      <td>202117</td>\n",
-       "      <td>3</td>\n",
-       "      <td>12058</td>\n",
-       "      <td>8891.0</td>\n",
-       "      <td>15225.0</td>\n",
-       "      <td>18</td>\n",
-       "      <td>13.0</td>\n",
-       "      <td>23.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>20</th>\n",
-       "      <td>202116</td>\n",
-       "      <td>3</td>\n",
-       "      <td>16505</td>\n",
-       "      <td>12735.0</td>\n",
-       "      <td>20275.0</td>\n",
-       "      <td>25</td>\n",
-       "      <td>19.0</td>\n",
-       "      <td>31.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>21</th>\n",
-       "      <td>202115</td>\n",
-       "      <td>3</td>\n",
-       "      <td>19306</td>\n",
-       "      <td>15398.0</td>\n",
-       "      <td>23214.0</td>\n",
-       "      <td>29</td>\n",
-       "      <td>23.0</td>\n",
-       "      <td>35.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>22</th>\n",
-       "      <td>202114</td>\n",
-       "      <td>3</td>\n",
-       "      <td>21073</td>\n",
-       "      <td>17099.0</td>\n",
-       "      <td>25047.0</td>\n",
-       "      <td>32</td>\n",
-       "      <td>26.0</td>\n",
-       "      <td>38.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>23</th>\n",
-       "      <td>202113</td>\n",
-       "      <td>3</td>\n",
-       "      <td>26413</td>\n",
-       "      <td>22094.0</td>\n",
-       "      <td>30732.0</td>\n",
-       "      <td>40</td>\n",
-       "      <td>33.0</td>\n",
-       "      <td>47.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>24</th>\n",
-       "      <td>202112</td>\n",
-       "      <td>3</td>\n",
-       "      <td>30658</td>\n",
-       "      <td>25919.0</td>\n",
-       "      <td>35397.0</td>\n",
-       "      <td>46</td>\n",
-       "      <td>39.0</td>\n",
-       "      <td>53.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>25</th>\n",
-       "      <td>202111</td>\n",
-       "      <td>3</td>\n",
-       "      <td>24988</td>\n",
-       "      <td>20718.0</td>\n",
-       "      <td>29258.0</td>\n",
-       "      <td>38</td>\n",
-       "      <td>32.0</td>\n",
-       "      <td>44.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>26</th>\n",
-       "      <td>202110</td>\n",
-       "      <td>3</td>\n",
-       "      <td>19539</td>\n",
-       "      <td>15951.0</td>\n",
-       "      <td>23127.0</td>\n",
-       "      <td>30</td>\n",
-       "      <td>25.0</td>\n",
-       "      <td>35.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>27</th>\n",
-       "      <td>202109</td>\n",
-       "      <td>3</td>\n",
-       "      <td>17572</td>\n",
-       "      <td>13926.0</td>\n",
-       "      <td>21218.0</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>28</th>\n",
-       "      <td>202108</td>\n",
-       "      <td>3</td>\n",
-       "      <td>20882</td>\n",
-       "      <td>16907.0</td>\n",
-       "      <td>24857.0</td>\n",
-       "      <td>32</td>\n",
-       "      <td>26.0</td>\n",
-       "      <td>38.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>29</th>\n",
-       "      <td>202107</td>\n",
-       "      <td>3</td>\n",
-       "      <td>22393</td>\n",
-       "      <td>18303.0</td>\n",
-       "      <td>26483.0</td>\n",
-       "      <td>34</td>\n",
-       "      <td>28.0</td>\n",
-       "      <td>40.0</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>1894</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>1895</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>1896</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>1897</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>1898</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>1899</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>1900</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>1901</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>1902</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>1903</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>1904</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>1905</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>1906</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>1907</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>1908</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>1909</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>1910</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>1911</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>1912</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>1913</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>1914</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>1915</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>1916</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>1917</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>1918</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>1919</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>1920</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>1921</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>1922</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>1923</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>1924 rows × 10 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "        week  indicator     inc   inc_low    inc_up  inc100  inc100_low  \\\n",
-       "0     202136          3   13068    9214.0   16922.0      20        14.0   \n",
-       "1     202135          3   12672    9277.0   16067.0      19        14.0   \n",
-       "2     202134          3   13013    9481.0   16545.0      20        15.0   \n",
-       "3     202133          3   10392    7042.0   13742.0      16        11.0   \n",
-       "4     202132          3   15586   11009.0   20163.0      24        17.0   \n",
-       "5     202131          3   18855   13664.0   24046.0      29        21.0   \n",
-       "6     202130          3   13991    9695.0   18287.0      21        14.0   \n",
-       "7     202129          3   13626    9618.0   17634.0      21        15.0   \n",
-       "8     202128          3    8636    5430.0   11842.0      13         8.0   \n",
-       "9     202127          3   10693    6838.0   14548.0      16        10.0   \n",
-       "10    202126          3    7086    4109.0   10063.0      11         6.0   \n",
-       "11    202125          3    7942    5540.0   10344.0      12         8.0   \n",
-       "12    202124          3    4855    3011.0    6699.0       7         4.0   \n",
-       "13    202123          3    6710    4455.0    8965.0      10         7.0   \n",
-       "14    202122          3    7879    5495.0   10263.0      12         8.0   \n",
-       "15    202121          3    7827    5403.0   10251.0      12         8.0   \n",
-       "16    202120          3   10278    7540.0   13016.0      16        12.0   \n",
-       "17    202119          3    9539    6860.0   12218.0      14        10.0   \n",
-       "18    202118          3   12135    9165.0   15105.0      18        14.0   \n",
-       "19    202117          3   12058    8891.0   15225.0      18        13.0   \n",
-       "20    202116          3   16505   12735.0   20275.0      25        19.0   \n",
-       "21    202115          3   19306   15398.0   23214.0      29        23.0   \n",
-       "22    202114          3   21073   17099.0   25047.0      32        26.0   \n",
-       "23    202113          3   26413   22094.0   30732.0      40        33.0   \n",
-       "24    202112          3   30658   25919.0   35397.0      46        39.0   \n",
-       "25    202111          3   24988   20718.0   29258.0      38        32.0   \n",
-       "26    202110          3   19539   15951.0   23127.0      30        25.0   \n",
-       "27    202109          3   17572   13926.0   21218.0      27        21.0   \n",
-       "28    202108          3   20882   16907.0   24857.0      32        26.0   \n",
-       "29    202107          3   22393   18303.0   26483.0      34        28.0   \n",
-       "...      ...        ...     ...       ...       ...     ...         ...   \n",
-       "1894  198521          3   26096   19621.0   32571.0      47        35.0   \n",
-       "1895  198520          3   27896   20885.0   34907.0      51        38.0   \n",
-       "1896  198519          3   43154   32821.0   53487.0      78        59.0   \n",
-       "1897  198518          3   40555   29935.0   51175.0      74        55.0   \n",
-       "1898  198517          3   34053   24366.0   43740.0      62        44.0   \n",
-       "1899  198516          3   50362   36451.0   64273.0      91        66.0   \n",
-       "1900  198515          3   63881   45538.0   82224.0     116        83.0   \n",
-       "1901  198514          3  134545  114400.0  154690.0     244       207.0   \n",
-       "1902  198513          3  197206  176080.0  218332.0     357       319.0   \n",
-       "1903  198512          3  245240  223304.0  267176.0     445       405.0   \n",
-       "1904  198511          3  276205  252399.0  300011.0     501       458.0   \n",
-       "1905  198510          3  353231  326279.0  380183.0     640       591.0   \n",
-       "1906  198509          3  369895  341109.0  398681.0     670       618.0   \n",
-       "1907  198508          3  389886  359529.0  420243.0     707       652.0   \n",
-       "1908  198507          3  471852  432599.0  511105.0     855       784.0   \n",
-       "1909  198506          3  565825  518011.0  613639.0    1026       939.0   \n",
-       "1910  198505          3  637302  592795.0  681809.0    1155      1074.0   \n",
-       "1911  198504          3  424937  390794.0  459080.0     770       708.0   \n",
-       "1912  198503          3  213901  174689.0  253113.0     388       317.0   \n",
-       "1913  198502          3   97586   80949.0  114223.0     177       147.0   \n",
-       "1914  198501          3   85489   65918.0  105060.0     155       120.0   \n",
-       "1915  198452          3   84830   60602.0  109058.0     154       110.0   \n",
-       "1916  198451          3  101726   80242.0  123210.0     185       146.0   \n",
-       "1917  198450          3  123680  101401.0  145959.0     225       184.0   \n",
-       "1918  198449          3  101073   81684.0  120462.0     184       149.0   \n",
-       "1919  198448          3   78620   60634.0   96606.0     143       110.0   \n",
-       "1920  198447          3   72029   54274.0   89784.0     131        99.0   \n",
-       "1921  198446          3   87330   67686.0  106974.0     159       123.0   \n",
-       "1922  198445          3  135223  101414.0  169032.0     246       184.0   \n",
-       "1923  198444          3   68422   20056.0  116788.0     125        37.0   \n",
-       "\n",
-       "      inc100_up geo_insee geo_name  \n",
-       "0          26.0        FR   France  \n",
-       "1          24.0        FR   France  \n",
-       "2          25.0        FR   France  \n",
-       "3          21.0        FR   France  \n",
-       "4          31.0        FR   France  \n",
-       "5          37.0        FR   France  \n",
-       "6          28.0        FR   France  \n",
-       "7          27.0        FR   France  \n",
-       "8          18.0        FR   France  \n",
-       "9          22.0        FR   France  \n",
-       "10         16.0        FR   France  \n",
-       "11         16.0        FR   France  \n",
-       "12         10.0        FR   France  \n",
-       "13         13.0        FR   France  \n",
-       "14         16.0        FR   France  \n",
-       "15         16.0        FR   France  \n",
-       "16         20.0        FR   France  \n",
-       "17         18.0        FR   France  \n",
-       "18         22.0        FR   France  \n",
-       "19         23.0        FR   France  \n",
-       "20         31.0        FR   France  \n",
-       "21         35.0        FR   France  \n",
-       "22         38.0        FR   France  \n",
-       "23         47.0        FR   France  \n",
-       "24         53.0        FR   France  \n",
-       "25         44.0        FR   France  \n",
-       "26         35.0        FR   France  \n",
-       "27         33.0        FR   France  \n",
-       "28         38.0        FR   France  \n",
-       "29         40.0        FR   France  \n",
-       "...         ...       ...      ...  \n",
-       "1894       59.0        FR   France  \n",
-       "1895       64.0        FR   France  \n",
-       "1896       97.0        FR   France  \n",
-       "1897       93.0        FR   France  \n",
-       "1898       80.0        FR   France  \n",
-       "1899      116.0        FR   France  \n",
-       "1900      149.0        FR   France  \n",
-       "1901      281.0        FR   France  \n",
-       "1902      395.0        FR   France  \n",
-       "1903      485.0        FR   France  \n",
-       "1904      544.0        FR   France  \n",
-       "1905      689.0        FR   France  \n",
-       "1906      722.0        FR   France  \n",
-       "1907      762.0        FR   France  \n",
-       "1908      926.0        FR   France  \n",
-       "1909     1113.0        FR   France  \n",
-       "1910     1236.0        FR   France  \n",
-       "1911      832.0        FR   France  \n",
-       "1912      459.0        FR   France  \n",
-       "1913      207.0        FR   France  \n",
-       "1914      190.0        FR   France  \n",
-       "1915      198.0        FR   France  \n",
-       "1916      224.0        FR   France  \n",
-       "1917      266.0        FR   France  \n",
-       "1918      219.0        FR   France  \n",
-       "1919      176.0        FR   France  \n",
-       "1920      163.0        FR   France  \n",
-       "1921      195.0        FR   France  \n",
-       "1922      308.0        FR   France  \n",
-       "1923      213.0        FR   France  \n",
-       "\n",
-       "[1924 rows x 10 columns]"
-      ]
-     },
-     "execution_count": 3,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
-    "raw_data = pd.read_csv(data_url, skiprows=1)\n",
+    "raw_data = pd.read_csv(data_file, skiprows=1)\n",
+    "\n",
     "raw_data"
    ]
   },
@@ -1043,73 +83,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": null,
    "metadata": {},
-   "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>1687</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",
-       "1687  198919          3    0      NaN     NaN       0         NaN        NaN   \n",
-       "\n",
-       "     geo_insee geo_name  \n",
-       "1687        FR   France  "
-      ]
-     },
-     "execution_count": 4,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "raw_data[raw_data.isnull().any(axis=1)]"
    ]
@@ -1123,976 +99,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
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-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>week</th>\n",
-       "      <th>indicator</th>\n",
-       "      <th>inc</th>\n",
-       "      <th>inc_low</th>\n",
-       "      <th>inc_up</th>\n",
-       "      <th>inc100</th>\n",
-       "      <th>inc100_low</th>\n",
-       "      <th>inc100_up</th>\n",
-       "      <th>geo_insee</th>\n",
-       "      <th>geo_name</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>202136</td>\n",
-       "      <td>3</td>\n",
-       "      <td>13068</td>\n",
-       "      <td>9214.0</td>\n",
-       "      <td>16922.0</td>\n",
-       "      <td>20</td>\n",
-       "      <td>14.0</td>\n",
-       "      <td>26.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>202135</td>\n",
-       "      <td>3</td>\n",
-       "      <td>12672</td>\n",
-       "      <td>9277.0</td>\n",
-       "      <td>16067.0</td>\n",
-       "      <td>19</td>\n",
-       "      <td>14.0</td>\n",
-       "      <td>24.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>202134</td>\n",
-       "      <td>3</td>\n",
-       "      <td>13013</td>\n",
-       "      <td>9481.0</td>\n",
-       "      <td>16545.0</td>\n",
-       "      <td>20</td>\n",
-       "      <td>15.0</td>\n",
-       "      <td>25.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>202133</td>\n",
-       "      <td>3</td>\n",
-       "      <td>10392</td>\n",
-       "      <td>7042.0</td>\n",
-       "      <td>13742.0</td>\n",
-       "      <td>16</td>\n",
-       "      <td>11.0</td>\n",
-       "      <td>21.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>202132</td>\n",
-       "      <td>3</td>\n",
-       "      <td>15586</td>\n",
-       "      <td>11009.0</td>\n",
-       "      <td>20163.0</td>\n",
-       "      <td>24</td>\n",
-       "      <td>17.0</td>\n",
-       "      <td>31.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>5</th>\n",
-       "      <td>202131</td>\n",
-       "      <td>3</td>\n",
-       "      <td>18855</td>\n",
-       "      <td>13664.0</td>\n",
-       "      <td>24046.0</td>\n",
-       "      <td>29</td>\n",
-       "      <td>21.0</td>\n",
-       "      <td>37.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>6</th>\n",
-       "      <td>202130</td>\n",
-       "      <td>3</td>\n",
-       "      <td>13991</td>\n",
-       "      <td>9695.0</td>\n",
-       "      <td>18287.0</td>\n",
-       "      <td>21</td>\n",
-       "      <td>14.0</td>\n",
-       "      <td>28.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>7</th>\n",
-       "      <td>202129</td>\n",
-       "      <td>3</td>\n",
-       "      <td>13626</td>\n",
-       "      <td>9618.0</td>\n",
-       "      <td>17634.0</td>\n",
-       "      <td>21</td>\n",
-       "      <td>15.0</td>\n",
-       "      <td>27.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8</th>\n",
-       "      <td>202128</td>\n",
-       "      <td>3</td>\n",
-       "      <td>8636</td>\n",
-       "      <td>5430.0</td>\n",
-       "      <td>11842.0</td>\n",
-       "      <td>13</td>\n",
-       "      <td>8.0</td>\n",
-       "      <td>18.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>9</th>\n",
-       "      <td>202127</td>\n",
-       "      <td>3</td>\n",
-       "      <td>10693</td>\n",
-       "      <td>6838.0</td>\n",
-       "      <td>14548.0</td>\n",
-       "      <td>16</td>\n",
-       "      <td>10.0</td>\n",
-       "      <td>22.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>10</th>\n",
-       "      <td>202126</td>\n",
-       "      <td>3</td>\n",
-       "      <td>7086</td>\n",
-       "      <td>4109.0</td>\n",
-       "      <td>10063.0</td>\n",
-       "      <td>11</td>\n",
-       "      <td>6.0</td>\n",
-       "      <td>16.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>11</th>\n",
-       "      <td>202125</td>\n",
-       "      <td>3</td>\n",
-       "      <td>7942</td>\n",
-       "      <td>5540.0</td>\n",
-       "      <td>10344.0</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>12</th>\n",
-       "      <td>202124</td>\n",
-       "      <td>3</td>\n",
-       "      <td>4855</td>\n",
-       "      <td>3011.0</td>\n",
-       "      <td>6699.0</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>13</th>\n",
-       "      <td>202123</td>\n",
-       "      <td>3</td>\n",
-       "      <td>6710</td>\n",
-       "      <td>4455.0</td>\n",
-       "      <td>8965.0</td>\n",
-       "      <td>10</td>\n",
-       "      <td>7.0</td>\n",
-       "      <td>13.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>14</th>\n",
-       "      <td>202122</td>\n",
-       "      <td>3</td>\n",
-       "      <td>7879</td>\n",
-       "      <td>5495.0</td>\n",
-       "      <td>10263.0</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>15</th>\n",
-       "      <td>202121</td>\n",
-       "      <td>3</td>\n",
-       "      <td>7827</td>\n",
-       "      <td>5403.0</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>16</th>\n",
-       "      <td>202120</td>\n",
-       "      <td>3</td>\n",
-       "      <td>10278</td>\n",
-       "      <td>7540.0</td>\n",
-       "      <td>13016.0</td>\n",
-       "      <td>16</td>\n",
-       "      <td>12.0</td>\n",
-       "      <td>20.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>17</th>\n",
-       "      <td>202119</td>\n",
-       "      <td>3</td>\n",
-       "      <td>9539</td>\n",
-       "      <td>6860.0</td>\n",
-       "      <td>12218.0</td>\n",
-       "      <td>14</td>\n",
-       "      <td>10.0</td>\n",
-       "      <td>18.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>18</th>\n",
-       "      <td>202118</td>\n",
-       "      <td>3</td>\n",
-       "      <td>12135</td>\n",
-       "      <td>9165.0</td>\n",
-       "      <td>15105.0</td>\n",
-       "      <td>18</td>\n",
-       "      <td>14.0</td>\n",
-       "      <td>22.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>19</th>\n",
-       "      <td>202117</td>\n",
-       "      <td>3</td>\n",
-       "      <td>12058</td>\n",
-       "      <td>8891.0</td>\n",
-       "      <td>15225.0</td>\n",
-       "      <td>18</td>\n",
-       "      <td>13.0</td>\n",
-       "      <td>23.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>20</th>\n",
-       "      <td>202116</td>\n",
-       "      <td>3</td>\n",
-       "      <td>16505</td>\n",
-       "      <td>12735.0</td>\n",
-       "      <td>20275.0</td>\n",
-       "      <td>25</td>\n",
-       "      <td>19.0</td>\n",
-       "      <td>31.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>21</th>\n",
-       "      <td>202115</td>\n",
-       "      <td>3</td>\n",
-       "      <td>19306</td>\n",
-       "      <td>15398.0</td>\n",
-       "      <td>23214.0</td>\n",
-       "      <td>29</td>\n",
-       "      <td>23.0</td>\n",
-       "      <td>35.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>22</th>\n",
-       "      <td>202114</td>\n",
-       "      <td>3</td>\n",
-       "      <td>21073</td>\n",
-       "      <td>17099.0</td>\n",
-       "      <td>25047.0</td>\n",
-       "      <td>32</td>\n",
-       "      <td>26.0</td>\n",
-       "      <td>38.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>23</th>\n",
-       "      <td>202113</td>\n",
-       "      <td>3</td>\n",
-       "      <td>26413</td>\n",
-       "      <td>22094.0</td>\n",
-       "      <td>30732.0</td>\n",
-       "      <td>40</td>\n",
-       "      <td>33.0</td>\n",
-       "      <td>47.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>24</th>\n",
-       "      <td>202112</td>\n",
-       "      <td>3</td>\n",
-       "      <td>30658</td>\n",
-       "      <td>25919.0</td>\n",
-       "      <td>35397.0</td>\n",
-       "      <td>46</td>\n",
-       "      <td>39.0</td>\n",
-       "      <td>53.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>25</th>\n",
-       "      <td>202111</td>\n",
-       "      <td>3</td>\n",
-       "      <td>24988</td>\n",
-       "      <td>20718.0</td>\n",
-       "      <td>29258.0</td>\n",
-       "      <td>38</td>\n",
-       "      <td>32.0</td>\n",
-       "      <td>44.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>26</th>\n",
-       "      <td>202110</td>\n",
-       "      <td>3</td>\n",
-       "      <td>19539</td>\n",
-       "      <td>15951.0</td>\n",
-       "      <td>23127.0</td>\n",
-       "      <td>30</td>\n",
-       "      <td>25.0</td>\n",
-       "      <td>35.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>27</th>\n",
-       "      <td>202109</td>\n",
-       "      <td>3</td>\n",
-       "      <td>17572</td>\n",
-       "      <td>13926.0</td>\n",
-       "      <td>21218.0</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>28</th>\n",
-       "      <td>202108</td>\n",
-       "      <td>3</td>\n",
-       "      <td>20882</td>\n",
-       "      <td>16907.0</td>\n",
-       "      <td>24857.0</td>\n",
-       "      <td>32</td>\n",
-       "      <td>26.0</td>\n",
-       "      <td>38.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>29</th>\n",
-       "      <td>202107</td>\n",
-       "      <td>3</td>\n",
-       "      <td>22393</td>\n",
-       "      <td>18303.0</td>\n",
-       "      <td>26483.0</td>\n",
-       "      <td>34</td>\n",
-       "      <td>28.0</td>\n",
-       "      <td>40.0</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>1894</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>1895</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>1896</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>1897</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>1898</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>1899</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>1900</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>1901</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>1902</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>1903</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>1904</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>1905</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>1906</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>1907</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>1908</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>1909</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>1910</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>1911</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>1912</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>1913</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>1914</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>1915</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>1916</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>1917</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>1918</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>1919</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>1920</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>1921</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>1922</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>1923</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>1923 rows × 10 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "        week  indicator     inc   inc_low    inc_up  inc100  inc100_low  \\\n",
-       "0     202136          3   13068    9214.0   16922.0      20        14.0   \n",
-       "1     202135          3   12672    9277.0   16067.0      19        14.0   \n",
-       "2     202134          3   13013    9481.0   16545.0      20        15.0   \n",
-       "3     202133          3   10392    7042.0   13742.0      16        11.0   \n",
-       "4     202132          3   15586   11009.0   20163.0      24        17.0   \n",
-       "5     202131          3   18855   13664.0   24046.0      29        21.0   \n",
-       "6     202130          3   13991    9695.0   18287.0      21        14.0   \n",
-       "7     202129          3   13626    9618.0   17634.0      21        15.0   \n",
-       "8     202128          3    8636    5430.0   11842.0      13         8.0   \n",
-       "9     202127          3   10693    6838.0   14548.0      16        10.0   \n",
-       "10    202126          3    7086    4109.0   10063.0      11         6.0   \n",
-       "11    202125          3    7942    5540.0   10344.0      12         8.0   \n",
-       "12    202124          3    4855    3011.0    6699.0       7         4.0   \n",
-       "13    202123          3    6710    4455.0    8965.0      10         7.0   \n",
-       "14    202122          3    7879    5495.0   10263.0      12         8.0   \n",
-       "15    202121          3    7827    5403.0   10251.0      12         8.0   \n",
-       "16    202120          3   10278    7540.0   13016.0      16        12.0   \n",
-       "17    202119          3    9539    6860.0   12218.0      14        10.0   \n",
-       "18    202118          3   12135    9165.0   15105.0      18        14.0   \n",
-       "19    202117          3   12058    8891.0   15225.0      18        13.0   \n",
-       "20    202116          3   16505   12735.0   20275.0      25        19.0   \n",
-       "21    202115          3   19306   15398.0   23214.0      29        23.0   \n",
-       "22    202114          3   21073   17099.0   25047.0      32        26.0   \n",
-       "23    202113          3   26413   22094.0   30732.0      40        33.0   \n",
-       "24    202112          3   30658   25919.0   35397.0      46        39.0   \n",
-       "25    202111          3   24988   20718.0   29258.0      38        32.0   \n",
-       "26    202110          3   19539   15951.0   23127.0      30        25.0   \n",
-       "27    202109          3   17572   13926.0   21218.0      27        21.0   \n",
-       "28    202108          3   20882   16907.0   24857.0      32        26.0   \n",
-       "29    202107          3   22393   18303.0   26483.0      34        28.0   \n",
-       "...      ...        ...     ...       ...       ...     ...         ...   \n",
-       "1894  198521          3   26096   19621.0   32571.0      47        35.0   \n",
-       "1895  198520          3   27896   20885.0   34907.0      51        38.0   \n",
-       "1896  198519          3   43154   32821.0   53487.0      78        59.0   \n",
-       "1897  198518          3   40555   29935.0   51175.0      74        55.0   \n",
-       "1898  198517          3   34053   24366.0   43740.0      62        44.0   \n",
-       "1899  198516          3   50362   36451.0   64273.0      91        66.0   \n",
-       "1900  198515          3   63881   45538.0   82224.0     116        83.0   \n",
-       "1901  198514          3  134545  114400.0  154690.0     244       207.0   \n",
-       "1902  198513          3  197206  176080.0  218332.0     357       319.0   \n",
-       "1903  198512          3  245240  223304.0  267176.0     445       405.0   \n",
-       "1904  198511          3  276205  252399.0  300011.0     501       458.0   \n",
-       "1905  198510          3  353231  326279.0  380183.0     640       591.0   \n",
-       "1906  198509          3  369895  341109.0  398681.0     670       618.0   \n",
-       "1907  198508          3  389886  359529.0  420243.0     707       652.0   \n",
-       "1908  198507          3  471852  432599.0  511105.0     855       784.0   \n",
-       "1909  198506          3  565825  518011.0  613639.0    1026       939.0   \n",
-       "1910  198505          3  637302  592795.0  681809.0    1155      1074.0   \n",
-       "1911  198504          3  424937  390794.0  459080.0     770       708.0   \n",
-       "1912  198503          3  213901  174689.0  253113.0     388       317.0   \n",
-       "1913  198502          3   97586   80949.0  114223.0     177       147.0   \n",
-       "1914  198501          3   85489   65918.0  105060.0     155       120.0   \n",
-       "1915  198452          3   84830   60602.0  109058.0     154       110.0   \n",
-       "1916  198451          3  101726   80242.0  123210.0     185       146.0   \n",
-       "1917  198450          3  123680  101401.0  145959.0     225       184.0   \n",
-       "1918  198449          3  101073   81684.0  120462.0     184       149.0   \n",
-       "1919  198448          3   78620   60634.0   96606.0     143       110.0   \n",
-       "1920  198447          3   72029   54274.0   89784.0     131        99.0   \n",
-       "1921  198446          3   87330   67686.0  106974.0     159       123.0   \n",
-       "1922  198445          3  135223  101414.0  169032.0     246       184.0   \n",
-       "1923  198444          3   68422   20056.0  116788.0     125        37.0   \n",
-       "\n",
-       "      inc100_up geo_insee geo_name  \n",
-       "0          26.0        FR   France  \n",
-       "1          24.0        FR   France  \n",
-       "2          25.0        FR   France  \n",
-       "3          21.0        FR   France  \n",
-       "4          31.0        FR   France  \n",
-       "5          37.0        FR   France  \n",
-       "6          28.0        FR   France  \n",
-       "7          27.0        FR   France  \n",
-       "8          18.0        FR   France  \n",
-       "9          22.0        FR   France  \n",
-       "10         16.0        FR   France  \n",
-       "11         16.0        FR   France  \n",
-       "12         10.0        FR   France  \n",
-       "13         13.0        FR   France  \n",
-       "14         16.0        FR   France  \n",
-       "15         16.0        FR   France  \n",
-       "16         20.0        FR   France  \n",
-       "17         18.0        FR   France  \n",
-       "18         22.0        FR   France  \n",
-       "19         23.0        FR   France  \n",
-       "20         31.0        FR   France  \n",
-       "21         35.0        FR   France  \n",
-       "22         38.0        FR   France  \n",
-       "23         47.0        FR   France  \n",
-       "24         53.0        FR   France  \n",
-       "25         44.0        FR   France  \n",
-       "26         35.0        FR   France  \n",
-       "27         33.0        FR   France  \n",
-       "28         38.0        FR   France  \n",
-       "29         40.0        FR   France  \n",
-       "...         ...       ...      ...  \n",
-       "1894       59.0        FR   France  \n",
-       "1895       64.0        FR   France  \n",
-       "1896       97.0        FR   France  \n",
-       "1897       93.0        FR   France  \n",
-       "1898       80.0        FR   France  \n",
-       "1899      116.0        FR   France  \n",
-       "1900      149.0        FR   France  \n",
-       "1901      281.0        FR   France  \n",
-       "1902      395.0        FR   France  \n",
-       "1903      485.0        FR   France  \n",
-       "1904      544.0        FR   France  \n",
-       "1905      689.0        FR   France  \n",
-       "1906      722.0        FR   France  \n",
-       "1907      762.0        FR   France  \n",
-       "1908      926.0        FR   France  \n",
-       "1909     1113.0        FR   France  \n",
-       "1910     1236.0        FR   France  \n",
-       "1911      832.0        FR   France  \n",
-       "1912      459.0        FR   France  \n",
-       "1913      207.0        FR   France  \n",
-       "1914      190.0        FR   France  \n",
-       "1915      198.0        FR   France  \n",
-       "1916      224.0        FR   France  \n",
-       "1917      266.0        FR   France  \n",
-       "1918      219.0        FR   France  \n",
-       "1919      176.0        FR   France  \n",
-       "1920      163.0        FR   France  \n",
-       "1921      195.0        FR   France  \n",
-       "1922      308.0        FR   France  \n",
-       "1923      213.0        FR   France  \n",
-       "\n",
-       "[1923 rows x 10 columns]"
-      ]
-     },
-     "execution_count": 5,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "data = raw_data.dropna().copy()\n",
     "data"
@@ -2118,7 +127,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2148,7 +157,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2173,17 +182,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "1989-05-01/1989-05-07 1989-05-15/1989-05-21\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "periods = sorted_data.index\n",
     "for p1, p2 in zip(periods[:-1], periods[1:]):\n",
@@ -2201,32 +202,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7fbf88604630>"
-      ]
-     },
-     "execution_count": 9,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "sorted_data['inc'].plot()"
    ]
@@ -2240,32 +218,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7fbf864542e8>"
-      ]
-     },
-     "execution_count": 10,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "sorted_data['inc'][-200:].plot()"
    ]
@@ -2300,7 +255,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2320,7 +275,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2344,32 +299,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7fbf863f8ac8>"
-      ]
-     },
-     "execution_count": 13,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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lbpS0XdIrkhaW0udKeiHPrcqtgMntgh/M9I2SZpbKLJPUna9lpfRZmbc7yx7bmEtiA9WoZZT9fQofjZ8OR3vPzNpLPT2Ug8D8iHhP0jjgbyVVtu69PSL+tJxZ0myKLXzPBqYBT0j6RG4DvBpYDjwLPA4sotgG+EpgX0ScIWkpcBvwJUmTgJuBDiCALZIei4h9mef2iFgr6btZx+rBXwobrHIgWHnxpwZcvt5P4aPx0+Fo7ZlZe+q3hxKF9/Lbcfmq9QCwxcDaiDgYEa8C24F5kqYCEyJiQxQPELsHWFIqsyaPHwYuyt7LQqAzInoyiHQCi/Lc/MxLlq3UZcPkrJvWMfOGn3Dfxp1EFIFg5g0/4ayb1vVfuMSfwmsbjT0za091zaFIOgbYApwB/O+I2CjpM8C1kq4AuoCv5h/96RQ9kIpdmfZ+Hlenk19fA4iIXknvAJPL6VVlJgNvR0RvH3XZMHnm+guPuEf7QPhTeG2jsWdm7amuVV4RcSgi5gAzKHob51AML30cmAPsBr6V2dVXFTXSB1OmVl2HkbRcUpekrr179/aVxQapkYHAn8JHHj+iZPQZ0CqviHhb0tPAovLciaTvAz/Ob3cBp5aKzQDeyPQZfaSXy+ySNBY4EejJ9E9XlXkaeAs4SdLY7KWU66pu853AnVA8vn4gP6/1r1H7cPhT+MhztHNr1n763Q9F0hTg/QwmxwM/pZgQ3xIRuzPPHwLnRcRSSWcD9wPzKCblfwacGRGHJG0G/iuwkWJS/n9FxOOSrgE+FRFfyUn5346I381J+S3Ab2Zzfg7MjYgeSX8F/LA0Kf+LiPhOrZ/F+6GYDT3vcT/y1LsfSj09lKnAmpxHGQM8FBE/lnSvpDkUQ007gC8DRMQ2SQ8BLwG9wDW5wgvgKuBu4HiK1V2V2du7gHslbafomSzNunok3Qpszny3RERPHq8A1kpaCWzNOsysyRo1t2btp9+AEhG/AM7tI/3yGmX+BPiTPtK7gF8Zz4iIA8AXj1DXD4Af9JH+/yh6QWbWQrzIYvTynfJm1nDe43508p7yZmZWk/eUNzOzYeWAYmZmDeGAYmZmDeGAYmZmDeGAYmZmDeGAYmZmDeGAYmZmDeGAYmZmDeGAYmZmDeGAYjaEvCeIjSYOKGZDqLwniNlI54dDmg2B6j1B7tu4k/s27vSeIDaiuYdiNgSeuf5CvjBnGuPHFf/Fxo8bw+I503hmxYVNbpnZ0HFAMRsC3hPERiMHFBtRWmkSvLInyCNXX8Bl553O3vcONrtJZkOq34AiabykTZKel7RN0h9n+iRJnZK68+vEUpkbJW2X9IqkhaX0uZJeyHOrJCnTj5P0YKZvlDSzVGZZvke3pGWl9FmZtzvLHtuYS2LtrJUmwb93eQcrl5zD7GkTWLnkHL53eb/bSZi1tX432Mo/+h+JiPckjQP+FrgO+G2gJyK+IekGYGJErJA0G3iAYnveacATwCci4pCkTVn2WeBxYFVErJN0NfAbEfEVSUuBiyPiS5ImAV1AB8Xe9VuAuRGxL/et/1FErJX0XeD5iFhd62fxBlsjV/UkeIUnwc2OXsM22IrCe/ntuHwFsBhYk+lrgCV5vBhYGxEHI+JVYDswT9JUYEJEbIgiit1TVaZS18PARRnIFgKdEdETEfuATmBRnpufeavf30YhT4IPr1YaWrTWUdcciqRjJD0H7KH4A78ROCUidgPk15Mz+3TgtVLxXZk2PY+r0w8rExG9wDvA5Bp1TQbezrzVdVW3fbmkLklde/furefHtTbkSfDh1UpDi9Y66roPJSIOAXMknQQ8IumcGtnVVxU10gdTplZdhydG3AncCcWQV195bGSoTIJfOu807t+0k73+9Nxwvr/GahnQjY0R8bakp4FFwJuSpkbE7hzO2pPZdgGnlorNAN7I9Bl9pJfL7JI0FjgR6Mn0T1eVeRp4CzhJ0tjspZTrslGqPOm9ckmtzzw2WM9cfyErH3+Zn277Jw68/wHjx41h4dm/ztc+98lmN81aQD2rvKZkzwRJxwP/Gfgl8BhQWXW1DHg0jx8DlubKrVnAmcCmHBbbL+n8nAO5oqpMpa5LgCdznmU9sEDSxFxFtgBYn+eeyrzV729mQ8RDi1ZLPT2UqcAaScdQBKCHIuLHkjYAD0m6EtgJfBEgIrblCqyXgF7gmhwyA7gKuBs4HliXL4C7gHslbafomSzNunok3Qpszny3RERPHq8A1kpaCWzNOsxsiHlo0Y6k32XDI8lQLhve8+4Brn1gK3dceq4/rZk1UDv+32rHNtfSsGXDVh+vejEbGu34f6sd29wI7qEcJd9QZzY02vH/Vju2uR7uoQwT31BnNjTa8f9WO7a5kRxQjtJAVr347mJrB63ye9qOK8rasc2N5IDSAPU+VXa0jqtae2ml39N2fGJzO7a5UTyHMgxG6riqjSz+PbUj8RxKCxnt46rWHvx72npaZfixXg4ow6Cdx1Xb7RfaBq+df09HqlYafqzHgJ7lZYPXrncXl3+hV178qWY3x4ZYu/6ejjTt+hBOz6FYnzyebtY8e949cMSHcDajx+g5FDsqHk83a552HX70kJf1qV1/oc1GinYcfnRAsSNqx19os5GiHff38RzKKDbSnohqZkPDcyjWr3Zbkmhmrc1DXqNQuy5JbDXu4Zkdrp4tgE+V9JSklyVtk3Rdpn9d0uuSnsvXZ0tlbpS0XdIrkhaW0udKeiHPrcqtgMntgh/M9I2SZpbKLJPUna9lpfRZmbc7yx7bmEsy8nkFV2O4h2d2uHp6KL3AVyPi55JOALZI6sxzt0fEn5YzS5pNsYXv2cA04AlJn8htgFcDy4FngceBRRTbAF8J7IuIMyQtBW4DviRpEnAz0AFEvvdjEbEv89weEWslfTfrWD34SzF6eAXX0XEPz6xv/fZQImJ3RPw8j/cDLwPTaxRZDKyNiIMR8SqwHZgnaSowISI2RLES4B5gSanMmjx+GLgoey8Lgc6I6Mkg0gksynPzMy9ZtlKX1WE0PxH1aLmHZ9a3Ac2h5FDUucBG4ALgWklXAF0UvZh9FMHm2VKxXZn2fh5Xp5NfXwOIiF5J7wCTy+lVZSYDb0dEbx91WR3acUliq3APz6xvda/ykvRR4IfAH0TEuxTDSx8H5gC7gW9VsvZRPGqkD6ZMrbqq271cUpekrr179/aVxWzA3MMz+1V19VAkjaMIJn8ZET8CiIg3S+e/D/w4v90FnFoqPgN4I9Nn9JFeLrNL0ljgRKAn0z9dVeZp4C3gJEljs5dSruswEXEncCcU96HU8/Oa9cc9PLNfVc8qLwF3AS9HxLdL6VNL2S4GXszjx4CluXJrFnAmsCkidgP7JZ2fdV4BPFoqU1nBdQnwZM6zrAcWSJooaSKwAFif557KvGTZSl1mZtYE9fRQLgAuB16Q9Fym/RHwXyTNoRhq2gF8GSAitkl6CHiJYoXYNbnCC+Aq4G7geIrVXesy/S7gXknbKXomS7OuHkm3Apsz3y0R0ZPHK4C1klYCW7MOMzNrEj96xczMavKjV8zMbFg5oJiZNcFI3F7bAcVsFBmJf8Ta1Uh8dI8fDmk2ipT/iK28+FPNbs6oNJIf3eNJebNRoPqPWMVI+CPWbhq5X/xwPfHak/Jm9q/8/LHW0chH97TasJmHvMyabDg+Zfr5Y63laLfXbtVhMwcUsyYbrnmNo/0jZo1ztI/ueeb6C484bNZMDihmTTLcnzL9/LGRo1V7nJ5DMWsSz2s0zmhcDt2KT7x2D8WsSVr1U2Y7Go3LoVuxx+mAYtZEntc4Oq06OT1a+T4UM2tbjbynw47M96GY2YjnYcPW4iEvM2trHjZsHR7yMjMbwRpx46yHvMzMbFgfz1LPnvKnSnpK0suStkm6LtMnSeqU1J1fJ5bK3Chpu6RXJC0spc+V9EKeW5V7y5P7zz+Y6RslzSyVWZbv0S1pWSl9VubtzrLHNuaSmJm1v7NuWsfMG37CfRt3ElGsgJt5w08466Z1/RcepHp6KL3AVyPik8D5wDWSZgM3AD+LiDOBn+X35LmlwNnAIuA7ko7JulYDy4Ez87Uo068E9kXEGcDtwG1Z1yTgZuA8YB5wcylw3Qbcnu+/L+swMzOac+NsvwElInZHxM/zeD/wMjAdWAysyWxrgCV5vBhYGxEHI+JVYDswT9JUYEJEbIhi4uaeqjKVuh4GLsrey0KgMyJ6ImIf0AksynPzM2/1+5uZjXrNWAE3oFVeORR1LrAROCUidkMRdCSdnNmmA8+Wiu3KtPfzuDq9Uua1rKtX0jvA5HJ6VZnJwNsR0dtHXWZmxvCvgKs7oEj6KPBD4A8i4t2c/ugzax9pUSN9MGVq1XV4Y6TlFMNsnHbaaX1lMTMbkYb78Sx1rfKSNI4imPxlRPwok9/MYSzy655M3wWcWio+A3gj02f0kX5YGUljgROBnhp1vQWclHmr6zpMRNwZER0R0TFlypR6flwzMxuEelZ5CbgLeDkivl069RhQWXW1DHi0lL40V27Noph835TDY/slnZ91XlFVplLXJcCTOc+yHlggaWJOxi8A1ue5pzJv9fubmVkT1DPkdQFwOfCCpOcy7Y+AbwAPSboS2Al8ESAitkl6CHiJYoXYNRFxKMtdBdwNHA+syxcUAeteSdspeiZLs64eSbcCmzPfLRHRk8crgLWSVgJbsw4zM2sS3ylvZmY1+U55aymjcQMks9HGAcWGxXA+/sHMmsNPG7Yh5Q2QzEYP91BsSHnfdLPRwwHFhpQ3QDIbPTzkZUPOGyCZjQ5eNmxmZjV52bCZmQ0rBxQzM2sIB5QRyjcSmtlwc0AZoXwjoZkNN6/yGmF8I6GZNYt7KCOMbyQ0GzwPFR8dB5QRxjcSmg2eh4qPjoe8RiDfSGg2MB4qbgzf2Ghmo96edw+w8vGX+em2f+LA+x8wftwYFp7963ztc590754G3tgo6QeS9kh6sZT2dUmvS3ouX58tnbtR0nZJr0haWEqfK+mFPLcqtwEmtwp+MNM3SppZKrNMUne+lpXSZ2Xe7ix7bD0XxcysLx4qbox65lDuBhb1kX57RMzJ1+MAkmZTbN97dpb5jqRjMv9qYDnFHvNnluq8EtgXEWcAtwO3ZV2TgJuB84B5wM25rzyZ5/aIOBPYl3WYmQ1aZaj4kasv4LLzTmfveweb3aS20+8cSkT8TbnX0I/FwNqIOAi8mnvEz5O0A5gQERsAJN0DLKHYU34x8PUs/zBwR/ZeFgKdlT3kJXUCiyStBeYDl2aZNVl+dZ1tNDP7Fd+7/MMRnZVLzmliS9rX0azyulbSL3JIrNJzmA68VsqzK9Om53F1+mFlIqIXeAeYXKOuycDbmbe6LjMza5LBBpTVwMeBOcBu4FuZrj7yRo30wZSpVdevkLRcUpekrr179x4pm5mZHaVBBZSIeDMiDkXEB8D3KeY4oOgtnFrKOgN4I9Nn9JF+WBlJY4ETgZ4adb0FnJR5q+vqq613RkRHRHRMmTJloD+qmZnVaVABRdLU0rcXA5UVYI8BS3Pl1iyKyfdNEbEb2C/p/JwfuQJ4tFSmsoLrEuDJKNYyrwcWSJqYQ2oLgPV57qnMS5at1GVmZk3S76S8pAeATwMfk7SLYuXVpyXNoRhq2gF8GSAitkl6CHgJ6AWuiYhDWdVVFCvGjqeYjF+X6XcB9+YEfg/FKjEiokfSrcDmzHdLZYIeWAGslbQS2Jp1mJlZE/nGRjMzq6neGxtHVUCRtBf4xz5OfYxibqaduM1Dr93aC27zcGm3Nh9te0+PiH4noUdVQDkSSV31RN9W4jYPvXZrL7jNw6Xd2jxc7fXThs3MrCEcUMzMrCEcUAp3NrsBg+A2D712ay+4zcOl3do8LO31HIqZmTWEeyhmZtYQIzKgHGEPl38raUPuyfJ/JE3I9HGS1mT6y5JuLJV5Ovd1qez7cnKLtPlYSX+R6c9L+nSpTJ/7zrR4m4flOks6VdJT+e+8TdJ1mT5JUmfur9NZetjpgPf3afE2t+R1ljQ5878n6Y6qulryOvfT5iG/zoNo729J2pLXcouk+aW6GneNI2LEvYD/CPwm8GIpbTPwn/L494Fb8/hSikfuA/waxZ3/M/P7p4GOFmzzNcBf5PHJwBZgTH6ruEO0AAADpklEQVS/Cfh3FA/RXAd8pg3aPCzXGZgK/GYenwD8PTAb+CZwQ6bfANyWx7OB54HjgFnAPwDHDOd1bnCbW/U6fwT498BXgDuq6mrV61yrzUN+nQfR3nOBaXl8DvD6UFzjEdlDiYi/oXiMS9lZwN/kcSfwO5XswEdUPGzyeOBfgHeHo51lA2zzbOBnWW4P8DbQoeIZaxMiYkMUvymVfWdats1D1ba+RMTuiPh5Hu8HXqbY+mAxxb465NfKNfvX/X0i4lWgsr/PsF3nRrV5KNrWqDZHxD9HxN8CB8r1tPJ1PlKbh8sg2rs1IioP0d0GjFfxzMWGXuMRGVCO4EXgC3n8RT58kvHDwD9TPIZ/J/Cn8eEzwwD+Irut/2Moh4+O4Ehtfh5YLGmsiodwzs1ztfadGS4DbXPFsF5nFZvGnQtsBE6J4gGm5NfKEMVg9vcZMkfZ5opWvM5H0srXuT/Ddp0H0d7fAbZGsRFiQ6/xaAoovw9cI2kLRRfxXzJ9HnAImEYxRPBVSf8mz10WEZ8C/kO+Lh/eJh+xzT+g+IfvAv4M+L8UD+Mc0F4xQ2SgbYZhvs6SPgr8EPiDiKjVG23InjyN0IA2Q+te5yNW0Udaq1znWobtOg+0vZLOpthC/cuVpD6yDfoaj5qAEhG/jIgFETEXeIBibBmKOZS/joj3cyjm78ihmIh4Pb/uB+5n+IcO+mxzRPRGxB9GxJyIWAycBHRTe9+ZVm3zsF5nSeMo/gP+ZUT8KJPfzK5/ZZhlT6YPZn+fVm1zK1/nI2nl63xEw3WdB9peSTOAR4ArIqLy96+h13jUBJTKSgtJY4CbgO/mqZ3AfBU+ApwP/DKHZj6WZcYBn+fDfV+a2mZJv5ZtRdJvAb0R8VLU3nemJds8nNc5r8ldwMsR8e3SqfKePOX9dQazv09LtrnFr3OfWvw6H6meYbnOA22vpJOAnwA3RsTfVTI3/BoPdja/lV8Un4x3A+9TROArgesoVkL8PfANPryp86PAX1FMVL0E/Pf4cBXHFuAXee5/kqtlWqDNM4FXKCbinqB4Emilng6KX+B/AO6olGnVNg/ndaZYlRP5Xs/l67PAZIoFA935dVKpzNfyWr5CafXLcF3nRrW5Da7zDooFHu/l79LsNrjOv9Lm4brOA20vxYe7fy7lfQ44udHX2HfKm5lZQ4yaIS8zMxtaDihmZtYQDihmZtYQDihmZtYQDihmZtYQDihmZtYQDihmZtYQDihmZtYQ/x/rFzgxQKYDrwAAAABJRU5ErkJggg==\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "yearly_incidence.plot(style='*')"
    ]
@@ -2383,55 +315,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "2014    1600941\n",
-       "1991    1659249\n",
-       "1995    1840410\n",
-       "2020    2053781\n",
-       "2012    2175217\n",
-       "2003    2234584\n",
-       "2019    2254386\n",
-       "2006    2307352\n",
-       "2017    2321583\n",
-       "2001    2529279\n",
-       "1992    2574578\n",
-       "1993    2703886\n",
-       "2018    2705325\n",
-       "1988    2765617\n",
-       "2007    2780164\n",
-       "1987    2855570\n",
-       "2016    2856393\n",
-       "2011    2857040\n",
-       "2008    2973918\n",
-       "1998    3034904\n",
-       "2002    3125418\n",
-       "2009    3444020\n",
-       "1994    3514763\n",
-       "1996    3539413\n",
-       "2004    3567744\n",
-       "1997    3620066\n",
-       "2015    3654892\n",
-       "2000    3826372\n",
-       "2005    3835025\n",
-       "1999    3908112\n",
-       "2010    4111392\n",
-       "2013    4182691\n",
-       "1986    5115251\n",
-       "1990    5235827\n",
-       "1989    5466192\n",
-       "dtype: int64"
-      ]
-     },
-     "execution_count": 14,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "yearly_incidence.sort_values()"
    ]
@@ -2446,36 +332,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7fbf8635e860>"
-      ]
-     },
-     "execution_count": 15,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "yearly_incidence.hist(xrot=20)"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
   {
    "cell_type": "code",
    "execution_count": null,
diff --git a/module3/exo1/syndrome-grippal.csv b/module3/exo1/syndrome-grippal.csv
new file mode 100644
index 0000000..47a57f5
--- /dev/null
+++ b/module3/exo1/syndrome-grippal.csv
@@ -0,0 +1,1926 @@
+# @source="réseau Sentinelles, INSERM, Sorbonne Université, http://www.sentiweb.fr", @meta={"period":[198444,202136],"geo":["PAY","1"],"geo_ref":"insee","indicator":"3","type":"all","conf_int":true,"compact":false}, @date=2021-09-22T10:52:37+02:00
+week,indicator,inc,inc_low,inc_up,inc100,inc100_low,inc100_up,geo_insee,geo_name
+202136,3,10224,7428,13020,15,11,19,FR,France
+202135,3,12518,9208,15828,19,14,24,FR,France
+202134,3,13015,9485,16545,20,15,25,FR,France
+202133,3,10392,7042,13742,16,11,21,FR,France
+202132,3,15586,11009,20163,24,17,31,FR,France
+202131,3,18855,13664,24046,29,21,37,FR,France
+202130,3,13991,9695,18287,21,14,28,FR,France
+202129,3,13626,9618,17634,21,15,27,FR,France
+202128,3,8636,5430,11842,13,8,18,FR,France
+202127,3,10693,6838,14548,16,10,22,FR,France
+202126,3,7086,4109,10063,11,6,16,FR,France
+202125,3,7942,5540,10344,12,8,16,FR,France
+202124,3,4855,3011,6699,7,4,10,FR,France
+202123,3,6710,4455,8965,10,7,13,FR,France
+202122,3,7879,5495,10263,12,8,16,FR,France
+202121,3,7827,5403,10251,12,8,16,FR,France
+202120,3,10278,7540,13016,16,12,20,FR,France
+202119,3,9539,6860,12218,14,10,18,FR,France
+202118,3,12135,9165,15105,18,14,22,FR,France
+202117,3,12058,8891,15225,18,13,23,FR,France
+202116,3,16505,12735,20275,25,19,31,FR,France
+202115,3,19306,15398,23214,29,23,35,FR,France
+202114,3,21073,17099,25047,32,26,38,FR,France
+202113,3,26413,22094,30732,40,33,47,FR,France
+202112,3,30658,25919,35397,46,39,53,FR,France
+202111,3,24988,20718,29258,38,32,44,FR,France
+202110,3,19539,15951,23127,30,25,35,FR,France
+202109,3,17572,13926,21218,27,21,33,FR,France
+202108,3,20882,16907,24857,32,26,38,FR,France
+202107,3,22393,18303,26483,34,28,40,FR,France
+202106,3,23183,19134,27232,35,29,41,FR,France
+202105,3,22426,18445,26407,34,28,40,FR,France
+202104,3,25804,21491,30117,39,32,46,FR,France
+202103,3,21810,17894,25726,33,27,39,FR,France
+202102,3,17320,13906,20734,26,21,31,FR,France
+202101,3,21799,17778,25820,33,27,39,FR,France
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+201439,3,8583,5054,12112,13,8,18,FR,France
+201438,3,10567,6496,14638,16,10,22,FR,France
+201437,3,7714,3780,11648,12,6,18,FR,France
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+201433,3,2358,0,4875,4,0,8,FR,France
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+201429,3,5122,1258,8986,8,2,14,FR,France
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+199645,3,25551,20136,30966,44,35,53,FR,France
+199644,3,10753,7230,14276,19,13,25,FR,France
+199643,3,12971,9311,16631,22,16,28,FR,France
+199642,3,11929,8472,15386,21,15,27,FR,France
+199641,3,9918,6674,13162,17,11,23,FR,France
+199640,3,10765,7067,14463,19,13,25,FR,France
+199639,3,8377,5183,11571,14,8,20,FR,France
+199638,3,9470,5965,12975,16,10,22,FR,France
+199637,3,2925,829,5021,5,1,9,FR,France
+199636,3,1122,23,2221,2,0,4,FR,France
+199635,3,1674,93,3255,3,0,6,FR,France
+199634,3,1273,122,2424,2,0,4,FR,France
+199633,3,540,0,1246,1,0,2,FR,France
+199632,3,1453,176,2730,3,1,5,FR,France
+199631,3,3010,752,5268,5,1,9,FR,France
+199630,3,2992,706,5278,5,1,9,FR,France
+199629,3,1559,144,2974,3,1,5,FR,France
+199628,3,3109,541,5677,5,1,9,FR,France
+199627,3,4456,1595,7317,8,3,13,FR,France
+199626,3,2871,1138,4604,5,2,8,FR,France
+199625,3,2308,856,3760,4,1,7,FR,France
+199624,3,2490,1067,3913,4,2,6,FR,France
+199623,3,2819,1262,4376,5,2,8,FR,France
+199622,3,4005,1984,6026,7,4,10,FR,France
+199621,3,7042,4291,9793,12,7,17,FR,France
+199620,3,10619,7365,13873,18,12,24,FR,France
+199619,3,11898,8065,15731,21,14,28,FR,France
+199618,3,18338,13352,23324,32,23,41,FR,France
+199617,3,24954,19100,30808,43,33,53,FR,France
+199616,3,29313,23868,34758,51,42,60,FR,France
+199615,3,51703,43644,59762,89,75,103,FR,France
+199614,3,44414,36774,52054,77,64,90,FR,France
+199613,3,30622,25062,36182,53,43,63,FR,France
+199612,3,31818,25852,37784,55,45,65,FR,France
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+199607,3,23041,18338,27744,40,32,48,FR,France
+199606,3,21810,17153,26467,38,30,46,FR,France
+199605,3,25275,20410,30140,44,36,52,FR,France
+199604,3,43359,36948,49770,75,64,86,FR,France
+199603,3,54691,48016,61366,94,82,106,FR,France
+199602,3,105606,96106,115106,182,166,198,FR,France
+199601,3,223830,209274,238386,386,361,411,FR,France
+199552,3,397122,378252,415992,688,655,721,FR,France
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+199544,3,13168,9820,16516,23,17,29,FR,France
+199543,3,16188,12389,19987,28,21,35,FR,France
+199542,3,15178,11387,18969,26,19,33,FR,France
+199541,3,14980,10851,19109,26,19,33,FR,France
+199540,3,16245,11610,20880,28,20,36,FR,France
+199539,3,18499,13844,23154,32,24,40,FR,France
+199538,3,13123,9410,16836,23,17,29,FR,France
+199537,3,4895,2666,7124,8,4,12,FR,France
+199536,3,3659,1574,5744,6,2,10,FR,France
+199535,3,2496,644,4348,4,1,7,FR,France
+199534,3,1887,214,3560,3,0,6,FR,France
+199533,3,905,0,2007,2,0,4,FR,France
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+199531,3,1946,92,3800,3,0,6,FR,France
+199530,3,1898,46,3750,3,0,6,FR,France
+199529,3,2148,687,3609,4,1,7,FR,France
+199528,3,3312,1430,5194,6,3,9,FR,France
+199527,3,4853,2683,7023,8,4,12,FR,France
+199526,3,4986,2911,7061,9,5,13,FR,France
+199525,3,4571,2520,6622,8,4,12,FR,France
+199524,3,8058,5054,11062,14,9,19,FR,France
+199523,3,13820,9801,17839,24,17,31,FR,France
+199522,3,14124,9999,18249,24,17,31,FR,France
+199521,3,11931,8655,15207,21,15,27,FR,France
+199520,3,18846,14311,23381,33,25,41,FR,France
+199519,3,26261,21488,31034,45,37,53,FR,France
+199518,3,39231,33258,45204,68,58,78,FR,France
+199517,3,88640,79343,97937,153,137,169,FR,France
+199516,3,140488,129439,151537,243,224,262,FR,France
+199515,3,181007,169110,192904,313,292,334,FR,France
+199514,3,248704,235144,262264,431,408,454,FR,France
+199513,3,209839,197191,222487,363,341,385,FR,France
+199512,3,122434,112497,132371,212,195,229,FR,France
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+199509,3,39696,33259,46133,69,58,80,FR,France
+199508,3,38008,32225,43791,66,56,76,FR,France
+199507,3,30550,25479,35621,53,44,62,FR,France
+199506,3,37351,32007,42695,65,56,74,FR,France
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+199502,3,23480,19249,27711,41,34,48,FR,France
+199501,3,26556,21916,31196,46,38,54,FR,France
+199452,3,22036,17495,26577,38,30,46,FR,France
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+199450,3,28831,23470,34192,50,41,59,FR,France
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+199446,3,14252,10525,17979,25,19,31,FR,France
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+199443,3,11254,8002,14506,20,14,26,FR,France
+199442,3,14406,10653,18159,25,18,32,FR,France
+199441,3,14073,10341,17805,24,18,30,FR,France
+199440,3,15962,11850,20074,28,21,35,FR,France
+199439,3,15878,11643,20113,28,21,35,FR,France
+199438,3,15366,11100,19632,27,20,34,FR,France
+199437,3,5949,3561,8337,10,6,14,FR,France
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+199431,3,5027,1580,8474,9,3,15,FR,France
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+199427,3,713,0,1459,1,0,2,FR,France
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+199425,3,5431,3222,7640,9,5,13,FR,France
+199424,3,6288,3723,8853,11,7,15,FR,France
+199423,3,6440,1052,11828,11,2,20,FR,France
+199422,3,845,0,2449,1,0,4,FR,France
+199421,3,2197,395,3999,4,1,7,FR,France
+199420,3,2217,852,3582,4,2,6,FR,France
+199419,3,1483,406,2560,3,1,5,FR,France
+199418,3,3705,1940,5470,6,3,9,FR,France
+199417,3,2288,1064,3512,4,2,6,FR,France
+199416,3,5156,3176,7136,9,6,12,FR,France
+199415,3,6952,4678,9226,12,8,16,FR,France
+199414,3,4671,2784,6558,8,5,11,FR,France
+199413,3,3343,1641,5045,6,3,9,FR,France
+199412,3,4305,2412,6198,7,4,10,FR,France
+199411,3,5399,3327,7471,9,5,13,FR,France
+199410,3,4548,2529,6567,8,4,12,FR,France
+199409,3,5635,3251,8019,10,6,14,FR,France
+199408,3,9539,6652,12426,17,12,22,FR,France
+199407,3,14639,11188,18090,25,19,31,FR,France
+199406,3,17308,13395,21221,30,23,37,FR,France
+199405,3,18489,14290,22688,32,25,39,FR,France
+199404,3,23712,19048,28376,41,33,49,FR,France
+199403,3,29882,24817,34947,52,43,61,FR,France
+199402,3,47402,41415,53389,82,72,92,FR,France
+199401,3,118119,108182,128056,205,188,222,FR,France
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+199350,3,627639,607097,648181,1094,1058,1130,FR,France
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+199346,3,76034,68003,84065,133,119,147,FR,France
+199345,3,32289,27022,37556,56,47,65,FR,France
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+199342,3,19187,14893,23481,33,26,40,FR,France
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+199340,3,13805,10348,17262,24,18,30,FR,France
+199339,3,14783,11173,18393,26,20,32,FR,France
+199338,3,10492,7329,13655,18,12,24,FR,France
+199337,3,7023,4503,9543,12,8,16,FR,France
+199336,3,4361,2445,6277,8,5,11,FR,France
+199335,3,5589,3066,8112,10,6,14,FR,France
+199334,3,2984,1209,4759,5,2,8,FR,France
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+199329,3,3714,1668,5760,6,2,10,FR,France
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+199322,3,3432,1849,5015,6,3,9,FR,France
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+199316,3,24932,19468,30396,43,33,53,FR,France
+199315,3,22181,17147,27215,39,30,48,FR,France
+199314,3,38266,30865,45667,67,54,80,FR,France
+199313,3,62987,54506,71468,110,95,125,FR,France
+199312,3,63493,55956,71030,111,98,124,FR,France
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+199253,3,56622,49107,64137,99,86,112,FR,France
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+199251,3,41156,35024,47288,72,61,83,FR,France
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+199248,3,32392,27499,37285,57,48,66,FR,France
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+199241,3,24091,19953,28229,42,35,49,FR,France
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+199239,3,13535,10301,16769,24,18,30,FR,France
+199238,3,9837,7106,12568,17,12,22,FR,France
+199237,3,7480,5130,9830,13,9,17,FR,France
+199236,3,5155,2958,7352,9,5,13,FR,France
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+199234,3,2953,922,4984,5,1,9,FR,France
+199233,3,4046,1549,6543,7,3,11,FR,France
+199232,3,4963,2215,7711,9,4,14,FR,France
+199231,3,4233,1733,6733,7,3,11,FR,France
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+199229,3,3586,1583,5589,6,2,10,FR,France
+199228,3,4179,2133,6225,7,3,11,FR,France
+199227,3,5568,3134,8002,10,6,14,FR,France
+199226,3,5886,3229,8543,10,5,15,FR,France
+199225,3,5304,2805,7803,9,5,13,FR,France
+199224,3,5928,3482,8374,10,6,14,FR,France
+199223,3,3914,1855,5973,7,3,11,FR,France
+199222,3,4899,2641,7157,9,5,13,FR,France
+199221,3,5059,2889,7229,9,5,13,FR,France
+199220,3,4308,2226,6390,8,4,12,FR,France
+199219,3,2982,1181,4783,5,2,8,FR,France
+199218,3,3887,1777,5997,7,3,11,FR,France
+199217,3,3614,1216,6012,6,2,10,FR,France
+199216,3,5460,2934,7986,10,6,14,FR,France
+199215,3,8642,5029,12255,15,9,21,FR,France
+199214,3,11346,7536,15156,20,13,27,FR,France
+199213,3,11693,8096,15290,20,14,26,FR,France
+199212,3,11752,7834,15670,21,14,28,FR,France
+199211,3,11689,7575,15803,20,13,27,FR,France
+199210,3,19224,12971,25477,34,23,45,FR,France
+199209,3,26629,20275,32983,47,36,58,FR,France
+199208,3,37667,30887,44447,66,54,78,FR,France
+199207,3,57312,48777,65847,100,85,115,FR,France
+199206,3,112450,99989,124911,197,175,219,FR,France
+199205,3,165474,151342,179606,290,265,315,FR,France
+199204,3,147959,133595,162323,259,234,284,FR,France
+199203,3,137893,122944,152842,241,215,267,FR,France
+199202,3,185852,166558,205146,325,291,359,FR,France
+199201,3,247688,222574,272802,434,390,478,FR,France
+199152,3,349815,325499,374131,615,572,658,FR,France
+199151,3,378413,355928,400898,666,626,706,FR,France
+199150,3,198721,182878,214564,350,322,378,FR,France
+199149,3,93903,82992,104814,165,146,184,FR,France
+199148,3,45173,37384,52962,79,65,93,FR,France
+199147,3,35691,28224,43158,63,50,76,FR,France
+199146,3,23685,17531,29839,42,31,53,FR,France
+199145,3,19565,13551,25579,34,23,45,FR,France
+199144,3,21571,15477,27665,38,27,49,FR,France
+199143,3,28842,21958,35726,51,39,63,FR,France
+199142,3,27483,20385,34581,48,36,60,FR,France
+199141,3,28185,20655,35715,50,37,63,FR,France
+199140,3,26740,16049,37431,47,28,66,FR,France
+199139,3,14373,8734,20012,25,15,35,FR,France
+199138,3,7460,3700,11220,13,6,20,FR,France
+199137,3,2429,434,4424,4,0,8,FR,France
+199136,3,2380,0,4882,4,0,8,FR,France
+199135,3,2372,0,5025,4,0,9,FR,France
+199134,3,2099,0,5104,4,0,9,FR,France
+199133,3,1654,0,4102,3,0,7,FR,France
+199132,3,625,0,2190,1,0,4,FR,France
+199131,3,2464,0,5830,4,0,10,FR,France
+199130,3,2382,0,6857,4,0,12,FR,France
+199129,3,3837,40,7634,7,0,14,FR,France
+199128,3,3297,152,6442,6,0,12,FR,France
+199127,3,3164,934,5394,6,2,10,FR,France
+199126,3,6376,3324,9428,11,6,16,FR,France
+199125,3,8218,4776,11660,14,8,20,FR,France
+199124,3,8223,4660,11786,14,8,20,FR,France
+199123,3,6801,3596,10006,12,6,18,FR,France
+199122,3,6050,2682,9418,11,5,17,FR,France
+199121,3,6391,3385,9397,11,6,16,FR,France
+199120,3,8633,4683,12583,15,8,22,FR,France
+199119,3,7785,3986,11584,14,7,21,FR,France
+199118,3,10856,6457,15255,19,11,27,FR,France
+199117,3,15603,10950,20256,27,19,35,FR,France
+199116,3,15665,11184,20146,28,20,36,FR,France
+199115,3,15062,10715,19409,26,18,34,FR,France
+199114,3,27862,21583,34141,49,38,60,FR,France
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+198515,3,63881,45538,82224,116,83,149,FR,France
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+198513,3,197206,176080,218332,357,319,395,FR,France
+198512,3,245240,223304,267176,445,405,485,FR,France
+198511,3,276205,252399,300011,501,458,544,FR,France
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+198508,3,389886,359529,420243,707,652,762,FR,France
+198507,3,471852,432599,511105,855,784,926,FR,France
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-- 
2.18.1