From 003afd04c0a08960f2f69be7a1c0f2fe78e643bb Mon Sep 17 00:00:00 2001
From: 5deaa86dd2776f05c95a3e98b202138d
 <5deaa86dd2776f05c95a3e98b202138d@app-learninglab.inria.fr>
Date: Mon, 31 May 2021 22:43:27 +0000
Subject: [PATCH] Check if local file exists

---
 module3/exo1/analyse-syndrome-grippal.ipynb |  859 ++++-----
 module3/exo1/incidence-PAY-3.csv            | 1910 +++++++++++++++++++
 2 files changed, 2344 insertions(+), 425 deletions(-)
 create mode 100644 module3/exo1/incidence-PAY-3.csv

diff --git a/module3/exo1/analyse-syndrome-grippal.ipynb b/module3/exo1/analyse-syndrome-grippal.ipynb
index 3620489..b00673b 100644
--- a/module3/exo1/analyse-syndrome-grippal.ipynb
+++ b/module3/exo1/analyse-syndrome-grippal.ipynb
@@ -16,7 +16,9 @@
     "%matplotlib inline\n",
     "import matplotlib.pyplot as plt\n",
     "import pandas as pd\n",
-    "import isoweek"
+    "import isoweek\n",
+    "import os\n",
+    "import urllib"
    ]
   },
   {
@@ -32,7 +34,14 @@
    "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 = \"incidence-PAY-3.csv\"\n",
+    "\n",
+    "# Test if file exists locally, if not, download it\n",
+    "\n",
+    "if not os.path.exists(data_file):\n",
+    "    urllib.request.urlretrieve(data_url, data_file)\n",
+    "    "
    ]
   },
   {
@@ -98,19 +107,45 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
+       "      <td>202120</td>\n",
+       "      <td>3</td>\n",
+       "      <td>10618</td>\n",
+       "      <td>7742.0</td>\n",
+       "      <td>13494.0</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>1</th>\n",
+       "      <td>202119</td>\n",
+       "      <td>3</td>\n",
+       "      <td>9584</td>\n",
+       "      <td>6899.0</td>\n",
+       "      <td>12269.0</td>\n",
+       "      <td>15</td>\n",
+       "      <td>11.0</td>\n",
+       "      <td>19.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
        "      <td>202118</td>\n",
        "      <td>3</td>\n",
-       "      <td>12650</td>\n",
-       "      <td>9582.0</td>\n",
-       "      <td>15718.0</td>\n",
-       "      <td>19</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>24.0</td>\n",
+       "      <td>22.0</td>\n",
        "      <td>FR</td>\n",
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1</th>\n",
+       "      <th>3</th>\n",
        "      <td>202117</td>\n",
        "      <td>3</td>\n",
        "      <td>12058</td>\n",
@@ -123,7 +158,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2</th>\n",
+       "      <th>4</th>\n",
        "      <td>202116</td>\n",
        "      <td>3</td>\n",
        "      <td>16505</td>\n",
@@ -136,7 +171,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>3</th>\n",
+       "      <th>5</th>\n",
        "      <td>202115</td>\n",
        "      <td>3</td>\n",
        "      <td>19306</td>\n",
@@ -149,7 +184,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>4</th>\n",
+       "      <th>6</th>\n",
        "      <td>202114</td>\n",
        "      <td>3</td>\n",
        "      <td>21073</td>\n",
@@ -162,7 +197,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>5</th>\n",
+       "      <th>7</th>\n",
        "      <td>202113</td>\n",
        "      <td>3</td>\n",
        "      <td>26413</td>\n",
@@ -175,7 +210,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>6</th>\n",
+       "      <th>8</th>\n",
        "      <td>202112</td>\n",
        "      <td>3</td>\n",
        "      <td>30658</td>\n",
@@ -188,7 +223,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>7</th>\n",
+       "      <th>9</th>\n",
        "      <td>202111</td>\n",
        "      <td>3</td>\n",
        "      <td>24988</td>\n",
@@ -201,7 +236,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>8</th>\n",
+       "      <th>10</th>\n",
        "      <td>202110</td>\n",
        "      <td>3</td>\n",
        "      <td>19539</td>\n",
@@ -214,7 +249,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>9</th>\n",
+       "      <th>11</th>\n",
        "      <td>202109</td>\n",
        "      <td>3</td>\n",
        "      <td>17572</td>\n",
@@ -227,7 +262,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>10</th>\n",
+       "      <th>12</th>\n",
        "      <td>202108</td>\n",
        "      <td>3</td>\n",
        "      <td>20882</td>\n",
@@ -240,7 +275,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>11</th>\n",
+       "      <th>13</th>\n",
        "      <td>202107</td>\n",
        "      <td>3</td>\n",
        "      <td>22393</td>\n",
@@ -253,7 +288,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>12</th>\n",
+       "      <th>14</th>\n",
        "      <td>202106</td>\n",
        "      <td>3</td>\n",
        "      <td>23183</td>\n",
@@ -266,7 +301,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>13</th>\n",
+       "      <th>15</th>\n",
        "      <td>202105</td>\n",
        "      <td>3</td>\n",
        "      <td>22426</td>\n",
@@ -279,7 +314,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>14</th>\n",
+       "      <th>16</th>\n",
        "      <td>202104</td>\n",
        "      <td>3</td>\n",
        "      <td>25804</td>\n",
@@ -292,7 +327,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>15</th>\n",
+       "      <th>17</th>\n",
        "      <td>202103</td>\n",
        "      <td>3</td>\n",
        "      <td>21810</td>\n",
@@ -305,7 +340,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>16</th>\n",
+       "      <th>18</th>\n",
        "      <td>202102</td>\n",
        "      <td>3</td>\n",
        "      <td>17320</td>\n",
@@ -318,7 +353,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>17</th>\n",
+       "      <th>19</th>\n",
        "      <td>202101</td>\n",
        "      <td>3</td>\n",
        "      <td>21799</td>\n",
@@ -331,7 +366,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>18</th>\n",
+       "      <th>20</th>\n",
        "      <td>202053</td>\n",
        "      <td>3</td>\n",
        "      <td>21220</td>\n",
@@ -344,7 +379,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>19</th>\n",
+       "      <th>21</th>\n",
        "      <td>202052</td>\n",
        "      <td>3</td>\n",
        "      <td>16428</td>\n",
@@ -357,7 +392,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>20</th>\n",
+       "      <th>22</th>\n",
        "      <td>202051</td>\n",
        "      <td>3</td>\n",
        "      <td>21619</td>\n",
@@ -370,7 +405,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>21</th>\n",
+       "      <th>23</th>\n",
        "      <td>202050</td>\n",
        "      <td>3</td>\n",
        "      <td>16845</td>\n",
@@ -383,7 +418,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>22</th>\n",
+       "      <th>24</th>\n",
        "      <td>202049</td>\n",
        "      <td>3</td>\n",
        "      <td>12939</td>\n",
@@ -396,7 +431,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>23</th>\n",
+       "      <th>25</th>\n",
        "      <td>202048</td>\n",
        "      <td>3</td>\n",
        "      <td>13804</td>\n",
@@ -409,7 +444,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>24</th>\n",
+       "      <th>26</th>\n",
        "      <td>202047</td>\n",
        "      <td>3</td>\n",
        "      <td>19085</td>\n",
@@ -422,7 +457,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>25</th>\n",
+       "      <th>27</th>\n",
        "      <td>202046</td>\n",
        "      <td>3</td>\n",
        "      <td>24801</td>\n",
@@ -435,7 +470,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>26</th>\n",
+       "      <th>28</th>\n",
        "      <td>202045</td>\n",
        "      <td>3</td>\n",
        "      <td>42516</td>\n",
@@ -448,7 +483,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>27</th>\n",
+       "      <th>29</th>\n",
        "      <td>202044</td>\n",
        "      <td>3</td>\n",
        "      <td>44567</td>\n",
@@ -461,32 +496,6 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>28</th>\n",
-       "      <td>202043</td>\n",
-       "      <td>3</td>\n",
-       "      <td>43737</td>\n",
-       "      <td>37523.0</td>\n",
-       "      <td>49951.0</td>\n",
-       "      <td>66</td>\n",
-       "      <td>57.0</td>\n",
-       "      <td>75.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>29</th>\n",
-       "      <td>202042</td>\n",
-       "      <td>3</td>\n",
-       "      <td>35145</td>\n",
-       "      <td>29812.0</td>\n",
-       "      <td>40478.0</td>\n",
-       "      <td>53</td>\n",
-       "      <td>45.0</td>\n",
-       "      <td>61.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
        "      <th>...</th>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
@@ -500,7 +509,7 @@
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1876</th>\n",
+       "      <th>1878</th>\n",
        "      <td>198521</td>\n",
        "      <td>3</td>\n",
        "      <td>26096</td>\n",
@@ -513,7 +522,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1877</th>\n",
+       "      <th>1879</th>\n",
        "      <td>198520</td>\n",
        "      <td>3</td>\n",
        "      <td>27896</td>\n",
@@ -526,7 +535,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1878</th>\n",
+       "      <th>1880</th>\n",
        "      <td>198519</td>\n",
        "      <td>3</td>\n",
        "      <td>43154</td>\n",
@@ -539,7 +548,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1879</th>\n",
+       "      <th>1881</th>\n",
        "      <td>198518</td>\n",
        "      <td>3</td>\n",
        "      <td>40555</td>\n",
@@ -552,7 +561,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1880</th>\n",
+       "      <th>1882</th>\n",
        "      <td>198517</td>\n",
        "      <td>3</td>\n",
        "      <td>34053</td>\n",
@@ -565,7 +574,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1881</th>\n",
+       "      <th>1883</th>\n",
        "      <td>198516</td>\n",
        "      <td>3</td>\n",
        "      <td>50362</td>\n",
@@ -578,7 +587,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1882</th>\n",
+       "      <th>1884</th>\n",
        "      <td>198515</td>\n",
        "      <td>3</td>\n",
        "      <td>63881</td>\n",
@@ -591,7 +600,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1883</th>\n",
+       "      <th>1885</th>\n",
        "      <td>198514</td>\n",
        "      <td>3</td>\n",
        "      <td>134545</td>\n",
@@ -604,7 +613,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1884</th>\n",
+       "      <th>1886</th>\n",
        "      <td>198513</td>\n",
        "      <td>3</td>\n",
        "      <td>197206</td>\n",
@@ -617,7 +626,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1885</th>\n",
+       "      <th>1887</th>\n",
        "      <td>198512</td>\n",
        "      <td>3</td>\n",
        "      <td>245240</td>\n",
@@ -630,7 +639,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1886</th>\n",
+       "      <th>1888</th>\n",
        "      <td>198511</td>\n",
        "      <td>3</td>\n",
        "      <td>276205</td>\n",
@@ -643,7 +652,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1887</th>\n",
+       "      <th>1889</th>\n",
        "      <td>198510</td>\n",
        "      <td>3</td>\n",
        "      <td>353231</td>\n",
@@ -656,7 +665,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1888</th>\n",
+       "      <th>1890</th>\n",
        "      <td>198509</td>\n",
        "      <td>3</td>\n",
        "      <td>369895</td>\n",
@@ -669,7 +678,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1889</th>\n",
+       "      <th>1891</th>\n",
        "      <td>198508</td>\n",
        "      <td>3</td>\n",
        "      <td>389886</td>\n",
@@ -682,7 +691,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1890</th>\n",
+       "      <th>1892</th>\n",
        "      <td>198507</td>\n",
        "      <td>3</td>\n",
        "      <td>471852</td>\n",
@@ -695,7 +704,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1891</th>\n",
+       "      <th>1893</th>\n",
        "      <td>198506</td>\n",
        "      <td>3</td>\n",
        "      <td>565825</td>\n",
@@ -708,7 +717,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1892</th>\n",
+       "      <th>1894</th>\n",
        "      <td>198505</td>\n",
        "      <td>3</td>\n",
        "      <td>637302</td>\n",
@@ -721,7 +730,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1893</th>\n",
+       "      <th>1895</th>\n",
        "      <td>198504</td>\n",
        "      <td>3</td>\n",
        "      <td>424937</td>\n",
@@ -734,7 +743,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1894</th>\n",
+       "      <th>1896</th>\n",
        "      <td>198503</td>\n",
        "      <td>3</td>\n",
        "      <td>213901</td>\n",
@@ -747,7 +756,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1895</th>\n",
+       "      <th>1897</th>\n",
        "      <td>198502</td>\n",
        "      <td>3</td>\n",
        "      <td>97586</td>\n",
@@ -760,7 +769,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1896</th>\n",
+       "      <th>1898</th>\n",
        "      <td>198501</td>\n",
        "      <td>3</td>\n",
        "      <td>85489</td>\n",
@@ -773,7 +782,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1897</th>\n",
+       "      <th>1899</th>\n",
        "      <td>198452</td>\n",
        "      <td>3</td>\n",
        "      <td>84830</td>\n",
@@ -786,7 +795,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1898</th>\n",
+       "      <th>1900</th>\n",
        "      <td>198451</td>\n",
        "      <td>3</td>\n",
        "      <td>101726</td>\n",
@@ -799,7 +808,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1899</th>\n",
+       "      <th>1901</th>\n",
        "      <td>198450</td>\n",
        "      <td>3</td>\n",
        "      <td>123680</td>\n",
@@ -812,7 +821,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1900</th>\n",
+       "      <th>1902</th>\n",
        "      <td>198449</td>\n",
        "      <td>3</td>\n",
        "      <td>101073</td>\n",
@@ -825,7 +834,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1901</th>\n",
+       "      <th>1903</th>\n",
        "      <td>198448</td>\n",
        "      <td>3</td>\n",
        "      <td>78620</td>\n",
@@ -838,7 +847,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1902</th>\n",
+       "      <th>1904</th>\n",
        "      <td>198447</td>\n",
        "      <td>3</td>\n",
        "      <td>72029</td>\n",
@@ -851,7 +860,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1903</th>\n",
+       "      <th>1905</th>\n",
        "      <td>198446</td>\n",
        "      <td>3</td>\n",
        "      <td>87330</td>\n",
@@ -864,7 +873,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1904</th>\n",
+       "      <th>1906</th>\n",
        "      <td>198445</td>\n",
        "      <td>3</td>\n",
        "      <td>135223</td>\n",
@@ -877,7 +886,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1905</th>\n",
+       "      <th>1907</th>\n",
        "      <td>198444</td>\n",
        "      <td>3</td>\n",
        "      <td>68422</td>\n",
@@ -891,137 +900,137 @@
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>1906 rows × 10 columns</p>\n",
+       "<p>1908 rows × 10 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
        "        week  indicator     inc   inc_low    inc_up  inc100  inc100_low  \\\n",
-       "0     202118          3   12650    9582.0   15718.0      19        14.0   \n",
-       "1     202117          3   12058    8891.0   15225.0      18        13.0   \n",
-       "2     202116          3   16505   12735.0   20275.0      25        19.0   \n",
-       "3     202115          3   19306   15398.0   23214.0      29        23.0   \n",
-       "4     202114          3   21073   17099.0   25047.0      32        26.0   \n",
-       "5     202113          3   26413   22094.0   30732.0      40        33.0   \n",
-       "6     202112          3   30658   25919.0   35397.0      46        39.0   \n",
-       "7     202111          3   24988   20718.0   29258.0      38        32.0   \n",
-       "8     202110          3   19539   15951.0   23127.0      30        25.0   \n",
-       "9     202109          3   17572   13926.0   21218.0      27        21.0   \n",
-       "10    202108          3   20882   16907.0   24857.0      32        26.0   \n",
-       "11    202107          3   22393   18303.0   26483.0      34        28.0   \n",
-       "12    202106          3   23183   19134.0   27232.0      35        29.0   \n",
-       "13    202105          3   22426   18445.0   26407.0      34        28.0   \n",
-       "14    202104          3   25804   21491.0   30117.0      39        32.0   \n",
-       "15    202103          3   21810   17894.0   25726.0      33        27.0   \n",
-       "16    202102          3   17320   13906.0   20734.0      26        21.0   \n",
-       "17    202101          3   21799   17778.0   25820.0      33        27.0   \n",
-       "18    202053          3   21220   16498.0   25942.0      32        25.0   \n",
-       "19    202052          3   16428   12285.0   20571.0      25        19.0   \n",
-       "20    202051          3   21619   17370.0   25868.0      33        27.0   \n",
-       "21    202050          3   16845   13220.0   20470.0      26        20.0   \n",
-       "22    202049          3   12939    9923.0   15955.0      20        15.0   \n",
-       "23    202048          3   13804   10641.0   16967.0      21        16.0   \n",
-       "24    202047          3   19085   15285.0   22885.0      29        23.0   \n",
-       "25    202046          3   24801   20503.0   29099.0      38        31.0   \n",
-       "26    202045          3   42516   36857.0   48175.0      65        56.0   \n",
-       "27    202044          3   44567   38521.0   50613.0      68        59.0   \n",
-       "28    202043          3   43737   37523.0   49951.0      66        57.0   \n",
-       "29    202042          3   35145   29812.0   40478.0      53        45.0   \n",
+       "0     202120          3   10618    7742.0   13494.0      16        12.0   \n",
+       "1     202119          3    9584    6899.0   12269.0      15        11.0   \n",
+       "2     202118          3   12135    9165.0   15105.0      18        14.0   \n",
+       "3     202117          3   12058    8891.0   15225.0      18        13.0   \n",
+       "4     202116          3   16505   12735.0   20275.0      25        19.0   \n",
+       "5     202115          3   19306   15398.0   23214.0      29        23.0   \n",
+       "6     202114          3   21073   17099.0   25047.0      32        26.0   \n",
+       "7     202113          3   26413   22094.0   30732.0      40        33.0   \n",
+       "8     202112          3   30658   25919.0   35397.0      46        39.0   \n",
+       "9     202111          3   24988   20718.0   29258.0      38        32.0   \n",
+       "10    202110          3   19539   15951.0   23127.0      30        25.0   \n",
+       "11    202109          3   17572   13926.0   21218.0      27        21.0   \n",
+       "12    202108          3   20882   16907.0   24857.0      32        26.0   \n",
+       "13    202107          3   22393   18303.0   26483.0      34        28.0   \n",
+       "14    202106          3   23183   19134.0   27232.0      35        29.0   \n",
+       "15    202105          3   22426   18445.0   26407.0      34        28.0   \n",
+       "16    202104          3   25804   21491.0   30117.0      39        32.0   \n",
+       "17    202103          3   21810   17894.0   25726.0      33        27.0   \n",
+       "18    202102          3   17320   13906.0   20734.0      26        21.0   \n",
+       "19    202101          3   21799   17778.0   25820.0      33        27.0   \n",
+       "20    202053          3   21220   16498.0   25942.0      32        25.0   \n",
+       "21    202052          3   16428   12285.0   20571.0      25        19.0   \n",
+       "22    202051          3   21619   17370.0   25868.0      33        27.0   \n",
+       "23    202050          3   16845   13220.0   20470.0      26        20.0   \n",
+       "24    202049          3   12939    9923.0   15955.0      20        15.0   \n",
+       "25    202048          3   13804   10641.0   16967.0      21        16.0   \n",
+       "26    202047          3   19085   15285.0   22885.0      29        23.0   \n",
+       "27    202046          3   24801   20503.0   29099.0      38        31.0   \n",
+       "28    202045          3   42516   36857.0   48175.0      65        56.0   \n",
+       "29    202044          3   44567   38521.0   50613.0      68        59.0   \n",
        "...      ...        ...     ...       ...       ...     ...         ...   \n",
-       "1876  198521          3   26096   19621.0   32571.0      47        35.0   \n",
-       "1877  198520          3   27896   20885.0   34907.0      51        38.0   \n",
-       "1878  198519          3   43154   32821.0   53487.0      78        59.0   \n",
-       "1879  198518          3   40555   29935.0   51175.0      74        55.0   \n",
-       "1880  198517          3   34053   24366.0   43740.0      62        44.0   \n",
-       "1881  198516          3   50362   36451.0   64273.0      91        66.0   \n",
-       "1882  198515          3   63881   45538.0   82224.0     116        83.0   \n",
-       "1883  198514          3  134545  114400.0  154690.0     244       207.0   \n",
-       "1884  198513          3  197206  176080.0  218332.0     357       319.0   \n",
-       "1885  198512          3  245240  223304.0  267176.0     445       405.0   \n",
-       "1886  198511          3  276205  252399.0  300011.0     501       458.0   \n",
-       "1887  198510          3  353231  326279.0  380183.0     640       591.0   \n",
-       "1888  198509          3  369895  341109.0  398681.0     670       618.0   \n",
-       "1889  198508          3  389886  359529.0  420243.0     707       652.0   \n",
-       "1890  198507          3  471852  432599.0  511105.0     855       784.0   \n",
-       "1891  198506          3  565825  518011.0  613639.0    1026       939.0   \n",
-       "1892  198505          3  637302  592795.0  681809.0    1155      1074.0   \n",
-       "1893  198504          3  424937  390794.0  459080.0     770       708.0   \n",
-       "1894  198503          3  213901  174689.0  253113.0     388       317.0   \n",
-       "1895  198502          3   97586   80949.0  114223.0     177       147.0   \n",
-       "1896  198501          3   85489   65918.0  105060.0     155       120.0   \n",
-       "1897  198452          3   84830   60602.0  109058.0     154       110.0   \n",
-       "1898  198451          3  101726   80242.0  123210.0     185       146.0   \n",
-       "1899  198450          3  123680  101401.0  145959.0     225       184.0   \n",
-       "1900  198449          3  101073   81684.0  120462.0     184       149.0   \n",
-       "1901  198448          3   78620   60634.0   96606.0     143       110.0   \n",
-       "1902  198447          3   72029   54274.0   89784.0     131        99.0   \n",
-       "1903  198446          3   87330   67686.0  106974.0     159       123.0   \n",
-       "1904  198445          3  135223  101414.0  169032.0     246       184.0   \n",
-       "1905  198444          3   68422   20056.0  116788.0     125        37.0   \n",
+       "1878  198521          3   26096   19621.0   32571.0      47        35.0   \n",
+       "1879  198520          3   27896   20885.0   34907.0      51        38.0   \n",
+       "1880  198519          3   43154   32821.0   53487.0      78        59.0   \n",
+       "1881  198518          3   40555   29935.0   51175.0      74        55.0   \n",
+       "1882  198517          3   34053   24366.0   43740.0      62        44.0   \n",
+       "1883  198516          3   50362   36451.0   64273.0      91        66.0   \n",
+       "1884  198515          3   63881   45538.0   82224.0     116        83.0   \n",
+       "1885  198514          3  134545  114400.0  154690.0     244       207.0   \n",
+       "1886  198513          3  197206  176080.0  218332.0     357       319.0   \n",
+       "1887  198512          3  245240  223304.0  267176.0     445       405.0   \n",
+       "1888  198511          3  276205  252399.0  300011.0     501       458.0   \n",
+       "1889  198510          3  353231  326279.0  380183.0     640       591.0   \n",
+       "1890  198509          3  369895  341109.0  398681.0     670       618.0   \n",
+       "1891  198508          3  389886  359529.0  420243.0     707       652.0   \n",
+       "1892  198507          3  471852  432599.0  511105.0     855       784.0   \n",
+       "1893  198506          3  565825  518011.0  613639.0    1026       939.0   \n",
+       "1894  198505          3  637302  592795.0  681809.0    1155      1074.0   \n",
+       "1895  198504          3  424937  390794.0  459080.0     770       708.0   \n",
+       "1896  198503          3  213901  174689.0  253113.0     388       317.0   \n",
+       "1897  198502          3   97586   80949.0  114223.0     177       147.0   \n",
+       "1898  198501          3   85489   65918.0  105060.0     155       120.0   \n",
+       "1899  198452          3   84830   60602.0  109058.0     154       110.0   \n",
+       "1900  198451          3  101726   80242.0  123210.0     185       146.0   \n",
+       "1901  198450          3  123680  101401.0  145959.0     225       184.0   \n",
+       "1902  198449          3  101073   81684.0  120462.0     184       149.0   \n",
+       "1903  198448          3   78620   60634.0   96606.0     143       110.0   \n",
+       "1904  198447          3   72029   54274.0   89784.0     131        99.0   \n",
+       "1905  198446          3   87330   67686.0  106974.0     159       123.0   \n",
+       "1906  198445          3  135223  101414.0  169032.0     246       184.0   \n",
+       "1907  198444          3   68422   20056.0  116788.0     125        37.0   \n",
        "\n",
        "      inc100_up geo_insee geo_name  \n",
-       "0          24.0        FR   France  \n",
-       "1          23.0        FR   France  \n",
-       "2          31.0        FR   France  \n",
-       "3          35.0        FR   France  \n",
-       "4          38.0        FR   France  \n",
-       "5          47.0        FR   France  \n",
-       "6          53.0        FR   France  \n",
-       "7          44.0        FR   France  \n",
-       "8          35.0        FR   France  \n",
-       "9          33.0        FR   France  \n",
-       "10         38.0        FR   France  \n",
-       "11         40.0        FR   France  \n",
-       "12         41.0        FR   France  \n",
+       "0          20.0        FR   France  \n",
+       "1          19.0        FR   France  \n",
+       "2          22.0        FR   France  \n",
+       "3          23.0        FR   France  \n",
+       "4          31.0        FR   France  \n",
+       "5          35.0        FR   France  \n",
+       "6          38.0        FR   France  \n",
+       "7          47.0        FR   France  \n",
+       "8          53.0        FR   France  \n",
+       "9          44.0        FR   France  \n",
+       "10         35.0        FR   France  \n",
+       "11         33.0        FR   France  \n",
+       "12         38.0        FR   France  \n",
        "13         40.0        FR   France  \n",
-       "14         46.0        FR   France  \n",
-       "15         39.0        FR   France  \n",
-       "16         31.0        FR   France  \n",
+       "14         41.0        FR   France  \n",
+       "15         40.0        FR   France  \n",
+       "16         46.0        FR   France  \n",
        "17         39.0        FR   France  \n",
-       "18         39.0        FR   France  \n",
-       "19         31.0        FR   France  \n",
+       "18         31.0        FR   France  \n",
+       "19         39.0        FR   France  \n",
        "20         39.0        FR   France  \n",
-       "21         32.0        FR   France  \n",
-       "22         25.0        FR   France  \n",
-       "23         26.0        FR   France  \n",
-       "24         35.0        FR   France  \n",
-       "25         45.0        FR   France  \n",
-       "26         74.0        FR   France  \n",
-       "27         77.0        FR   France  \n",
-       "28         75.0        FR   France  \n",
-       "29         61.0        FR   France  \n",
+       "21         31.0        FR   France  \n",
+       "22         39.0        FR   France  \n",
+       "23         32.0        FR   France  \n",
+       "24         25.0        FR   France  \n",
+       "25         26.0        FR   France  \n",
+       "26         35.0        FR   France  \n",
+       "27         45.0        FR   France  \n",
+       "28         74.0        FR   France  \n",
+       "29         77.0        FR   France  \n",
        "...         ...       ...      ...  \n",
-       "1876       59.0        FR   France  \n",
-       "1877       64.0        FR   France  \n",
-       "1878       97.0        FR   France  \n",
-       "1879       93.0        FR   France  \n",
-       "1880       80.0        FR   France  \n",
-       "1881      116.0        FR   France  \n",
-       "1882      149.0        FR   France  \n",
-       "1883      281.0        FR   France  \n",
-       "1884      395.0        FR   France  \n",
-       "1885      485.0        FR   France  \n",
-       "1886      544.0        FR   France  \n",
-       "1887      689.0        FR   France  \n",
-       "1888      722.0        FR   France  \n",
-       "1889      762.0        FR   France  \n",
-       "1890      926.0        FR   France  \n",
-       "1891     1113.0        FR   France  \n",
-       "1892     1236.0        FR   France  \n",
-       "1893      832.0        FR   France  \n",
-       "1894      459.0        FR   France  \n",
-       "1895      207.0        FR   France  \n",
-       "1896      190.0        FR   France  \n",
-       "1897      198.0        FR   France  \n",
-       "1898      224.0        FR   France  \n",
-       "1899      266.0        FR   France  \n",
-       "1900      219.0        FR   France  \n",
-       "1901      176.0        FR   France  \n",
-       "1902      163.0        FR   France  \n",
-       "1903      195.0        FR   France  \n",
-       "1904      308.0        FR   France  \n",
-       "1905      213.0        FR   France  \n",
+       "1878       59.0        FR   France  \n",
+       "1879       64.0        FR   France  \n",
+       "1880       97.0        FR   France  \n",
+       "1881       93.0        FR   France  \n",
+       "1882       80.0        FR   France  \n",
+       "1883      116.0        FR   France  \n",
+       "1884      149.0        FR   France  \n",
+       "1885      281.0        FR   France  \n",
+       "1886      395.0        FR   France  \n",
+       "1887      485.0        FR   France  \n",
+       "1888      544.0        FR   France  \n",
+       "1889      689.0        FR   France  \n",
+       "1890      722.0        FR   France  \n",
+       "1891      762.0        FR   France  \n",
+       "1892      926.0        FR   France  \n",
+       "1893     1113.0        FR   France  \n",
+       "1894     1236.0        FR   France  \n",
+       "1895      832.0        FR   France  \n",
+       "1896      459.0        FR   France  \n",
+       "1897      207.0        FR   France  \n",
+       "1898      190.0        FR   France  \n",
+       "1899      198.0        FR   France  \n",
+       "1900      224.0        FR   France  \n",
+       "1901      266.0        FR   France  \n",
+       "1902      219.0        FR   France  \n",
+       "1903      176.0        FR   France  \n",
+       "1904      163.0        FR   France  \n",
+       "1905      195.0        FR   France  \n",
+       "1906      308.0        FR   France  \n",
+       "1907      213.0        FR   France  \n",
        "\n",
-       "[1906 rows x 10 columns]"
+       "[1908 rows x 10 columns]"
       ]
      },
      "execution_count": 3,
@@ -1081,7 +1090,7 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>1669</th>\n",
+       "      <th>1671</th>\n",
        "      <td>198919</td>\n",
        "      <td>3</td>\n",
        "      <td>0</td>\n",
@@ -1099,10 +1108,10 @@
       ],
       "text/plain": [
        "        week  indicator  inc  inc_low  inc_up  inc100  inc100_low  inc100_up  \\\n",
-       "1669  198919          3    0      NaN     NaN       0         NaN        NaN   \n",
+       "1671  198919          3    0      NaN     NaN       0         NaN        NaN   \n",
        "\n",
        "     geo_insee geo_name  \n",
-       "1669        FR   France  "
+       "1671        FR   France  "
       ]
      },
      "execution_count": 4,
@@ -1162,19 +1171,45 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
+       "      <td>202120</td>\n",
+       "      <td>3</td>\n",
+       "      <td>10618</td>\n",
+       "      <td>7742.0</td>\n",
+       "      <td>13494.0</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>1</th>\n",
+       "      <td>202119</td>\n",
+       "      <td>3</td>\n",
+       "      <td>9584</td>\n",
+       "      <td>6899.0</td>\n",
+       "      <td>12269.0</td>\n",
+       "      <td>15</td>\n",
+       "      <td>11.0</td>\n",
+       "      <td>19.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
        "      <td>202118</td>\n",
        "      <td>3</td>\n",
-       "      <td>12650</td>\n",
-       "      <td>9582.0</td>\n",
-       "      <td>15718.0</td>\n",
-       "      <td>19</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>24.0</td>\n",
+       "      <td>22.0</td>\n",
        "      <td>FR</td>\n",
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1</th>\n",
+       "      <th>3</th>\n",
        "      <td>202117</td>\n",
        "      <td>3</td>\n",
        "      <td>12058</td>\n",
@@ -1187,7 +1222,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2</th>\n",
+       "      <th>4</th>\n",
        "      <td>202116</td>\n",
        "      <td>3</td>\n",
        "      <td>16505</td>\n",
@@ -1200,7 +1235,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>3</th>\n",
+       "      <th>5</th>\n",
        "      <td>202115</td>\n",
        "      <td>3</td>\n",
        "      <td>19306</td>\n",
@@ -1213,7 +1248,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>4</th>\n",
+       "      <th>6</th>\n",
        "      <td>202114</td>\n",
        "      <td>3</td>\n",
        "      <td>21073</td>\n",
@@ -1226,7 +1261,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>5</th>\n",
+       "      <th>7</th>\n",
        "      <td>202113</td>\n",
        "      <td>3</td>\n",
        "      <td>26413</td>\n",
@@ -1239,7 +1274,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>6</th>\n",
+       "      <th>8</th>\n",
        "      <td>202112</td>\n",
        "      <td>3</td>\n",
        "      <td>30658</td>\n",
@@ -1252,7 +1287,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>7</th>\n",
+       "      <th>9</th>\n",
        "      <td>202111</td>\n",
        "      <td>3</td>\n",
        "      <td>24988</td>\n",
@@ -1265,7 +1300,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>8</th>\n",
+       "      <th>10</th>\n",
        "      <td>202110</td>\n",
        "      <td>3</td>\n",
        "      <td>19539</td>\n",
@@ -1278,7 +1313,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>9</th>\n",
+       "      <th>11</th>\n",
        "      <td>202109</td>\n",
        "      <td>3</td>\n",
        "      <td>17572</td>\n",
@@ -1291,7 +1326,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>10</th>\n",
+       "      <th>12</th>\n",
        "      <td>202108</td>\n",
        "      <td>3</td>\n",
        "      <td>20882</td>\n",
@@ -1304,7 +1339,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>11</th>\n",
+       "      <th>13</th>\n",
        "      <td>202107</td>\n",
        "      <td>3</td>\n",
        "      <td>22393</td>\n",
@@ -1317,7 +1352,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>12</th>\n",
+       "      <th>14</th>\n",
        "      <td>202106</td>\n",
        "      <td>3</td>\n",
        "      <td>23183</td>\n",
@@ -1330,7 +1365,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>13</th>\n",
+       "      <th>15</th>\n",
        "      <td>202105</td>\n",
        "      <td>3</td>\n",
        "      <td>22426</td>\n",
@@ -1343,7 +1378,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>14</th>\n",
+       "      <th>16</th>\n",
        "      <td>202104</td>\n",
        "      <td>3</td>\n",
        "      <td>25804</td>\n",
@@ -1356,7 +1391,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>15</th>\n",
+       "      <th>17</th>\n",
        "      <td>202103</td>\n",
        "      <td>3</td>\n",
        "      <td>21810</td>\n",
@@ -1369,7 +1404,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>16</th>\n",
+       "      <th>18</th>\n",
        "      <td>202102</td>\n",
        "      <td>3</td>\n",
        "      <td>17320</td>\n",
@@ -1382,7 +1417,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>17</th>\n",
+       "      <th>19</th>\n",
        "      <td>202101</td>\n",
        "      <td>3</td>\n",
        "      <td>21799</td>\n",
@@ -1395,7 +1430,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>18</th>\n",
+       "      <th>20</th>\n",
        "      <td>202053</td>\n",
        "      <td>3</td>\n",
        "      <td>21220</td>\n",
@@ -1408,7 +1443,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>19</th>\n",
+       "      <th>21</th>\n",
        "      <td>202052</td>\n",
        "      <td>3</td>\n",
        "      <td>16428</td>\n",
@@ -1421,7 +1456,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>20</th>\n",
+       "      <th>22</th>\n",
        "      <td>202051</td>\n",
        "      <td>3</td>\n",
        "      <td>21619</td>\n",
@@ -1434,7 +1469,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>21</th>\n",
+       "      <th>23</th>\n",
        "      <td>202050</td>\n",
        "      <td>3</td>\n",
        "      <td>16845</td>\n",
@@ -1447,7 +1482,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>22</th>\n",
+       "      <th>24</th>\n",
        "      <td>202049</td>\n",
        "      <td>3</td>\n",
        "      <td>12939</td>\n",
@@ -1460,7 +1495,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>23</th>\n",
+       "      <th>25</th>\n",
        "      <td>202048</td>\n",
        "      <td>3</td>\n",
        "      <td>13804</td>\n",
@@ -1473,7 +1508,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>24</th>\n",
+       "      <th>26</th>\n",
        "      <td>202047</td>\n",
        "      <td>3</td>\n",
        "      <td>19085</td>\n",
@@ -1486,7 +1521,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>25</th>\n",
+       "      <th>27</th>\n",
        "      <td>202046</td>\n",
        "      <td>3</td>\n",
        "      <td>24801</td>\n",
@@ -1499,7 +1534,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>26</th>\n",
+       "      <th>28</th>\n",
        "      <td>202045</td>\n",
        "      <td>3</td>\n",
        "      <td>42516</td>\n",
@@ -1512,7 +1547,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>27</th>\n",
+       "      <th>29</th>\n",
        "      <td>202044</td>\n",
        "      <td>3</td>\n",
        "      <td>44567</td>\n",
@@ -1525,32 +1560,6 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>28</th>\n",
-       "      <td>202043</td>\n",
-       "      <td>3</td>\n",
-       "      <td>43737</td>\n",
-       "      <td>37523.0</td>\n",
-       "      <td>49951.0</td>\n",
-       "      <td>66</td>\n",
-       "      <td>57.0</td>\n",
-       "      <td>75.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>29</th>\n",
-       "      <td>202042</td>\n",
-       "      <td>3</td>\n",
-       "      <td>35145</td>\n",
-       "      <td>29812.0</td>\n",
-       "      <td>40478.0</td>\n",
-       "      <td>53</td>\n",
-       "      <td>45.0</td>\n",
-       "      <td>61.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
        "      <th>...</th>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
@@ -1564,7 +1573,7 @@
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1876</th>\n",
+       "      <th>1878</th>\n",
        "      <td>198521</td>\n",
        "      <td>3</td>\n",
        "      <td>26096</td>\n",
@@ -1577,7 +1586,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1877</th>\n",
+       "      <th>1879</th>\n",
        "      <td>198520</td>\n",
        "      <td>3</td>\n",
        "      <td>27896</td>\n",
@@ -1590,7 +1599,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1878</th>\n",
+       "      <th>1880</th>\n",
        "      <td>198519</td>\n",
        "      <td>3</td>\n",
        "      <td>43154</td>\n",
@@ -1603,7 +1612,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1879</th>\n",
+       "      <th>1881</th>\n",
        "      <td>198518</td>\n",
        "      <td>3</td>\n",
        "      <td>40555</td>\n",
@@ -1616,7 +1625,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1880</th>\n",
+       "      <th>1882</th>\n",
        "      <td>198517</td>\n",
        "      <td>3</td>\n",
        "      <td>34053</td>\n",
@@ -1629,7 +1638,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1881</th>\n",
+       "      <th>1883</th>\n",
        "      <td>198516</td>\n",
        "      <td>3</td>\n",
        "      <td>50362</td>\n",
@@ -1642,7 +1651,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1882</th>\n",
+       "      <th>1884</th>\n",
        "      <td>198515</td>\n",
        "      <td>3</td>\n",
        "      <td>63881</td>\n",
@@ -1655,7 +1664,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1883</th>\n",
+       "      <th>1885</th>\n",
        "      <td>198514</td>\n",
        "      <td>3</td>\n",
        "      <td>134545</td>\n",
@@ -1668,7 +1677,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1884</th>\n",
+       "      <th>1886</th>\n",
        "      <td>198513</td>\n",
        "      <td>3</td>\n",
        "      <td>197206</td>\n",
@@ -1681,7 +1690,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1885</th>\n",
+       "      <th>1887</th>\n",
        "      <td>198512</td>\n",
        "      <td>3</td>\n",
        "      <td>245240</td>\n",
@@ -1694,7 +1703,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1886</th>\n",
+       "      <th>1888</th>\n",
        "      <td>198511</td>\n",
        "      <td>3</td>\n",
        "      <td>276205</td>\n",
@@ -1707,7 +1716,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1887</th>\n",
+       "      <th>1889</th>\n",
        "      <td>198510</td>\n",
        "      <td>3</td>\n",
        "      <td>353231</td>\n",
@@ -1720,7 +1729,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1888</th>\n",
+       "      <th>1890</th>\n",
        "      <td>198509</td>\n",
        "      <td>3</td>\n",
        "      <td>369895</td>\n",
@@ -1733,7 +1742,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1889</th>\n",
+       "      <th>1891</th>\n",
        "      <td>198508</td>\n",
        "      <td>3</td>\n",
        "      <td>389886</td>\n",
@@ -1746,7 +1755,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1890</th>\n",
+       "      <th>1892</th>\n",
        "      <td>198507</td>\n",
        "      <td>3</td>\n",
        "      <td>471852</td>\n",
@@ -1759,7 +1768,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1891</th>\n",
+       "      <th>1893</th>\n",
        "      <td>198506</td>\n",
        "      <td>3</td>\n",
        "      <td>565825</td>\n",
@@ -1772,7 +1781,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1892</th>\n",
+       "      <th>1894</th>\n",
        "      <td>198505</td>\n",
        "      <td>3</td>\n",
        "      <td>637302</td>\n",
@@ -1785,7 +1794,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1893</th>\n",
+       "      <th>1895</th>\n",
        "      <td>198504</td>\n",
        "      <td>3</td>\n",
        "      <td>424937</td>\n",
@@ -1798,7 +1807,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1894</th>\n",
+       "      <th>1896</th>\n",
        "      <td>198503</td>\n",
        "      <td>3</td>\n",
        "      <td>213901</td>\n",
@@ -1811,7 +1820,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1895</th>\n",
+       "      <th>1897</th>\n",
        "      <td>198502</td>\n",
        "      <td>3</td>\n",
        "      <td>97586</td>\n",
@@ -1824,7 +1833,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1896</th>\n",
+       "      <th>1898</th>\n",
        "      <td>198501</td>\n",
        "      <td>3</td>\n",
        "      <td>85489</td>\n",
@@ -1837,7 +1846,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1897</th>\n",
+       "      <th>1899</th>\n",
        "      <td>198452</td>\n",
        "      <td>3</td>\n",
        "      <td>84830</td>\n",
@@ -1850,7 +1859,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1898</th>\n",
+       "      <th>1900</th>\n",
        "      <td>198451</td>\n",
        "      <td>3</td>\n",
        "      <td>101726</td>\n",
@@ -1863,7 +1872,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1899</th>\n",
+       "      <th>1901</th>\n",
        "      <td>198450</td>\n",
        "      <td>3</td>\n",
        "      <td>123680</td>\n",
@@ -1876,7 +1885,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1900</th>\n",
+       "      <th>1902</th>\n",
        "      <td>198449</td>\n",
        "      <td>3</td>\n",
        "      <td>101073</td>\n",
@@ -1889,7 +1898,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1901</th>\n",
+       "      <th>1903</th>\n",
        "      <td>198448</td>\n",
        "      <td>3</td>\n",
        "      <td>78620</td>\n",
@@ -1902,7 +1911,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1902</th>\n",
+       "      <th>1904</th>\n",
        "      <td>198447</td>\n",
        "      <td>3</td>\n",
        "      <td>72029</td>\n",
@@ -1915,7 +1924,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1903</th>\n",
+       "      <th>1905</th>\n",
        "      <td>198446</td>\n",
        "      <td>3</td>\n",
        "      <td>87330</td>\n",
@@ -1928,7 +1937,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1904</th>\n",
+       "      <th>1906</th>\n",
        "      <td>198445</td>\n",
        "      <td>3</td>\n",
        "      <td>135223</td>\n",
@@ -1941,7 +1950,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1905</th>\n",
+       "      <th>1907</th>\n",
        "      <td>198444</td>\n",
        "      <td>3</td>\n",
        "      <td>68422</td>\n",
@@ -1955,137 +1964,137 @@
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>1905 rows × 10 columns</p>\n",
+       "<p>1907 rows × 10 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
        "        week  indicator     inc   inc_low    inc_up  inc100  inc100_low  \\\n",
-       "0     202118          3   12650    9582.0   15718.0      19        14.0   \n",
-       "1     202117          3   12058    8891.0   15225.0      18        13.0   \n",
-       "2     202116          3   16505   12735.0   20275.0      25        19.0   \n",
-       "3     202115          3   19306   15398.0   23214.0      29        23.0   \n",
-       "4     202114          3   21073   17099.0   25047.0      32        26.0   \n",
-       "5     202113          3   26413   22094.0   30732.0      40        33.0   \n",
-       "6     202112          3   30658   25919.0   35397.0      46        39.0   \n",
-       "7     202111          3   24988   20718.0   29258.0      38        32.0   \n",
-       "8     202110          3   19539   15951.0   23127.0      30        25.0   \n",
-       "9     202109          3   17572   13926.0   21218.0      27        21.0   \n",
-       "10    202108          3   20882   16907.0   24857.0      32        26.0   \n",
-       "11    202107          3   22393   18303.0   26483.0      34        28.0   \n",
-       "12    202106          3   23183   19134.0   27232.0      35        29.0   \n",
-       "13    202105          3   22426   18445.0   26407.0      34        28.0   \n",
-       "14    202104          3   25804   21491.0   30117.0      39        32.0   \n",
-       "15    202103          3   21810   17894.0   25726.0      33        27.0   \n",
-       "16    202102          3   17320   13906.0   20734.0      26        21.0   \n",
-       "17    202101          3   21799   17778.0   25820.0      33        27.0   \n",
-       "18    202053          3   21220   16498.0   25942.0      32        25.0   \n",
-       "19    202052          3   16428   12285.0   20571.0      25        19.0   \n",
-       "20    202051          3   21619   17370.0   25868.0      33        27.0   \n",
-       "21    202050          3   16845   13220.0   20470.0      26        20.0   \n",
-       "22    202049          3   12939    9923.0   15955.0      20        15.0   \n",
-       "23    202048          3   13804   10641.0   16967.0      21        16.0   \n",
-       "24    202047          3   19085   15285.0   22885.0      29        23.0   \n",
-       "25    202046          3   24801   20503.0   29099.0      38        31.0   \n",
-       "26    202045          3   42516   36857.0   48175.0      65        56.0   \n",
-       "27    202044          3   44567   38521.0   50613.0      68        59.0   \n",
-       "28    202043          3   43737   37523.0   49951.0      66        57.0   \n",
-       "29    202042          3   35145   29812.0   40478.0      53        45.0   \n",
+       "0     202120          3   10618    7742.0   13494.0      16        12.0   \n",
+       "1     202119          3    9584    6899.0   12269.0      15        11.0   \n",
+       "2     202118          3   12135    9165.0   15105.0      18        14.0   \n",
+       "3     202117          3   12058    8891.0   15225.0      18        13.0   \n",
+       "4     202116          3   16505   12735.0   20275.0      25        19.0   \n",
+       "5     202115          3   19306   15398.0   23214.0      29        23.0   \n",
+       "6     202114          3   21073   17099.0   25047.0      32        26.0   \n",
+       "7     202113          3   26413   22094.0   30732.0      40        33.0   \n",
+       "8     202112          3   30658   25919.0   35397.0      46        39.0   \n",
+       "9     202111          3   24988   20718.0   29258.0      38        32.0   \n",
+       "10    202110          3   19539   15951.0   23127.0      30        25.0   \n",
+       "11    202109          3   17572   13926.0   21218.0      27        21.0   \n",
+       "12    202108          3   20882   16907.0   24857.0      32        26.0   \n",
+       "13    202107          3   22393   18303.0   26483.0      34        28.0   \n",
+       "14    202106          3   23183   19134.0   27232.0      35        29.0   \n",
+       "15    202105          3   22426   18445.0   26407.0      34        28.0   \n",
+       "16    202104          3   25804   21491.0   30117.0      39        32.0   \n",
+       "17    202103          3   21810   17894.0   25726.0      33        27.0   \n",
+       "18    202102          3   17320   13906.0   20734.0      26        21.0   \n",
+       "19    202101          3   21799   17778.0   25820.0      33        27.0   \n",
+       "20    202053          3   21220   16498.0   25942.0      32        25.0   \n",
+       "21    202052          3   16428   12285.0   20571.0      25        19.0   \n",
+       "22    202051          3   21619   17370.0   25868.0      33        27.0   \n",
+       "23    202050          3   16845   13220.0   20470.0      26        20.0   \n",
+       "24    202049          3   12939    9923.0   15955.0      20        15.0   \n",
+       "25    202048          3   13804   10641.0   16967.0      21        16.0   \n",
+       "26    202047          3   19085   15285.0   22885.0      29        23.0   \n",
+       "27    202046          3   24801   20503.0   29099.0      38        31.0   \n",
+       "28    202045          3   42516   36857.0   48175.0      65        56.0   \n",
+       "29    202044          3   44567   38521.0   50613.0      68        59.0   \n",
        "...      ...        ...     ...       ...       ...     ...         ...   \n",
-       "1876  198521          3   26096   19621.0   32571.0      47        35.0   \n",
-       "1877  198520          3   27896   20885.0   34907.0      51        38.0   \n",
-       "1878  198519          3   43154   32821.0   53487.0      78        59.0   \n",
-       "1879  198518          3   40555   29935.0   51175.0      74        55.0   \n",
-       "1880  198517          3   34053   24366.0   43740.0      62        44.0   \n",
-       "1881  198516          3   50362   36451.0   64273.0      91        66.0   \n",
-       "1882  198515          3   63881   45538.0   82224.0     116        83.0   \n",
-       "1883  198514          3  134545  114400.0  154690.0     244       207.0   \n",
-       "1884  198513          3  197206  176080.0  218332.0     357       319.0   \n",
-       "1885  198512          3  245240  223304.0  267176.0     445       405.0   \n",
-       "1886  198511          3  276205  252399.0  300011.0     501       458.0   \n",
-       "1887  198510          3  353231  326279.0  380183.0     640       591.0   \n",
-       "1888  198509          3  369895  341109.0  398681.0     670       618.0   \n",
-       "1889  198508          3  389886  359529.0  420243.0     707       652.0   \n",
-       "1890  198507          3  471852  432599.0  511105.0     855       784.0   \n",
-       "1891  198506          3  565825  518011.0  613639.0    1026       939.0   \n",
-       "1892  198505          3  637302  592795.0  681809.0    1155      1074.0   \n",
-       "1893  198504          3  424937  390794.0  459080.0     770       708.0   \n",
-       "1894  198503          3  213901  174689.0  253113.0     388       317.0   \n",
-       "1895  198502          3   97586   80949.0  114223.0     177       147.0   \n",
-       "1896  198501          3   85489   65918.0  105060.0     155       120.0   \n",
-       "1897  198452          3   84830   60602.0  109058.0     154       110.0   \n",
-       "1898  198451          3  101726   80242.0  123210.0     185       146.0   \n",
-       "1899  198450          3  123680  101401.0  145959.0     225       184.0   \n",
-       "1900  198449          3  101073   81684.0  120462.0     184       149.0   \n",
-       "1901  198448          3   78620   60634.0   96606.0     143       110.0   \n",
-       "1902  198447          3   72029   54274.0   89784.0     131        99.0   \n",
-       "1903  198446          3   87330   67686.0  106974.0     159       123.0   \n",
-       "1904  198445          3  135223  101414.0  169032.0     246       184.0   \n",
-       "1905  198444          3   68422   20056.0  116788.0     125        37.0   \n",
+       "1878  198521          3   26096   19621.0   32571.0      47        35.0   \n",
+       "1879  198520          3   27896   20885.0   34907.0      51        38.0   \n",
+       "1880  198519          3   43154   32821.0   53487.0      78        59.0   \n",
+       "1881  198518          3   40555   29935.0   51175.0      74        55.0   \n",
+       "1882  198517          3   34053   24366.0   43740.0      62        44.0   \n",
+       "1883  198516          3   50362   36451.0   64273.0      91        66.0   \n",
+       "1884  198515          3   63881   45538.0   82224.0     116        83.0   \n",
+       "1885  198514          3  134545  114400.0  154690.0     244       207.0   \n",
+       "1886  198513          3  197206  176080.0  218332.0     357       319.0   \n",
+       "1887  198512          3  245240  223304.0  267176.0     445       405.0   \n",
+       "1888  198511          3  276205  252399.0  300011.0     501       458.0   \n",
+       "1889  198510          3  353231  326279.0  380183.0     640       591.0   \n",
+       "1890  198509          3  369895  341109.0  398681.0     670       618.0   \n",
+       "1891  198508          3  389886  359529.0  420243.0     707       652.0   \n",
+       "1892  198507          3  471852  432599.0  511105.0     855       784.0   \n",
+       "1893  198506          3  565825  518011.0  613639.0    1026       939.0   \n",
+       "1894  198505          3  637302  592795.0  681809.0    1155      1074.0   \n",
+       "1895  198504          3  424937  390794.0  459080.0     770       708.0   \n",
+       "1896  198503          3  213901  174689.0  253113.0     388       317.0   \n",
+       "1897  198502          3   97586   80949.0  114223.0     177       147.0   \n",
+       "1898  198501          3   85489   65918.0  105060.0     155       120.0   \n",
+       "1899  198452          3   84830   60602.0  109058.0     154       110.0   \n",
+       "1900  198451          3  101726   80242.0  123210.0     185       146.0   \n",
+       "1901  198450          3  123680  101401.0  145959.0     225       184.0   \n",
+       "1902  198449          3  101073   81684.0  120462.0     184       149.0   \n",
+       "1903  198448          3   78620   60634.0   96606.0     143       110.0   \n",
+       "1904  198447          3   72029   54274.0   89784.0     131        99.0   \n",
+       "1905  198446          3   87330   67686.0  106974.0     159       123.0   \n",
+       "1906  198445          3  135223  101414.0  169032.0     246       184.0   \n",
+       "1907  198444          3   68422   20056.0  116788.0     125        37.0   \n",
        "\n",
        "      inc100_up geo_insee geo_name  \n",
-       "0          24.0        FR   France  \n",
-       "1          23.0        FR   France  \n",
-       "2          31.0        FR   France  \n",
-       "3          35.0        FR   France  \n",
-       "4          38.0        FR   France  \n",
-       "5          47.0        FR   France  \n",
-       "6          53.0        FR   France  \n",
-       "7          44.0        FR   France  \n",
-       "8          35.0        FR   France  \n",
-       "9          33.0        FR   France  \n",
-       "10         38.0        FR   France  \n",
-       "11         40.0        FR   France  \n",
-       "12         41.0        FR   France  \n",
+       "0          20.0        FR   France  \n",
+       "1          19.0        FR   France  \n",
+       "2          22.0        FR   France  \n",
+       "3          23.0        FR   France  \n",
+       "4          31.0        FR   France  \n",
+       "5          35.0        FR   France  \n",
+       "6          38.0        FR   France  \n",
+       "7          47.0        FR   France  \n",
+       "8          53.0        FR   France  \n",
+       "9          44.0        FR   France  \n",
+       "10         35.0        FR   France  \n",
+       "11         33.0        FR   France  \n",
+       "12         38.0        FR   France  \n",
        "13         40.0        FR   France  \n",
-       "14         46.0        FR   France  \n",
-       "15         39.0        FR   France  \n",
-       "16         31.0        FR   France  \n",
+       "14         41.0        FR   France  \n",
+       "15         40.0        FR   France  \n",
+       "16         46.0        FR   France  \n",
        "17         39.0        FR   France  \n",
-       "18         39.0        FR   France  \n",
-       "19         31.0        FR   France  \n",
+       "18         31.0        FR   France  \n",
+       "19         39.0        FR   France  \n",
        "20         39.0        FR   France  \n",
-       "21         32.0        FR   France  \n",
-       "22         25.0        FR   France  \n",
-       "23         26.0        FR   France  \n",
-       "24         35.0        FR   France  \n",
-       "25         45.0        FR   France  \n",
-       "26         74.0        FR   France  \n",
-       "27         77.0        FR   France  \n",
-       "28         75.0        FR   France  \n",
-       "29         61.0        FR   France  \n",
+       "21         31.0        FR   France  \n",
+       "22         39.0        FR   France  \n",
+       "23         32.0        FR   France  \n",
+       "24         25.0        FR   France  \n",
+       "25         26.0        FR   France  \n",
+       "26         35.0        FR   France  \n",
+       "27         45.0        FR   France  \n",
+       "28         74.0        FR   France  \n",
+       "29         77.0        FR   France  \n",
        "...         ...       ...      ...  \n",
-       "1876       59.0        FR   France  \n",
-       "1877       64.0        FR   France  \n",
-       "1878       97.0        FR   France  \n",
-       "1879       93.0        FR   France  \n",
-       "1880       80.0        FR   France  \n",
-       "1881      116.0        FR   France  \n",
-       "1882      149.0        FR   France  \n",
-       "1883      281.0        FR   France  \n",
-       "1884      395.0        FR   France  \n",
-       "1885      485.0        FR   France  \n",
-       "1886      544.0        FR   France  \n",
-       "1887      689.0        FR   France  \n",
-       "1888      722.0        FR   France  \n",
-       "1889      762.0        FR   France  \n",
-       "1890      926.0        FR   France  \n",
-       "1891     1113.0        FR   France  \n",
-       "1892     1236.0        FR   France  \n",
-       "1893      832.0        FR   France  \n",
-       "1894      459.0        FR   France  \n",
-       "1895      207.0        FR   France  \n",
-       "1896      190.0        FR   France  \n",
-       "1897      198.0        FR   France  \n",
-       "1898      224.0        FR   France  \n",
-       "1899      266.0        FR   France  \n",
-       "1900      219.0        FR   France  \n",
-       "1901      176.0        FR   France  \n",
-       "1902      163.0        FR   France  \n",
-       "1903      195.0        FR   France  \n",
-       "1904      308.0        FR   France  \n",
-       "1905      213.0        FR   France  \n",
+       "1878       59.0        FR   France  \n",
+       "1879       64.0        FR   France  \n",
+       "1880       97.0        FR   France  \n",
+       "1881       93.0        FR   France  \n",
+       "1882       80.0        FR   France  \n",
+       "1883      116.0        FR   France  \n",
+       "1884      149.0        FR   France  \n",
+       "1885      281.0        FR   France  \n",
+       "1886      395.0        FR   France  \n",
+       "1887      485.0        FR   France  \n",
+       "1888      544.0        FR   France  \n",
+       "1889      689.0        FR   France  \n",
+       "1890      722.0        FR   France  \n",
+       "1891      762.0        FR   France  \n",
+       "1892      926.0        FR   France  \n",
+       "1893     1113.0        FR   France  \n",
+       "1894     1236.0        FR   France  \n",
+       "1895      832.0        FR   France  \n",
+       "1896      459.0        FR   France  \n",
+       "1897      207.0        FR   France  \n",
+       "1898      190.0        FR   France  \n",
+       "1899      198.0        FR   France  \n",
+       "1900      224.0        FR   France  \n",
+       "1901      266.0        FR   France  \n",
+       "1902      219.0        FR   France  \n",
+       "1903      176.0        FR   France  \n",
+       "1904      163.0        FR   France  \n",
+       "1905      195.0        FR   France  \n",
+       "1906      308.0        FR   France  \n",
+       "1907      213.0        FR   France  \n",
        "\n",
-       "[1905 rows x 10 columns]"
+       "[1907 rows x 10 columns]"
       ]
      },
      "execution_count": 5,
@@ -2207,7 +2216,7 @@
     {
      "data": {
       "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7effba8f8128>"
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7f819c767fd0>"
       ]
      },
      "execution_count": 9,
@@ -2216,7 +2225,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": 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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -2246,7 +2255,7 @@
     {
      "data": {
       "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7effb87baba8>"
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7f81639b85f8>"
       ]
      },
      "execution_count": 10,
@@ -2255,7 +2264,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -2350,7 +2359,7 @@
     {
      "data": {
       "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7effb876b4a8>"
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7f81639675f8>"
       ]
      },
      "execution_count": 13,
@@ -2452,7 +2461,7 @@
     {
      "data": {
       "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7effb86c4080>"
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7f81638c2c18>"
       ]
      },
      "execution_count": 15,
diff --git a/module3/exo1/incidence-PAY-3.csv b/module3/exo1/incidence-PAY-3.csv
new file mode 100644
index 0000000..9442744
--- /dev/null
+++ b/module3/exo1/incidence-PAY-3.csv
@@ -0,0 +1,1910 @@
+# @source="réseau Sentinelles, INSERM, Sorbonne Université, http://www.sentiweb.fr", @meta={"period":[198444,202120],"geo":["PAY","1"],"geo_ref":"insee","indicator":"3","type":"all","conf_int":true,"compact":false}, @date=2021-06-01T00:33:11+02:00
+week,indicator,inc,inc_low,inc_up,inc100,inc100_low,inc100_up,geo_insee,geo_name
+202120,3,10618,7742,13494,16,12,20,FR,France
+202119,3,9584,6899,12269,15,11,19,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
+202053,3,21220,16498,25942,32,25,39,FR,France
+202052,3,16428,12285,20571,25,19,31,FR,France
+202051,3,21619,17370,25868,33,27,39,FR,France
+202050,3,16845,13220,20470,26,20,32,FR,France
+202049,3,12939,9923,15955,20,15,25,FR,France
+202048,3,13804,10641,16967,21,16,26,FR,France
+202047,3,19085,15285,22885,29,23,35,FR,France
+202046,3,24801,20503,29099,38,31,45,FR,France
+202045,3,42516,36857,48175,65,56,74,FR,France
+202044,3,44567,38521,50613,68,59,77,FR,France
+202043,3,43737,37523,49951,66,57,75,FR,France
+202042,3,35145,29812,40478,53,45,61,FR,France
+202041,3,27877,23206,32548,42,35,49,FR,France
+202040,3,20443,16381,24505,31,25,37,FR,France
+202039,3,19810,15900,23720,30,24,36,FR,France
+202038,3,25559,21141,29977,39,32,46,FR,France
+202037,3,18485,14649,22321,28,22,34,FR,France
+202036,3,10390,7646,13134,16,12,20,FR,France
+202035,3,9918,6842,12994,15,10,20,FR,France
+202034,3,6084,3090,9078,9,4,14,FR,France
+202033,3,6106,3411,8801,9,5,13,FR,France
+202032,3,5918,3330,8506,9,5,13,FR,France
+202031,3,4351,2269,6433,7,4,10,FR,France
+202030,3,8179,5442,10916,12,8,16,FR,France
+202029,3,8687,5860,11514,13,9,17,FR,France
+202028,3,8325,5688,10962,13,9,17,FR,France
+202027,3,4066,2406,5726,6,3,9,FR,France
+202026,3,4039,2389,5689,6,3,9,FR,France
+202025,3,2853,1488,4218,4,2,6,FR,France
+202024,3,3058,1690,4426,5,3,7,FR,France
+202023,3,4168,2468,5868,6,3,9,FR,France
+202022,3,3580,1947,5213,5,3,7,FR,France
+202021,3,6114,4026,8202,9,6,12,FR,France
+202020,3,9315,6775,11855,14,10,18,FR,France
+202019,3,11679,8722,14636,18,14,22,FR,France
+202018,3,16398,12851,19945,25,20,30,FR,France
+202017,3,18082,14454,21710,27,21,33,FR,France
+202016,3,24165,19893,28437,37,31,43,FR,France
+202015,3,41049,35377,46721,62,53,71,FR,France
+202014,3,71666,64531,78801,109,98,120,FR,France
+202013,3,107742,99187,116297,164,151,177,FR,France
+202012,3,107283,98610,115956,163,150,176,FR,France
+202011,3,112943,104468,121418,172,159,185,FR,France
+202010,3,105145,96812,113478,160,147,173,FR,France
+202009,3,110696,102066,119326,168,155,181,FR,France
+202008,3,143753,133984,153522,218,203,233,FR,France
+202007,3,183610,172812,194408,279,263,295,FR,France
+202006,3,206669,195481,217857,314,297,331,FR,France
+202005,3,187957,177445,198469,285,269,301,FR,France
+202004,3,122331,113492,131170,186,173,199,FR,France
+202003,3,78413,71330,85496,119,108,130,FR,France
+202002,3,53614,47654,59574,81,72,90,FR,France
+202001,3,36850,31608,42092,56,48,64,FR,France
+201952,3,28135,23220,33050,43,36,50,FR,France
+201951,3,29786,25042,34530,45,38,52,FR,France
+201950,3,34223,29156,39290,52,44,60,FR,France
+201949,3,25662,21414,29910,39,33,45,FR,France
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+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
+199551,3,749988,725434,774542,1299,1256,1342,FR,France
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+199549,3,375500,358200,392800,650,620,680,FR,France
+199548,3,206446,193457,219435,357,335,379,FR,France
+199547,3,120472,110526,130418,209,192,226,FR,France
+199546,3,62380,55042,69718,108,95,121,FR,France
+199545,3,29791,24523,35059,52,43,61,FR,France
+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
+199511,3,81730,73346,90114,142,127,157,FR,France
+199510,3,49387,42703,56071,86,74,98,FR,France
+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
+199505,3,27876,23218,32534,48,40,56,FR,France
+199504,3,27643,22818,32468,48,40,56,FR,France
+199503,3,24844,20391,29297,43,35,51,FR,France
+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
+199451,3,26912,21750,32074,47,38,56,FR,France
+199450,3,28831,23470,34192,50,41,59,FR,France
+199449,3,21161,16559,25763,37,29,45,FR,France
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+199446,3,14252,10525,17979,25,19,31,FR,France
+199445,3,12152,8448,15856,21,15,27,FR,France
+199444,3,11307,7688,14926,20,14,26,FR,France
+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
+199436,3,2806,1133,4479,5,2,8,FR,France
+199435,3,4556,2358,6754,8,4,12,FR,France
+199434,3,3459,1444,5474,6,2,10,FR,France
+199433,3,4272,977,7567,7,1,13,FR,France
+199432,3,4786,1613,7959,8,2,14,FR,France
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+199429,3,1188,0,2384,2,0,4,FR,France
+199428,3,1581,316,2846,3,1,5,FR,France
+199427,3,713,0,1459,1,0,2,FR,France
+199426,3,990,80,1900,2,0,4,FR,France
+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
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+199346,3,76034,68003,84065,133,119,147,FR,France
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+199340,3,13805,10348,17262,24,18,30,FR,France
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+199338,3,10492,7329,13655,18,12,24,FR,France
+199337,3,7023,4503,9543,12,8,16,FR,France
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+199334,3,2984,1209,4759,5,2,8,FR,France
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+199315,3,22181,17147,27215,39,30,48,FR,France
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+199237,3,7480,5130,9830,13,9,17,FR,France
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+199119,3,7785,3986,11584,14,7,21,FR,France
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+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
+199113,3,32179,25829,38529,57,46,68,FR,France
+199112,3,27873,22312,33434,49,39,59,FR,France
+199111,3,46186,38876,53496,81,68,94,FR,France
+199110,3,88750,77784,99716,156,137,175,FR,France
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+199108,3,216369,198630,234108,381,350,412,FR,France
+199107,3,208836,191789,225883,367,337,397,FR,France
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+199102,3,29759,22044,37474,52,38,66,FR,France
+199101,3,42927,33706,52148,76,60,92,FR,France
+199052,3,41262,31607,50917,73,56,90,FR,France
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+199026,3,7236,2651,11821,13,5,21,FR,France
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+199024,3,5727,2460,8994,10,4,16,FR,France
+199023,3,3655,1043,6267,6,1,11,FR,France
+199022,3,4196,1292,7100,7,2,12,FR,France
+199021,3,1004,0,2367,2,0,4,FR,France
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+199019,3,5897,2440,9354,10,4,16,FR,France
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+199017,3,5278,2197,8359,9,4,14,FR,France
+199016,3,8129,3754,12504,14,6,22,FR,France
+199015,3,11707,5831,17583,21,11,31,FR,France
+199014,3,12862,8177,17547,23,15,31,FR,France
+199013,3,21879,15088,28670,39,27,51,FR,France
+199012,3,17035,11135,22935,30,20,40,FR,France
+199011,3,20018,14311,25725,35,25,45,FR,France
+199010,3,16294,11045,21543,29,20,38,FR,France
+199009,3,21793,15460,28126,39,28,50,FR,France
+199008,3,26110,19342,32878,46,34,58,FR,France
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+199005,3,161765,146354,177176,286,259,313,FR,France
+199004,3,287771,267698,307844,509,474,544,FR,France
+199003,3,315466,296550,334382,558,525,591,FR,France
+199002,3,345060,326087,364033,610,576,644,FR,France
+199001,3,483600,460913,506287,855,815,895,FR,France
+198952,3,581149,556023,606275,1035,990,1080,FR,France
+198951,3,821540,793846,849234,1463,1414,1512,FR,France
+198950,3,749283,723633,774933,1334,1288,1380,FR,France
+198949,3,358043,340053,376033,638,606,670,FR,France
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+198947,3,40963,33897,48029,73,60,86,FR,France
+198946,3,23547,17952,29142,42,32,52,FR,France
+198945,3,22711,16999,28423,40,30,50,FR,France
+198944,3,23405,17475,29335,42,31,53,FR,France
+198943,3,29549,23287,35811,53,42,64,FR,France
+198942,3,39410,32172,46648,70,57,83,FR,France
+198941,3,43763,35245,52281,78,63,93,FR,France
+198940,3,31453,24288,38618,56,43,69,FR,France
+198939,3,24622,18425,30819,44,33,55,FR,France
+198938,3,18296,13483,23109,33,24,42,FR,France
+198937,3,12022,8082,15962,21,14,28,FR,France
+198936,3,4769,2299,7239,8,4,12,FR,France
+198935,3,4661,1696,7626,8,3,13,FR,France
+198934,3,6039,2185,9893,11,4,18,FR,France
+198933,3,7940,3858,12022,14,7,21,FR,France
+198932,3,7114,2361,11867,13,5,21,FR,France
+198931,3,2721,0,5478,5,0,10,FR,France
+198930,3,3168,561,5775,6,1,11,FR,France
+198929,3,3909,1504,6314,7,3,11,FR,France
+198928,3,1284,105,2463,2,0,4,FR,France
+198927,3,3641,1350,5932,6,2,10,FR,France
+198926,3,5753,2885,8621,10,5,15,FR,France
+198925,3,6299,3454,9144,11,6,16,FR,France
+198924,3,6337,3537,9137,11,6,16,FR,France
+198923,3,11779,7984,15574,21,14,28,FR,France
+198922,3,9104,4764,13444,16,8,24,FR,France
+198921,3,9554,4316,14792,17,8,26,FR,France
+198920,3,6093,1023,11163,11,2,20,FR,France
+198919,3,0,,,0,,,FR,France
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+198917,3,10949,7147,14751,19,12,26,FR,France
+198916,3,10908,7494,14322,19,13,25,FR,France
+198915,3,9667,6209,13125,17,11,23,FR,France
+198914,3,15230,10469,19991,27,19,35,FR,France
+198913,3,10564,6767,14361,19,12,26,FR,France
+198912,3,13419,9542,17296,24,17,31,FR,France
+198911,3,16633,12140,21126,30,22,38,FR,France
+198910,3,12387,8750,16024,22,16,28,FR,France
+198909,3,12895,9183,16607,23,16,30,FR,France
+198908,3,19746,15258,24234,35,27,43,FR,France
+198907,3,27277,21760,32794,49,39,59,FR,France
+198906,3,47844,40320,55368,85,72,98,FR,France
+198905,3,52840,45665,60015,94,81,107,FR,France
+198904,3,54942,47750,62134,98,85,111,FR,France
+198903,3,66010,58065,73955,118,104,132,FR,France
+198902,3,112284,102003,122565,200,182,218,FR,France
+198901,3,202266,188305,216227,360,335,385,FR,France
+198852,3,467971,447033,488909,837,800,874,FR,France
+198851,3,872748,846468,899028,1562,1515,1609,FR,France
+198850,3,1001824,974799,1028849,1793,1745,1841,FR,France
+198849,3,966523,940068,992978,1729,1682,1776,FR,France
+198848,3,637811,614785,660837,1141,1100,1182,FR,France
+198847,3,246062,231234,260890,440,413,467,FR,France
+198846,3,92484,83160,101808,165,148,182,FR,France
+198845,3,53940,46148,61732,97,83,111,FR,France
+198844,3,42106,35336,48876,75,63,87,FR,France
+198843,3,38252,31909,44595,68,57,79,FR,France
+198842,3,45495,38467,52523,81,68,94,FR,France
+198841,3,46336,39344,53328,83,70,96,FR,France
+198840,3,39882,33507,46257,71,60,82,FR,France
+198839,3,43730,36755,50705,78,66,90,FR,France
+198838,3,35243,29367,41119,63,52,74,FR,France
+198837,3,15537,11911,19163,28,22,34,FR,France
+198836,3,7539,4840,10238,13,8,18,FR,France
+198835,3,7797,4762,10832,14,9,19,FR,France
+198834,3,4950,2005,7895,9,4,14,FR,France
+198833,3,7937,3861,12013,14,7,21,FR,France
+198832,3,7033,2595,11471,13,5,21,FR,France
+198831,3,8758,3591,13925,16,7,25,FR,France
+198830,3,4205,1224,7186,8,3,13,FR,France
+198829,3,6103,1013,11193,11,2,20,FR,France
+198828,3,8562,3483,13641,15,6,24,FR,France
+198827,3,4690,2196,7184,8,4,12,FR,France
+198826,3,7065,3905,10225,13,7,19,FR,France
+198825,3,7657,4664,10650,14,9,19,FR,France
+198824,3,6676,3978,9374,12,7,17,FR,France
+198823,3,8695,5755,11635,16,11,21,FR,France
+198822,3,11566,8282,14850,21,15,27,FR,France
+198821,3,11107,7742,14472,20,14,26,FR,France
+198820,3,14118,10223,18013,25,18,32,FR,France
+198819,3,18260,13847,22673,33,25,41,FR,France
+198818,3,20415,16281,24549,37,30,44,FR,France
+198817,3,21750,17436,26064,39,31,47,FR,France
+198816,3,33730,27496,39964,60,49,71,FR,France
+198815,3,70616,61754,79478,126,110,142,FR,France
+198814,3,123868,113211,134525,222,203,241,FR,France
+198813,3,193710,181519,205901,347,325,369,FR,France
+198812,3,283445,268834,298056,507,481,533,FR,France
+198811,3,316175,300858,331492,566,539,593,FR,France
+198810,3,235142,222004,248280,421,397,445,FR,France
+198809,3,135564,125263,145865,243,225,261,FR,France
+198808,3,87753,78449,97057,157,140,174,FR,France
+198807,3,77099,68423,85775,138,122,154,FR,France
+198806,3,69349,61502,77196,124,110,138,FR,France
+198805,3,72705,64952,80458,130,116,144,FR,France
+198804,3,72818,64944,80692,130,116,144,FR,France
+198803,3,68869,60922,76816,123,109,137,FR,France
+198802,3,59743,51907,67579,107,93,121,FR,France
+198801,3,60929,52573,69285,109,94,124,FR,France
+198753,3,47257,38170,56344,85,69,101,FR,France
+198752,3,11935,2353,21517,21,4,38,FR,France
+198751,3,47744,34266,61222,86,62,110,FR,France
+198750,3,57767,50181,65353,104,90,118,FR,France
+198749,3,49380,42461,56299,89,77,101,FR,France
+198748,3,41871,35115,48627,75,63,87,FR,France
+198747,3,29688,23465,35911,53,42,64,FR,France
+198746,3,37216,30199,44233,67,54,80,FR,France
+198745,3,35456,29024,41888,64,52,76,FR,France
+198744,3,41024,33829,48219,74,61,87,FR,France
+198743,3,46356,38370,54342,83,69,97,FR,France
+198742,3,38021,30236,45806,68,54,82,FR,France
+198741,3,42021,32016,52026,76,58,94,FR,France
+198740,3,24641,15930,33352,44,28,60,FR,France
+198739,3,32328,23548,41108,58,42,74,FR,France
+198738,3,16782,11870,21694,30,21,39,FR,France
+198737,3,11208,6542,15874,20,12,28,FR,France
+198736,3,7906,4014,11798,14,7,21,FR,France
+198735,3,6149,2970,9328,11,5,17,FR,France
+198734,3,6631,2734,10528,12,5,19,FR,France
+198733,3,6404,1834,10974,12,4,20,FR,France
+198732,3,7215,2353,12077,13,4,22,FR,France
+198731,3,8233,3655,12811,15,7,23,FR,France
+198730,3,4642,1301,7983,8,2,14,FR,France
+198729,3,4389,913,7865,8,2,14,FR,France
+198728,3,2702,138,5266,5,0,10,FR,France
+198727,3,10171,5904,14438,18,10,26,FR,France
+198726,3,12341,7824,16858,22,14,30,FR,France
+198725,3,23413,15490,31336,42,28,56,FR,France
+198724,3,11289,7282,15296,20,13,27,FR,France
+198723,3,15857,10943,20771,29,20,38,FR,France
+198722,3,14887,9743,20031,27,18,36,FR,France
+198721,3,17619,12649,22589,32,23,41,FR,France
+198720,3,10344,6454,14234,19,12,26,FR,France
+198719,3,12539,7943,17135,23,15,31,FR,France
+198718,3,16095,10330,21860,29,19,39,FR,France
+198717,3,21256,14850,27662,38,26,50,FR,France
+198716,3,32416,25100,39732,58,45,71,FR,France
+198715,3,44292,36456,52128,80,66,94,FR,France
+198714,3,50642,41866,59418,91,75,107,FR,France
+198713,3,62246,52749,71743,112,95,129,FR,France
+198712,3,59625,50653,68597,107,91,123,FR,France
+198711,3,53561,45035,62087,96,81,111,FR,France
+198710,3,93067,80519,105615,167,144,190,FR,France
+198709,3,147006,133519,160493,264,240,288,FR,France
+198708,3,217779,202179,233379,391,363,419,FR,France
+198707,3,288180,270718,305642,518,487,549,FR,France
+198706,3,296702,279051,314353,533,501,565,FR,France
+198705,3,236046,219483,252609,424,394,454,FR,France
+198704,3,158333,143625,173041,285,259,311,FR,France
+198703,3,103841,91699,115983,187,165,209,FR,France
+198702,3,74213,64014,84412,133,115,151,FR,France
+198701,3,69745,59207,80283,125,106,144,FR,France
+198652,3,76263,64958,87568,138,118,158,FR,France
+198651,3,72920,63047,82793,132,114,150,FR,France
+198650,3,73413,64019,82807,133,116,150,FR,France
+198649,3,56296,48229,64363,102,87,117,FR,France
+198648,3,46031,38578,53484,83,70,96,FR,France
+198647,3,36740,29710,43770,66,53,79,FR,France
+198646,3,32134,25327,38941,58,46,70,FR,France
+198645,3,38964,31382,46546,70,56,84,FR,France
+198644,3,28646,22048,35244,52,40,64,FR,France
+198643,3,27532,20842,34222,50,38,62,FR,France
+198642,3,31815,25124,38506,57,45,69,FR,France
+198641,3,32864,25939,39789,59,47,71,FR,France
+198640,3,33516,26776,40256,60,48,72,FR,France
+198639,3,28665,22477,34853,52,41,63,FR,France
+198638,3,26615,20479,32751,48,37,59,FR,France
+198637,3,15998,10802,21194,29,20,38,FR,France
+198636,3,9182,4982,13382,17,9,25,FR,France
+198635,3,10587,4470,16704,19,8,30,FR,France
+198634,3,5762,858,10666,10,1,19,FR,France
+198633,3,3115,554,5676,6,1,11,FR,France
+198632,3,1027,0,2311,2,0,4,FR,France
+198631,3,2247,0,4574,4,0,8,FR,France
+198630,3,2346,141,4551,4,0,8,FR,France
+198629,3,3654,931,6377,7,2,12,FR,France
+198628,3,2327,0,5318,4,0,9,FR,France
+198627,3,7529,3353,11705,14,6,22,FR,France
+198626,3,8778,5106,12450,16,9,23,FR,France
+198625,3,11075,6804,15346,20,12,28,FR,France
+198624,3,11160,7252,15068,20,13,27,FR,France
+198623,3,14372,9896,18848,26,18,34,FR,France
+198622,3,9717,5594,13840,18,11,25,FR,France
+198621,3,14460,9575,19345,26,17,35,FR,France
+198620,3,17133,12106,22160,31,22,40,FR,France
+198619,3,22177,16008,28346,40,29,51,FR,France
+198618,3,31736,24115,39357,57,43,71,FR,France
+198617,3,34874,27440,42308,63,50,76,FR,France
+198616,3,41196,32894,49498,74,59,89,FR,France
+198615,3,42659,33537,51781,77,61,93,FR,France
+198614,3,49792,39728,59856,90,72,108,FR,France
+198613,3,87249,63562,110936,157,114,200,FR,France
+198612,3,124777,97237,152317,225,175,275,FR,France
+198611,3,168146,151035,185257,303,272,334,FR,France
+198610,3,257305,231225,283385,464,417,511,FR,France
+198609,3,321140,296644,345636,580,536,624,FR,France
+198608,3,448786,419219,478353,810,757,863,FR,France
+198607,3,490723,460150,521296,886,831,941,FR,France
+198606,3,439300,411764,466836,793,743,843,FR,France
+198605,3,364727,339868,389586,658,613,703,FR,France
+198604,3,348509,322464,374554,629,582,676,FR,France
+198603,3,271539,248654,294424,490,449,531,FR,France
+198602,3,178138,159344,196932,322,288,356,FR,France
+198601,3,112614,96539,128689,203,174,232,FR,France
+198552,3,86452,72250,100654,157,131,183,FR,France
+198551,3,114666,99538,129794,208,181,235,FR,France
+198550,3,86031,73604,98458,156,133,179,FR,France
+198549,3,65931,55326,76536,120,101,139,FR,France
+198548,3,68291,57581,79001,124,105,143,FR,France
+198547,3,66177,55221,77133,120,100,140,FR,France
+198546,3,70534,58788,82280,128,107,149,FR,France
+198545,3,57514,47167,67861,104,85,123,FR,France
+198544,3,67356,55744,78968,122,101,143,FR,France
+198543,3,87402,74208,100596,158,134,182,FR,France
+198542,3,76218,64604,87832,138,117,159,FR,France
+198541,3,45712,36755,54669,83,67,99,FR,France
+198540,3,49739,40335,59143,90,73,107,FR,France
+198539,3,39819,31234,48404,72,56,88,FR,France
+198538,3,27605,20614,34596,50,37,63,FR,France
+198537,3,22219,15626,28812,40,28,52,FR,France
+198536,3,27986,18992,36980,51,35,67,FR,France
+198535,3,30215,18546,41884,55,34,76,FR,France
+198534,3,40389,24786,55992,73,45,101,FR,France
+198533,3,22611,8819,36403,41,16,66,FR,France
+198532,3,7488,1851,13125,14,4,24,FR,France
+198531,3,16958,8479,25437,31,16,46,FR,France
+198530,3,11598,5507,17689,21,10,32,FR,France
+198529,3,13054,6474,19634,24,12,36,FR,France
+198528,3,14588,7659,21517,26,13,39,FR,France
+198527,3,19670,11761,27579,36,22,50,FR,France
+198526,3,18609,12637,24581,34,23,45,FR,France
+198525,3,19362,12454,26270,35,22,48,FR,France
+198524,3,19855,13577,26133,36,25,47,FR,France
+198523,3,19373,10010,28736,35,18,52,FR,France
+198522,3,24099,17190,31008,44,31,57,FR,France
+198521,3,26096,19621,32571,47,35,59,FR,France
+198520,3,27896,20885,34907,51,38,64,FR,France
+198519,3,43154,32821,53487,78,59,97,FR,France
+198518,3,40555,29935,51175,74,55,93,FR,France
+198517,3,34053,24366,43740,62,44,80,FR,France
+198516,3,50362,36451,64273,91,66,116,FR,France
+198515,3,63881,45538,82224,116,83,149,FR,France
+198514,3,134545,114400,154690,244,207,281,FR,France
+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
+198510,3,353231,326279,380183,640,591,689,FR,France
+198509,3,369895,341109,398681,670,618,722,FR,France
+198508,3,389886,359529,420243,707,652,762,FR,France
+198507,3,471852,432599,511105,855,784,926,FR,France
+198506,3,565825,518011,613639,1026,939,1113,FR,France
+198505,3,637302,592795,681809,1155,1074,1236,FR,France
+198504,3,424937,390794,459080,770,708,832,FR,France
+198503,3,213901,174689,253113,388,317,459,FR,France
+198502,3,97586,80949,114223,177,147,207,FR,France
+198501,3,85489,65918,105060,155,120,190,FR,France
+198452,3,84830,60602,109058,154,110,198,FR,France
+198451,3,101726,80242,123210,185,146,224,FR,France
+198450,3,123680,101401,145959,225,184,266,FR,France
+198449,3,101073,81684,120462,184,149,219,FR,France
+198448,3,78620,60634,96606,143,110,176,FR,France
+198447,3,72029,54274,89784,131,99,163,FR,France
+198446,3,87330,67686,106974,159,123,195,FR,France
+198445,3,135223,101414,169032,246,184,308,FR,France
+198444,3,68422,20056,116788,125,37,213,FR,France
-- 
2.18.1