From bde0599d1831f8fdb6cfa4a9f69f247aa2ba9281 Mon Sep 17 00:00:00 2001
From: 6115f23799e79a0082756425c9fe750d
 <6115f23799e79a0082756425c9fe750d@app-learninglab.inria.fr>
Date: Fri, 24 Nov 2023 23:18:32 +0000
Subject: [PATCH] no commit message

---
 module3/exo2/exercice.ipynb         | 2339 ++++++++++++++++++++++++++-
 module3/exo2/incident-varicelle.csv | 1722 ++++++++++++++++++++
 2 files changed, 4058 insertions(+), 3 deletions(-)
 create mode 100644 module3/exo2/incident-varicelle.csv

diff --git a/module3/exo2/exercice.ipynb b/module3/exo2/exercice.ipynb
index 0bbbe37..cac0bb8 100644
--- a/module3/exo2/exercice.ipynb
+++ b/module3/exo2/exercice.ipynb
@@ -1,5 +1,2339 @@
 {
- "cells": [],
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Analyse de l'incidence de la varicelle"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    " %matplotlib inline\n",
+    "import matplotlib.pyplot as plt\n",
+    "import pandas as pd\n",
+    "import isoweek"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "On récupére le fichier csv"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "data_url = \"https://www.sentiweb.fr/datasets/incidence-PAY-7.csv?v=8nhxe\"\n",
+    "data_file = \"incident-varicelle.csv\"\n",
+    "\n",
+    "import os\n",
+    "import urllib.request\n",
+    "if not os.path.exists(data_file):\n",
+    "    urllib.request.urlretrieve(data_url, data_file)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Voici l'explication des colonnes données [sur le site d'origine](https://ns.sentiweb.fr/incidence/csv-schema-v1.json):\n",
+    "\n",
+    "| Nom de colonne | Libellé de colonne                                                                                                                |\n",
+    "|----------------|-----------------------------------------------------------------------------------------------------------------------------------|\n",
+    "| week           | Semaine calendaire (ISO 8601)                                                                                                     |\n",
+    "| indicator      | Code de l'indicateur de surveillance                                                                                              |\n",
+    "| inc            | Estimation de l'incidence de consultations en nombre de cas                                                                       |\n",
+    "| inc_low        | Estimation de la borne inférieure de l'IC95% du nombre de cas de consultation                                                     |\n",
+    "| inc_up         | Estimation de la borne supérieure de l'IC95% du nombre de cas de consultation                                                     |\n",
+    "| inc100         | Estimation du taux d'incidence du nombre de cas de consultation (en cas pour 100,000 habitants)                                   |\n",
+    "| inc100_low     | Estimation de la borne inférieure de l'IC95% du taux d'incidence du nombre de cas de consultation (en cas pour 100,000 habitants) |\n",
+    "| inc100_up      | Estimation de la borne supérieure de l'IC95% du taux d'incidence du nombre de cas de consultation (en cas pour 100,000 habitants) |\n",
+    "| geo_insee      | Code de la zone géographique concernée (Code INSEE) http://www.insee.fr/fr/methodes/nomenclatures/cog/                            |\n",
+    "| geo_name       | Libellé de la zone géographique (ce libellé peut être modifié sans préavis)                                                       |\n",
+    "\n",
+    "La première ligne du fichier CSV est un commentaire, que nous ignorons en précisant `skiprows=1`."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>week</th>\n",
+       "      <th>indicator</th>\n",
+       "      <th>inc</th>\n",
+       "      <th>inc_low</th>\n",
+       "      <th>inc_up</th>\n",
+       "      <th>inc100</th>\n",
+       "      <th>inc100_low</th>\n",
+       "      <th>inc100_up</th>\n",
+       "      <th>geo_insee</th>\n",
+       "      <th>geo_name</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>202346</td>\n",
+       "      <td>7</td>\n",
+       "      <td>6089</td>\n",
+       "      <td>2918</td>\n",
+       "      <td>9260</td>\n",
+       "      <td>9</td>\n",
+       "      <td>4</td>\n",
+       "      <td>14</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>202345</td>\n",
+       "      <td>7</td>\n",
+       "      <td>5090</td>\n",
+       "      <td>2713</td>\n",
+       "      <td>7467</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>12</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>202344</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3688</td>\n",
+       "      <td>1664</td>\n",
+       "      <td>5712</td>\n",
+       "      <td>6</td>\n",
+       "      <td>3</td>\n",
+       "      <td>9</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>202343</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3891</td>\n",
+       "      <td>1675</td>\n",
+       "      <td>6107</td>\n",
+       "      <td>6</td>\n",
+       "      <td>3</td>\n",
+       "      <td>9</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>202342</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3968</td>\n",
+       "      <td>1212</td>\n",
+       "      <td>6724</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>10</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>202341</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3356</td>\n",
+       "      <td>1764</td>\n",
+       "      <td>4948</td>\n",
+       "      <td>5</td>\n",
+       "      <td>3</td>\n",
+       "      <td>7</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>202340</td>\n",
+       "      <td>7</td>\n",
+       "      <td>2845</td>\n",
+       "      <td>1410</td>\n",
+       "      <td>4280</td>\n",
+       "      <td>4</td>\n",
+       "      <td>2</td>\n",
+       "      <td>6</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>202339</td>\n",
+       "      <td>7</td>\n",
+       "      <td>1739</td>\n",
+       "      <td>629</td>\n",
+       "      <td>2849</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>5</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>202338</td>\n",
+       "      <td>7</td>\n",
+       "      <td>1663</td>\n",
+       "      <td>274</td>\n",
+       "      <td>3052</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>5</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>202337</td>\n",
+       "      <td>7</td>\n",
+       "      <td>1122</td>\n",
+       "      <td>223</td>\n",
+       "      <td>2021</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>202336</td>\n",
+       "      <td>7</td>\n",
+       "      <td>726</td>\n",
+       "      <td>10</td>\n",
+       "      <td>1442</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>202335</td>\n",
+       "      <td>7</td>\n",
+       "      <td>961</td>\n",
+       "      <td>96</td>\n",
+       "      <td>1826</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>202334</td>\n",
+       "      <td>7</td>\n",
+       "      <td>1168</td>\n",
+       "      <td>9</td>\n",
+       "      <td>2327</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>4</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>202333</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3308</td>\n",
+       "      <td>1184</td>\n",
+       "      <td>5432</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>8</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>202332</td>\n",
+       "      <td>7</td>\n",
+       "      <td>7996</td>\n",
+       "      <td>1120</td>\n",
+       "      <td>14872</td>\n",
+       "      <td>12</td>\n",
+       "      <td>2</td>\n",
+       "      <td>22</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>202331</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3318</td>\n",
+       "      <td>1398</td>\n",
+       "      <td>5238</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>8</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>202330</td>\n",
+       "      <td>7</td>\n",
+       "      <td>5821</td>\n",
+       "      <td>3269</td>\n",
+       "      <td>8373</td>\n",
+       "      <td>9</td>\n",
+       "      <td>5</td>\n",
+       "      <td>13</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>202329</td>\n",
+       "      <td>7</td>\n",
+       "      <td>13558</td>\n",
+       "      <td>8297</td>\n",
+       "      <td>18819</td>\n",
+       "      <td>20</td>\n",
+       "      <td>12</td>\n",
+       "      <td>28</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>202328</td>\n",
+       "      <td>7</td>\n",
+       "      <td>6700</td>\n",
+       "      <td>4043</td>\n",
+       "      <td>9357</td>\n",
+       "      <td>10</td>\n",
+       "      <td>6</td>\n",
+       "      <td>14</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>202327</td>\n",
+       "      <td>7</td>\n",
+       "      <td>7253</td>\n",
+       "      <td>4599</td>\n",
+       "      <td>9907</td>\n",
+       "      <td>11</td>\n",
+       "      <td>7</td>\n",
+       "      <td>15</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>202326</td>\n",
+       "      <td>7</td>\n",
+       "      <td>9192</td>\n",
+       "      <td>6223</td>\n",
+       "      <td>12161</td>\n",
+       "      <td>14</td>\n",
+       "      <td>10</td>\n",
+       "      <td>18</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>202325</td>\n",
+       "      <td>7</td>\n",
+       "      <td>11498</td>\n",
+       "      <td>8257</td>\n",
+       "      <td>14739</td>\n",
+       "      <td>17</td>\n",
+       "      <td>12</td>\n",
+       "      <td>22</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>202324</td>\n",
+       "      <td>7</td>\n",
+       "      <td>11115</td>\n",
+       "      <td>7968</td>\n",
+       "      <td>14262</td>\n",
+       "      <td>17</td>\n",
+       "      <td>12</td>\n",
+       "      <td>22</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>202323</td>\n",
+       "      <td>7</td>\n",
+       "      <td>12563</td>\n",
+       "      <td>6134</td>\n",
+       "      <td>18992</td>\n",
+       "      <td>19</td>\n",
+       "      <td>9</td>\n",
+       "      <td>29</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>202322</td>\n",
+       "      <td>7</td>\n",
+       "      <td>12184</td>\n",
+       "      <td>8125</td>\n",
+       "      <td>16243</td>\n",
+       "      <td>18</td>\n",
+       "      <td>12</td>\n",
+       "      <td>24</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>202321</td>\n",
+       "      <td>7</td>\n",
+       "      <td>11349</td>\n",
+       "      <td>7598</td>\n",
+       "      <td>15100</td>\n",
+       "      <td>17</td>\n",
+       "      <td>11</td>\n",
+       "      <td>23</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>202320</td>\n",
+       "      <td>7</td>\n",
+       "      <td>9000</td>\n",
+       "      <td>4615</td>\n",
+       "      <td>13385</td>\n",
+       "      <td>14</td>\n",
+       "      <td>7</td>\n",
+       "      <td>21</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>202319</td>\n",
+       "      <td>7</td>\n",
+       "      <td>9344</td>\n",
+       "      <td>6091</td>\n",
+       "      <td>12597</td>\n",
+       "      <td>14</td>\n",
+       "      <td>9</td>\n",
+       "      <td>19</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>202318</td>\n",
+       "      <td>7</td>\n",
+       "      <td>10671</td>\n",
+       "      <td>7291</td>\n",
+       "      <td>14051</td>\n",
+       "      <td>16</td>\n",
+       "      <td>11</td>\n",
+       "      <td>21</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>202317</td>\n",
+       "      <td>7</td>\n",
+       "      <td>9184</td>\n",
+       "      <td>6162</td>\n",
+       "      <td>12206</td>\n",
+       "      <td>14</td>\n",
+       "      <td>9</td>\n",
+       "      <td>19</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1690</th>\n",
+       "      <td>199126</td>\n",
+       "      <td>7</td>\n",
+       "      <td>17608</td>\n",
+       "      <td>11304</td>\n",
+       "      <td>23912</td>\n",
+       "      <td>31</td>\n",
+       "      <td>20</td>\n",
+       "      <td>42</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1691</th>\n",
+       "      <td>199125</td>\n",
+       "      <td>7</td>\n",
+       "      <td>16169</td>\n",
+       "      <td>10700</td>\n",
+       "      <td>21638</td>\n",
+       "      <td>28</td>\n",
+       "      <td>18</td>\n",
+       "      <td>38</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1692</th>\n",
+       "      <td>199124</td>\n",
+       "      <td>7</td>\n",
+       "      <td>16171</td>\n",
+       "      <td>10071</td>\n",
+       "      <td>22271</td>\n",
+       "      <td>28</td>\n",
+       "      <td>17</td>\n",
+       "      <td>39</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1693</th>\n",
+       "      <td>199123</td>\n",
+       "      <td>7</td>\n",
+       "      <td>11947</td>\n",
+       "      <td>7671</td>\n",
+       "      <td>16223</td>\n",
+       "      <td>21</td>\n",
+       "      <td>13</td>\n",
+       "      <td>29</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1694</th>\n",
+       "      <td>199122</td>\n",
+       "      <td>7</td>\n",
+       "      <td>15452</td>\n",
+       "      <td>9953</td>\n",
+       "      <td>20951</td>\n",
+       "      <td>27</td>\n",
+       "      <td>17</td>\n",
+       "      <td>37</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1695</th>\n",
+       "      <td>199121</td>\n",
+       "      <td>7</td>\n",
+       "      <td>14903</td>\n",
+       "      <td>8975</td>\n",
+       "      <td>20831</td>\n",
+       "      <td>26</td>\n",
+       "      <td>16</td>\n",
+       "      <td>36</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1696</th>\n",
+       "      <td>199120</td>\n",
+       "      <td>7</td>\n",
+       "      <td>19053</td>\n",
+       "      <td>12742</td>\n",
+       "      <td>25364</td>\n",
+       "      <td>34</td>\n",
+       "      <td>23</td>\n",
+       "      <td>45</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1697</th>\n",
+       "      <td>199119</td>\n",
+       "      <td>7</td>\n",
+       "      <td>16739</td>\n",
+       "      <td>11246</td>\n",
+       "      <td>22232</td>\n",
+       "      <td>29</td>\n",
+       "      <td>19</td>\n",
+       "      <td>39</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1698</th>\n",
+       "      <td>199118</td>\n",
+       "      <td>7</td>\n",
+       "      <td>21385</td>\n",
+       "      <td>13882</td>\n",
+       "      <td>28888</td>\n",
+       "      <td>38</td>\n",
+       "      <td>25</td>\n",
+       "      <td>51</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1699</th>\n",
+       "      <td>199117</td>\n",
+       "      <td>7</td>\n",
+       "      <td>13462</td>\n",
+       "      <td>8877</td>\n",
+       "      <td>18047</td>\n",
+       "      <td>24</td>\n",
+       "      <td>16</td>\n",
+       "      <td>32</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1700</th>\n",
+       "      <td>199116</td>\n",
+       "      <td>7</td>\n",
+       "      <td>14857</td>\n",
+       "      <td>10068</td>\n",
+       "      <td>19646</td>\n",
+       "      <td>26</td>\n",
+       "      <td>18</td>\n",
+       "      <td>34</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1701</th>\n",
+       "      <td>199115</td>\n",
+       "      <td>7</td>\n",
+       "      <td>13975</td>\n",
+       "      <td>9781</td>\n",
+       "      <td>18169</td>\n",
+       "      <td>25</td>\n",
+       "      <td>18</td>\n",
+       "      <td>32</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1702</th>\n",
+       "      <td>199114</td>\n",
+       "      <td>7</td>\n",
+       "      <td>12265</td>\n",
+       "      <td>7684</td>\n",
+       "      <td>16846</td>\n",
+       "      <td>22</td>\n",
+       "      <td>14</td>\n",
+       "      <td>30</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1703</th>\n",
+       "      <td>199113</td>\n",
+       "      <td>7</td>\n",
+       "      <td>9567</td>\n",
+       "      <td>6041</td>\n",
+       "      <td>13093</td>\n",
+       "      <td>17</td>\n",
+       "      <td>11</td>\n",
+       "      <td>23</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1704</th>\n",
+       "      <td>199112</td>\n",
+       "      <td>7</td>\n",
+       "      <td>10864</td>\n",
+       "      <td>7331</td>\n",
+       "      <td>14397</td>\n",
+       "      <td>19</td>\n",
+       "      <td>13</td>\n",
+       "      <td>25</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1705</th>\n",
+       "      <td>199111</td>\n",
+       "      <td>7</td>\n",
+       "      <td>15574</td>\n",
+       "      <td>11184</td>\n",
+       "      <td>19964</td>\n",
+       "      <td>27</td>\n",
+       "      <td>19</td>\n",
+       "      <td>35</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1706</th>\n",
+       "      <td>199110</td>\n",
+       "      <td>7</td>\n",
+       "      <td>16643</td>\n",
+       "      <td>11372</td>\n",
+       "      <td>21914</td>\n",
+       "      <td>29</td>\n",
+       "      <td>20</td>\n",
+       "      <td>38</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1707</th>\n",
+       "      <td>199109</td>\n",
+       "      <td>7</td>\n",
+       "      <td>13741</td>\n",
+       "      <td>8780</td>\n",
+       "      <td>18702</td>\n",
+       "      <td>24</td>\n",
+       "      <td>15</td>\n",
+       "      <td>33</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1708</th>\n",
+       "      <td>199108</td>\n",
+       "      <td>7</td>\n",
+       "      <td>13289</td>\n",
+       "      <td>8813</td>\n",
+       "      <td>17765</td>\n",
+       "      <td>23</td>\n",
+       "      <td>15</td>\n",
+       "      <td>31</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1709</th>\n",
+       "      <td>199107</td>\n",
+       "      <td>7</td>\n",
+       "      <td>12337</td>\n",
+       "      <td>8077</td>\n",
+       "      <td>16597</td>\n",
+       "      <td>22</td>\n",
+       "      <td>15</td>\n",
+       "      <td>29</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1710</th>\n",
+       "      <td>199106</td>\n",
+       "      <td>7</td>\n",
+       "      <td>10877</td>\n",
+       "      <td>7013</td>\n",
+       "      <td>14741</td>\n",
+       "      <td>19</td>\n",
+       "      <td>12</td>\n",
+       "      <td>26</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1711</th>\n",
+       "      <td>199105</td>\n",
+       "      <td>7</td>\n",
+       "      <td>10442</td>\n",
+       "      <td>6544</td>\n",
+       "      <td>14340</td>\n",
+       "      <td>18</td>\n",
+       "      <td>11</td>\n",
+       "      <td>25</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1712</th>\n",
+       "      <td>199104</td>\n",
+       "      <td>7</td>\n",
+       "      <td>7913</td>\n",
+       "      <td>4563</td>\n",
+       "      <td>11263</td>\n",
+       "      <td>14</td>\n",
+       "      <td>8</td>\n",
+       "      <td>20</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1713</th>\n",
+       "      <td>199103</td>\n",
+       "      <td>7</td>\n",
+       "      <td>15387</td>\n",
+       "      <td>10484</td>\n",
+       "      <td>20290</td>\n",
+       "      <td>27</td>\n",
+       "      <td>18</td>\n",
+       "      <td>36</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1714</th>\n",
+       "      <td>199102</td>\n",
+       "      <td>7</td>\n",
+       "      <td>16277</td>\n",
+       "      <td>11046</td>\n",
+       "      <td>21508</td>\n",
+       "      <td>29</td>\n",
+       "      <td>20</td>\n",
+       "      <td>38</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1715</th>\n",
+       "      <td>199101</td>\n",
+       "      <td>7</td>\n",
+       "      <td>15565</td>\n",
+       "      <td>10271</td>\n",
+       "      <td>20859</td>\n",
+       "      <td>27</td>\n",
+       "      <td>18</td>\n",
+       "      <td>36</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1716</th>\n",
+       "      <td>199052</td>\n",
+       "      <td>7</td>\n",
+       "      <td>19375</td>\n",
+       "      <td>13295</td>\n",
+       "      <td>25455</td>\n",
+       "      <td>34</td>\n",
+       "      <td>23</td>\n",
+       "      <td>45</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1717</th>\n",
+       "      <td>199051</td>\n",
+       "      <td>7</td>\n",
+       "      <td>19080</td>\n",
+       "      <td>13807</td>\n",
+       "      <td>24353</td>\n",
+       "      <td>34</td>\n",
+       "      <td>25</td>\n",
+       "      <td>43</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1718</th>\n",
+       "      <td>199050</td>\n",
+       "      <td>7</td>\n",
+       "      <td>11079</td>\n",
+       "      <td>6660</td>\n",
+       "      <td>15498</td>\n",
+       "      <td>20</td>\n",
+       "      <td>12</td>\n",
+       "      <td>28</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1719</th>\n",
+       "      <td>199049</td>\n",
+       "      <td>7</td>\n",
+       "      <td>1143</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2610</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>5</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>1720 rows × 10 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        week  indicator    inc  inc_low  inc_up  inc100  inc100_low  \\\n",
+       "0     202346          7   6089     2918    9260       9           4   \n",
+       "1     202345          7   5090     2713    7467       8           4   \n",
+       "2     202344          7   3688     1664    5712       6           3   \n",
+       "3     202343          7   3891     1675    6107       6           3   \n",
+       "4     202342          7   3968     1212    6724       6           2   \n",
+       "5     202341          7   3356     1764    4948       5           3   \n",
+       "6     202340          7   2845     1410    4280       4           2   \n",
+       "7     202339          7   1739      629    2849       3           1   \n",
+       "8     202338          7   1663      274    3052       3           1   \n",
+       "9     202337          7   1122      223    2021       2           1   \n",
+       "10    202336          7    726       10    1442       1           0   \n",
+       "11    202335          7    961       96    1826       1           0   \n",
+       "12    202334          7   1168        9    2327       2           0   \n",
+       "13    202333          7   3308     1184    5432       5           2   \n",
+       "14    202332          7   7996     1120   14872      12           2   \n",
+       "15    202331          7   3318     1398    5238       5           2   \n",
+       "16    202330          7   5821     3269    8373       9           5   \n",
+       "17    202329          7  13558     8297   18819      20          12   \n",
+       "18    202328          7   6700     4043    9357      10           6   \n",
+       "19    202327          7   7253     4599    9907      11           7   \n",
+       "20    202326          7   9192     6223   12161      14          10   \n",
+       "21    202325          7  11498     8257   14739      17          12   \n",
+       "22    202324          7  11115     7968   14262      17          12   \n",
+       "23    202323          7  12563     6134   18992      19           9   \n",
+       "24    202322          7  12184     8125   16243      18          12   \n",
+       "25    202321          7  11349     7598   15100      17          11   \n",
+       "26    202320          7   9000     4615   13385      14           7   \n",
+       "27    202319          7   9344     6091   12597      14           9   \n",
+       "28    202318          7  10671     7291   14051      16          11   \n",
+       "29    202317          7   9184     6162   12206      14           9   \n",
+       "...      ...        ...    ...      ...     ...     ...         ...   \n",
+       "1690  199126          7  17608    11304   23912      31          20   \n",
+       "1691  199125          7  16169    10700   21638      28          18   \n",
+       "1692  199124          7  16171    10071   22271      28          17   \n",
+       "1693  199123          7  11947     7671   16223      21          13   \n",
+       "1694  199122          7  15452     9953   20951      27          17   \n",
+       "1695  199121          7  14903     8975   20831      26          16   \n",
+       "1696  199120          7  19053    12742   25364      34          23   \n",
+       "1697  199119          7  16739    11246   22232      29          19   \n",
+       "1698  199118          7  21385    13882   28888      38          25   \n",
+       "1699  199117          7  13462     8877   18047      24          16   \n",
+       "1700  199116          7  14857    10068   19646      26          18   \n",
+       "1701  199115          7  13975     9781   18169      25          18   \n",
+       "1702  199114          7  12265     7684   16846      22          14   \n",
+       "1703  199113          7   9567     6041   13093      17          11   \n",
+       "1704  199112          7  10864     7331   14397      19          13   \n",
+       "1705  199111          7  15574    11184   19964      27          19   \n",
+       "1706  199110          7  16643    11372   21914      29          20   \n",
+       "1707  199109          7  13741     8780   18702      24          15   \n",
+       "1708  199108          7  13289     8813   17765      23          15   \n",
+       "1709  199107          7  12337     8077   16597      22          15   \n",
+       "1710  199106          7  10877     7013   14741      19          12   \n",
+       "1711  199105          7  10442     6544   14340      18          11   \n",
+       "1712  199104          7   7913     4563   11263      14           8   \n",
+       "1713  199103          7  15387    10484   20290      27          18   \n",
+       "1714  199102          7  16277    11046   21508      29          20   \n",
+       "1715  199101          7  15565    10271   20859      27          18   \n",
+       "1716  199052          7  19375    13295   25455      34          23   \n",
+       "1717  199051          7  19080    13807   24353      34          25   \n",
+       "1718  199050          7  11079     6660   15498      20          12   \n",
+       "1719  199049          7   1143        0    2610       2           0   \n",
+       "\n",
+       "      inc100_up geo_insee geo_name  \n",
+       "0            14        FR   France  \n",
+       "1            12        FR   France  \n",
+       "2             9        FR   France  \n",
+       "3             9        FR   France  \n",
+       "4            10        FR   France  \n",
+       "5             7        FR   France  \n",
+       "6             6        FR   France  \n",
+       "7             5        FR   France  \n",
+       "8             5        FR   France  \n",
+       "9             3        FR   France  \n",
+       "10            2        FR   France  \n",
+       "11            2        FR   France  \n",
+       "12            4        FR   France  \n",
+       "13            8        FR   France  \n",
+       "14           22        FR   France  \n",
+       "15            8        FR   France  \n",
+       "16           13        FR   France  \n",
+       "17           28        FR   France  \n",
+       "18           14        FR   France  \n",
+       "19           15        FR   France  \n",
+       "20           18        FR   France  \n",
+       "21           22        FR   France  \n",
+       "22           22        FR   France  \n",
+       "23           29        FR   France  \n",
+       "24           24        FR   France  \n",
+       "25           23        FR   France  \n",
+       "26           21        FR   France  \n",
+       "27           19        FR   France  \n",
+       "28           21        FR   France  \n",
+       "29           19        FR   France  \n",
+       "...         ...       ...      ...  \n",
+       "1690         42        FR   France  \n",
+       "1691         38        FR   France  \n",
+       "1692         39        FR   France  \n",
+       "1693         29        FR   France  \n",
+       "1694         37        FR   France  \n",
+       "1695         36        FR   France  \n",
+       "1696         45        FR   France  \n",
+       "1697         39        FR   France  \n",
+       "1698         51        FR   France  \n",
+       "1699         32        FR   France  \n",
+       "1700         34        FR   France  \n",
+       "1701         32        FR   France  \n",
+       "1702         30        FR   France  \n",
+       "1703         23        FR   France  \n",
+       "1704         25        FR   France  \n",
+       "1705         35        FR   France  \n",
+       "1706         38        FR   France  \n",
+       "1707         33        FR   France  \n",
+       "1708         31        FR   France  \n",
+       "1709         29        FR   France  \n",
+       "1710         26        FR   France  \n",
+       "1711         25        FR   France  \n",
+       "1712         20        FR   France  \n",
+       "1713         36        FR   France  \n",
+       "1714         38        FR   France  \n",
+       "1715         36        FR   France  \n",
+       "1716         45        FR   France  \n",
+       "1717         43        FR   France  \n",
+       "1718         28        FR   France  \n",
+       "1719          5        FR   France  \n",
+       "\n",
+       "[1720 rows x 10 columns]"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data = pd.read_csv(data_file, skiprows=1)\n",
+    "data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def convert_week(year_and_week_int):\n",
+    "    year_and_week_str = str(year_and_week_int)\n",
+    "    year = int(year_and_week_str[:4])\n",
+    "    week = int(year_and_week_str[4:])\n",
+    "    w = isoweek.Week(year, week)\n",
+    "    return pd.Period(w.day(0), 'W')\n",
+    "\n",
+    "data['period'] = [convert_week(yw) for yw in data['week']]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "sorted_data = data.set_index('period').sort_index()\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7f1e04f19128>"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    " sorted_data['inc'].plot()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7f1e02df55c0>"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sorted_data['inc'][-200:].plot()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "periods = sorted_data.index\n",
+    "for p1, p2 in zip(periods[:-1], periods[1:]):\n",
+    "    delta = p2.to_timestamp() - p1.end_time\n",
+    "    if delta > pd.Timedelta('1s'):\n",
+    "        print(p1, p2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    " first_september_week = [pd.Period(pd.Timestamp(y, 9, 1), 'W')\n",
+    "                     for y in range(1985,\n",
+    "                                    sorted_data.index[-1].year)]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "year = []\n",
+    "yearly_incidence = []\n",
+    "for week1, week2 in zip(first_september_week[:-1],\n",
+    "                        first_september_week[1:]):\n",
+    "    one_year = sorted_data['inc'][week1:week2-1]\n",
+    "    try :\n",
+    "        assert abs(len(one_year)-52) < 2\n",
+    "    except AssertionError:\n",
+    "        print(one_year)\n",
+    "    yearly_incidence.append(one_year.sum())\n",
+    "    year.append(week2.year)\n",
+    "yearly_incidence = pd.Series(data=yearly_incidence, index=year)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>week</th>\n",
+       "      <th>indicator</th>\n",
+       "      <th>inc</th>\n",
+       "      <th>inc_low</th>\n",
+       "      <th>inc_up</th>\n",
+       "      <th>inc100</th>\n",
+       "      <th>inc100_low</th>\n",
+       "      <th>inc100_up</th>\n",
+       "      <th>geo_insee</th>\n",
+       "      <th>geo_name</th>\n",
+       "      <th>period</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>202346</td>\n",
+       "      <td>7</td>\n",
+       "      <td>6089</td>\n",
+       "      <td>2918</td>\n",
+       "      <td>9260</td>\n",
+       "      <td>9</td>\n",
+       "      <td>4</td>\n",
+       "      <td>14</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2023-11-13/2023-11-19</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>202345</td>\n",
+       "      <td>7</td>\n",
+       "      <td>5090</td>\n",
+       "      <td>2713</td>\n",
+       "      <td>7467</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>12</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2023-11-06/2023-11-12</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>202344</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3688</td>\n",
+       "      <td>1664</td>\n",
+       "      <td>5712</td>\n",
+       "      <td>6</td>\n",
+       "      <td>3</td>\n",
+       "      <td>9</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2023-10-30/2023-11-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>202343</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3891</td>\n",
+       "      <td>1675</td>\n",
+       "      <td>6107</td>\n",
+       "      <td>6</td>\n",
+       "      <td>3</td>\n",
+       "      <td>9</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2023-10-23/2023-10-29</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>202342</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3968</td>\n",
+       "      <td>1212</td>\n",
+       "      <td>6724</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>10</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2023-10-16/2023-10-22</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>202341</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3356</td>\n",
+       "      <td>1764</td>\n",
+       "      <td>4948</td>\n",
+       "      <td>5</td>\n",
+       "      <td>3</td>\n",
+       "      <td>7</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2023-10-09/2023-10-15</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>202340</td>\n",
+       "      <td>7</td>\n",
+       "      <td>2845</td>\n",
+       "      <td>1410</td>\n",
+       "      <td>4280</td>\n",
+       "      <td>4</td>\n",
+       "      <td>2</td>\n",
+       "      <td>6</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2023-10-02/2023-10-08</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>202339</td>\n",
+       "      <td>7</td>\n",
+       "      <td>1739</td>\n",
+       "      <td>629</td>\n",
+       "      <td>2849</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>5</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2023-09-25/2023-10-01</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>202338</td>\n",
+       "      <td>7</td>\n",
+       "      <td>1663</td>\n",
+       "      <td>274</td>\n",
+       "      <td>3052</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>5</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2023-09-18/2023-09-24</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>202337</td>\n",
+       "      <td>7</td>\n",
+       "      <td>1122</td>\n",
+       "      <td>223</td>\n",
+       "      <td>2021</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2023-09-11/2023-09-17</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>202336</td>\n",
+       "      <td>7</td>\n",
+       "      <td>726</td>\n",
+       "      <td>10</td>\n",
+       "      <td>1442</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2023-09-04/2023-09-10</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>202335</td>\n",
+       "      <td>7</td>\n",
+       "      <td>961</td>\n",
+       "      <td>96</td>\n",
+       "      <td>1826</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2023-08-28/2023-09-03</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>202334</td>\n",
+       "      <td>7</td>\n",
+       "      <td>1168</td>\n",
+       "      <td>9</td>\n",
+       "      <td>2327</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>4</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2023-08-21/2023-08-27</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>202333</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3308</td>\n",
+       "      <td>1184</td>\n",
+       "      <td>5432</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>8</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2023-08-14/2023-08-20</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>202332</td>\n",
+       "      <td>7</td>\n",
+       "      <td>7996</td>\n",
+       "      <td>1120</td>\n",
+       "      <td>14872</td>\n",
+       "      <td>12</td>\n",
+       "      <td>2</td>\n",
+       "      <td>22</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2023-08-07/2023-08-13</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>202331</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3318</td>\n",
+       "      <td>1398</td>\n",
+       "      <td>5238</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>8</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2023-07-31/2023-08-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>202330</td>\n",
+       "      <td>7</td>\n",
+       "      <td>5821</td>\n",
+       "      <td>3269</td>\n",
+       "      <td>8373</td>\n",
+       "      <td>9</td>\n",
+       "      <td>5</td>\n",
+       "      <td>13</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2023-07-24/2023-07-30</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>202329</td>\n",
+       "      <td>7</td>\n",
+       "      <td>13558</td>\n",
+       "      <td>8297</td>\n",
+       "      <td>18819</td>\n",
+       "      <td>20</td>\n",
+       "      <td>12</td>\n",
+       "      <td>28</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2023-07-17/2023-07-23</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>202328</td>\n",
+       "      <td>7</td>\n",
+       "      <td>6700</td>\n",
+       "      <td>4043</td>\n",
+       "      <td>9357</td>\n",
+       "      <td>10</td>\n",
+       "      <td>6</td>\n",
+       "      <td>14</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2023-07-10/2023-07-16</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>202327</td>\n",
+       "      <td>7</td>\n",
+       "      <td>7253</td>\n",
+       "      <td>4599</td>\n",
+       "      <td>9907</td>\n",
+       "      <td>11</td>\n",
+       "      <td>7</td>\n",
+       "      <td>15</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2023-07-03/2023-07-09</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>202326</td>\n",
+       "      <td>7</td>\n",
+       "      <td>9192</td>\n",
+       "      <td>6223</td>\n",
+       "      <td>12161</td>\n",
+       "      <td>14</td>\n",
+       "      <td>10</td>\n",
+       "      <td>18</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2023-06-26/2023-07-02</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>202325</td>\n",
+       "      <td>7</td>\n",
+       "      <td>11498</td>\n",
+       "      <td>8257</td>\n",
+       "      <td>14739</td>\n",
+       "      <td>17</td>\n",
+       "      <td>12</td>\n",
+       "      <td>22</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2023-06-19/2023-06-25</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>202324</td>\n",
+       "      <td>7</td>\n",
+       "      <td>11115</td>\n",
+       "      <td>7968</td>\n",
+       "      <td>14262</td>\n",
+       "      <td>17</td>\n",
+       "      <td>12</td>\n",
+       "      <td>22</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2023-06-12/2023-06-18</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>202323</td>\n",
+       "      <td>7</td>\n",
+       "      <td>12563</td>\n",
+       "      <td>6134</td>\n",
+       "      <td>18992</td>\n",
+       "      <td>19</td>\n",
+       "      <td>9</td>\n",
+       "      <td>29</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2023-06-05/2023-06-11</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>202322</td>\n",
+       "      <td>7</td>\n",
+       "      <td>12184</td>\n",
+       "      <td>8125</td>\n",
+       "      <td>16243</td>\n",
+       "      <td>18</td>\n",
+       "      <td>12</td>\n",
+       "      <td>24</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2023-05-29/2023-06-04</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>202321</td>\n",
+       "      <td>7</td>\n",
+       "      <td>11349</td>\n",
+       "      <td>7598</td>\n",
+       "      <td>15100</td>\n",
+       "      <td>17</td>\n",
+       "      <td>11</td>\n",
+       "      <td>23</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2023-05-22/2023-05-28</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>202320</td>\n",
+       "      <td>7</td>\n",
+       "      <td>9000</td>\n",
+       "      <td>4615</td>\n",
+       "      <td>13385</td>\n",
+       "      <td>14</td>\n",
+       "      <td>7</td>\n",
+       "      <td>21</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2023-05-15/2023-05-21</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>202319</td>\n",
+       "      <td>7</td>\n",
+       "      <td>9344</td>\n",
+       "      <td>6091</td>\n",
+       "      <td>12597</td>\n",
+       "      <td>14</td>\n",
+       "      <td>9</td>\n",
+       "      <td>19</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2023-05-08/2023-05-14</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>202318</td>\n",
+       "      <td>7</td>\n",
+       "      <td>10671</td>\n",
+       "      <td>7291</td>\n",
+       "      <td>14051</td>\n",
+       "      <td>16</td>\n",
+       "      <td>11</td>\n",
+       "      <td>21</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2023-05-01/2023-05-07</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>202317</td>\n",
+       "      <td>7</td>\n",
+       "      <td>9184</td>\n",
+       "      <td>6162</td>\n",
+       "      <td>12206</td>\n",
+       "      <td>14</td>\n",
+       "      <td>9</td>\n",
+       "      <td>19</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2023-04-24/2023-04-30</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1690</th>\n",
+       "      <td>199126</td>\n",
+       "      <td>7</td>\n",
+       "      <td>17608</td>\n",
+       "      <td>11304</td>\n",
+       "      <td>23912</td>\n",
+       "      <td>31</td>\n",
+       "      <td>20</td>\n",
+       "      <td>42</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>1991-06-24/1991-06-30</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1691</th>\n",
+       "      <td>199125</td>\n",
+       "      <td>7</td>\n",
+       "      <td>16169</td>\n",
+       "      <td>10700</td>\n",
+       "      <td>21638</td>\n",
+       "      <td>28</td>\n",
+       "      <td>18</td>\n",
+       "      <td>38</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>1991-06-17/1991-06-23</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1692</th>\n",
+       "      <td>199124</td>\n",
+       "      <td>7</td>\n",
+       "      <td>16171</td>\n",
+       "      <td>10071</td>\n",
+       "      <td>22271</td>\n",
+       "      <td>28</td>\n",
+       "      <td>17</td>\n",
+       "      <td>39</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>1991-06-10/1991-06-16</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1693</th>\n",
+       "      <td>199123</td>\n",
+       "      <td>7</td>\n",
+       "      <td>11947</td>\n",
+       "      <td>7671</td>\n",
+       "      <td>16223</td>\n",
+       "      <td>21</td>\n",
+       "      <td>13</td>\n",
+       "      <td>29</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>1991-06-03/1991-06-09</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1694</th>\n",
+       "      <td>199122</td>\n",
+       "      <td>7</td>\n",
+       "      <td>15452</td>\n",
+       "      <td>9953</td>\n",
+       "      <td>20951</td>\n",
+       "      <td>27</td>\n",
+       "      <td>17</td>\n",
+       "      <td>37</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>1991-05-27/1991-06-02</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1695</th>\n",
+       "      <td>199121</td>\n",
+       "      <td>7</td>\n",
+       "      <td>14903</td>\n",
+       "      <td>8975</td>\n",
+       "      <td>20831</td>\n",
+       "      <td>26</td>\n",
+       "      <td>16</td>\n",
+       "      <td>36</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>1991-05-20/1991-05-26</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1696</th>\n",
+       "      <td>199120</td>\n",
+       "      <td>7</td>\n",
+       "      <td>19053</td>\n",
+       "      <td>12742</td>\n",
+       "      <td>25364</td>\n",
+       "      <td>34</td>\n",
+       "      <td>23</td>\n",
+       "      <td>45</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>1991-05-13/1991-05-19</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1697</th>\n",
+       "      <td>199119</td>\n",
+       "      <td>7</td>\n",
+       "      <td>16739</td>\n",
+       "      <td>11246</td>\n",
+       "      <td>22232</td>\n",
+       "      <td>29</td>\n",
+       "      <td>19</td>\n",
+       "      <td>39</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>1991-05-06/1991-05-12</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1698</th>\n",
+       "      <td>199118</td>\n",
+       "      <td>7</td>\n",
+       "      <td>21385</td>\n",
+       "      <td>13882</td>\n",
+       "      <td>28888</td>\n",
+       "      <td>38</td>\n",
+       "      <td>25</td>\n",
+       "      <td>51</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>1991-04-29/1991-05-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1699</th>\n",
+       "      <td>199117</td>\n",
+       "      <td>7</td>\n",
+       "      <td>13462</td>\n",
+       "      <td>8877</td>\n",
+       "      <td>18047</td>\n",
+       "      <td>24</td>\n",
+       "      <td>16</td>\n",
+       "      <td>32</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>1991-04-22/1991-04-28</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1700</th>\n",
+       "      <td>199116</td>\n",
+       "      <td>7</td>\n",
+       "      <td>14857</td>\n",
+       "      <td>10068</td>\n",
+       "      <td>19646</td>\n",
+       "      <td>26</td>\n",
+       "      <td>18</td>\n",
+       "      <td>34</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>1991-04-15/1991-04-21</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1701</th>\n",
+       "      <td>199115</td>\n",
+       "      <td>7</td>\n",
+       "      <td>13975</td>\n",
+       "      <td>9781</td>\n",
+       "      <td>18169</td>\n",
+       "      <td>25</td>\n",
+       "      <td>18</td>\n",
+       "      <td>32</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>1991-04-08/1991-04-14</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1702</th>\n",
+       "      <td>199114</td>\n",
+       "      <td>7</td>\n",
+       "      <td>12265</td>\n",
+       "      <td>7684</td>\n",
+       "      <td>16846</td>\n",
+       "      <td>22</td>\n",
+       "      <td>14</td>\n",
+       "      <td>30</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>1991-04-01/1991-04-07</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1703</th>\n",
+       "      <td>199113</td>\n",
+       "      <td>7</td>\n",
+       "      <td>9567</td>\n",
+       "      <td>6041</td>\n",
+       "      <td>13093</td>\n",
+       "      <td>17</td>\n",
+       "      <td>11</td>\n",
+       "      <td>23</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>1991-03-25/1991-03-31</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1704</th>\n",
+       "      <td>199112</td>\n",
+       "      <td>7</td>\n",
+       "      <td>10864</td>\n",
+       "      <td>7331</td>\n",
+       "      <td>14397</td>\n",
+       "      <td>19</td>\n",
+       "      <td>13</td>\n",
+       "      <td>25</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>1991-03-18/1991-03-24</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1705</th>\n",
+       "      <td>199111</td>\n",
+       "      <td>7</td>\n",
+       "      <td>15574</td>\n",
+       "      <td>11184</td>\n",
+       "      <td>19964</td>\n",
+       "      <td>27</td>\n",
+       "      <td>19</td>\n",
+       "      <td>35</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>1991-03-11/1991-03-17</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1706</th>\n",
+       "      <td>199110</td>\n",
+       "      <td>7</td>\n",
+       "      <td>16643</td>\n",
+       "      <td>11372</td>\n",
+       "      <td>21914</td>\n",
+       "      <td>29</td>\n",
+       "      <td>20</td>\n",
+       "      <td>38</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>1991-03-04/1991-03-10</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1707</th>\n",
+       "      <td>199109</td>\n",
+       "      <td>7</td>\n",
+       "      <td>13741</td>\n",
+       "      <td>8780</td>\n",
+       "      <td>18702</td>\n",
+       "      <td>24</td>\n",
+       "      <td>15</td>\n",
+       "      <td>33</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>1991-02-25/1991-03-03</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1708</th>\n",
+       "      <td>199108</td>\n",
+       "      <td>7</td>\n",
+       "      <td>13289</td>\n",
+       "      <td>8813</td>\n",
+       "      <td>17765</td>\n",
+       "      <td>23</td>\n",
+       "      <td>15</td>\n",
+       "      <td>31</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>1991-02-18/1991-02-24</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1709</th>\n",
+       "      <td>199107</td>\n",
+       "      <td>7</td>\n",
+       "      <td>12337</td>\n",
+       "      <td>8077</td>\n",
+       "      <td>16597</td>\n",
+       "      <td>22</td>\n",
+       "      <td>15</td>\n",
+       "      <td>29</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>1991-02-11/1991-02-17</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1710</th>\n",
+       "      <td>199106</td>\n",
+       "      <td>7</td>\n",
+       "      <td>10877</td>\n",
+       "      <td>7013</td>\n",
+       "      <td>14741</td>\n",
+       "      <td>19</td>\n",
+       "      <td>12</td>\n",
+       "      <td>26</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>1991-02-04/1991-02-10</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1711</th>\n",
+       "      <td>199105</td>\n",
+       "      <td>7</td>\n",
+       "      <td>10442</td>\n",
+       "      <td>6544</td>\n",
+       "      <td>14340</td>\n",
+       "      <td>18</td>\n",
+       "      <td>11</td>\n",
+       "      <td>25</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>1991-01-28/1991-02-03</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1712</th>\n",
+       "      <td>199104</td>\n",
+       "      <td>7</td>\n",
+       "      <td>7913</td>\n",
+       "      <td>4563</td>\n",
+       "      <td>11263</td>\n",
+       "      <td>14</td>\n",
+       "      <td>8</td>\n",
+       "      <td>20</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>1991-01-21/1991-01-27</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1713</th>\n",
+       "      <td>199103</td>\n",
+       "      <td>7</td>\n",
+       "      <td>15387</td>\n",
+       "      <td>10484</td>\n",
+       "      <td>20290</td>\n",
+       "      <td>27</td>\n",
+       "      <td>18</td>\n",
+       "      <td>36</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>1991-01-14/1991-01-20</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1714</th>\n",
+       "      <td>199102</td>\n",
+       "      <td>7</td>\n",
+       "      <td>16277</td>\n",
+       "      <td>11046</td>\n",
+       "      <td>21508</td>\n",
+       "      <td>29</td>\n",
+       "      <td>20</td>\n",
+       "      <td>38</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>1991-01-07/1991-01-13</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1715</th>\n",
+       "      <td>199101</td>\n",
+       "      <td>7</td>\n",
+       "      <td>15565</td>\n",
+       "      <td>10271</td>\n",
+       "      <td>20859</td>\n",
+       "      <td>27</td>\n",
+       "      <td>18</td>\n",
+       "      <td>36</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>1990-12-31/1991-01-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1716</th>\n",
+       "      <td>199052</td>\n",
+       "      <td>7</td>\n",
+       "      <td>19375</td>\n",
+       "      <td>13295</td>\n",
+       "      <td>25455</td>\n",
+       "      <td>34</td>\n",
+       "      <td>23</td>\n",
+       "      <td>45</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>1990-12-24/1990-12-30</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1717</th>\n",
+       "      <td>199051</td>\n",
+       "      <td>7</td>\n",
+       "      <td>19080</td>\n",
+       "      <td>13807</td>\n",
+       "      <td>24353</td>\n",
+       "      <td>34</td>\n",
+       "      <td>25</td>\n",
+       "      <td>43</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>1990-12-17/1990-12-23</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1718</th>\n",
+       "      <td>199050</td>\n",
+       "      <td>7</td>\n",
+       "      <td>11079</td>\n",
+       "      <td>6660</td>\n",
+       "      <td>15498</td>\n",
+       "      <td>20</td>\n",
+       "      <td>12</td>\n",
+       "      <td>28</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>1990-12-10/1990-12-16</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1719</th>\n",
+       "      <td>199049</td>\n",
+       "      <td>7</td>\n",
+       "      <td>1143</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2610</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>5</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>1990-12-03/1990-12-09</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>1720 rows × 11 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        week  indicator    inc  inc_low  inc_up  inc100  inc100_low  \\\n",
+       "0     202346          7   6089     2918    9260       9           4   \n",
+       "1     202345          7   5090     2713    7467       8           4   \n",
+       "2     202344          7   3688     1664    5712       6           3   \n",
+       "3     202343          7   3891     1675    6107       6           3   \n",
+       "4     202342          7   3968     1212    6724       6           2   \n",
+       "5     202341          7   3356     1764    4948       5           3   \n",
+       "6     202340          7   2845     1410    4280       4           2   \n",
+       "7     202339          7   1739      629    2849       3           1   \n",
+       "8     202338          7   1663      274    3052       3           1   \n",
+       "9     202337          7   1122      223    2021       2           1   \n",
+       "10    202336          7    726       10    1442       1           0   \n",
+       "11    202335          7    961       96    1826       1           0   \n",
+       "12    202334          7   1168        9    2327       2           0   \n",
+       "13    202333          7   3308     1184    5432       5           2   \n",
+       "14    202332          7   7996     1120   14872      12           2   \n",
+       "15    202331          7   3318     1398    5238       5           2   \n",
+       "16    202330          7   5821     3269    8373       9           5   \n",
+       "17    202329          7  13558     8297   18819      20          12   \n",
+       "18    202328          7   6700     4043    9357      10           6   \n",
+       "19    202327          7   7253     4599    9907      11           7   \n",
+       "20    202326          7   9192     6223   12161      14          10   \n",
+       "21    202325          7  11498     8257   14739      17          12   \n",
+       "22    202324          7  11115     7968   14262      17          12   \n",
+       "23    202323          7  12563     6134   18992      19           9   \n",
+       "24    202322          7  12184     8125   16243      18          12   \n",
+       "25    202321          7  11349     7598   15100      17          11   \n",
+       "26    202320          7   9000     4615   13385      14           7   \n",
+       "27    202319          7   9344     6091   12597      14           9   \n",
+       "28    202318          7  10671     7291   14051      16          11   \n",
+       "29    202317          7   9184     6162   12206      14           9   \n",
+       "...      ...        ...    ...      ...     ...     ...         ...   \n",
+       "1690  199126          7  17608    11304   23912      31          20   \n",
+       "1691  199125          7  16169    10700   21638      28          18   \n",
+       "1692  199124          7  16171    10071   22271      28          17   \n",
+       "1693  199123          7  11947     7671   16223      21          13   \n",
+       "1694  199122          7  15452     9953   20951      27          17   \n",
+       "1695  199121          7  14903     8975   20831      26          16   \n",
+       "1696  199120          7  19053    12742   25364      34          23   \n",
+       "1697  199119          7  16739    11246   22232      29          19   \n",
+       "1698  199118          7  21385    13882   28888      38          25   \n",
+       "1699  199117          7  13462     8877   18047      24          16   \n",
+       "1700  199116          7  14857    10068   19646      26          18   \n",
+       "1701  199115          7  13975     9781   18169      25          18   \n",
+       "1702  199114          7  12265     7684   16846      22          14   \n",
+       "1703  199113          7   9567     6041   13093      17          11   \n",
+       "1704  199112          7  10864     7331   14397      19          13   \n",
+       "1705  199111          7  15574    11184   19964      27          19   \n",
+       "1706  199110          7  16643    11372   21914      29          20   \n",
+       "1707  199109          7  13741     8780   18702      24          15   \n",
+       "1708  199108          7  13289     8813   17765      23          15   \n",
+       "1709  199107          7  12337     8077   16597      22          15   \n",
+       "1710  199106          7  10877     7013   14741      19          12   \n",
+       "1711  199105          7  10442     6544   14340      18          11   \n",
+       "1712  199104          7   7913     4563   11263      14           8   \n",
+       "1713  199103          7  15387    10484   20290      27          18   \n",
+       "1714  199102          7  16277    11046   21508      29          20   \n",
+       "1715  199101          7  15565    10271   20859      27          18   \n",
+       "1716  199052          7  19375    13295   25455      34          23   \n",
+       "1717  199051          7  19080    13807   24353      34          25   \n",
+       "1718  199050          7  11079     6660   15498      20          12   \n",
+       "1719  199049          7   1143        0    2610       2           0   \n",
+       "\n",
+       "      inc100_up geo_insee geo_name                period  \n",
+       "0            14        FR   France 2023-11-13/2023-11-19  \n",
+       "1            12        FR   France 2023-11-06/2023-11-12  \n",
+       "2             9        FR   France 2023-10-30/2023-11-05  \n",
+       "3             9        FR   France 2023-10-23/2023-10-29  \n",
+       "4            10        FR   France 2023-10-16/2023-10-22  \n",
+       "5             7        FR   France 2023-10-09/2023-10-15  \n",
+       "6             6        FR   France 2023-10-02/2023-10-08  \n",
+       "7             5        FR   France 2023-09-25/2023-10-01  \n",
+       "8             5        FR   France 2023-09-18/2023-09-24  \n",
+       "9             3        FR   France 2023-09-11/2023-09-17  \n",
+       "10            2        FR   France 2023-09-04/2023-09-10  \n",
+       "11            2        FR   France 2023-08-28/2023-09-03  \n",
+       "12            4        FR   France 2023-08-21/2023-08-27  \n",
+       "13            8        FR   France 2023-08-14/2023-08-20  \n",
+       "14           22        FR   France 2023-08-07/2023-08-13  \n",
+       "15            8        FR   France 2023-07-31/2023-08-06  \n",
+       "16           13        FR   France 2023-07-24/2023-07-30  \n",
+       "17           28        FR   France 2023-07-17/2023-07-23  \n",
+       "18           14        FR   France 2023-07-10/2023-07-16  \n",
+       "19           15        FR   France 2023-07-03/2023-07-09  \n",
+       "20           18        FR   France 2023-06-26/2023-07-02  \n",
+       "21           22        FR   France 2023-06-19/2023-06-25  \n",
+       "22           22        FR   France 2023-06-12/2023-06-18  \n",
+       "23           29        FR   France 2023-06-05/2023-06-11  \n",
+       "24           24        FR   France 2023-05-29/2023-06-04  \n",
+       "25           23        FR   France 2023-05-22/2023-05-28  \n",
+       "26           21        FR   France 2023-05-15/2023-05-21  \n",
+       "27           19        FR   France 2023-05-08/2023-05-14  \n",
+       "28           21        FR   France 2023-05-01/2023-05-07  \n",
+       "29           19        FR   France 2023-04-24/2023-04-30  \n",
+       "...         ...       ...      ...                   ...  \n",
+       "1690         42        FR   France 1991-06-24/1991-06-30  \n",
+       "1691         38        FR   France 1991-06-17/1991-06-23  \n",
+       "1692         39        FR   France 1991-06-10/1991-06-16  \n",
+       "1693         29        FR   France 1991-06-03/1991-06-09  \n",
+       "1694         37        FR   France 1991-05-27/1991-06-02  \n",
+       "1695         36        FR   France 1991-05-20/1991-05-26  \n",
+       "1696         45        FR   France 1991-05-13/1991-05-19  \n",
+       "1697         39        FR   France 1991-05-06/1991-05-12  \n",
+       "1698         51        FR   France 1991-04-29/1991-05-05  \n",
+       "1699         32        FR   France 1991-04-22/1991-04-28  \n",
+       "1700         34        FR   France 1991-04-15/1991-04-21  \n",
+       "1701         32        FR   France 1991-04-08/1991-04-14  \n",
+       "1702         30        FR   France 1991-04-01/1991-04-07  \n",
+       "1703         23        FR   France 1991-03-25/1991-03-31  \n",
+       "1704         25        FR   France 1991-03-18/1991-03-24  \n",
+       "1705         35        FR   France 1991-03-11/1991-03-17  \n",
+       "1706         38        FR   France 1991-03-04/1991-03-10  \n",
+       "1707         33        FR   France 1991-02-25/1991-03-03  \n",
+       "1708         31        FR   France 1991-02-18/1991-02-24  \n",
+       "1709         29        FR   France 1991-02-11/1991-02-17  \n",
+       "1710         26        FR   France 1991-02-04/1991-02-10  \n",
+       "1711         25        FR   France 1991-01-28/1991-02-03  \n",
+       "1712         20        FR   France 1991-01-21/1991-01-27  \n",
+       "1713         36        FR   France 1991-01-14/1991-01-20  \n",
+       "1714         38        FR   France 1991-01-07/1991-01-13  \n",
+       "1715         36        FR   France 1990-12-31/1991-01-06  \n",
+       "1716         45        FR   France 1990-12-24/1990-12-30  \n",
+       "1717         43        FR   France 1990-12-17/1990-12-23  \n",
+       "1718         28        FR   France 1990-12-10/1990-12-16  \n",
+       "1719          5        FR   France 1990-12-03/1990-12-09  \n",
+       "\n",
+       "[1720 rows x 11 columns]"
+      ]
+     },
+     "execution_count": 29,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "2020    221186\n",
+       "2021    376290\n",
+       "2002    516689\n",
+       "2018    542312\n",
+       "2017    551041\n",
+       "1996    564901\n",
+       "2019    584066\n",
+       "2015    604382\n",
+       "2000    617597\n",
+       "2001    619041\n",
+       "2012    624573\n",
+       "2005    628464\n",
+       "2006    632833\n",
+       "2022    641397\n",
+       "2011    642368\n",
+       "1993    643387\n",
+       "1995    652478\n",
+       "1994    661409\n",
+       "1998    677775\n",
+       "1997    683434\n",
+       "2014    685769\n",
+       "2013    698332\n",
+       "2007    717352\n",
+       "2008    749478\n",
+       "1999    756456\n",
+       "2003    758363\n",
+       "2004    777388\n",
+       "2016    782114\n",
+       "2010    829911\n",
+       "1992    832939\n",
+       "2009    842373\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 34,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "yearly_incidence.sort_values()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7f1e02cd76a0>"
+      ]
+     },
+     "execution_count": 35,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "yearly_incidence.hist(xrot=20)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 36,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7f1e02c85fd0>"
+      ]
+     },
+     "execution_count": 36,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "yearly_incidence.plot(style='*')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
  "metadata": {
   "kernelspec": {
    "display_name": "Python 3",
@@ -16,10 +2350,9 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.6.3"
+   "version": "3.6.4"
   }
  },
  "nbformat": 4,
  "nbformat_minor": 2
 }
-
diff --git a/module3/exo2/incident-varicelle.csv b/module3/exo2/incident-varicelle.csv
new file mode 100644
index 0000000..7b468a9
--- /dev/null
+++ b/module3/exo2/incident-varicelle.csv
@@ -0,0 +1,1722 @@
+# @source="r&#233;seau Sentinelles, INSERM, Sorbonne Universit&#233;, https://www.sentiweb.fr", @meta={"period":[199049,202346],"geo":["PAY",1],"geo_ref":"insee","indicator":"7","type":"all","conf_int":true,"compact":false,"age_group":false}, @date=2023-11-22T18:01:03+01:00, bundle=1700672450
+week,indicator,inc,inc_low,inc_up,inc100,inc100_low,inc100_up,geo_insee,geo_name
+202346,7,6089,2918,9260,9,4,14,FR,France
+202345,7,5090,2713,7467,8,4,12,FR,France
+202344,7,3688,1664,5712,6,3,9,FR,France
+202343,7,3891,1675,6107,6,3,9,FR,France
+202342,7,3968,1212,6724,6,2,10,FR,France
+202341,7,3356,1764,4948,5,3,7,FR,France
+202340,7,2845,1410,4280,4,2,6,FR,France
+202339,7,1739,629,2849,3,1,5,FR,France
+202338,7,1663,274,3052,3,1,5,FR,France
+202337,7,1122,223,2021,2,1,3,FR,France
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+199335,7,2335,910,3760,4,2,6,FR,France
+199334,7,3770,1712,5828,7,3,11,FR,France
+199333,7,5925,3250,8600,10,5,15,FR,France
+199332,7,12711,8079,17343,22,14,30,FR,France
+199331,7,12481,7874,17088,22,14,30,FR,France
+199330,7,12584,8619,16549,22,15,29,FR,France
+199329,7,13179,8991,17367,23,16,30,FR,France
+199328,7,15293,11335,19251,27,20,34,FR,France
+199327,7,14134,9791,18477,25,17,33,FR,France
+199326,7,17937,13577,22297,31,23,39,FR,France
+199325,7,19581,14916,24246,34,26,42,FR,France
+199324,7,18285,13450,23120,32,24,40,FR,France
+199323,7,16003,11927,20079,28,21,35,FR,France
+199322,7,12652,8597,16707,22,15,29,FR,France
+199321,7,15218,10970,19466,27,20,34,FR,France
+199320,7,11343,7655,15031,20,14,26,FR,France
+199319,7,12086,8856,15316,21,15,27,FR,France
+199318,7,18898,14305,23491,33,25,41,FR,France
+199317,7,14969,10565,19373,26,18,34,FR,France
+199316,7,15102,11226,18978,26,19,33,FR,France
+199315,7,15058,11183,18933,26,19,33,FR,France
+199314,7,12425,9045,15805,22,16,28,FR,France
+199313,7,12266,8927,15605,21,15,27,FR,France
+199312,7,10821,7884,13758,19,14,24,FR,France
+199311,7,11021,8006,14036,19,14,24,FR,France
+199310,7,15847,12158,19536,28,22,34,FR,France
+199309,7,15084,11059,19109,26,19,33,FR,France
+199308,7,16967,12936,20998,30,23,37,FR,France
+199307,7,16057,12350,19764,28,22,34,FR,France
+199306,7,15887,12275,19499,28,22,34,FR,France
+199305,7,15954,12443,19465,28,22,34,FR,France
+199304,7,12374,9426,15322,22,17,27,FR,France
+199303,7,15283,11831,18735,27,21,33,FR,France
+199302,7,13366,10262,16470,23,18,28,FR,France
+199301,7,18678,14977,22379,33,27,39,FR,France
+199253,7,17829,13827,21831,31,24,38,FR,France
+199252,7,14330,10582,18078,25,18,32,FR,France
+199251,7,14635,11262,18008,26,20,32,FR,France
+199250,7,15252,11566,18938,27,21,33,FR,France
+199249,7,14411,11187,17635,25,19,31,FR,France
+199248,7,10048,7396,12700,18,13,23,FR,France
+199247,7,13069,9752,16386,23,17,29,FR,France
+199246,7,6900,4727,9073,12,8,16,FR,France
+199245,7,10791,7794,13788,19,14,24,FR,France
+199244,7,10205,7482,12928,18,13,23,FR,France
+199243,7,7196,4908,9484,13,9,17,FR,France
+199242,7,5748,3738,7758,10,6,14,FR,France
+199241,7,3587,2045,5129,6,3,9,FR,France
+199240,7,5654,3442,7866,10,6,14,FR,France
+199239,7,4747,2751,6743,8,5,11,FR,France
+199238,7,2842,1306,4378,5,2,8,FR,France
+199237,7,4103,2203,6003,7,4,10,FR,France
+199236,7,2801,1200,4402,5,2,8,FR,France
+199235,7,6428,3717,9139,11,6,16,FR,France
+199234,7,7517,4190,10844,13,7,19,FR,France
+199233,7,9951,5955,13947,17,10,24,FR,France
+199232,7,16090,11337,20843,28,20,36,FR,France
+199231,7,17156,12441,21871,30,22,38,FR,France
+199230,7,21780,16301,27259,38,28,48,FR,France
+199229,7,18926,13397,24455,33,23,43,FR,France
+199228,7,28144,20384,35904,49,35,63,FR,France
+199227,7,29388,22331,36445,51,39,63,FR,France
+199226,7,27933,21686,34180,49,38,60,FR,France
+199225,7,26446,21153,31739,46,37,55,FR,France
+199224,7,19614,14769,24459,34,26,42,FR,France
+199223,7,23628,17852,29404,41,31,51,FR,France
+199222,7,20438,14868,26008,36,26,46,FR,France
+199221,7,22595,17395,27795,40,31,49,FR,France
+199220,7,21092,15963,26221,37,28,46,FR,France
+199219,7,19210,13934,24486,34,25,43,FR,France
+199218,7,30273,22605,37941,53,40,66,FR,France
+199217,7,19162,14251,24073,34,25,43,FR,France
+199216,7,15583,11158,20008,27,19,35,FR,France
+199215,7,15473,10723,20223,27,19,35,FR,France
+199214,7,14455,10040,18870,25,17,33,FR,France
+199213,7,17146,12105,22187,30,21,39,FR,France
+199212,7,15838,10923,20753,28,19,37,FR,France
+199211,7,20003,13824,26182,35,24,46,FR,France
+199210,7,22906,16060,29752,40,28,52,FR,France
+199209,7,21824,15687,27961,38,27,49,FR,France
+199208,7,15243,10265,20221,27,18,36,FR,France
+199207,7,22633,16160,29106,40,29,51,FR,France
+199206,7,17009,12219,21799,30,22,38,FR,France
+199205,7,15997,11590,20404,28,20,36,FR,France
+199204,7,20690,15075,26305,36,26,46,FR,France
+199203,7,18586,12684,24488,33,23,43,FR,France
+199202,7,16588,10590,22586,29,18,40,FR,France
+199201,7,23607,16552,30662,41,29,53,FR,France
+199152,7,15184,10392,19976,27,19,35,FR,France
+199151,7,15043,10624,19462,26,18,34,FR,France
+199150,7,14115,9737,18493,25,17,33,FR,France
+199149,7,13304,8548,18060,23,15,31,FR,France
+199148,7,15370,10164,20576,27,18,36,FR,France
+199147,7,12813,8139,17487,23,15,31,FR,France
+199146,7,6453,3123,9783,11,5,17,FR,France
+199145,7,8048,4083,12013,14,7,21,FR,France
+199144,7,9882,5623,14141,17,10,24,FR,France
+199143,7,14307,8645,19969,25,15,35,FR,France
+199142,7,6419,3334,9504,11,6,16,FR,France
+199141,7,6168,3113,9223,11,6,16,FR,France
+199140,7,3615,1159,6071,6,2,10,FR,France
+199139,7,3105,472,5738,5,0,10,FR,France
+199138,7,4446,1435,7457,8,3,13,FR,France
+199137,7,1457,0,3262,3,0,6,FR,France
+199136,7,3053,29,6077,5,0,10,FR,France
+199135,7,805,0,2556,1,0,4,FR,France
+199134,7,5512,856,10168,10,2,18,FR,France
+199133,7,7347,2903,11791,13,5,21,FR,France
+199132,7,16099,7334,24864,28,13,43,FR,France
+199131,7,16803,8145,25461,30,15,45,FR,France
+199130,7,15915,6368,25462,28,11,45,FR,France
+199129,7,23744,14703,32785,42,26,58,FR,France
+199128,7,24222,15617,32827,43,28,58,FR,France
+199127,7,20309,12868,27750,36,23,49,FR,France
+199126,7,17608,11304,23912,31,20,42,FR,France
+199125,7,16169,10700,21638,28,18,38,FR,France
+199124,7,16171,10071,22271,28,17,39,FR,France
+199123,7,11947,7671,16223,21,13,29,FR,France
+199122,7,15452,9953,20951,27,17,37,FR,France
+199121,7,14903,8975,20831,26,16,36,FR,France
+199120,7,19053,12742,25364,34,23,45,FR,France
+199119,7,16739,11246,22232,29,19,39,FR,France
+199118,7,21385,13882,28888,38,25,51,FR,France
+199117,7,13462,8877,18047,24,16,32,FR,France
+199116,7,14857,10068,19646,26,18,34,FR,France
+199115,7,13975,9781,18169,25,18,32,FR,France
+199114,7,12265,7684,16846,22,14,30,FR,France
+199113,7,9567,6041,13093,17,11,23,FR,France
+199112,7,10864,7331,14397,19,13,25,FR,France
+199111,7,15574,11184,19964,27,19,35,FR,France
+199110,7,16643,11372,21914,29,20,38,FR,France
+199109,7,13741,8780,18702,24,15,33,FR,France
+199108,7,13289,8813,17765,23,15,31,FR,France
+199107,7,12337,8077,16597,22,15,29,FR,France
+199106,7,10877,7013,14741,19,12,26,FR,France
+199105,7,10442,6544,14340,18,11,25,FR,France
+199104,7,7913,4563,11263,14,8,20,FR,France
+199103,7,15387,10484,20290,27,18,36,FR,France
+199102,7,16277,11046,21508,29,20,38,FR,France
+199101,7,15565,10271,20859,27,18,36,FR,France
+199052,7,19375,13295,25455,34,23,45,FR,France
+199051,7,19080,13807,24353,34,25,43,FR,France
+199050,7,11079,6660,15498,20,12,28,FR,France
+199049,7,1143,0,2610,2,0,5,FR,France
-- 
2.18.1