From 70d71c0d8bb200ef4236a9d5928d945062fd56ef Mon Sep 17 00:00:00 2001
From: Renaud Marti <renaud.marti@gmail.com>
Date: Tue, 23 Feb 2021 16:52:27 +0100
Subject: [PATCH] Mise_a_jour_epidemie_cholera

Mise_a_jour_epidemie_cholera travail personnel
---
 module3/exo2/exercice_fr.ipynb        |  913 +++++++++++++-
 module3/exo3/exercice_fr.ipynb        |  803 +------------
 module3/exo3/incidence_varicelles.csv | 1578 -------------------------
 3 files changed, 962 insertions(+), 2332 deletions(-)
 delete mode 100644 module3/exo3/incidence_varicelles.csv

diff --git a/module3/exo2/exercice_fr.ipynb b/module3/exo2/exercice_fr.ipynb
index 0bbbe37..3f661d9 100644
--- a/module3/exo2/exercice_fr.ipynb
+++ b/module3/exo2/exercice_fr.ipynb
@@ -1,5 +1,911 @@
 {
- "cells": [],
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Analyse d'incidence de la varicelle"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%matplotlib inline\n",
+    "import matplotlib.pyplot as plt\n",
+    "import pandas as pd\n",
+    "import isoweek\n",
+    "import requests\n",
+    "import csv\n",
+    "from pathlib import Path"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Lecture des données"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "URL = \"https://www.sentiweb.fr/datasets/incidence-PAY-7.csv\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "r = requests.get(URL)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "file_data = r\"C:\\Users\\renau\\mooc-rr\\module3\\exo3\\incidence_varicelles.csv\" \n",
+    "if (Path(file_data).is_file() == False): \n",
+    "    file_data = open(file_data,\"w\",encoding = \"ANSI\")\n",
+    "    file_data.write(r.text)\n",
+    "    file_data.close()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "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>202106</td>\n",
+       "      <td>7</td>\n",
+       "      <td>14719</td>\n",
+       "      <td>10462</td>\n",
+       "      <td>18976</td>\n",
+       "      <td>22</td>\n",
+       "      <td>16</td>\n",
+       "      <td>28</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>202105</td>\n",
+       "      <td>7</td>\n",
+       "      <td>12379</td>\n",
+       "      <td>9107</td>\n",
+       "      <td>15651</td>\n",
+       "      <td>19</td>\n",
+       "      <td>14</td>\n",
+       "      <td>24</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>202104</td>\n",
+       "      <td>7</td>\n",
+       "      <td>12026</td>\n",
+       "      <td>8826</td>\n",
+       "      <td>15226</td>\n",
+       "      <td>18</td>\n",
+       "      <td>13</td>\n",
+       "      <td>23</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>202103</td>\n",
+       "      <td>7</td>\n",
+       "      <td>8913</td>\n",
+       "      <td>6375</td>\n",
+       "      <td>11451</td>\n",
+       "      <td>13</td>\n",
+       "      <td>9</td>\n",
+       "      <td>17</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>202102</td>\n",
+       "      <td>7</td>\n",
+       "      <td>7795</td>\n",
+       "      <td>5430</td>\n",
+       "      <td>10160</td>\n",
+       "      <td>12</td>\n",
+       "      <td>8</td>\n",
+       "      <td>16</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>1571</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>1572</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>1573</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>1574</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>1575</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>1576 rows × 10 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        week  indicator    inc  inc_low  inc_up  inc100  inc100_low  \\\n",
+       "0     202106          7  14719    10462   18976      22          16   \n",
+       "1     202105          7  12379     9107   15651      19          14   \n",
+       "2     202104          7  12026     8826   15226      18          13   \n",
+       "3     202103          7   8913     6375   11451      13           9   \n",
+       "4     202102          7   7795     5430   10160      12           8   \n",
+       "...      ...        ...    ...      ...     ...     ...         ...   \n",
+       "1571  199101          7  15565    10271   20859      27          18   \n",
+       "1572  199052          7  19375    13295   25455      34          23   \n",
+       "1573  199051          7  19080    13807   24353      34          25   \n",
+       "1574  199050          7  11079     6660   15498      20          12   \n",
+       "1575  199049          7   1143        0    2610       2           0   \n",
+       "\n",
+       "      inc100_up geo_insee geo_name  \n",
+       "0            28        FR   France  \n",
+       "1            24        FR   France  \n",
+       "2            23        FR   France  \n",
+       "3            17        FR   France  \n",
+       "4            16        FR   France  \n",
+       "...         ...       ...      ...  \n",
+       "1571         36        FR   France  \n",
+       "1572         45        FR   France  \n",
+       "1573         43        FR   France  \n",
+       "1574         28        FR   France  \n",
+       "1575          5        FR   France  \n",
+       "\n",
+       "[1576 rows x 10 columns]"
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data_raw = pd.read_csv(file_data, sep =',', encoding = 'ANSI', skiprows = 1)\n",
+    "data_raw"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "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",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "Empty DataFrame\n",
+       "Columns: [week, indicator, inc, inc_low, inc_up, inc100, inc100_low, inc100_up, geo_insee, geo_name]\n",
+       "Index: []"
+      ]
+     },
+     "execution_count": 18,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data_raw[data_raw.isnull().any(axis=1)]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Je ne constate pas la présence de données nulles. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "data = data_raw"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "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')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "data['period'] = [convert_week(yw) for yw in data_raw['week']]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "sorted_data = data.set_index('period').sort_index()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "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",
+       "    <tr>\n",
+       "      <th>period</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>1990-12-03/1990-12-09</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",
+       "    <tr>\n",
+       "      <th>1990-12-10/1990-12-16</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>1990-12-17/1990-12-23</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>1990-12-24/1990-12-30</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>1990-12-31/1991-01-06</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>...</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>2021-01-11/2021-01-17</th>\n",
+       "      <td>202102</td>\n",
+       "      <td>7</td>\n",
+       "      <td>7795</td>\n",
+       "      <td>5430</td>\n",
+       "      <td>10160</td>\n",
+       "      <td>12</td>\n",
+       "      <td>8</td>\n",
+       "      <td>16</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2021-01-18/2021-01-24</th>\n",
+       "      <td>202103</td>\n",
+       "      <td>7</td>\n",
+       "      <td>8913</td>\n",
+       "      <td>6375</td>\n",
+       "      <td>11451</td>\n",
+       "      <td>13</td>\n",
+       "      <td>9</td>\n",
+       "      <td>17</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2021-01-25/2021-01-31</th>\n",
+       "      <td>202104</td>\n",
+       "      <td>7</td>\n",
+       "      <td>12026</td>\n",
+       "      <td>8826</td>\n",
+       "      <td>15226</td>\n",
+       "      <td>18</td>\n",
+       "      <td>13</td>\n",
+       "      <td>23</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2021-02-01/2021-02-07</th>\n",
+       "      <td>202105</td>\n",
+       "      <td>7</td>\n",
+       "      <td>12379</td>\n",
+       "      <td>9107</td>\n",
+       "      <td>15651</td>\n",
+       "      <td>19</td>\n",
+       "      <td>14</td>\n",
+       "      <td>24</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2021-02-08/2021-02-14</th>\n",
+       "      <td>202106</td>\n",
+       "      <td>7</td>\n",
+       "      <td>14719</td>\n",
+       "      <td>10462</td>\n",
+       "      <td>18976</td>\n",
+       "      <td>22</td>\n",
+       "      <td>16</td>\n",
+       "      <td>28</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>1576 rows × 10 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                         week  indicator    inc  inc_low  inc_up  inc100  \\\n",
+       "period                                                                     \n",
+       "1990-12-03/1990-12-09  199049          7   1143        0    2610       2   \n",
+       "1990-12-10/1990-12-16  199050          7  11079     6660   15498      20   \n",
+       "1990-12-17/1990-12-23  199051          7  19080    13807   24353      34   \n",
+       "1990-12-24/1990-12-30  199052          7  19375    13295   25455      34   \n",
+       "1990-12-31/1991-01-06  199101          7  15565    10271   20859      27   \n",
+       "...                       ...        ...    ...      ...     ...     ...   \n",
+       "2021-01-11/2021-01-17  202102          7   7795     5430   10160      12   \n",
+       "2021-01-18/2021-01-24  202103          7   8913     6375   11451      13   \n",
+       "2021-01-25/2021-01-31  202104          7  12026     8826   15226      18   \n",
+       "2021-02-01/2021-02-07  202105          7  12379     9107   15651      19   \n",
+       "2021-02-08/2021-02-14  202106          7  14719    10462   18976      22   \n",
+       "\n",
+       "                       inc100_low  inc100_up geo_insee geo_name  \n",
+       "period                                                           \n",
+       "1990-12-03/1990-12-09           0          5        FR   France  \n",
+       "1990-12-10/1990-12-16          12         28        FR   France  \n",
+       "1990-12-17/1990-12-23          25         43        FR   France  \n",
+       "1990-12-24/1990-12-30          23         45        FR   France  \n",
+       "1990-12-31/1991-01-06          18         36        FR   France  \n",
+       "...                           ...        ...       ...      ...  \n",
+       "2021-01-11/2021-01-17           8         16        FR   France  \n",
+       "2021-01-18/2021-01-24           9         17        FR   France  \n",
+       "2021-01-25/2021-01-31          13         23        FR   France  \n",
+       "2021-02-01/2021-02-07          14         24        FR   France  \n",
+       "2021-02-08/2021-02-14          16         28        FR   France  \n",
+       "\n",
+       "[1576 rows x 10 columns]"
+      ]
+     },
+     "execution_count": 26,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "sorted_data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "periods = sorted_data.index"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "PeriodIndex(['1990-12-03/1990-12-09', '1990-12-10/1990-12-16',\n",
+       "             '1990-12-17/1990-12-23', '1990-12-24/1990-12-30',\n",
+       "             '1990-12-31/1991-01-06', '1991-01-07/1991-01-13',\n",
+       "             '1991-01-14/1991-01-20', '1991-01-21/1991-01-27',\n",
+       "             '1991-01-28/1991-02-03', '1991-02-04/1991-02-10',\n",
+       "             ...\n",
+       "             '2020-12-07/2020-12-13', '2020-12-14/2020-12-20',\n",
+       "             '2020-12-21/2020-12-27', '2020-12-28/2021-01-03',\n",
+       "             '2021-01-04/2021-01-10', '2021-01-11/2021-01-17',\n",
+       "             '2021-01-18/2021-01-24', '2021-01-25/2021-01-31',\n",
+       "             '2021-02-01/2021-02-07', '2021-02-08/2021-02-14'],\n",
+       "            dtype='period[W-SUN]', name='period', length=1576, freq='W-SUN')"
+      ]
+     },
+     "execution_count": 28,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "periods"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "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": 30,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot:xlabel='period'>"
+      ]
+     },
+     "execution_count": 30,
+     "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": 31,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot:xlabel='period'>"
+      ]
+     },
+     "execution_count": 31,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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MLiX5f/ccodfvZiTsXdZiSJu9fDqJVDaPQ8DPX7mFHz83xZNnFmo+VlkMkSrXRKWqXrWtHyi2GHYNBTi/VEhZXUpkeMmFwwgBOwarCENJVpKyGDpNjDWdQccKQy4v2Tbgt36vZjGEbC0drhjro8fvJi8LK76NhooThHwu/B4nI2Evp2bjRvDZZjHcdtlmLt3ay6nZOK+9cgt9AfeyAfx0Lt9x11S1w37vS/YyHPbye19/yrrhr4QVfK6S7RaxWQzX7ezn8rE+6zGVsnpyNoaUkqVklku29PDZ26/jv71wV9HzFNJVjUQAJQiWxdBh11zTGXSsMOSlZNtAYXVVNV3VZxOGbb1WS4FOW93WC7srCYzUyBMzMaKp4hjDNTv6+bdfv5lDH34lf/iaS8uaEcZSWa788A+sjJ5MrvMshmTWyGbr8bn58Gsu5dnzEb740Omaji1kJVV+zco9NBjy8q/vvokbdg9aj9lTVmPpHLm8pNfv5iUXjbC511/0PG6nQIiCxaCCz1aMocOuuaYz6FhhAKMQSLFcSwzF5WN9BMwPVq0D2buJfF5aN3cVlN8+GODwxBJAkcWgUIHQkM9d5DaZi6VZiGes7Jp0Nt9xq9dUJm+5Zl65fxMDQQ/PT9aWtWbVMVRxJdlddqUUitzihR5VFa49GNff43TYYgzG+9zhMLZ3mpWm6Qw6WxhsFkO1JnpelwOnQxD2udg1GLRWXBtNGA5PLHHFh39gZd/YLQaVTWSPMZQSLrEY1EpVrZzT2Ty5vKzZFdMOGN1KC7GpoLe26Wpge925vPWznUgyS9DjtNJV7YS8LoIeJ9ORVFGPqmp4XQ4r8O+3na/X5dAWg6YhdLQwDIU81gqqWtttIQRBj5PLx3pxOMSGdSUdmYoSSWa5+9AkQmBZTvZgZ9hXvcV2yOsqWh2rbBh1U8zkjGB+J61gk5niwsigx1VzhXzKJoCVMpMiSaOSvBqDIS8z0ZStR9UywuB2onIl7ELmdTs76nprOoeOFoa+gMf68HndlbOSAN70gu28+QU7AGO0InSnxSCl5DP3neD4dHmF8qJt2lfI47JcRNsHgtb25W5OIV+JxWDmz6tUViUQnSS49olosHJLbDuZbCGrrVJQPpLMLiu0QyGjslzFDnpXsBgq/exza4tB0xg6Whh6/W7rw1ctxgDwwdsu5lWXbQbA7zH2W27ubqfyyMl5/u+3D/H1x8bLHlNdVN9+004u3dprbd9uc8fZg8+lqOCzakaobkipbB4ppSUQnXSjSmXz+EoshlqFIZ0r7FdJGKKp5YWhYDEoV1L1fZUY+NzFUwq9LgcpXcegaQArCoMQ4rNCiCkhxDO2bR8SQpwVQjxhfr3K9tgHhRBHhRDPCSFeadt+jRDiafOxjwvzHS6E8AohvmJuf0gIsbPWk+/zu61VbrWspFL8buMDWOkG9p5/fpSP3vVsrX++7fjsfScAmImUd0VdiGcIeV186Bf288Vfe4G1fSjksdxKy1kM6ianXC3KF5/O5i03EhgupsdPz/PSP/+JtRpuV1KZXJFrJuBx1tyifSWLYSmZJbTM9RwKGRPYCpPzlrMYzEykEqvY53aS0pXPmgZQy930n4BbK2z/KynllebXdwGEEJcAbwT2m8f8nRBCvZs/CbwT2Gd+qed8BzAvpdwL/BXwp7WefI/NYqhWx1BKtaykyaUkdz1znmfPL9X659uKM3NxfnDImBM8U2HAzkIibfVGsq86hRCW1bBcADRU0oxQZSClsvmigHMqm+PQxBLHZ2I8O9He1zKZyRcVnq00dtNO2vaaK7uSMiu4koxeVKo53nL7qsQKf4kwGMFnbTFo6s+Kd1Mp5U+BWvstvwb4spQyJaU8ARwFrhdCbAZ6pJQPSKPk+PPAa23H3GH+/DXgZcJ+56qCUwicDrF6i8EUhkSJxaCGr3dSVo2dO+4/iUMILhwNM1NhjsJiPGMJQynbBwIIYWQeVUPVg6gAtD0ryZ6Vk8zkLWvi9NzqGtM1m2TJHI+A11Wzi9H+misHn7P0LOdKCnrIS+MahbyuqnOjoeAmrWQxdJLrTtM5rCfG8BtCiKdMV1O/uW0rcMa2z7i5bav5c+n2omOklFlgERhkBVQaYMFiqB58tmMJQ8nK8K6nTWHIdl6rjGwuz78/cZaXXzzK/i09zFRoEjgfT9Pn91Q8/srtfewcDOKokFqpUBaDSptUrRjSuRKLIZOzir7OtLkwpEoshuAqLQYVMK5Uy7BSVtJQ2JincHw6uqyAQCGxotQq9umsJE2DWKswfBLYA1wJTAB/YW6vdGeRy2xf7pgyhBDvFEIcEEIccMjiQq3aYwzlrqTZaIqHThgdRNMdaDHcf2yWmWia1161haGwEdQs7QW1kMjQW8VieNfP7uH77//ZZf9GuMxiUNlIuaKbUzKbI54x9jnV5sJgn6EM4PfUPu0vnc1bk+5KXUlGFXi+YnGbYjCohCG2rAsPCoKgFjX27dpi0DSCNQmDlHJSSpmTUuaBfwCuNx8aB7bZdh0DzpnbxypsLzpGCOECeqniupJSflpKea2U8tp9mw0jxUpXrVEY3E4HbqcociX98PAkeWl02czmO08Y7nzyHGGvixdfOMJQyEMqmy9rgb0Yz9BX5QbkdIgVhTVkzmqwYgx2V1Ku2JUUT3WIK6msjqGym7ESmVzecs2VtsVQ4rlSuioYFthygWewZSW5KriSdPBZswq+9mh5xmIl1iQMZsxA8TpAZSzdCbzRzDTahRFkflhKOQFEhBA3mPGDtwHftB1zu/nz64EfyVW0Pu1ZpcUAhtVgdyWdnI3jcgguG+vtOFdSMpPj+8+c59ZLN+FzO62VqN2dJKVkIZGx5i+shbIYQ7aQrloafFbW2OnZ9hUGKaWRruoujjFAbWNg09k8frcTn9tRNsAoYgnDcllJXuvnlS0G4xxLLQafW6eralbHn32/tqzL5Z2bgBDiS8CLgSEhxDjwB8CLhRBXYrh8TgLvApBSHhRCfBU4BGSB90op1R34PRgZTn7gLvML4DPAF4QQRzEshTfWdOYm4VUGn0EVMhU+/IuJDL1+Nx6Xs+OCz/cdmSGSyvILV24BCr7rmWjK6skTSWXJ5WXV4HMtlMYYEulCYVtp8Fld21lz0M9yLpVWkc7lkbI4oBusEn+qdnzI5yLkdRMtsRhUCupyFkOv343TIcjl5bI1DFDISvKVtH3xunTwWVM7UsqaZ4Sv+ImVUr6pwubPLLP/R4CPVNh+ALi0wvYk8IaVzqMau4aDuBzCGjpTCwGPi4RtpaWEwe0UHRdjmIwkAbhg1JgUplwUM9FCZpJqwLZcde1KWMJg3vTslc+ZIldSrih+c3o2ziVbetb8dxuFipHYXUkqlblax1Q76Wwet9NByFte+2A1KlxGEB0OwUDQw3QktaIrycpKKnEled26iZ6mduLpXM33t46ufAa4ens/T/7BLWzt86+8s4nhSip8mNWQGo/T0XEWg1qtq5uHclHYaxlUrnzfOlxJTocg4HFWTFdNVbAY1E2xXeMMKqvKW1Tgptql1OBKyuXxuBwES5oLQm2uJCj8r1Z0JSmLodSV5HJalecazUrMVUhjr0bHCwMUprTVSmlPnCXTYnA5RVEVbydgCYO58lWZMkXCYA55WY8rCSiayZCyNdGzXzMVY7hos2HBnJ6LlT9RG6DErKglhrf2zruZXB6v01E2pwIKVtVyriQoWHcrWXJW5XMFiwE6q3GhpnXMxzeYMKyWgMdZlHmyaFoM7k62GMwbnNvpoD/gZtbmSlJ9kvrXKww+lxVjsPdKKo8x5NjU66fX725bi0Gdf1G6qnsVFoPlSjK6zk4sJiwxjtSQlQQ2i2GlOgZX5RhDYbxnZ71nNa1hw1kMq6U0K8mIMbg605WUyyMEuGzFaapBm0J1Vu2tUuBWK2Fb6217jKFYGHLE01kCbifbBwKcnkus6282ikoxBmUx1BpjUK6kuVia1/3t/fz+N54G4PxSErdTrJgFNmhadzXXMZS2xLDGe+oAtGZllEu5FtovXaQJ+G0Wg5q52+t3I+hMV5LHWdx1U7V0VizUIfgMxa231Y01lcmVp6umcgS8Tsb6/TxX40S0ZqNupr41xhgyOYnH5SDkc3F+yUgACEwbz3V2PsHmXv+yleRgCDgs30APCnGQspYYerynZhVoi2EF7M3S7DN33U4HubwkV0Pla7uQMleudoZKLIaFRIagx7mqlN5K2If1WN1VbRaDQ5iupEyOgMfJaI+P6aXy9hztgHK/lE5wg9piDHZXkuLsfAIpJePzccb6V06GqD3GUCX4bJ67jjFoamE+nmblLnQGG1IY/G6XdWNbtM3cdTmNq9ZJ7qR0Ll9W9T0U8jJtE4b5eHpdGUkKI2e/xJVkq3wO+9xEkhlyeUnA42I47CWSytY8LrOZFGIMtsE35gq8tGq8FDV/wuNyMBj0IAT81xdsJ5XNMx1JcXYhUVOW3C2XbOK3X3EBF24KL7tfofK5tI7BUfRaupEzc/Gufn3NZD6errnIdWMKg8dBIpNDSlmU469SPjtKGExXkp2hkIdIMmv16l+us+pqCPtcVsaNWnHnZeHGFPa5LHM14HEybBbbTVdo6tdqlLDZmy86zJTceJWZDFJKc661NI918OYbdvDt3/wZXnHxKADHpmNMRVJsrcFi6A24+c2X7as4F9pOIfhc2WLo1tbbubzktv93L59/4GSrT6UrmI9lak5A2ZDCEPC4yOWNVZ+qUlUFbgDZDoozpKu4kgC+f3CSdDbPQqI+wqBSM6WURas4lYXT43MXCcOIKQxTZhFeO1FwJRVfu4DHVdVi+Md7T/CSP/+JZSG5nYKQ18X+Lb1sGzCE4OETc0jJqupqVsJqiVEmDCpdtTtX1LF0lmgqW1SsqVk7c7HaLYYNGXxWK61EOldwJfnduF0dajGUCMOV2/voC7h535ceZ/dwkFgqy7U7Btb9t8I+F3lp+OCTmZzV0kFV/oZ9LsbnjfTUgMfFSNioRp9qY4uhdBUe8BQXP9q565kJTs/FreC03VLb2mcMO3rwuNGld6w/UP4Ea0SdY6Csu2p3WwyRkniWZn3Mx9NsG6jtfblBLYZCF037MHa3+UHvpLYYytdt56JNPTz8+y/nk2++mumlFJNLqaott1eDsjoWEhmS2byVf2/P218yfw54nIz0mBbDUvtZDOpmWlo0FvA4K1oM0VSWp8YXAax+M27bdfd7nAyFvDx6eh6gpuBzrVy3s5//+5r9XLerWNyVxdCtPngr0aFLX1+zmY+nGdAxhurYx3su2SyGQoyhw1xJFaZ/eVwObrtsM1965w0MhTzsGwmt+2+pOojpSMps/lZoxe1xOcraSwwEPLgcoj0tBqslRvG1C1aZ4vbIyTmyZrbabMx4PaXXfduAn3Q2j0PApt7ae3ethMvp4K037rQWLgplMXRrVpLqWquFYf2oBnr9Qe1KqordlbSUyFhjLTsyK6mCK8nOpVt7efCDL1t2dGStKIvh/KJhAfTahMHrdJQ1pHM4BEMhb1sKg7qZlmZ0BTzOijOcHzw2a/2sLIbS676tP8DjpxcY7fGV3cQbQbdbDMr6TGpX0rqJmQ30dPB5GUpdST0+Nw6HsD7MnSQMqVwezwpjTeshCoAVuJo0XUOqMCuayuJ2OSrWBIz0eNsyKyllDukpHS9uZCWV34juPzZrCcHcMhYD1NeNtBzeLq9j0K6k+jFvJoXUajFsaGGIm8FntfLtJldSI1AWw4RpMag5ArFUFo/TUeSv95tVxMNtajGUTm9TBD2uskE9i/EMB88tcvMeYxT53DIWA9Q3I2k5ur2OIaKFoW6oBno6xrAMBVdSlqVk1rrBdaLFkM5WvsE1AiWgymJQv0eSWdwuUZT6qYbeGBZDewafSzOSAAJeZ1nl8xPjC+QlvNSsVbAshlJhMDM+aqlhqAeGxVNoId5tWDEG7UpaN3OrtBg2ZIxB9cRRriR1g1N1DJkOMs0rZSU1Cp/bid/tZGLRaIynXEmxdJbBoKeoWEyNoRwO+5iNpcnm8nVzaa2Hv/3xUY5NRclLWVkYPOXB54PnjGykG8ysoBnzQ1YaR9g9HMQhYM/w+gP9tSCEwOvq3mE9pbM/NGtHWQw6xrAMqlCo1JXk6sR01Sa6ksBwJ02a/Y+srKRkFo/LaVkMToewzmkk7EVK2qZI6bFT89z1zHkSmVxZcRsYbsZkJl/UL+vQuSXG+v1sMV1Eyl9bKsibe/18530v5Beu2NLAV1BMN4/3XNKupLqh3J8DOsZQHb+nOCup42MMTbIYwJgCV7AYDMsrm5d4nKKoEEsFddut+jmezpHI5Dg2HSuycBTBCh1WD00sccnmHvN1FczySoJ88eaeplpGPrejawvcoild4FYv5mNpHGLlTr6KDSkMAU9x5bO6WG6XaonROR+0pguD323diOxzBDwuh7UCt1fojpizuNslM0mtPo9NRytaDH5bYgIYgfUTMzH2b+lFCKMFxmwVi6EVeF3Orm2JYc0X71Lhaxa5vOR7B89zwWh4xVbwita/s1uA2+nA5RDMxzOksnnrBtctlc+NpD9YEAO7MLidDmsFrlbdYLcY2kMYktYcjvJ2GFDeevvZ8xGkhEu29ABGvcv8MhZDs9kIFkM6l++oxVq78e2nznF0KspvvnRfzce0/p3dIvweZ1l2Tae5kvJmp89m3qDsU+B6q1gMfpvFoBr6tZvFAFR0JanEBNX/6dDEEgD7TWEI+VxWBbS7DSwGn9vZtRPcVPAZINmlAfb1kszkODMXJ19lhkw2l+evf3iEizaFue3STTU/b+vf2S0i4HHy0yPTQOHm1WnpqsqyaW6MwWYx+EosBne5xaAEo1I1cSuw+6tL22FA4dwtYTi3SF/AzWazxYV9ME87WAxel6NrZz5HbMKg4wyV+dCdB3nhx37M5X/4A77z1ETZ40+cWeDETIz3vHhPzW4k2MDCsLnXj5Tw6y/ew8svHgHouJYYShiaVccAxeluqv4DTAFQ7aFLuoCqdt3tgN1iKG2gB+WupEPnjMCzCqaHfMVWUqvpZoshYhZOgk5ZrcZzkxH2mGnS//H8VNnjKlFi99DqUqg3ZB0DwB2/ej1OhyhaAVoxhg4xW9V5Njf4XHAl2S0Gr9NhrcBL20MHvS5rBd5qEukcQyEPM9F0xeBzWHWMNc/3zHyiyAQPt53F4GybVOB6E0lmGA57ObuQ0CmrVRifT/DSC0c4MhVhfD5R9njU1hJ/NbT+nd0iev3uIlGAwgc92yEzny1haHIdAxi1Cj63E2Wdum0tMQKe4usa9LSHMGRyebJ5yeVjfUDlGEPQW+xKiiazRUH2IldSG1gMXrejK7OSMrk8yUyeITN5QbuSyklmckxHUoz1+xnrD3B2oVwY7C3xV0Pr39ltRLtXPkspWYgXVoctsRjMXitq/rC6uVZLVwXDPdMOriS16rx8rBcwRryWom78UXM0ajqXLxKDkPkBczrEiiM5m4HP5ezKGIMSZpXVpi2GcpQQjA34Gev3c24hUVSYCYWU35AWhrXjdAiEaN8Yw6d/epwb/uQeK5uqlcFnleqp/rbbWeiuGvBWciW1/oOt2jcPh7381S9fwS9fu71sHxV8jqSyFVdbSiTUIqLV+LrUYlDXflgLQ1WU62isP8DWfj+ZnCwrJI0kzVkpK3RgLkULgw0hBG6Hg3QbpqsuJjL87Y+Pkszk+eYTZ4GCxbDaf/p6qCYMxpvPtBjcJa4kb3nH0lagbi4Bj5PXXTXG9sHyMYcOhyDocRJLZa10SbswqJ/bIb4AqiVGey5k1oMSBmUx6JkM5agxusqVZGwrdictJbNWh4LV0B7v7jbC7RQttRiSmRz//StPcGYuXrT9M/edYCmZZWufn288ZghDqoXBZ+U2UjdIj8tB2OdmKORh93Cw6JhQm8QYVKaRv0Jhm52Qz0U0mbXcXyFveYxhpRkYzSLgcRJPZ7sua0e5QLTFUJ3x+QRup2Ak7LNmgCixUESSGcI1tsGwo4WhBLfL0dIqy6NTUf7t8bP84NCktS2ezvLZ+07wqss28e4X7ebZ8xEOnVtqSfDZ43IQ9Dgti0FZCR6nwONycOB/vYJXX7656Jh2cSWpm0ulimc7Qa+LaDrLkvLPVogxeNrElXTNjn7yEh48Prvyzh1E1IoxGPUjWhjKGZ9PsKXPj9MhrBkg43PFFkMkmV114Bm0MJThdrbWlbQQN25GR6ei1rbzi0miqSyvuGSUV1++BbdT8I3HxlsSYwAjAF3JlaQonYoW8jqJpbNI2VoXXbJGiyHsNS2GZWIM7ZCRBHDjnkH8bif3HC7PYe9kymIM2pVUxvh83LIUfG4nQyFvmSspmtLCUBc8TkdLXUmqb/rRqYi1TX1Ienxu+oMertnRz2On520xhmYLg9u6udqDz9UIel1ISdkAnGajVp2lBXilhHxGQV6l4LP6uRkznWvB53bysxcM8cPDky0X3nqi6kiUMHSbq6wejM8nGOsrxMnG+v2ML1RwJXm1K2nduFocY1hIGBbDkamo9UFXLg3lKxwIelhKZluSrgrw+6+6mN96udGQy1vBYiglUFIb0CosYVjJlWTGRAoxBrvFYPbVahOLAeDlF48ysZjk4LmlVp9K3VDW2kDAg8shtCupBFXDYJ8WONbv5+y8diU1BHeLLYZF02JYiGes9s6lK9ew100kmSGdMz4szc6QuXnvENftNKaZ1WIxhMz01ViLLQYr+FyDxRCxB58rZSW1kTC89KIRhIC7bXGpTieSzJhFlA78bieJdPdlXq2Hc6qGoUgYjCI3e0O9SDK76hoG0MJQhtvpIJ1tnUk+b8YYoBBniFgWg/EP7vEbN65WWQx2lCgt584qbUzXKpI1Wgxhs7fTUjJTlgMeajNXEsBgyMtFm3p4anyh1adSN5RvXAiBz+PUFkMJ9hoGRaGWwehknMtL8zpqV9K68TgF2XwLXUnxjHWjLwiDshjc1vd4OmetgFsqDFZW0nIWg1lN3GpXUo0Wg+rtFElmi3ojQUHkmh3XWYnNvb62mXlRDyLJrPW+8bu7d3zpWpmJGv9rFYMB2NpnZHCdMycsqs+brmOoAy13JSXS7BkOEfA4LWFQs2/VB0VZDrPR1k8SU/n8KwWfofUWg5WuukINgpq5MBtNlflnnWYBXLsUuClGe7zWLO5uYCGetuZ9GK4kLQx2YhXiX2pWyqLpdVhrAz2oQRiEEJ8VQkwJIZ6xbRsQQtwthDhifu+3PfZBIcRRIcRzQohX2rZfI4R42nzs48LMaRRCeIUQXzG3PySE2LnqV1FH3E4HmRa7kvoDbvaOhIpcSSGvy+rNo7qazsaMG0Erb1L2ArdqBNvFYsjk8LocK/alV1bC+cVkRf9syOdqK1cSGPn+s7FU27ZzWS1nFxJWbr5yJS3GM2UFXBuVqFkXVCwMxn1h0UxgiZQkrayGWt7d/wTcWrLtA8A9Usp9wD3m7wghLgHeCOw3j/k7IYRann0SeCewz/xSz/kOYF5KuRf4K+BPV/0q6ojLKVo62nMhnqY/4GHvcKjIldRTIQA6HWn9iEnVanv54LOyGFqcrprOrehGgoKQTSwmyzrwgtHbftuAv2x7Kxnt8SFlwcXQyUgpGZ9PWBk3freDRCbHH33nEG//3CMtPrv2IJbK4hAUtY4vF4YGWgxSyp8CcyWbXwPcYf58B/Ba2/YvSylTUsoTwFHgeiHEZqBHSvmANHIwP19yjHqurwEvE6UVUk2k1XUMi4kMvQE3u4eDnF9KkkjnysraVRvo2VgKt1OsajJTvanFYghYw29aH2NYKfAMBSGbjqYqrra+8I7r+eBtF9f9/NbDaI/ha+4Gd9J8PEM8nbMCqyrGcGhiifH5eFfVa6yVaCpL0OsqKiatZjFUWtysxFqXmqNSygkA8/uIuX0rcMa237i5bav5c+n2omOklFlgERis9EeFEO8UQhwQQhyYnp5e46kvTytjDEZb7Qx9frfVCmAmmirLRVY/z0RTLfd1e2sIPquAbTu4kmqxGJT7SErKgs8ALufK7qhmM9pjvF9U591O5ux8cSqm3+Mkns5xYiZGMpNvedpzOxBNZcvnybiM1N6lMouh9VlJlT4tcpntyx1TvlHKT0spr5VSXjs8PLzGU1weo1dSa1Yk0VSWbF7SH/AwGDICSTPRFEvJTJEwWDGGaLrl+fSVWmKU4nQI/G5ny4PPyczqLAZYfR/7VjFiWgxTbSoM9x2Z4U2ffrCmPmQqjmDFGNxOzszFrSy82S5wl62XWAVhAMNqUBbDUrL5WUmTpnsI87tq1DIObLPtNwacM7ePVdhedIwQwgX0Uu66ahruFsYYVJ+k3oCboZDxQZ+Jpk2LweZKMn+Op3OtF4YaXElgNqZrdYxhDcKwFv9sKxgMenE6RNu6kv7z2AwPHJ+1blrLoQbQbLO5klK24VndOsp0NShXUil2YWh08LkSdwK3mz/fDnzTtv2NZqbRLowg88OmuykihLjBjB+8reQY9VyvB34kW+hEdDta50pS/9A+v9saaThbwZVkX8W2XBisyuflXSshb+sthniNwWf79Q2toc9MK3A6BMMhb9mglnZh2qyxqMWdOD6fIOR10eMv1DHY6YYA+3qp5EqCYmGIJrO4zOrx1bLickgI8SXgxcCQEGIc+APgo8BXhRDvAE4DbwCQUh4UQnwVOARkgfdKKdUy8T0YGU5+4C7zC+AzwBeEEEcxLIU3rvpV1BG3S5BpkStJNdDrC3gYDBZcSaXBZ6dDEDKrc1sdYyi0366taKyVJNI5yxJbjk50JUF71zKo4jvl916O8fkEY/1+K7BaKuaz2mIglspaQ4zs9PjdlitOLSjXksuz4rteSvmmKg+9rMr+HwE+UmH7AeDSCtuTmMLSDhh1DK11JfUH3PjcTsJeF2cXEmRyssylETY7gLZ6YMxtl21CSsmQGROphprithjPEEtn2dLX/HTPWmMMfrcTh4C8XJt/tlWM9PjKBjy1C6uzGOJFPYDU4uOC0RDPT0Z1jAEj9buSNdvrd3PoXMGVtNaFTXtV6bQBHqeDTItaYqjOqr3m+MyhsJfj0zGg/AbVLs3cRsI+3n7zrhVXJca4zBwf+tZB3v65h5t0dsUkMjkCNbiShBCW1bCWVL9WMRL2tm1bDEsYqlgMUkr+/j+OcXw6WlTcBgVX0oWbeujxuazmkhsZw5VU/l4ujjFk19RyG7QwlGGkq7bGlbRgvuHV+MzBoIeTs6Yw+Iv/wSoA7W2zCtxqKFfSg8dnmVhsjR88kc6tOL1N0YnCMNrjYy6WJpVtr3TObC5vVelXsxiOz8T46F3P8uv/8hiRZLaoOZxyJe0eCjIU8jK9wS0GKSWxZYLPsXSOTC6/5pbboIWhDJdTkMtLcvnmi8NCImP04TGtgKFQwWdcyZUErbcYaiXkdTG+kGDCnEaXb8H1rbWOAQqxhbVkdLQKVeQ23WZWw1wsjUoniVQRhkdOGImIz543BlTZ5wwoi2H3cJDBkGfDu5JS2TzZvKwiDMa2pUTGTHPXFkNdUK0dWpGZtBDP0Bco+OqHwoWfS//ByoLoFGEIel1Wm3ApawtC1pNMLk8mJ2uKMUB5w8JOYMQqcmuvG6fdvVXNlfTwyTkGzOmEUDxnYCTsRQi4ZHMPQyHvhg8+VxogpVBu6MVEpqyVzmrojLtKE/G0VBgKHSXByE1XVLUYOsiVZKeWfPZ6UussBkWwE11J4fasfrZbMNFU5f/7IyfnuG5nP3/6S5fx+mvGuHBT2Hrsxj2D/OR3Xsy+0bBhMWzwGEOlzqoKdf9YSGSYj6ctoVgtnXFXaSIqH7+ZcYZHT83z/i8/zrPnI/QHC//IobBdGIr/wer3TrEYSgNl9RaG49NRTs7EKj4mpSy03K7RlaSEt5PSVcfMxn6n2ywzaXoFi+H8YpIzcwmu2znA3pEwf/6GK4rSn4UQ7BgMAsZiaT6erqmCultRFkO1GAPAkckI8XSO3cOhNf2NzrirNBG3eaNt5hvvu09P8O9PnOPsQoLNvQUTejhkdyUVvwl6OkwYAma/pMu29gL1F4YPfuNp/sfXnizbns7mecEf38MXHjhlnEetFoPHhc/taLv22svR43MzGPRwarayQLaKadtQmUoxhkdOGvGF63cNrPhcQ2EvUsJcfONaDbEKLbcVShgePTUPwN41CkPnLIeahLoRNLMtRiSZYbTHyxfe8QLLHQDGyEYAISDk6fzgM8CLLxzm6bOLdReGxUSGU7Nxcnlpza0AYzU6FUnxxYdOAytPb1PcsHuwI8dJ7hwKcqKK5dQqppaS9PhcDAY9FS2GR07OEfQ4uWRzz4rPNWQWfs5G01ajyY2GcscFK6SrqtjjAVMY9o1qi6EutMKVZASJ3FwwGi7yCaoq3ZDHVdbNs9NiDFds6+PaHf3cdulmoP4WQyydJZHJWem9CjXmUPmla40x/NI1Y3ziv15d13NsBjsGA5ycaTNXUjTFcNhrFWXakVLyo2enuH7XAK4a3stqsbSRA9Cq51ilxAhlMRyfjtEXcFsdFFZLZ9xVmkgrspJKu6cqVDVxpcfUyqDdZg9XY9dQkK+95yZ2Dhn56fUWBjX68dC5paLt50tqJmqtY+hUdg0W5ni0C1NLhjCoNi52Hju9wPh8gldfvqWm57J3Hd6oxJaJMXhdTqs30t7h0JraYYAWhjIsV1IT22KUdk9VhLwuPC5HWXEbFCqhO8WVpPC7nbidou7CoFoyHywRBlVMp4am1+pK6lR2DhlB2lNz7eNOmo6mGAn7CPncZa6kO584i9fl4Jb9ozU9V6HrsBaGSsIABath78ja3EighaGMVqSrVqtQFMLomFnRYlDB5w5xJSmEEEVl+/Ugn5eWMByaKBWGBD0+F6++3HBh1epK6lR2mtk77eROmo4ULAZ78DmTy/PtpyZ4+cWjNRdi9fhceJyOtiviayZWVpKnccKgg88lKIsh28TK3EgyU9EqAKNx2GCFjqCdlq5qp8fvtqZM1YOkrQVEqStpYjHJ5l4/b7lhB+cWEuwYDJQe3lXsMF11pbGWVhFNZYmnc4yEvczG0kUWw/3HZpmNpfmFK2tzI4GxsNg3GiqzDDcS0WQWv9tZlGRhRwtDA3Cp4HMTXUlLieo9TT75lmtwVPATDoY8XL9rgMvH+hp8dvWn3haDshZ2DwU5PhNjailpVQGfX0yyuc/HnuEQn3rrtXX7m+1Ku6WsqpX9cNhLKpsnkcmRzeVxOR0cNq27m/ZUnORblWt29PP1R8fLMtA2CrF0dtn6Gu1KagDNTldNZnKkc3nLNVSKz+2saBW4nQ6++q4buXGVH6p2oO7CYGZpqHYK9tXkxGKCzb0bK62xnVJWVV+jwZDXSllWefgzkRQ+t2PV1eXX7Ognls7xnNlXaaMRTeWWvWa9fg9+t5MtvWtvba+FoYRCjKE5rqTCwO6NY7zVXRgyxjW8bucAQY+Tz/7nCaSUpLI5ZqJpNvU0f/ZDK2mnlFWVJjwY9Fir3IiZhz8bSzMU8q46c+bq7cYC4NHT83U8087B6KxaPVb2jp/ZxV/8lyvKUtxXgxaGEtwuVcfQHItBzWWtZjF0I41yJQ33ePnAqy7m3iMzfOnhM0wuGqvVzX0by2LYMWCkrDaj/faZuTg/fnaq6uOq3mAo5CVsrnJV8HQmmqoYP1uJsX4/I2Evj55s2Wj4lhJNZqsGngEu2dLDqy7bvK6/oYWhhGbXMSxtQIuhx+dmKZmpW+tt5UoKuJ28+frt3LRnkI985xCHJhYBNpwrSbVeVtelkdxx/0ne9c+PUm1Mu3IlDdgsBhWAno6kitq+1IoQgmt29G9YiyGaWvuchVrRwlCCciVNNal1sbIYOqnv/3rp9buN1tt1mgEdTxfyuh0OwR/8/H5i6Rx/86OjwMYTBtWXKpZufGvzWDpLOpuvagHOxtJGiqmrEEuIWBZDuqYZ3JW4Zkc/Z+YSTLVZJ9lmEEtXHtJTT7QwlLC1z881O/r56x8+z7HpaMP/3kaNMQB1S1lVriRVvHbhpjDX7xywgtCb1hGE60QCpv+5GdXPyYxhWVcrOJuJpqybf9hmMeTykrlYas3CcLHZV+loEz6j7Ua16W31RAtDCQ6H4G/edBUel4P3/stjDZ80ZsUYqtQxdCPqtdYrzqCEwT7P+S037gCMm1EnzVSoB+o6xJogDEp8piOVexfNRtNWGws1vD6ayjIfT5OXhbYvq0WJTKwJ7rJ2w5j3rIWh6Wzp8/Pel+zl2fORhg8FWUpsXIuhfsJgXMOALSB36/5NDIU8G86NBIXrEK+Tq245VHFhNYthNpZiwGzkZo8xqP3tM0dWQyH1tbmTAFtNJpcnmckvG3yuB1oYqqB66ywl63PzyubyfPnh02VzHiLJTMW22t1M/YWh3GLwuBx87PWX89u3XFiXv9FJqJtGvIkWQ1VhiKatzKOA24kQRozBnq20FkrjFRuFeXOhOrBGS6tWNs7daJWo9NF6zSZ+6MQcH/jG04z0eHnpRYWGYUvJbMW22t2MfS5tPYinc3ic5UN17Nd5I+G3XEnNsBiqxxhyecl8PG3NUHA4BCGPq9hiWKsw+DamxWANPWqwMGiLoQo9ZspfvQKk6oNwfLq4IjWSzG6o+ALU32JIpLNd3zV1NQSbGXy2YgzlwrBgxhHstQohn4toKmPtv9YYg9/txCE2hjAsxNN8/oGTSCmZWaelVStaGKqgLIZ6uZIW4sbzlDY3qzaLoZsJepy4HPVrvR1L54rcSBudgFulqzZBGKwYQ5rJpSQ3/ck93PnkOcBW9Wy7+auZDDPRNG6nsBYJq0UIQdDjqptF385884lz/J9vHuT4TIyZSKHFSCPZWHekVaDqClRweL3MmR+S0lYFkQ0oDEIIY+VYpw91QgtDEcp6akrwOVOIMTx2ap5zi0n+v688YdUuAAwGCzexXr+byaUUAY+LweDq22HYCflcG8JiUDNFzi8mmY2tz9KqFW0xVEG5kiJ1sxgMYShtblZtSE+3U2ma11qJp7NFGUkbHY/LgcfpIN6EmdVW8DmS4siUUVOwdyTEb37xccbnjbGq9pvYC3YP8MSZBY5MRRkKr+/mFqzje6idmTSL+CYWk8xE03hdq288uFq0MFTB7zbcHfVyJc2brqRziwlrlQVq3vPGu6nVUxi0K6kcv8dZF4vhQ3ce5N4j01UfLwSf0zw3GWHbgJ//+XMXE0ll+ZbpUhqwzR2+df9mcnnJk2cW1u0nr+d7qJ2ZMOeWn19MMBNJranx4GrRwlAFIYQ5UKY+b7x502KQ0mg8pjBiDBvUYtCupIYR9DjXHWPI5PL80/0n+faTExUfz+Ul6WyesNdFOpfnsVPzXDAS5gW7Bgl5Xdx3dAaHgL5AQRgu3drD1j6jEr0ewrARXEmTZnueicUkM7F0w91IoIVhWcI+Vx0thjSD5spJuZOklFXHenY7RnZKvSwG7Uoqxe9xrjsrSS1mxhcqt/BW3VvHBoypcROLSfaNhvG4HPzsBUNIaVgL9mE6QghrvvN6hSHodXa9xSCltFkMSctiaDRaGJahx+euW9bDfCzDVdv7gEJmUiKTI5eXG9ZiqNdqT1sM5QS9rnXXMagiNBUrKEUJz1h/oRfVBaPG1LCXmTUk9sCz4tb9m4D1B1BDXnfXt8RYSmStflRGjKE5wqCXWcvQ43fVrY5hIZ5mx2CQ/oCbE2Zm0kZsoKcoHQy/HuJaGMoIeJzrrnxWmXTnFhIVx2iq+MK2/sIc7X0jYQBectEIDlGcqqq4bucA//NVF/PzV9Q+67kSIa+zbskh7crEkiHKfQE35xYTRJPZite03miLYRnU3ID1ksrmiKVz9Afc7BoKctJ0JSnR2WgFblDfGEM8ncWvXUlFBDwuq4fUWlFFmZmcZCqS5OETc3zhgZPW4yqJYtuAYTEIUZgzPBD08ItXj3Hz3qGy53U4BL/2s7sZ7VlfH6uQz0Usnas6C6IbOG+mql65rY+FeIZsXmpXUqsJ+1x1CT6r4ra+gKdoHu8585/ejGBSuxHyuSxX2nrI5PJkcpKgthiKCHic6x7UM2drIDk+n+BT/3GMP/rOYavjsHIlbe714XQItvUHiirQ//wNV/Del+xd1zksR9DrIpeXpLLNGarVClSq6pXb+qxta208uBq0MCyDEWNYv8WggngDQQ/7t/RyfinJxGKCx07N4xBw+Vjfuv9GpxEqGfO4VkpnMWgM6uFKUjEGgPH5OE+dXSSVzTNh3qxU8NnvcTEY9FjxhWZhNdLr4upnVdx2he0eMRRs/EJS29/L0ON3E0vnyObyuJxr19D5mLIY3Gw3MzgePjHHY6fnuWA0vOHmBUCxMKy1LQIUT2/TFAh46hB8NqevLSWzPHpq3upvdHImxtY+P4m0sVL3u5185HWXNb3Fub319nATVtGtYHIpyVDIw7aBQhyn7S0GIcRJIcTTQognhBAHzG0DQoi7hRBHzO/9tv0/KIQ4KoR4TgjxStv2a8znOSqE+LhodPVGjaig8HpXJMpi6A94uHhzD2GviweOzfLE6QWu2dG/wtHdSb26Y1Zqua0xUjkT6/S/z0ZTbOnzMxz28r1nJq3tx01XqIox+NwOXnHJKJdu7V3fSa+SYJ2sznZmYjHJpl4fm2yi2ykxhpdIKa+UUl5r/v4B4B4p5T7gHvN3hBCXAG8E9gO3An8nhFCf5k8C7wT2mV+31uG81k29GunZhcHpEFy7s59vPXmOSCrL1ds3pjAE6+QGUH5uv1sLg52Ax0U2L0nn1u5/n42lGQh6GOv3MxNN4RDgdTms5ImEJQytufbhDSAM5xeTbOrxEfK6CPtcOB2CviYkqzQixvAa4A7z5zuA19q2f1lKmZJSngCOAtcLITYDPVLKB6SxvPm87ZiWorKF1nvzKgSfjee7ftegVZV69Qa1GOr1oVYWh3YlFROwGumtPc4wFzOG7IyZ6aj7RsLssiVPKIuhVaIc3ABT3M4vJS1rYXOvj4GgpymzW9b7aZLAD4QQEviUlPLTwKiUcgJASjkhhBgx990KPGg7dtzcljF/Lt3eclQPo/XWMszH0gQ8Tmtl9YLdA4ARjN45GFju0K6lbq6kjA4+V8IShkyOtS49ZqIpBoMe69peNtZLLJXlufMRoFDH4HW3JofFGhXapcKQzORYiGfYZKb1bh8I4Pc0dtSwYr3CcLOU8px5879bCPHsMvtWkjm5zPbyJxDinRguJ7Zv377ac1014TW6ko5ORXnn5w/wlXfdyHDYy1w8Tb+tX8xlW3vxu51cvb2v4c2w2hU1fnK9tQxqRdzoGbidxnrnPqezeSLJLINBjzVG8vKxXs4vJrn70CTZXN4a0tMqi6FemW3tymmzp5oKPP/hay4l3aTU3HV9mqSU58zvU0KIfwOuByaFEJtNa2EzMGXuPg5ssx0+Bpwzt49V2F7p730a+DTAtdde2/CqlsIUt9W98Z48s8DxmRhHJiMMh70sxDOWGwnA7XTwt2++iq19G9NagEJgf/3pqsbxOvhcjJrittaU1TnbbOH9W3pxOgTX7xrgqfFFsnnJ+HzCFnxurSupXoWS7YZy2e0cDAJYzQebwZptQCFEUAgRVj8DtwDPAHcCt5u73Q580/z5TuCNQgivEGIXRpD5YdPtFBFC3GBmI73NdkxLUTGG1VoMqmJUtdqeL7EYwJhHfOGmcB3OsjOpV0ZJQruSKuK3prit7fqqgTCDQS9Xbuvjsf/9Ci7a1MOuIeMmdWImRiKTw+kQZbO2m0XA7UR08XhPFeTfaV7zZrIei2EU+DfTFeICviil/J4Q4hHgq0KIdwCngTcASCkPCiG+ChwCssB7pZRqOfMe4J8AP3CX+dVyQh4XQsDSKlckShjmzGyk+Vi6qWrfCbidDrwux7qFYdEU341YC7IclsWwxuCzKm5TfXlUrYldGJKZfEuzwRwOY7xntEsb6Z2cjTEQ9KyrzmetrPnTJKU8DlxRYfss8LIqx3wE+EiF7QeAS9d6Lo3C4RCEvKtvpKcKgRZMc3w+nimzGDSGO2m9wjCxlGQg6GmZO6NdsQef14LlSiqpsh0Megh7XZyajZHOSXwtCjwrjGE9nd1IL5vLM7GYJJbOsm8kbDUrPDETa1lyil5mrcBaGunNmKutuXiadDbPYiLTlKKUTqMejfQmF5PrbsbWjaw3+Kys3qGSttlCCEZ7fZxfShL0uFouyEGvs6Nbb0spefvnHuG+ozMAfOz1l/NfrjVCsSdn4ty0d7Al56V7Ja1Aj3/1MxnUh2ohnrF8td1asr8e6jGzd2Ix2fRWDJ2AytJa7RS3WCrLP957nIPnlnA5hJWAYWck7GU6kiKZzbVcGOrZvr0V3HtkhvuOzvArN+9kJOzlP543xqgm0jnOLyXZNdj8+AJoi2FF+gNuyzVUK4Xgc9o6diN2UF2JeszsnVxKcoWt86TGQAXjE6sMPn/7qXP80XcOA4YAVEqnHgl7OXBqnl6/u+UV5yFfZ4/3/MSPj7Kpx8cHbruIxUSGnzw3TT4vrWFerQg8g7YYVmTvSIhjU9Gae87k8tLyz87H0pZIaIuhnLBvfa6kVDbHbCytLYYKeFwO3E6xaovhufNRfG4Hv/nSvbznxXsq7jPS42MqkiKRybU8xhD0dKYwPHt+iU/86AgPn5jjXS/ajdfl5KY9Q8zF0jw3GbEykna1SBi0xbACF4yGiaSyTCwaPtXvHzrPG64Zq1qYNhdLo0YMzMczNotBC0Mpa3UlzcXSuJzCykjapGMMFfG7Vz/3+chUhL0jIX77lgur7jMS9pLO5pmKpFqebRfyuTqu7faZuTi3/vW9AOzf0sMbrzOKdW/aY8QT/vPojNXjqlUWgxaGFbhg1Kg1eG4ywqFzS/zZ959ja5+/4mQqKLiRRnu8psVgWA/aYihHzX3+8XNTfPvJCX7u8k286IKRshGSpbzjjkfY3Ovj7TftAmBUWwwVCa5hrvbzkxFu3lP5va1Q7+XxuQR7hps7g6GUek1ZbCZnzIrmT731Gm65ZNRaZG7p87NrKMgDx2bpDbgZCnlbloatXUkroIaPPH8+wkMn5gD4yiNnqu6vLISCpZEg7G199kY7EvIZgcOP33OErz82zq/+0wH+6u7nlz0mn5ccnljikZPznDcHxmhXUmVWO6xnMZFhcinFvtHlCy9Hwsb1TufyLX9fD4U8RJJZqwq7E5gy7xF7hkNlnoeb9gxyz7NTfOOxs00ffGRHWwwr0BfwMBL2cnhiicdOzeN0CL538DwL8TR9FWoTlMWwdyTEvUdmODIZbcpgjU4k7HWRzuZ5/PQC73vZPr7+6LjVH6YaU5EUyUyeZCbFU2cWAHS6ahVCPjdnFxI1739k0miOt9INaaSn8H72tzjGoKyXmWjK6gLb7qjFo/06Kt50/XZmoilu2D3Iqy/f0uxTs9AWQw1cuCnMDw9PEU1l+W8v3EU6m+ffHz9bcV8lDMoFdWQqyrCOL1TE3ir71ZdvZjDkWdEtoLI1AO4+PEnA47S64GqK+fnLN/PEmQUeODZb0/7PT0aBwnu3GiO2hU7rLQYlDM3pOloPpiJJvC6H1XrezqVbe/nUW6/lV27e1VL3sxaGGrhgNGwFSd9+004u2dzDt5+aqLjvTDSN1+Vgm7l6mYulGQrrVNVKKP/pzsEA+0ZC9PjcLK5QZa6yNQBOzcbZ1OPbsB1qV+ItN+xgtMfLX/zguZqy6p6fjOB3O1cMKIe8LitNtdXpqurmudqU8lYyHUkx0lM5Fbhd0MJQA8q03jbgZ3Ovn8u29nKqistjJpJiKOSlP1job6IthsqoDqu37N+EEEYx1UrtR07OxnE7BXuGjWyNTTq+UBWf28lvvHQfB07Nc38NVsORqQgXjIZWHAQjhLDcIN42EQZlqXcCU5FU298TtDDUgDKtr9tpDNjZ2u83Kj8rBLymoymGwt6i3kg6VbUy2wYCOB2CV1++GVAZJstn0ZyajbGtP2AVtelU1eV5/dVGR/tHT81X3UdKyfOTEQ5PRFYMPCuUO6nVdQyDwQ61GMLt/b7VwlADF24Ks3MwwM9dZtzAtpim9vnFZNm+M9E0wyFPkTDoVNXK7N/Sy5N/cAuXj/UBRvuRlSyGEzMxdg4FudwcPK9TVZfH73GyuddXFJsp5Y+/e5hb/uqnzMfTvHDf8qmqCnVja7UryeNy0LeG7gStZCqSavt7go7a1UDA4+In/+Ml1u/KB3t2IVFWgDITTXHFWC9+jxOf20Eyk9cWwzLY87R7/W5S2TzJTOUePFJKTs3GuXHPIJeNGcKgLYaV2TEY4NRs9WyvJ88sctGmMJ//1esZqfF6DlsWQ+vTsIdC3o5xJaWyORYTmaIAfjuiLYY1YBcGO/F0ltloykqfVFZDu68O2gWVXVStknXabMOwczDIFWN9/MZL9nLbpZuaeYodyc7BIKeWsRhmYin2DIdqFgUopFq22mIAI4bXKRbDcqmq7YQWhjWwqdeHEHB2vlgYHj+9QF7Cldv7gIIw6DqG2lhpYt5Jc9W7cyiIy+ngd1554apuZhuVHYNBZqJpIlWu62w0bQ3kqRXlSmp1jAGMhVenWAyquK3dF4ut/692IB6Xg5Gwl3MlFsMjJ+cQAq7Z0Q9gZSYNBnW6ai30+IzrVS1l1Rp12KLhJZ2Kul6V3ElqXshgcHU3qpE2cyU122J47nyEmz/6o4pxxuWwLAYdfO5OtvT5y1xJj5yc4+JNPdYNri/gocen22HUiur9XykAPRVJ8qmfHqPX77aC/5raUHGwSsIwHy8e4VkrL9g9wPtfvo8bdrdmkIyd4bCXWDpHfI3zrdfCwyfnOLuQ4Omzi6s6TlsMXc7WPj/nFhJIKTk6FSWTy/PYqQWu29lv7fP6q8d414sqty7WlKMEtTRlNZbK8uZ/eIhzC0k+/dZrWjZ8vlPZYVoMlTKTrEltqxQGr8vJ+19+QVssetS5z0SaV/2sGuGt1MKllOlICiHa34ugP2FrxBCGJP/84Cle/pf/wf/+92dIZHJct2vA2uclF43w3pfsbeFZdhZq6HmpxfDdpyc4MhXlE//1Kl7QBivUTiPgcTES9lYMQM9GlcXQ3ivY5bCqn6Orc+ush9Om9aUE4r4jM4zPVxaJQ+eWrMrz6UiSwaAHV5svbtr77NqYrf1+0rk8n/zJMQC+bHZcVUVwmtVTLfj8zSfOsX0gwEsvGmnFaXUFOweDVvDejho92+4r2OUotMVonsWgLIUzc3EyuTy/escj1r3AzoGTc7zq4/fy0yMz5jmmGG7z+AJoYVgzW3oNP/e5xSS/d+tF7B4Osns4qDt9rgOvy4HH6WApUXAlTS0luf/YDK+5cktb95Zpd4xahi61GELKYmhOAFpKaQnD6bk4x6ajpLP5im6lHz83BcCzE0tAZxS3gS5wWzNb+w1h8LudvOWG7bzp+m0kOqgnfDti9UuyWQzfemqCvITXXNm6FsTdwM6hIP/66DjxdJaAp/Cxn4mmcTtFR3eoHQh6EKJ5bTHm4xmiqSw+t4PTc3EOnTNu+qXp62C4mACOT8esAs39W3qbcp7rQVsMa2Rrvx8hjHbRYZ+bvoCHzb06W2a9lHZY/fZT59i/pYe9I7X18NFURjUdPDZVbDXMRlMMBtu70+dKuJwOBoMeppaaE2NQlsH1uwZJZfPca978xxcS5POFLrbzsTRPmVlLJ2ZiTC6lWExkuGhT+7+XtTCskR6fm39467V88FUXt/pUuoqwrV+SlJJnJyK8YJcOOK8X1RzveXMYj2I2tvritnZk52CQEzPVq7vriXLJ/cxe4315z+FJwKgJsRfa3X9sFilh30iI4zNRnj1vWBYXamHobl5+ySgDHRy0a0d6fC4rXXU6arTA2KEL2tbNjoEAHqeD56dKhCGa6uj4gmL3cJBj080RBpWJdJM5G3spmbX6oZ2xuZPuOzpN2OfitVdtZSaa5sBJo8Otthg0mlXS63cTMS0GlRK4XQvDunE5HeweDvL8+WJhmImmOzojSbFnOMRMNMVifPnuvPXg9FyckbCXvSMhlAfuFZcYGXMqZVVKyU+fn+HG3YPsHTHmudz1zASjPd6KI4HbDS0Mmraix++2gs+qUnfHgBaGenDBaNga3wnGzWs2luoaYQA4NhNdYc+1o5pknpqNs30ggM/ttLr7vuyiUQDGTYvh5GycswsJXnjBcCG+Mx3jwk09DTu/eqKFQdNW9PjcLCWyVkqgEIUMMM36uGA0xNmFBLFUloV4mlg6RzKT7wpX0h5zVX5sqnHC8Dv/+iTX//E9PH56ge3mYmWb+f2aHf0MBj2WMNx3ZBqAF+4dYttAADUUrxPcSKDTVTVtRo/fRTqXJ5kx8sK39PrxulrfdqEbUAHoHx6e5He/9hS37DdalndD8Hlbvx+3UzQszrCUzPDDQ1PsGwlxbiFhdTi4eFOYmUiK/qCHsX6/5Ur66ZEZxvr97BgMIIRg24AxE+PCGifktRotDJq2otAvKcOp2Zi1MtOsHzWi9kN3HiSVzfOtJ88Bq++T1I64nA52DAY5Nt0Yi+Gew5Okc3k+8rpLuWZHobvB7912Eb/18jwAY/0BDk8skc3lefDYLK++olCUuWsoaAhDh1gM2pWkaSt6bP2STs/FtTDUke0DAbwuB/PxDL909Rhhc3realtutyt7hoMcr5MwPHN2kUdOzlm/f+ep82zu9XHVtv6i/QIel5WZONbvZ3whweNnFoikskVjUveNhHA7hRWIbne0MGjaClWBO7GYZCaa1hlJdcTpEOwZDhHwOPn9V13E77zyQtxOwViXxHD2DIc4NWv0LgKjwGwtrbjnYmne8pmHeMs/PsSRyQiRZIafHpnmtks343BULwQc6/eTzub52PeeRQi4aU+h/ubdL9rDF3/thrboRlsL2pWkaSvG+g0h+JeHTgHoGoY687u3Xkg6awScb79pJ6+7eqvlvut09gyHyOaNpIXdQ0F+8ZP3c+nWXv7mTVdx55Pn+LsfH+Vzv3Ldih0K/uS7h4kms4R8Ln7ry08wGPKQzub5ucs3L3ucCkQ/Nb7I79xyYVFa6mDI21FBfi0MmrZi70iIn7t8M995agKAHQPBFp9Rd/HiC4s71HaLKEChovjRk/Mk0jlOzMQ4Z2Zh/eO9x3n2fIR3feFRvvquG6uu3B89Nc+/PjrOu1+0h6u29/GuLzxK0OPkw6/Zb01mrMYL9w3zZ6+/nBddMNzxI2e1MGjajg/edhE/PDRJKpvXMQZNzezf0sOuoSBff2yc8XkjQJzK5vnHe0/w1PgiL71ohB89O8WHv32IP37dZUwtJfnJ89P80tVjOE0X0ef+8wS9fjfve9leAh4XX3jH9ewbCbOpd+UbvdMheMO12xr6GpuFjjFo2o6x/gC/c8uFXL29j95A96xoNY1FCMEvXrWVh07M8dUD41y3s5/RHi9/86MjCAF/8ouX8Y6f2cWXHj7NwXOL/OaXHud3v/YU7/2Xx0hmcszH0vzg4CSvu2qr1YH2hfuGaxKFbkMLg6Yt+bWf3c03fv3mVp+GpsN43dVbATi/lOTWSzdz26WbyeYlN+waZLTHx/teuo9ev5vbP/sID52Y4+UXj/K9g+d5++ce5p8fPEU6l+eXr+uOVf96aBthEELcKoR4TghxVAjxgVafj0aj6TzG+gNWNtAtl4zy81cYczxed5UhGL0BN+976T5moilu3D3IP7ztGv76l6/kwMl5/uLu57l8rJeLN3dG24pG0hYxBiGEE/hb4BXAOPCIEOJOKeWh1p6ZRqPpNH731ot48Pgs2wYCbBsI8O3f/Bkusd3s33LDDjK5PL9gTgV87VVb6Q24ef+Xn+C/vXB3C8+8fRBqSHVLT0KIG4EPSSlfaf7+QQAp5Z9UO+baa6+VBw4caNIZajSabiefl8vWKXQLQohHpZTXLrdPu7iStgJnbL+Pm9uKEEK8UwhxQAhxYHp6umknp9Foup+NIAq10i7CUOk/UmbKSCk/LaW8Vkp57fDwcBNOS6PRaDYe7SIM44A9FWAMONeic9FoNJoNTbsIwyPAPiHELiGEB3gjcGeLz0mj0Wg2JG2RlSSlzAohfgP4PuAEPiulPNji09JoNJoNSVsIA4CU8rvAd1t9HhqNRrPRaRdXkkaj0WjaBC0MGo1GoymiLQrc1oIQIgI8Z/7aCyxW2XWtj7Xj8wIMATN1ft5GnO9Kz9mu57SW67ue17qea9Co523U+6gR791WHduOz7vc9bUfe6GUcvkZo1LKjvwCDth+/vQy+63psXZ83tLX3c7nu9JztvE5rfr6rue1rucaNOp5G/g+qvt7t41fayuet+r1tR+70n5Syq5xJX2rAY+14/OuRDudby2vox3PaS1/cz2vdb3vhUY8b6PeR434m606th2fdyVqPraTXUkH5Ar9PrqRjfq6m4W+vo1DX9vGUuv1rWW/TrYYPt3qE2gRG/V1Nwt9fRuHvraNpdbru+J+HWsxaDQajaYxdLLFsCqEENEVHv+JEEKbuWtEX9/Go69x49DXtpgNIwwajUajqY0NJQxCiBcLIb5t+/0TQoi3t/CUqrLSCqYd0de38XTCNdbXtrE04/puKGHQaDQazcpoYWhjhBAhIcQ9QojHhBBPCyFeY27fKYQ4LIT4ByHEQSHED4QQ/lafb6ehr2/j0Ne2sTT6+m40YchS/Jp9rTqRGkkCr5NSXg28BPgLIYSadrcP+Fsp5X5gAfil1pxiEfr6Np5Oucb62jaWhl7fjSYMp4BLhBBeIUQv8LJWn9AKCOCPhRBPAT/EmIM9aj52Qkr5hPnzo8DOpp9dOfr6Np5Oucb62jaWhl7ftpnH0EiEEC4gJaU8I4T4KvAUcAR4vLVntiJvBoaBa6SUGSHESQqrmJRtvxzQMnNcX9/G04HXWF/bxtLQ67shhAHYDxwDkFL+LvC7pTtIKV/c5HOqhV5gyvzHvwTY0eoTqoK+vo2n066xvraNpaHXt+uFQQjxbuB9wPtbfCo1o1YwwL8A3xJCHACeAJ5t5XlVQl/fxtNJ11hf28bSrOurW2K0IUKIK4B/kFJe3+pz6Ub09W0c+to2lmZd340WfG57zBXMl4D/1epz6Ub09W0c+to2lmZeX20xaDQajaYIbTG0GCHENiHEj82ilINCiN8ytw8IIe4WQhwxv/eb2wfN/aNCiE+UPNebzGKXp4QQ3xNCDLXiNbUTdb6+v2xe24NCiI+14vW0E2u4tq8QQjxqvkcfFUK81PZc15jbjwohPm7Lyd+w1Pn6fkQIcUbU2k5jpRFv+quxX8Bm4Grz5zDwPHAJ8DHgA+b2DwB/av4cBH4GeDfwCdvzuIApYMj8/WPAh1r9+lr9VcfrOwicBobN3+8AXtbq19dh1/YqYIv586XAWdtzPQzciJGffxdwW6tfX6u/6nx9bzCfL1rL39YWQ4uRUk5IKR8zf44AhzGKVV6DcfPB/P5ac5+YlPI+jMpHO8L8CpqrrR7gXMNfQJtTx+u7G3heSjlt/v5D2qdityWs4do+LqVU78mDgM8sJtsM9EgpH5DGXezz6piNTL2ur/nYg1LKiVr/thaGNkIIsRND9R8CRtU/0vw+styxUsoM8B7gaQxBuAT4TCPPt9NYz/UFjgIXCaMXjQvjw7itcWfbWazh2v4S8LiUMoVxsxu3PTZubtOYrPP6rhotDG2CECIEfB14v5RyaQ3HuzGE4SpgC0b15gfrepIdzHqvr5RyHuP6fgW4FziJ0Vtnw7PaayuE2A/8KfAutanCbjorxqQO13fVaGFoA8yb+teBf5FSfsPcPGma2Jjfp1Z4misBpJTHTHP8q8BNjTnjzqJO1xcp5beklC+QUt4IPIfRNmFDs9prK4QYA/4NeJuU8pi5eRwYsz3tGNoNCtTt+q4aLQwtxowHfAY4LKX8S9tDdwK3mz/fDnxzhac6i9EAbNj8/RUYPskNTR2vL0KIEfN7P/DrwD/W92w7i9VeWyFEH/Ad4INSyv9UO5vukIgQ4gbzOd9GDf+Pbqde13dNtDryvtG/MDJgJIbr5wnz61UYWTD3YKxK7wEGbMecBOaAKMZq6xJz+7sxxOAp4FvAYKtfX6u/6nx9vwQcMr/e2OrX1uqv1V5bjMKsmG3fJ4AR87FrgWcwehZ9ArPGaiN/1fn6fsx8L+fN7x9a7m/rAjeNRqPRFKFdSRqNRqMpQguDRqPRaIrQwqDRaDSaIrQwaDQajaYILQwajUajKUILg0bTAIQQ7xZCvG0V++8UQjzTyHPSaGql60d7ajTNRgjhklL+favPQ6NZK1oYNJoKmE3LvofRtOwqjJbHbwMuBv4SCAEzwNullBNCiJ8A9wM3A3cKIcIYLY7/XAhxJfD3QACjgOtXpZTzQohrgM8CceC+5r06jWZ5tCtJo6nOhcCnpZSXA0vAe4G/AV4vpVQ39Y/Y9u+TUr5ISvkXJc/zeeD3zOd5GvgDc/vngPdJo/eSRtM2aItBo6nOGVnoOfPPwO9jDEC52xww5gTsPe6/UvoEQoheDMH4D3PTHcC/Vtj+BeC2+r8EjWb1aGHQaKpT2i8mAhxcZoUfW8VziwrPr9G0BdqVpNFUZ7sQQonAm4AHgWG1TQjhNnvfV0VKuQjMCyFeaG56K/AfUsoFYFEI8TPm9jfX/ew1mjWiLQaNpjqHgduFEJ/C6GT5N8D3gY+briAX8NcYYxSX43bg74UQAeA48Cvm9l8BPiuEiJvPq9G0Bbq7qkZTATMr6dtSyktbfS4aTbPRriSNRqPRFKEtBo1Go9EUoS0GjUaj0RShhUGj0Wg0RWhh0Gg0Gk0RWhg0Go1GU4QWBo1Go9EUoYVBo9FoNEX8/4emoI7y+Bl5AAAAAElFTkSuQmCC\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": "markdown",
+   "metadata": {},
+   "source": [
+    "## Etude de l'incidence annuelle"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Etant donné que le gros de l'épidémie va de janvier à juillet, la période de référence entre deux minima de l'incidence, est fixée du 1er septembre de l'année $N$ au 1er septembre de l'année $N+1$. On comence en 1991."
+   ]
+  },
+  {
+   "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(1991,\n",
+    "                                    sorted_data.index[-1].year)]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "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",
+    "    assert abs(len(one_year)-52) < 2\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": 36,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot:>"
+      ]
+     },
+     "execution_count": 36,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYoAAAD4CAYAAADy46FuAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAAAbHElEQVR4nO3df4xd5X3n8ffHDLENxWQMY+ofgKnioBqSQnxl3E22W+LWdrYVNioks6FhtFhyA2xKqpXATlihBVeCarVprSgsVigYSADXLcLbxUsGs1HZ1rE9DqTGENeTQIyDyww7DphITDPmu3/c59ZnJuMz917PzL3nzuclXd0z33ueZ87DwfO9z49zjiICMzOzU5nW6AMwM7Pm5kRhZma5nCjMzCyXE4WZmeVyojAzs1xtjT6A8Xb++efHwoULG30YZmaFsm/fvrcjomO0z1ouUSxcuJCenp5GH4aZWaFI+smpPvPQk5mZ5XKiMDOzXE4UZmaWy4nCzMxyOVGYmVkuJwqzKaLv3ff57AO76Dv+fqMPxQrGicJsiti08xB7Xx9g03OHGn0oVjAtdx2FmQ136Z07GBz64F9/fmz3YR7bfZjpbdM4uPEzDTwyKwr3KDLcNbdW9MLtV3PNFfOYcWb5n/uMM6ex+op5vHDH1Q0+MisKJ4oMd82tFc2ZNYNzprcxOPQB09umMTj0AedMb2POOTNOWcZfmizLQ0+4a26t7+33Brnhqov5/NKL+Paew/SPkQCyX5o2XvuxSTpKa1ZqtUehlkqlqPVeT33vvs/GZ17lOwf+mfd/8QEzzpzGyst+la/+3q/nfusyazUjvzRV+EtT65O0LyJKo33moSfq65qbtSLPZ9hoPPSU1No1N2tF/tJko3GiSB74wske18Y1lzfwSMway1+abCTPUZiZmecozMysfk4UZmaWy4nCzMxyVZUoJP2JpAOSXpb0uKQZkmZL6pZ0KL23Z/bfIKlX0kFJKzPxJZL2p882SVKKT5f0ZIrvlrQwU6Yr/Y5DkrrGse1mZlaFMROFpPnAHwOliLgcOAPoBNYDOyNiEbAz/Yykxenzy4BVwDcknZGqux9YByxKr1UpvhY4FhEfAb4G3Jfqmg3cBVwFLAXuyiYkMzObeNUOPbUBMyW1AWcBbwKrgS3p8y3AmrS9GngiIgYj4jWgF1gqaS4wKyJ2RXmp1SMjylTq2gYsT72NlUB3RAxExDGgm5PJxczMJsGYiSIifgr8N+AwcBR4JyK+A1wQEUfTPkeBOanIfOCNTBVHUmx+2h4ZH1YmIoaAd4DzcuoaRtI6ST2Sevr7+8dqkpmZ1aCaoad2yt/4LwHmAWdL+sO8IqPEIideb5mTgYjNEVGKiFJHR0fOoZmZWa2qGXr6HeC1iOiPiF8AfwP8G+CtNJxEeu9L+x8BLsyUX0B5qOpI2h4ZH1YmDW+dCwzk1GVmNuF8u/WyahLFYWCZpLPSvMFy4FVgO1BZhdQFPJ22twOdaSXTJZQnrfek4anjkpalem4cUaZS13XA82ke41lghaT21LNZkWJmZhPOz6gpG/NeTxGxW9I24PvAEPAisBn4FWCrpLWUk8n1af8DkrYCr6T9b42IE6m6m4GHgZnAjvQCeBB4VFIv5Z5EZ6prQNI9wN60390RMXBaLTYbQ9+77/OfHn+Rr3/+St8Mb4ryM2qG872ezEa486n9fGvPYW5YepEf2jNFTcVn1OTd68l3jzVL/C3SKny79eF8Cw+zxA/tsazK7dafuuWT3HDVxfS/N9joQ2oY9yjMEn+LtCw/o+YkJwqzDD+0x+yXeTLbpgSvZDLL5wcX2YQo0sVIXg9vVj8PPVndsn98m3UZqVcymZ0+Dz1ZzUb+8a1oxj++U2E9vIfVbDx46MnGVZGWkU6FlUweVrOJ5qEnq1nR/vi26komD6vZZHGisLoU6Y9vq66Hf+H2q085rGY2npworC6t+se3SIrWs7PicqIwK7Ai9eysuLzqyczMvOrJzMzq50RhZma5nCjMzCyXE4VZEyrSfbSs9TlRmDUhX21tzcTLY82aiK+2tmbkHoVZEynSfbRs6nCiMGsivtramtGYiULSpZJeyrzelfRlSbMldUs6lN7bM2U2SOqVdFDSykx8iaT96bNNkpTi0yU9meK7JS3MlOlKv+OQpK5xbr9Z06lcbf3ULZ/khqsupv+9wUYfkk1xNV2ZLekM4KfAVcCtwEBE3CtpPdAeEXdIWgw8DiwF5gHPAR+NiBOS9gC3Ad8DngE2RcQOSbcAH4+IL0rqBK6NiM9Jmg30ACUggH3Akog4dqpj9JXZZq3Bz9mYXON5ZfZy4EcR8RNgNbAlxbcAa9L2auCJiBiMiNeAXmCppLnArIjYFeXs9MiIMpW6tgHLU29jJdAdEQMpOXQDq2o8ZjMrIK/8ah61rnrqpNxbALggIo4CRMRRSXNSfD7lHkPFkRT7RdoeGa+UeSPVNSTpHeC8bHyUMmbWgrzyq/lU3aOQ9CHgGuCvxtp1lFjkxOstkz22dZJ6JPX09/ePcXhm1sy88qv51DL09Bng+xHxVvr5rTScRHrvS/EjwIWZcguAN1N8wSjxYWUktQHnAgM5dQ0TEZsjohQRpY6OjhqaZGbNpp6VX76SfWLVkij+AyeHnQC2A5VVSF3A05l4Z1rJdAmwCNiThqmOS1qW5h9uHFGmUtd1wPNpHuNZYIWk9rSqakWKWQ38j8iKptaVX57PmFhVrXqSdBbluYJfi4h3Uuw8YCtwEXAYuD4iBtJnXwVuAoaAL0fEjhQvAQ8DM4EdwJciIiTNAB4FrqTck+iMiB+nMjcBX0mH8qcR8VDesXrV0y+786n9fGvPYW5YehEbr/1Yow/HbNyMnM+o8HxG7fJWPfnBRS2snn9EXpJoRdL37vunfG64//+tjR9cNEXVMynoLrwVia9knxy+KWALq+UfkZckWlH5ueETz4mixVX7j+iF268+ZRferJk98IWToyUb11zewCNpXU4ULa7af0TuwpvZqXiOYoIVaWmqb0ZnZqPxqqcJ5qWpZlYEeauePPQ0QTw5bGatwkNPE6SepalFGqYys6nDiWKC1DM57GsYzKwZeehpAlW7NNXDVGbWzDyZXafxvNWFb0NgRebbvrQG38JjAoznMJGvYbAi85Bp6/PQU40mapjItyGwovGQ6dThoacaeZjI6tVqQzT+t9BaPPQ0jjxMZFm1LGlutSEa/1uYOjz0VAcPE1lF9o//qa68b+UhGv9bmBo89GRWh1oeCuUhmpNabfitlXjoyQqjKFen13LlvYdoTmq14bepwkNPNimq/SZZzVBOM6j1j/9UH6Jp5eG3qcBDTzYpxrqLbj3P9260P3q0h45zZgz74599/oed5OG35ue7x1rDVPtNsohP2POT1arn4bdi8xyFTahqx/L9h6T1+cFYxeUehU2oWhLAVB/Hb3XN0gPzyqvaVdWjkPRhSdsk/VDSq5J+U9JsSd2SDqX39sz+GyT1SjooaWUmvkTS/vTZJklK8emSnkzx3ZIWZsp0pd9xSFLXOLbdJkm13yQf+EKJjWsuZ/G8WWxcc7nH+21CeOVV7aqazJa0BXghIr4p6UPAWcBXgIGIuFfSeqA9Iu6QtBh4HFgKzAOeAz4aESck7QFuA74HPANsiogdkm4BPh4RX5TUCVwbEZ+TNBvoAUpAAPuAJRFx7FTH6slsMxtNERdMTKbTuo5C0izgt4AHASLiXyLiZ8BqYEvabQuwJm2vBp6IiMGIeA3oBZZKmgvMiohdUc5Oj4woU6lrG7A89TZWAt0RMZCSQzewqtqGm5lV1PPUSSurZujp14B+4CFJL0r6pqSzgQsi4ihAep+T9p8PvJEpfyTF5qftkfFhZSJiCHgHOC+nrmEkrZPUI6mnv7+/iiaZ2VTjBRP1qyZRtAGfAO6PiCuBnwPrc/bXKLHIiddb5mQgYnNElCKi1NHRkXNoZjaVeeVVfapZ9XQEOBIRu9PP2ygnirckzY2Io2lYqS+z/4WZ8guAN1N8wSjxbJkjktqAc4GBFP/tEWW+W1XLzMxGaJaVV9VqlhVaY/YoIuKfgTckXZpCy4FXgO1AZRVSF/B02t4OdKaVTJcAi4A9aXjquKRlaf7hxhFlKnVdBzyf5jGeBVZIak+rqlakmJlZy2uWFVrVXkfxJeBbacXTj4H/SDnJbJW0FjgMXA8QEQckbaWcTIaAWyPiRKrnZuBhYCawI72gPFH+qKReyj2JzlTXgKR7gL1pv7sjYqDOtpqZFUKz3RvL93oyM2syjbg3lm8zbmZWIM22Qsu38DAza0LNdEsbDz2ZmZmHnlpRUZ4EZ2bF50RRUM2ybM7MWp/nKAqm2ZbNmVnrc4+iYHxjMzObbE4UBdNsy+bMrPXnDJ0oCsg3NjNrLq0+Z+jlsWZmdWqlhyF5eayZ2QSoZ86wiMNUThRmZnWqZ86wiMNUXh5rZnYaqr3VRpGXtnuOwsxsEjTijrC18ByFmVmDFXlpu4eezMwmSTPdEbYWHnoyMzMPPZmZWf2cKKywirge3ayInCissIq4Ht2siDyZbYVT5PXoZkXkHoUVjm+1bja5nCiscIq8Ht2siKpKFJJel7Rf0kuSelJstqRuSYfSe3tm/w2SeiUdlLQyE1+S6umVtEmSUny6pCdTfLekhZkyXel3HJLUNW4tt0LzrdbNJk9V11FIeh0oRcTbmdifAQMRca+k9UB7RNwhaTHwOLAUmAc8B3w0Ik5I2gPcBnwPeAbYFBE7JN0CfDwiviipE7g2Ij4naTbQA5SAAPYBSyLi2KmO1ddRmJnVbqKuo1gNbEnbW4A1mfgTETEYEa8BvcBSSXOBWRGxK8rZ6ZERZSp1bQOWp97GSqA7IgZScugGVp3GMZuZWY2qTRQBfEfSPknrUuyCiDgKkN7npPh84I1M2SMpNj9tj4wPKxMRQ8A7wHk5dQ0jaZ2kHkk9/f39VTbJzMyqUe3y2E9GxJuS5gDdkn6Ys69GiUVOvN4yJwMRm4HNUB56yjk2MzOrUVU9ioh4M733AU9Rnn94Kw0nkd770u5HgAszxRcAb6b4glHiw8pIagPOBQZy6jIzs0kyZqKQdLakcyrbwArgZWA7UFmF1AU8nba3A51pJdMlwCJgTxqeOi5pWZp/uHFEmUpd1wHPp3mMZ4EVktrTqqoVKWZmZpOkmqGnC4Cn0krWNuDbEfG/Je0FtkpaCxwGrgeIiAOStgKvAEPArRFxItV1M/AwMBPYkV4ADwKPSuql3JPoTHUNSLoH2Jv2uzsiBk6jvWZmViPfZtzMzHybcTMzq58ThZmZ5XKiMDOzXE4UZmaWy4nCzMxyOVGYmVkuJwozM8vlRGFmZrmcKMzMLJcThZmZ5XKiMDOzXE4UZmaWy4nCzMxyOVGYmVkuJwozM8vlRGFmZrmcKMzMLJcThZmZ5XKiMDOzXE4UZmaWy4nCzMxyOVGYmVkuJwozM8tVdaKQdIakFyX9bfp5tqRuSYfSe3tm3w2SeiUdlLQyE18iaX/6bJMkpfh0SU+m+G5JCzNlutLvOCSpa1xabWZmVaulR3Eb8Grm5/XAzohYBOxMPyNpMdAJXAasAr4h6YxU5n5gHbAovVal+FrgWER8BPgacF+qazZwF3AVsBS4K5uQzMxs4lWVKCQtAH4P+GYmvBrYkra3AGsy8SciYjAiXgN6gaWS5gKzImJXRATwyIgylbq2ActTb2Ml0B0RAxFxDOjmZHIxM7NJUG2P4s+B24EPMrELIuIoQHqfk+LzgTcy+x1Jsflpe2R8WJmIGALeAc7LqWsYSesk9Ujq6e/vr7JJZmZWjTEThaTfB/oiYl+VdWqUWOTE6y1zMhCxOSJKEVHq6Oio8jDNzKwa1fQoPglcI+l14Ang05IeA95Kw0mk9760/xHgwkz5BcCbKb5glPiwMpLagHOBgZy6zMxskoyZKCJiQ0QsiIiFlCepn4+IPwS2A5VVSF3A02l7O9CZVjJdQnnSek8anjouaVmaf7hxRJlKXdel3xHAs8AKSe1pEntFipmZ2SRpO42y9wJbJa0FDgPXA0TEAUlbgVeAIeDWiDiRytwMPAzMBHakF8CDwKOSein3JDpTXQOS7gH2pv3ujoiB0zhmMzOrkcpf3FtHqVSKnp6eRh+GmVmhSNoXEaXRPvOV2WZmlsuJwszMcjlRmJlZLicKMzPL5URhZma5nCjMzCyXE4WZmeVyojAzs1xOFGZmlsuJwszMcjlRmJlZLicKMzPL5URhZma5nCjMzCyXE4WZmeVyojAzs1xOFGZmlsuJwszMcjlRmJlZLicKMzPL5URhZma5nCjMzCyXE4WZmeUaM1FImiFpj6QfSDog6b+m+GxJ3ZIOpff2TJkNknolHZS0MhNfIml/+myTJKX4dElPpvhuSQszZbrS7zgkqWtcW29mZmOqpkcxCHw6In4DuAJYJWkZsB7YGRGLgJ3pZyQtBjqBy4BVwDcknZHquh9YByxKr1UpvhY4FhEfAb4G3Jfqmg3cBVwFLAXuyiYkMzObeGMmiih7L/14ZnoFsBrYkuJbgDVpezXwREQMRsRrQC+wVNJcYFZE7IqIAB4ZUaZS1zZgeeptrAS6I2IgIo4B3ZxMLmZmNgmqmqOQdIakl4A+yn+4dwMXRMRRgPQ+J+0+H3gjU/xIis1P2yPjw8pExBDwDnBeTl0jj2+dpB5JPf39/dU0yczMqlRVooiIExFxBbCAcu/g8pzdNVoVOfF6y2SPb3NElCKi1NHRkXNoZmZWq5pWPUXEz4DvUh7+eSsNJ5He+9JuR4ALM8UWAG+m+IJR4sPKSGoDzgUGcuoyM7NJUs2qpw5JH07bM4HfAX4IbAcqq5C6gKfT9nagM61kuoTypPWeNDx1XNKyNP9w44gylbquA55P8xjPAisktadJ7BUpZmZmk6Stin3mAlvSyqVpwNaI+FtJu4CtktYCh4HrASLigKStwCvAEHBrRJxIdd0MPAzMBHakF8CDwKOSein3JDpTXQOS7gH2pv3ujoiB02mwmZnVRuUv7q2jVCpFT09Pow/DzKxQJO2LiNJon/nKbDMzy+VEYWZmuZwozMwslxOFmZnlcqIwM7NcThRmZpbLicLMzHI5UZiZWS4nCjMzy+VEYWZmuZwozMwslxOFmZnlcqIwM7NcThRmZpbLicLMzHI5UZiZWS4nCjOzFtD37vt89oFd9B1/f9zrdqIwM2sBm3YeYu/rA2x67tC4113NM7PNzKxJXXrnDgaHPvjXnx/bfZjHdh9mets0Dm78zLj8DvcozMwK7IXbr+aaK+Yx48zyn/MZZ05j9RXzeOGOq8ftdzhRmJkV2JxZMzhnehuDQx8wvW0ag0MfcM70NuacM2PcfoeHnszMCu7t9wa54aqL+fzSi/j2nsP0j/OEtiIifwfpQuAR4FeBD4DNEfEXkmYDTwILgdeBz0bEsVRmA7AWOAH8cUQ8m+JLgIeBmcAzwG0REZKmp9+xBPh/wOci4vVUpgu4Mx3OxojYkne8pVIpenp6qv8vYGZmSNoXEaXRPqtm6GkI+M8R8evAMuBWSYuB9cDOiFgE7Ew/kz7rBC4DVgHfkHRGqut+YB2wKL1Wpfha4FhEfAT4GnBfqms2cBdwFbAUuEtSew1tNzOz0zRmooiIoxHx/bR9HHgVmA+sBirf7rcAa9L2auCJiBiMiNeAXmCppLnArIjYFeVuzCMjylTq2gYslyRgJdAdEQOpt9LNyeRiZmaToKbJbEkLgSuB3cAFEXEUyskEmJN2mw+8kSl2JMXmp+2R8WFlImIIeAc4L6cuMzObJFUnCkm/Avw18OWIeDdv11FikROvt0z22NZJ6pHU09/fn3NoZmZWq6oShaQzKSeJb0XE36TwW2k4ifTel+JHgAszxRcAb6b4glHiw8pIagPOBQZy6homIjZHRCkiSh0dHdU0yczMqjRmokhzBQ8Cr0bEf898tB3oSttdwNOZeKek6ZIuoTxpvScNTx2XtCzVeeOIMpW6rgOeT/MYzwIrJLWnSewVKWZmZpOkmuWxnwJeAPZTXh4L8BXK8xRbgYuAw8D1ETGQynwVuInyiqkvR8SOFC9xcnnsDuBLaXnsDOBRyvMfA0BnRPw4lbkp/T6AP42Ih8Y43n7gJ1W2vxmdD7zd6IOYIK3aNrereFq1bafTrosjYtQhmTEThU0uST2nWstcdK3aNrereFq1bRPVLt/Cw8zMcjlRmJlZLieK5rO50QcwgVq1bW5X8bRq2yakXZ6jMDOzXO5RmJlZLicKMzPL5UQxCST9paQ+SS9nYr8haZek/ZL+p6RZKf4hSQ+l+A8k/XamzHclHZT0UnrN+eXfNnkkXSjp/0h6VdIBSbel+GxJ3ZIOpff2TJkNknpTO1Zm4ktSm3slbUoXZTbEOLerac5Zre2SdF7a/z1JXx9RV9Ocr3Q849m2Ip+z35W0L52bfZI+namr/nMWEX5N8Av4LeATwMuZ2F7g36Xtm4B70vatwENpew6wD5iWfv4uUGp0ezJtmAt8Im2fA/wTsBj4M2B9iq8H7kvbi4EfANOBS4AfAWekz/YAv0n5/l47gM+0SLua5pzV0a6zgU8BXwS+PqKupjlfE9C2Ip+zK4F5afty4Kfjcc7co5gEEfF3lK84z7oU+Lu03Q38QdpeTPn5HkREH/AzoCkvDIrJuQX9pBuvdk3qQVeh1nZFxM8j4v8Cwx6X1mznC8avbc2mjna9GBGV++EdAGaofDul0zpnThSN8zJwTdq+npM3P/wBsFpSm8r3ylrC8BsjPpS6w/+l0d39LE3cLegb6jTbVdF056zKdp1K054vOO22VbTCOfsD4MWIGOQ0z5kTRePcRPlpgfsodyn/JcX/kvJJ7AH+HPgHyvfMArghIj4G/Nv0+sJkHvCpaGJvQd8w49AuaMJzVkO7TlnFKLGGny8Yl7ZBC5wzSZdRflLoH1VCo+xW9TlzomiQiPhhRKyIiCXA45THtYmIoYj4k4i4IiJWAx8GDqXPfprejwPfpgmGNzTxt6BviHFqV9OdsxrbdSpNd75g3NpW+HMmaQHwFHBjRPwohU/rnDlRNEhlJYWkacCdwP9IP58l6ey0/bvAUES8koaizk/xM4Hfpzx81TCpSz7Rt6CfdOPVrmY7Z3W0a1TNdr5g/NpW9HMm6cPA/wI2RMTfV3Y+7XM2WbP3U/lFucdwFPgF5cy+FriN8gqGfwLu5eRV8guBg5QnrZ6jfOtfKK/S2Af8I+VJqr8graxpYLs+Rbn7+o/AS+n17yk/xnYn5Z7QTmB2psxXKfeeDpJZdUF5wv7l9NnXK/89ityuZjtndbbrdcoLMd5L/+8ubrbzNZ5tK/o5o/yl8+eZfV8C5pzuOfMtPMzMLJeHnszMLJcThZmZ5XKiMDOzXE4UZmaWy4nCzMxyOVGYmVkuJwozM8v1/wEVp0wVyz2tNgAAAABJRU5ErkJggg==\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": 37,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "2020    221186\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",
+       "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": 37,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "yearly_incidence.sort_values()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 38,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot:>"
+      ]
+     },
+     "execution_count": 38,
+     "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)"
+   ]
+  }
+ ],
  "metadata": {
   "kernelspec": {
    "display_name": "Python 3",
@@ -16,10 +922,9 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.6.3"
+   "version": "3.7.7"
   }
  },
  "nbformat": 4,
- "nbformat_minor": 2
+ "nbformat_minor": 4
 }
-
diff --git a/module3/exo3/exercice_fr.ipynb b/module3/exo3/exercice_fr.ipynb
index cfbb200..e29cc5a 100644
--- a/module3/exo3/exercice_fr.ipynb
+++ b/module3/exo3/exercice_fr.ipynb
@@ -4,906 +4,209 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# Analyse d'incidence de la varicelle"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "%matplotlib inline\n",
-    "import matplotlib.pyplot as plt\n",
-    "import pandas as pd\n",
-    "import isoweek\n",
-    "import requests\n",
-    "import csv\n",
-    "from pathlib import Path"
+    "# Sujet 3 : L'épidémie de choléra à Londres en 1854"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## Lecture des données"
+    "Nous chargeons deux bibliothèques spécifiques au traitement des données spatiales :\n",
+    "\n",
+    "* [folium](https://python-visualization.github.io/folium/index.html), qui permet d'afficher des cartes avec python et Leaflet.js ;\n",
+    "* [geopandas](https://geopandas.org/) qui permet de prendre en compte la nature géographique des données traitées. "
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [],
    "source": [
-    "URL = \"https://www.sentiweb.fr/datasets/incidence-PAY-7.csv\""
+    "import folium\n",
+    "import geopandas as gpd"
    ]
   },
   {
-   "cell_type": "code",
-   "execution_count": 7,
+   "cell_type": "markdown",
    "metadata": {},
-   "outputs": [],
    "source": [
-    "r = requests.get(URL)"
+    "Nous lisons les fichiers géographiques (format Shape d'ESRI), et les convertissions en *dataframes* de la bibliothèque geopandas."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [],
    "source": [
-    "file_data = r\"C:\\Users\\renau\\mooc-rr\\module3\\exo3\\incidence_varicelles.csv\" \n",
-    "if (Path(file_data).is_file() == False): \n",
-    "    file_data = open(file_data,\"w\",encoding = \"ANSI\")\n",
-    "    file_data.write(r.text)\n",
-    "    file_data.close()"
+    "cholera_deaths = gpd.read_file('Cholera_Deaths.shp') "
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "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>202106</td>\n",
-       "      <td>7</td>\n",
-       "      <td>14719</td>\n",
-       "      <td>10462</td>\n",
-       "      <td>18976</td>\n",
-       "      <td>22</td>\n",
-       "      <td>16</td>\n",
-       "      <td>28</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>202105</td>\n",
-       "      <td>7</td>\n",
-       "      <td>12379</td>\n",
-       "      <td>9107</td>\n",
-       "      <td>15651</td>\n",
-       "      <td>19</td>\n",
-       "      <td>14</td>\n",
-       "      <td>24</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>202104</td>\n",
-       "      <td>7</td>\n",
-       "      <td>12026</td>\n",
-       "      <td>8826</td>\n",
-       "      <td>15226</td>\n",
-       "      <td>18</td>\n",
-       "      <td>13</td>\n",
-       "      <td>23</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>202103</td>\n",
-       "      <td>7</td>\n",
-       "      <td>8913</td>\n",
-       "      <td>6375</td>\n",
-       "      <td>11451</td>\n",
-       "      <td>13</td>\n",
-       "      <td>9</td>\n",
-       "      <td>17</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>202102</td>\n",
-       "      <td>7</td>\n",
-       "      <td>7795</td>\n",
-       "      <td>5430</td>\n",
-       "      <td>10160</td>\n",
-       "      <td>12</td>\n",
-       "      <td>8</td>\n",
-       "      <td>16</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>1571</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>1572</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>1573</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>1574</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>1575</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>1576 rows × 10 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "        week  indicator    inc  inc_low  inc_up  inc100  inc100_low  \\\n",
-       "0     202106          7  14719    10462   18976      22          16   \n",
-       "1     202105          7  12379     9107   15651      19          14   \n",
-       "2     202104          7  12026     8826   15226      18          13   \n",
-       "3     202103          7   8913     6375   11451      13           9   \n",
-       "4     202102          7   7795     5430   10160      12           8   \n",
-       "...      ...        ...    ...      ...     ...     ...         ...   \n",
-       "1571  199101          7  15565    10271   20859      27          18   \n",
-       "1572  199052          7  19375    13295   25455      34          23   \n",
-       "1573  199051          7  19080    13807   24353      34          25   \n",
-       "1574  199050          7  11079     6660   15498      20          12   \n",
-       "1575  199049          7   1143        0    2610       2           0   \n",
-       "\n",
-       "      inc100_up geo_insee geo_name  \n",
-       "0            28        FR   France  \n",
-       "1            24        FR   France  \n",
-       "2            23        FR   France  \n",
-       "3            17        FR   France  \n",
-       "4            16        FR   France  \n",
-       "...         ...       ...      ...  \n",
-       "1571         36        FR   France  \n",
-       "1572         45        FR   France  \n",
-       "1573         43        FR   France  \n",
-       "1574         28        FR   France  \n",
-       "1575          5        FR   France  \n",
-       "\n",
-       "[1576 rows x 10 columns]"
-      ]
-     },
-     "execution_count": 17,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "data_raw = pd.read_csv(file_data, sep =',', encoding = 'ANSI', skiprows = 1)\n",
-    "data_raw"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 18,
-   "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",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "Empty DataFrame\n",
-       "Columns: [week, indicator, inc, inc_low, inc_up, inc100, inc100_low, inc100_up, geo_insee, geo_name]\n",
-       "Index: []"
-      ]
-     },
-     "execution_count": 18,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
-    "data_raw[data_raw.isnull().any(axis=1)]"
+    "pumps = gpd.read_file('Pumps.shp')"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Je ne constate pas la présence de données nulles. "
+    "Nous reprojetons ces couches géographiques dans un référentiel géographique (défini par le code EPSG) exploitable sous folium."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [],
    "source": [
-    "data = data_raw"
+    "cholera_deaths = cholera_deaths.to_crs(\"EPSG:4326\")"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": 5,
    "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')"
+    "pumps = pumps.to_crs(\"EPSG:4326\")"
    ]
   },
   {
-   "cell_type": "code",
-   "execution_count": 24,
+   "cell_type": "markdown",
    "metadata": {},
-   "outputs": [],
    "source": [
-    "data['period'] = [convert_week(yw) for yw in data_raw['week']]"
+    "Nous convertissons notre geopandas *dataframe* en un fichier geojson, un format de données géographiques lisible par folium."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [],
    "source": [
-    "sorted_data = data.set_index('period').sort_index()"
+    "cholera_deaths.to_file(\"cholera_deaths.geojson\", driver='GeoJSON')"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
-   "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",
-       "    <tr>\n",
-       "      <th>period</th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>1990-12-03/1990-12-09</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",
-       "    <tr>\n",
-       "      <th>1990-12-10/1990-12-16</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>1990-12-17/1990-12-23</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>1990-12-24/1990-12-30</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>1990-12-31/1991-01-06</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>...</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>2021-01-11/2021-01-17</th>\n",
-       "      <td>202102</td>\n",
-       "      <td>7</td>\n",
-       "      <td>7795</td>\n",
-       "      <td>5430</td>\n",
-       "      <td>10160</td>\n",
-       "      <td>12</td>\n",
-       "      <td>8</td>\n",
-       "      <td>16</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2021-01-18/2021-01-24</th>\n",
-       "      <td>202103</td>\n",
-       "      <td>7</td>\n",
-       "      <td>8913</td>\n",
-       "      <td>6375</td>\n",
-       "      <td>11451</td>\n",
-       "      <td>13</td>\n",
-       "      <td>9</td>\n",
-       "      <td>17</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2021-01-25/2021-01-31</th>\n",
-       "      <td>202104</td>\n",
-       "      <td>7</td>\n",
-       "      <td>12026</td>\n",
-       "      <td>8826</td>\n",
-       "      <td>15226</td>\n",
-       "      <td>18</td>\n",
-       "      <td>13</td>\n",
-       "      <td>23</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2021-02-01/2021-02-07</th>\n",
-       "      <td>202105</td>\n",
-       "      <td>7</td>\n",
-       "      <td>12379</td>\n",
-       "      <td>9107</td>\n",
-       "      <td>15651</td>\n",
-       "      <td>19</td>\n",
-       "      <td>14</td>\n",
-       "      <td>24</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2021-02-08/2021-02-14</th>\n",
-       "      <td>202106</td>\n",
-       "      <td>7</td>\n",
-       "      <td>14719</td>\n",
-       "      <td>10462</td>\n",
-       "      <td>18976</td>\n",
-       "      <td>22</td>\n",
-       "      <td>16</td>\n",
-       "      <td>28</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>1576 rows × 10 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                         week  indicator    inc  inc_low  inc_up  inc100  \\\n",
-       "period                                                                     \n",
-       "1990-12-03/1990-12-09  199049          7   1143        0    2610       2   \n",
-       "1990-12-10/1990-12-16  199050          7  11079     6660   15498      20   \n",
-       "1990-12-17/1990-12-23  199051          7  19080    13807   24353      34   \n",
-       "1990-12-24/1990-12-30  199052          7  19375    13295   25455      34   \n",
-       "1990-12-31/1991-01-06  199101          7  15565    10271   20859      27   \n",
-       "...                       ...        ...    ...      ...     ...     ...   \n",
-       "2021-01-11/2021-01-17  202102          7   7795     5430   10160      12   \n",
-       "2021-01-18/2021-01-24  202103          7   8913     6375   11451      13   \n",
-       "2021-01-25/2021-01-31  202104          7  12026     8826   15226      18   \n",
-       "2021-02-01/2021-02-07  202105          7  12379     9107   15651      19   \n",
-       "2021-02-08/2021-02-14  202106          7  14719    10462   18976      22   \n",
-       "\n",
-       "                       inc100_low  inc100_up geo_insee geo_name  \n",
-       "period                                                           \n",
-       "1990-12-03/1990-12-09           0          5        FR   France  \n",
-       "1990-12-10/1990-12-16          12         28        FR   France  \n",
-       "1990-12-17/1990-12-23          25         43        FR   France  \n",
-       "1990-12-24/1990-12-30          23         45        FR   France  \n",
-       "1990-12-31/1991-01-06          18         36        FR   France  \n",
-       "...                           ...        ...       ...      ...  \n",
-       "2021-01-11/2021-01-17           8         16        FR   France  \n",
-       "2021-01-18/2021-01-24           9         17        FR   France  \n",
-       "2021-01-25/2021-01-31          13         23        FR   France  \n",
-       "2021-02-01/2021-02-07          14         24        FR   France  \n",
-       "2021-02-08/2021-02-14          16         28        FR   France  \n",
-       "\n",
-       "[1576 rows x 10 columns]"
-      ]
-     },
-     "execution_count": 26,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "sorted_data"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 27,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [],
    "source": [
-    "periods = sorted_data.index"
+    "pumps.to_file(\"pumps.geojson\", driver = 'GeoJSON')"
    ]
   },
   {
-   "cell_type": "code",
-   "execution_count": 28,
+   "cell_type": "markdown",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "PeriodIndex(['1990-12-03/1990-12-09', '1990-12-10/1990-12-16',\n",
-       "             '1990-12-17/1990-12-23', '1990-12-24/1990-12-30',\n",
-       "             '1990-12-31/1991-01-06', '1991-01-07/1991-01-13',\n",
-       "             '1991-01-14/1991-01-20', '1991-01-21/1991-01-27',\n",
-       "             '1991-01-28/1991-02-03', '1991-02-04/1991-02-10',\n",
-       "             ...\n",
-       "             '2020-12-07/2020-12-13', '2020-12-14/2020-12-20',\n",
-       "             '2020-12-21/2020-12-27', '2020-12-28/2021-01-03',\n",
-       "             '2021-01-04/2021-01-10', '2021-01-11/2021-01-17',\n",
-       "             '2021-01-18/2021-01-24', '2021-01-25/2021-01-31',\n",
-       "             '2021-02-01/2021-02-07', '2021-02-08/2021-02-14'],\n",
-       "            dtype='period[W-SUN]', name='period', length=1576, freq='W-SUN')"
-      ]
-     },
-     "execution_count": 28,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
    "source": [
-    "periods"
+    "Nous initialisons la carte produite par folium, en la centrant sur un point et en définissant un niveau de zoom."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [],
    "source": [
-    "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)"
+    "carte_snow = folium.Map(location = [51.514 , -0.1365], zoom_start=17)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "<AxesSubplot:xlabel='period'>"
+       "<folium.features.GeoJson at 0x7f8f86041e10>"
       ]
      },
-     "execution_count": 30,
+     "execution_count": 9,
      "metadata": {},
      "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
     }
    ],
    "source": [
-    "sorted_data['inc'].plot()"
+    "folium.GeoJson(\"cholera_deaths.geojson\", name=\"Incidences\").add_to(carte_snow)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 31,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "<AxesSubplot:xlabel='period'>"
+       "<folium.features.GeoJson at 0x7f8f85fd8dd0>"
       ]
      },
-     "execution_count": 31,
+     "execution_count": 10,
      "metadata": {},
      "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
     }
    ],
    "source": [
-    "sorted_data['inc'][-200:].plot()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Etude de l'incidence annuelle"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Etant donné que le gros de l'épidémie va de janvier à juillet, la période de référence entre deux minima de l'incidence, est fixée du 1er septembre de l'année $N$ au 1er septembre de l'année $N+1$. On comence en 1991."
+    "folium.GeoJson(\"pumps.geojson\", name = \"Pompes\").add_to(carte_snow)"
    ]
   },
   {
    "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(1991,\n",
-    "                                    sorted_data.index[-1].year)]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 35,
-   "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",
-    "    assert abs(len(one_year)-52) < 2\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": 36,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "<AxesSubplot:>"
+       "<folium.map.LayerControl at 0x7f8f85f66a90>"
       ]
      },
-     "execution_count": 36,
+     "execution_count": 11,
      "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='*')"
+    "folium.LayerControl().add_to(carte_snow)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 37,
+   "execution_count": 13,
    "metadata": {},
    "outputs": [
     {
      "data": {
+      "text/html": [
+       "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><span style=\"color:#565656\">Make this Notebook Trusted to load map: File -> Trust Notebook</span><iframe src=\"about:blank\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" 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       "text/plain": [
-       "2020    221186\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",
-       "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"
+       "<folium.folium.Map at 0x7f8f8c2eeb90>"
       ]
      },
-     "execution_count": 37,
+     "execution_count": 13,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "yearly_incidence.sort_values()"
+    "carte_snow"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 38,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<AxesSubplot:>"
-      ]
-     },
-     "execution_count": 38,
-     "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)"
-   ]
+   "outputs": [],
+   "source": []
   }
  ],
  "metadata": {
@@ -922,7 +225,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.7.9"
+   "version": "3.7.10"
   }
  },
  "nbformat": 4,
diff --git a/module3/exo3/incidence_varicelles.csv b/module3/exo3/incidence_varicelles.csv
deleted file mode 100644
index 7e8247a..0000000
--- a/module3/exo3/incidence_varicelles.csv
+++ /dev/null
@@ -1,1578 +0,0 @@
-# @source="réseau Sentinelles, INSERM, Sorbonne Université, http://www.sentiweb.fr", @meta={"period":[199049,202106],"geo":["PAY","1"],"geo_ref":"insee","indicator":"7","type":"all","conf_int":true,"compact":false}, @date=2021-02-21T19:07:07+01:00
-week,indicator,inc,inc_low,inc_up,inc100,inc100_low,inc100_up,geo_insee,geo_name
-202106,7,14719,10462,18976,22,16,28,FR,France
-202105,7,12379,9107,15651,19,14,24,FR,France
-202104,7,12026,8826,15226,18,13,23,FR,France
-202103,7,8913,6375,11451,13,9,17,FR,France
-202102,7,7795,5430,10160,12,8,16,FR,France
-202101,7,10525,7750,13300,16,12,20,FR,France
-202053,7,11978,8406,15550,18,13,23,FR,France
-202052,7,12012,8285,15739,18,12,24,FR,France
-202051,7,10564,7574,13554,16,11,21,FR,France
-202050,7,7063,4744,9382,11,7,15,FR,France
-202049,7,5026,3145,6907,8,5,11,FR,France
-202048,7,6683,4312,9054,10,6,14,FR,France
-202047,7,4999,2963,7035,8,5,11,FR,France
-202046,7,3752,1963,5541,6,3,9,FR,France
-202045,7,3696,2016,5376,6,3,9,FR,France
-202044,7,4391,2375,6407,7,4,10,FR,France
-202043,7,4376,2505,6247,7,4,10,FR,France
-202042,7,4000,1979,6021,6,3,9,FR,France
-202041,7,3961,2099,5823,6,3,9,FR,France
-202040,7,2078,675,3481,3,1,5,FR,France
-202039,7,1049,237,1861,2,1,3,FR,France
-202038,7,2253,782,3724,3,1,5,FR,France
-202037,7,1584,405,2763,2,0,4,FR,France
-202036,7,919,100,1738,1,0,2,FR,France
-202035,7,828,0,1694,1,0,2,FR,France
-202034,7,2272,371,4173,3,0,6,FR,France
-202033,7,1284,177,2391,2,0,4,FR,France
-202032,7,2650,689,4611,4,1,7,FR,France
-202031,7,1303,100,2506,2,0,4,FR,France
-202030,7,1385,75,2695,2,0,4,FR,France
-202029,7,841,10,1672,1,0,2,FR,France
-202028,7,728,0,1515,1,0,2,FR,France
-202027,7,986,149,1823,1,0,2,FR,France
-202026,7,694,0,1454,1,0,2,FR,France
-202025,7,228,0,597,0,0,1,FR,France
-202024,7,388,0,959,1,0,2,FR,France
-202023,7,558,1,1115,1,0,2,FR,France
-202022,7,277,0,633,0,0,1,FR,France
-202021,7,602,36,1168,1,0,2,FR,France
-202020,7,824,20,1628,1,0,2,FR,France
-202019,7,310,0,753,0,0,1,FR,France
-202018,7,849,98,1600,1,0,2,FR,France
-202017,7,272,0,658,0,0,1,FR,France
-202016,7,758,78,1438,1,0,2,FR,France
-202015,7,1918,675,3161,3,1,5,FR,France
-202014,7,3879,2227,5531,6,3,9,FR,France
-202013,7,7326,5236,9416,11,8,14,FR,France
-202012,7,8123,5790,10456,12,8,16,FR,France
-202011,7,10198,7568,12828,15,11,19,FR,France
-202010,7,9011,6691,11331,14,10,18,FR,France
-202009,7,13631,10544,16718,21,16,26,FR,France
-202008,7,10424,7708,13140,16,12,20,FR,France
-202007,7,8959,6574,11344,14,10,18,FR,France
-202006,7,9264,6925,11603,14,10,18,FR,France
-202005,7,8505,6314,10696,13,10,16,FR,France
-202004,7,7991,5831,10151,12,9,15,FR,France
-202003,7,5968,4100,7836,9,6,12,FR,France
-202002,7,6534,4530,8538,10,7,13,FR,France
-202001,7,9835,7019,12651,15,11,19,FR,France
-201952,7,7941,5246,10636,12,8,16,FR,France
-201951,7,5823,3675,7971,9,6,12,FR,France
-201950,7,6424,4276,8572,10,7,13,FR,France
-201949,7,6621,4540,8702,10,7,13,FR,France
-201948,7,5542,3383,7701,8,5,11,FR,France
-201947,7,7536,5058,10014,11,7,15,FR,France
-201946,7,2638,1316,3960,4,2,6,FR,France
-201945,7,4492,2615,6369,7,4,10,FR,France
-201944,7,5728,3627,7829,9,6,12,FR,France
-201943,7,4834,2751,6917,7,4,10,FR,France
-201942,7,6279,3989,8569,10,7,13,FR,France
-201941,7,4130,2030,6230,6,3,9,FR,France
-201940,7,4211,2218,6204,6,3,9,FR,France
-201939,7,3137,1310,4964,5,2,8,FR,France
-201938,7,3078,1416,4740,5,2,8,FR,France
-201937,7,970,162,1778,1,0,2,FR,France
-201936,7,1277,263,2291,2,0,4,FR,France
-201935,7,922,0,1857,1,0,2,FR,France
-201934,7,1997,605,3389,3,1,5,FR,France
-201933,7,3279,1103,5455,5,2,8,FR,France
-201932,7,3627,1576,5678,6,3,9,FR,France
-201931,7,7611,4605,10617,12,7,17,FR,France
-201930,7,8875,5629,12121,13,8,18,FR,France
-201929,7,10658,7151,14165,16,11,21,FR,France
-201928,7,11251,7604,14898,17,11,23,FR,France
-201927,7,16602,12349,20855,25,19,31,FR,France
-201926,7,18851,14491,23211,29,22,36,FR,France
-201925,7,18309,13972,22646,28,21,35,FR,France
-201924,7,13382,9659,17105,20,14,26,FR,France
-201923,7,19264,15027,23501,29,23,35,FR,France
-201922,7,16861,12783,20939,26,20,32,FR,France
-201921,7,17572,13140,22004,27,20,34,FR,France
-201920,7,16180,12310,20050,25,19,31,FR,France
-201919,7,16646,12721,20571,25,19,31,FR,France
-201918,7,13803,10159,17447,21,15,27,FR,France
-201917,7,15868,11815,19921,24,18,30,FR,France
-201916,7,17127,12815,21439,26,19,33,FR,France
-201915,7,21449,16525,26373,33,26,40,FR,France
-201914,7,16131,12254,20008,25,19,31,FR,France
-201913,7,17264,13409,21119,26,20,32,FR,France
-201912,7,14133,10499,17767,21,15,27,FR,France
-201911,7,12655,9528,15782,19,14,24,FR,France
-201910,7,14062,10547,17577,21,16,26,FR,France
-201909,7,13725,10221,17229,21,16,26,FR,France
-201908,7,17186,13156,21216,26,20,32,FR,France
-201907,7,10206,7388,13024,16,12,20,FR,France
-201906,7,13504,10402,16606,21,16,26,FR,France
-201905,7,12799,9843,15755,19,15,23,FR,France
-201904,7,11842,9041,14643,18,14,22,FR,France
-201903,7,8616,6114,11118,13,9,17,FR,France
-201902,7,12005,9035,14975,18,13,23,FR,France
-201901,7,15951,12224,19678,24,18,30,FR,France
-201852,7,16234,11915,20553,25,18,32,FR,France
-201851,7,16859,12787,20931,26,20,32,FR,France
-201850,7,11554,8405,14703,18,13,23,FR,France
-201849,7,12632,9322,15942,19,14,24,FR,France
-201848,7,8093,5509,10677,12,8,16,FR,France
-201847,7,8670,5920,11420,13,9,17,FR,France
-201846,7,7039,4453,9625,11,7,15,FR,France
-201845,7,7479,4820,10138,11,7,15,FR,France
-201844,7,7749,4931,10567,12,8,16,FR,France
-201843,7,8705,5414,11996,13,8,18,FR,France
-201842,7,4640,2523,6757,7,4,10,FR,France
-201841,7,2956,1207,4705,4,1,7,FR,France
-201840,7,3858,1827,5889,6,3,9,FR,France
-201839,7,2584,870,4298,4,1,7,FR,France
-201838,7,2401,761,4041,4,2,6,FR,France
-201837,7,1891,501,3281,3,1,5,FR,France
-201836,7,559,0,1335,1,0,2,FR,France
-201835,7,872,0,1916,1,0,3,FR,France
-201834,7,3736,1415,6057,6,2,10,FR,France
-201833,7,3803,1130,6476,6,2,10,FR,France
-201832,7,3225,1155,5295,5,2,8,FR,France
-201831,7,6610,3565,9655,10,5,15,FR,France
-201830,7,9338,5780,12896,14,9,19,FR,France
-201829,7,8513,5059,11967,13,8,18,FR,France
-201828,7,12115,7907,16323,18,12,24,FR,France
-201827,7,13975,9739,18211,21,15,27,FR,France
-201826,7,15317,11019,19615,23,16,30,FR,France
-201825,7,11282,7840,14724,17,12,22,FR,France
-201824,7,16554,12219,20889,25,18,32,FR,France
-201823,7,9511,6385,12637,14,9,19,FR,France
-201822,7,15972,11793,20151,24,18,30,FR,France
-201821,7,10909,7627,14191,17,12,22,FR,France
-201820,7,13417,9692,17142,20,14,26,FR,France
-201819,7,16718,12351,21085,25,18,32,FR,France
-201818,7,16120,11128,21112,25,17,33,FR,France
-201817,7,16154,11960,20348,25,19,31,FR,France
-201816,7,18341,13836,22846,28,21,35,FR,France
-201815,7,17946,13622,22270,27,20,34,FR,France
-201814,7,15036,10780,19292,23,17,29,FR,France
-201813,7,16373,12472,20274,25,19,31,FR,France
-201812,7,18819,14373,23265,29,22,36,FR,France
-201811,7,15478,11427,19529,24,18,30,FR,France
-201810,7,15753,11901,19605,24,18,30,FR,France
-201809,7,13217,9653,16781,20,15,25,FR,France
-201808,7,13390,9832,16948,20,15,25,FR,France
-201807,7,13453,10096,16810,20,15,25,FR,France
-201806,7,15491,11679,19303,24,18,30,FR,France
-201805,7,15078,11374,18782,23,17,29,FR,France
-201804,7,14562,10973,18151,22,17,27,FR,France
-201803,7,7972,5473,10471,12,8,16,FR,France
-201802,7,10976,7974,13978,17,12,22,FR,France
-201801,7,11471,8430,14512,17,12,22,FR,France
-201752,7,11120,7732,14508,17,12,22,FR,France
-201751,7,8055,5279,10831,12,8,16,FR,France
-201750,7,10095,7184,13006,15,11,19,FR,France
-201749,7,11214,8103,14325,17,12,22,FR,France
-201748,7,8686,5706,11666,13,8,18,FR,France
-201747,7,8741,5969,11513,13,9,17,FR,France
-201746,7,5708,3483,7933,9,6,12,FR,France
-201745,7,4902,2777,7027,8,5,11,FR,France
-201744,7,5645,3125,8165,9,5,13,FR,France
-201743,7,6892,3966,9818,11,7,15,FR,France
-201742,7,4490,2218,6762,7,4,10,FR,France
-201741,7,2516,1110,3922,4,2,6,FR,France
-201740,7,4902,2504,7300,8,4,12,FR,France
-201739,7,2901,917,4885,4,1,7,FR,France
-201738,7,2138,736,3540,3,1,5,FR,France
-201737,7,2360,700,4020,4,1,7,FR,France
-201736,7,1903,450,3356,3,1,5,FR,France
-201735,7,3419,1409,5429,5,2,8,FR,France
-201734,7,3886,1559,6213,6,2,10,FR,France
-201733,7,3133,829,5437,5,1,9,FR,France
-201732,7,4194,1599,6789,6,2,10,FR,France
-201731,7,7130,3572,10688,11,6,16,FR,France
-201730,7,7368,3708,11028,11,5,17,FR,France
-201729,7,15320,10560,20080,24,17,31,FR,France
-201728,7,14764,9589,19939,23,15,31,FR,France
-201727,7,12000,7980,16020,18,12,24,FR,France
-201726,7,11914,8364,15464,18,13,23,FR,France
-201725,7,16264,12303,20225,25,19,31,FR,France
-201724,7,16473,12221,20725,25,18,32,FR,France
-201723,7,15607,11196,20018,24,17,31,FR,France
-201722,7,19102,14187,24017,29,21,37,FR,France
-201721,7,21160,15647,26673,32,24,40,FR,France
-201720,7,19412,14439,24385,30,22,38,FR,France
-201719,7,20724,15468,25980,32,24,40,FR,France
-201718,7,14497,10154,18840,22,15,29,FR,France
-201717,7,17548,12284,22812,27,19,35,FR,France
-201716,7,14963,10491,19435,23,16,30,FR,France
-201715,7,16400,11762,21038,25,18,32,FR,France
-201714,7,18892,13332,24452,29,20,38,FR,France
-201713,7,21702,16488,26916,33,25,41,FR,France
-201712,7,18534,14161,22907,28,21,35,FR,France
-201711,7,18361,12709,24013,28,19,37,FR,France
-201710,7,10218,6896,13540,16,11,21,FR,France
-201709,7,12248,8571,15925,19,13,25,FR,France
-201708,7,14721,10712,18730,23,17,29,FR,France
-201707,7,10991,7538,14444,17,12,22,FR,France
-201706,7,9627,6502,12752,15,10,20,FR,France
-201705,7,8885,6064,11706,14,10,18,FR,France
-201704,7,9227,6249,12205,14,9,19,FR,France
-201703,7,8791,6072,11510,13,9,17,FR,France
-201702,7,9034,6097,11971,14,9,19,FR,France
-201701,7,7803,5142,10464,12,8,16,FR,France
-201652,7,7665,4768,10562,12,8,16,FR,France
-201651,7,9916,5966,13866,15,9,21,FR,France
-201650,7,8866,5849,11883,14,9,19,FR,France
-201649,7,7919,5039,10799,12,8,16,FR,France
-201648,7,6906,4242,9570,11,7,15,FR,France
-201647,7,6877,4083,9671,11,7,15,FR,France
-201646,7,4683,2458,6908,7,4,10,FR,France
-201645,7,3807,1499,6115,6,2,10,FR,France
-201644,7,4879,2029,7729,7,3,11,FR,France
-201643,7,9264,4949,13579,14,7,21,FR,France
-201642,7,7301,3877,10725,11,6,16,FR,France
-201641,7,5849,2950,8748,9,5,13,FR,France
-201640,7,5023,2267,7779,8,4,12,FR,France
-201639,7,2437,595,4279,4,1,7,FR,France
-201638,7,2550,0,5121,4,0,8,FR,France
-201637,7,3031,501,5561,5,1,9,FR,France
-201636,7,1621,33,3209,2,0,4,FR,France
-201635,7,1554,38,3070,2,0,4,FR,France
-201634,7,3089,711,5467,5,1,9,FR,France
-201633,7,3373,671,6075,5,1,9,FR,France
-201632,7,4670,936,8404,7,1,13,FR,France
-201631,7,13619,5986,21252,21,9,33,FR,France
-201630,7,14149,8423,19875,22,13,31,FR,France
-201629,7,15769,9829,21709,24,15,33,FR,France
-201628,7,19968,12709,27227,31,20,42,FR,France
-201627,7,23790,16940,30640,37,26,48,FR,France
-201626,7,26083,19873,32293,40,30,50,FR,France
-201625,7,19250,13742,24758,30,22,38,FR,France
-201624,7,16465,11779,21151,25,18,32,FR,France
-201623,7,21642,16030,27254,33,24,42,FR,France
-201622,7,21913,16307,27519,34,25,43,FR,France
-201621,7,22707,16878,28536,35,26,44,FR,France
-201620,7,20389,14741,26037,31,22,40,FR,France
-201619,7,19685,14453,24917,30,22,38,FR,France
-201618,7,19785,14138,25432,30,21,39,FR,France
-201617,7,20489,14781,26197,31,22,40,FR,France
-201616,7,23848,18353,29343,37,29,45,FR,France
-201615,7,30982,24510,37454,48,38,58,FR,France
-201614,7,30996,24507,37485,48,38,58,FR,France
-201613,7,20260,15476,25044,31,24,38,FR,France
-201612,7,19129,14501,23757,29,22,36,FR,France
-201611,7,16660,12252,21068,26,19,33,FR,France
-201610,7,16812,12677,20947,26,20,32,FR,France
-201609,7,18118,13735,22501,28,21,35,FR,France
-201608,7,17557,13397,21717,27,21,33,FR,France
-201607,7,22222,17422,27022,34,27,41,FR,France
-201606,7,24486,19563,29409,38,30,46,FR,France
-201605,7,20906,16470,25342,32,25,39,FR,France
-201604,7,17717,13394,22040,27,20,34,FR,France
-201603,7,17146,13088,21204,26,20,32,FR,France
-201602,7,9960,6845,13075,15,10,20,FR,France
-201601,7,16221,12114,20328,25,19,31,FR,France
-201553,7,14386,10110,18662,22,15,29,FR,France
-201552,7,12550,8407,16693,19,13,25,FR,France
-201551,7,16168,11913,20423,25,18,32,FR,France
-201550,7,14600,10277,18923,23,16,30,FR,France
-201549,7,10580,7148,14012,16,11,21,FR,France
-201548,7,6694,3816,9572,10,6,14,FR,France
-201547,7,7224,4543,9905,11,7,15,FR,France
-201546,7,6377,3768,8986,10,6,14,FR,France
-201545,7,7838,4650,11026,12,7,17,FR,France
-201544,7,10638,7012,14264,16,10,22,FR,France
-201543,7,8228,4766,11690,13,8,18,FR,France
-201542,7,6730,3669,9791,10,5,15,FR,France
-201541,7,8455,5347,11563,13,8,18,FR,France
-201540,7,6242,3556,8928,10,6,14,FR,France
-201539,7,5142,2663,7621,8,4,12,FR,France
-201538,7,4845,2170,7520,8,4,12,FR,France
-201537,7,1710,315,3105,3,1,5,FR,France
-201536,7,3852,1413,6291,6,2,10,FR,France
-201535,7,3158,1104,5212,5,2,8,FR,France
-201534,7,6626,2734,10518,10,4,16,FR,France
-201533,7,3005,815,5195,5,2,8,FR,France
-201532,7,4592,1514,7670,7,2,12,FR,France
-201531,7,5901,2320,9482,9,3,15,FR,France
-201530,7,11437,6572,16302,18,10,26,FR,France
-201529,7,16251,10104,22398,25,15,35,FR,France
-201528,7,19181,12819,25543,30,20,40,FR,France
-201527,7,20526,14918,26134,32,23,41,FR,France
-201526,7,20491,15043,25939,32,24,40,FR,France
-201525,7,18253,13349,23157,28,20,36,FR,France
-201524,7,20522,15347,25697,32,24,40,FR,France
-201523,7,22298,16988,27608,35,27,43,FR,France
-201522,7,16681,11603,21759,26,18,34,FR,France
-201521,7,19208,13976,24440,30,22,38,FR,France
-201520,7,15791,10998,20584,24,17,31,FR,France
-201519,7,17661,12845,22477,27,20,34,FR,France
-201518,7,18126,13142,23110,28,20,36,FR,France
-201517,7,22059,16386,27732,34,25,43,FR,France
-201516,7,22837,17103,28571,35,26,44,FR,France
-201515,7,20116,14743,25489,31,23,39,FR,France
-201514,7,19969,14683,25255,31,23,39,FR,France
-201513,7,14076,10028,18124,22,16,28,FR,France
-201512,7,13120,9230,17010,20,14,26,FR,France
-201511,7,12073,8302,15844,19,13,25,FR,France
-201510,7,11340,7811,14869,18,13,23,FR,France
-201509,7,9509,6202,12816,15,10,20,FR,France
-201508,7,10045,6921,13169,16,11,21,FR,France
-201507,7,13810,9930,17690,21,15,27,FR,France
-201506,7,14586,10675,18497,23,17,29,FR,France
-201505,7,8379,5519,11239,13,9,17,FR,France
-201504,7,12373,8955,15791,19,14,24,FR,France
-201503,7,8408,5545,11271,13,9,17,FR,France
-201502,7,9656,6569,12743,15,10,20,FR,France
-201501,7,15419,10638,20200,24,17,31,FR,France
-201452,7,12109,7254,16964,19,11,27,FR,France
-201451,7,13237,9282,17192,21,15,27,FR,France
-201450,7,12272,8434,16110,19,13,25,FR,France
-201449,7,6652,4023,9281,10,6,14,FR,France
-201448,7,3785,1414,6156,6,2,10,FR,France
-201447,7,4213,2058,6368,7,4,10,FR,France
-201446,7,2638,808,4468,4,1,7,FR,France
-201445,7,5138,2609,7667,8,4,12,FR,France
-201444,7,7639,4394,10884,12,7,17,FR,France
-201443,7,9721,6051,13391,15,9,21,FR,France
-201442,7,7702,4827,10577,12,8,16,FR,France
-201441,7,7853,4576,11130,12,7,17,FR,France
-201440,7,5643,2875,8411,9,5,13,FR,France
-201439,7,3067,959,5175,5,2,8,FR,France
-201438,7,1431,130,2732,2,0,4,FR,France
-201437,7,1034,0,2338,2,0,4,FR,France
-201436,7,2765,707,4823,4,1,7,FR,France
-201435,7,3052,734,5370,5,1,9,FR,France
-201434,7,6443,1010,11876,10,2,18,FR,France
-201433,7,5893,1698,10088,9,2,16,FR,France
-201432,7,5574,1636,9512,9,3,15,FR,France
-201431,7,11224,5825,16623,17,9,25,FR,France
-201430,7,13856,7742,19970,22,12,32,FR,France
-201429,7,13818,8249,19387,22,13,31,FR,France
-201428,7,14452,8576,20328,23,14,32,FR,France
-201427,7,10934,6552,15316,17,10,24,FR,France
-201426,7,13972,9090,18854,22,14,30,FR,France
-201425,7,15684,10131,21237,24,15,33,FR,France
-201424,7,21981,15632,28330,34,24,44,FR,France
-201423,7,24015,16956,31074,37,26,48,FR,France
-201422,7,19748,13406,26090,31,21,41,FR,France
-201421,7,18296,12087,24505,28,18,38,FR,France
-201420,7,17693,11979,23407,28,19,37,FR,France
-201419,7,18515,12667,24363,29,20,38,FR,France
-201418,7,22172,15443,28901,35,25,45,FR,France
-201417,7,22727,16224,29230,35,25,45,FR,France
-201416,7,17010,11590,22430,26,18,34,FR,France
-201415,7,20239,14242,26236,32,23,41,FR,France
-201414,7,17565,12341,22789,27,19,35,FR,France
-201413,7,17723,12128,23318,28,19,37,FR,France
-201412,7,14097,9068,19126,22,14,30,FR,France
-201411,7,15073,10122,20024,23,15,31,FR,France
-201410,7,16941,11407,22475,26,17,35,FR,France
-201409,7,15621,10397,20845,24,16,32,FR,France
-201408,7,19870,14111,25629,31,22,40,FR,France
-201407,7,15327,10359,20295,24,16,32,FR,France
-201406,7,16534,11424,21644,26,18,34,FR,France
-201405,7,12071,7897,16245,19,12,26,FR,France
-201404,7,15767,10826,20708,25,17,33,FR,France
-201403,7,12852,8190,17514,20,13,27,FR,France
-201402,7,12465,7896,17034,19,12,26,FR,France
-201401,7,22504,15572,29436,35,24,46,FR,France
-201352,7,13843,8314,19372,22,13,31,FR,France
-201351,7,12787,7843,17731,20,12,28,FR,France
-201350,7,11421,7184,15658,18,11,25,FR,France
-201349,7,10146,6171,14121,16,10,22,FR,France
-201348,7,6708,3361,10055,11,6,16,FR,France
-201347,7,9940,5667,14213,16,9,23,FR,France
-201346,7,5110,2148,8072,8,3,13,FR,France
-201345,7,7669,3726,11612,12,6,18,FR,France
-201344,7,10655,5983,15327,17,10,24,FR,France
-201343,7,8192,3927,12457,13,6,20,FR,France
-201342,7,12324,7315,17333,19,11,27,FR,France
-201341,7,9487,5101,13873,15,8,22,FR,France
-201340,7,4114,1452,6776,6,2,10,FR,France
-201339,7,5037,1810,8264,8,3,13,FR,France
-201338,7,4449,1499,7399,7,2,12,FR,France
-201337,7,5212,1954,8470,8,3,13,FR,France
-201336,7,3481,606,6356,5,0,10,FR,France
-201335,7,3486,281,6691,5,0,10,FR,France
-201334,7,3994,670,7318,6,1,11,FR,France
-201333,7,3758,372,7144,6,1,11,FR,France
-201332,7,2986,635,5337,5,1,9,FR,France
-201331,7,9137,3957,14317,14,6,22,FR,France
-201330,7,13810,6870,20750,22,11,33,FR,France
-201329,7,12278,6878,17678,19,11,27,FR,France
-201328,7,17146,10622,23670,27,17,37,FR,France
-201327,7,13859,8697,19021,22,14,30,FR,France
-201326,7,17956,11585,24327,28,18,38,FR,France
-201325,7,24609,17743,31475,39,28,50,FR,France
-201324,7,23981,17469,30493,38,28,48,FR,France
-201323,7,15848,10235,21461,25,16,34,FR,France
-201322,7,12528,7759,17297,20,13,27,FR,France
-201321,7,10637,6458,14816,17,10,24,FR,France
-201320,7,12435,7726,17144,19,12,26,FR,France
-201319,7,14230,8491,19969,22,13,31,FR,France
-201318,7,17735,11898,23572,28,19,37,FR,France
-201317,7,25213,18328,32098,39,28,50,FR,France
-201316,7,23918,16084,31752,37,25,49,FR,France
-201315,7,15307,10483,20131,24,16,32,FR,France
-201314,7,19302,13484,25120,30,21,39,FR,France
-201313,7,18224,11953,24495,29,19,39,FR,France
-201312,7,17413,11819,23007,27,18,36,FR,France
-201311,7,16229,10756,21702,25,16,34,FR,France
-201310,7,16515,10966,22064,26,17,35,FR,France
-201309,7,16338,11305,21371,26,18,34,FR,France
-201308,7,17915,12458,23372,28,19,37,FR,France
-201307,7,12245,7795,16695,19,12,26,FR,France
-201306,7,13305,8249,18361,21,13,29,FR,France
-201305,7,11184,6677,15691,18,11,25,FR,France
-201304,7,16505,11326,21684,26,18,34,FR,France
-201303,7,10434,6735,14133,16,10,22,FR,France
-201302,7,14746,9924,19568,23,15,31,FR,France
-201301,7,22537,16290,28784,35,25,45,FR,France
-201252,7,14682,9011,20353,23,14,32,FR,France
-201251,7,15811,10483,21139,25,17,33,FR,France
-201250,7,19840,13797,25883,31,21,41,FR,France
-201249,7,11967,7591,16343,19,12,26,FR,France
-201248,7,12897,8376,17418,20,13,27,FR,France
-201247,7,11934,7042,16826,19,11,27,FR,France
-201246,7,10741,6201,15281,17,10,24,FR,France
-201245,7,20339,12476,28202,32,20,44,FR,France
-201244,7,8472,4834,12110,13,7,19,FR,France
-201243,7,11375,7120,15630,18,11,25,FR,France
-201242,7,11450,6987,15913,18,11,25,FR,France
-201241,7,8700,4885,12515,14,8,20,FR,France
-201240,7,9175,5327,13023,14,8,20,FR,France
-201239,7,4058,1438,6678,6,2,10,FR,France
-201238,7,2684,621,4747,4,1,7,FR,France
-201237,7,2505,0,5339,4,0,8,FR,France
-201236,7,3930,291,7569,6,0,12,FR,France
-201235,7,3515,884,6146,6,2,10,FR,France
-201234,7,5663,2195,9131,9,4,14,FR,France
-201233,7,7969,3171,12767,13,5,21,FR,France
-201232,7,9206,2073,16339,14,3,25,FR,France
-201231,7,7579,3540,11618,12,6,18,FR,France
-201230,7,11253,5812,16694,18,9,27,FR,France
-201229,7,20711,13977,27445,33,22,44,FR,France
-201228,7,16966,9789,24143,27,16,38,FR,France
-201227,7,17733,11174,24292,28,18,38,FR,France
-201226,7,20974,13153,28795,33,21,45,FR,France
-201225,7,25480,17130,33830,40,27,53,FR,France
-201224,7,17872,11690,24054,28,18,38,FR,France
-201223,7,22034,15327,28741,35,24,46,FR,France
-201222,7,18774,11901,25647,30,19,41,FR,France
-201221,7,18515,9501,27529,29,15,43,FR,France
-201220,7,17026,9608,24444,27,15,39,FR,France
-201219,7,13599,8726,18472,21,13,29,FR,France
-201218,7,16482,10836,22128,26,17,35,FR,France
-201217,7,18041,12040,24042,28,19,37,FR,France
-201216,7,16251,10239,22263,26,17,35,FR,France
-201215,7,10203,5281,15125,16,8,24,FR,France
-201214,7,7426,3526,11326,12,6,18,FR,France
-201213,7,12507,5913,19101,20,10,30,FR,France
-201212,7,12006,6344,17668,19,10,28,FR,France
-201211,7,11997,7398,16596,19,12,26,FR,France
-201210,7,15569,9700,21438,25,16,34,FR,France
-201209,7,18085,12427,23743,28,19,37,FR,France
-201208,7,13515,8822,18208,21,14,28,FR,France
-201207,7,12594,7774,17414,20,12,28,FR,France
-201206,7,15273,9953,20593,24,16,32,FR,France
-201205,7,12192,7305,17079,19,11,27,FR,France
-201204,7,10248,4996,15500,16,8,24,FR,France
-201203,7,11474,6843,16105,18,11,25,FR,France
-201202,7,13651,8191,19111,21,12,30,FR,France
-201201,7,14028,9063,18993,22,14,30,FR,France
-201152,7,21306,14321,28291,34,23,45,FR,France
-201151,7,14945,8910,20980,24,14,34,FR,France
-201150,7,10051,5417,14685,16,9,23,FR,France
-201149,7,10075,5049,15101,16,8,24,FR,France
-201148,7,9018,5083,12953,14,8,20,FR,France
-201147,7,10055,4853,15257,16,8,24,FR,France
-201146,7,7721,3993,11449,12,6,18,FR,France
-201145,7,5764,1962,9566,9,3,15,FR,France
-201144,7,6178,2704,9652,10,5,15,FR,France
-201143,7,6168,2653,9683,10,4,16,FR,France
-201142,7,6713,3036,10390,11,5,17,FR,France
-201141,7,4184,1543,6825,7,3,11,FR,France
-201140,7,3114,618,5610,5,1,9,FR,France
-201139,7,2504,414,4594,4,1,7,FR,France
-201138,7,3386,585,6187,5,1,9,FR,France
-201137,7,1183,9,2357,2,0,4,FR,France
-201136,7,3367,478,6256,5,0,10,FR,France
-201135,7,5945,2380,9510,9,3,15,FR,France
-201134,7,3180,891,5469,5,1,9,FR,France
-201133,7,4960,1053,8867,8,2,14,FR,France
-201132,7,7230,1500,12960,11,2,20,FR,France
-201131,7,10789,4593,16985,17,7,27,FR,France
-201130,7,23137,9828,36446,37,16,58,FR,France
-201129,7,10056,4896,15216,16,8,24,FR,France
-201128,7,13428,7761,19095,21,12,30,FR,France
-201127,7,20770,13604,27936,33,22,44,FR,France
-201126,7,16862,10623,23101,27,17,37,FR,France
-201125,7,19411,12763,26059,31,20,42,FR,France
-201124,7,18584,12337,24831,29,19,39,FR,France
-201123,7,20707,14800,26614,33,24,42,FR,France
-201122,7,16995,11552,22438,27,18,36,FR,France
-201121,7,19179,12997,25361,30,20,40,FR,France
-201120,7,21512,15082,27942,34,24,44,FR,France
-201119,7,18038,12286,23790,29,20,38,FR,France
-201118,7,18512,13142,23882,29,21,37,FR,France
-201117,7,20715,14602,26828,33,23,43,FR,France
-201116,7,18128,12859,23397,29,21,37,FR,France
-201115,7,22169,16454,27884,35,26,44,FR,France
-201114,7,17431,12573,22289,28,20,36,FR,France
-201113,7,15637,10796,20478,25,17,33,FR,France
-201112,7,14856,9810,19902,24,16,32,FR,France
-201111,7,12156,7712,16600,19,12,26,FR,France
-201110,7,12987,8644,17330,21,14,28,FR,France
-201109,7,11971,7656,16286,19,12,26,FR,France
-201108,7,17295,11843,22747,27,18,36,FR,France
-201107,7,12488,7431,17545,20,12,28,FR,France
-201106,7,9801,6179,13423,16,10,22,FR,France
-201105,7,10857,7046,14668,17,11,23,FR,France
-201104,7,13749,9496,18002,22,15,29,FR,France
-201103,7,12936,8875,16997,20,14,26,FR,France
-201102,7,9451,6208,12694,15,10,20,FR,France
-201101,7,14380,10066,18694,23,16,30,FR,France
-201052,7,13112,8997,17227,21,14,28,FR,France
-201051,7,12055,8046,16064,19,13,25,FR,France
-201050,7,8281,5242,11320,13,8,18,FR,France
-201049,7,12525,8601,16449,20,14,26,FR,France
-201048,7,9048,5627,12469,14,9,19,FR,France
-201047,7,7329,4256,10402,12,7,17,FR,France
-201046,7,8955,5377,12533,14,8,20,FR,France
-201045,7,4800,2269,7331,8,4,12,FR,France
-201044,7,11274,7155,15393,18,11,25,FR,France
-201043,7,8144,4621,11667,13,7,19,FR,France
-201042,7,9178,5507,12849,15,9,21,FR,France
-201041,7,7110,3983,10237,11,6,16,FR,France
-201040,7,5196,2450,7942,8,4,12,FR,France
-201039,7,3415,964,5866,5,1,9,FR,France
-201038,7,3057,681,5433,5,1,9,FR,France
-201037,7,1056,0,2338,2,0,4,FR,France
-201036,7,1629,241,3017,3,1,5,FR,France
-201035,7,5847,1895,9799,9,3,15,FR,France
-201034,7,4649,1665,7633,7,2,12,FR,France
-201033,7,3972,1372,6572,6,2,10,FR,France
-201032,7,4307,1345,7269,7,2,12,FR,France
-201031,7,7403,3912,10894,12,6,18,FR,France
-201030,7,8502,4404,12600,14,7,21,FR,France
-201029,7,14481,8874,20088,23,14,32,FR,France
-201028,7,28483,18947,38019,45,30,60,FR,France
-201027,7,25965,18206,33724,41,29,53,FR,France
-201026,7,22628,16253,29003,36,26,46,FR,France
-201025,7,21027,15245,26809,33,24,42,FR,France
-201024,7,26164,19503,32825,42,31,53,FR,France
-201023,7,19858,14032,25684,32,23,41,FR,France
-201022,7,22275,16460,28090,35,26,44,FR,France
-201021,7,24815,18263,31367,40,30,50,FR,France
-201020,7,22370,16020,28720,36,26,46,FR,France
-201019,7,25552,18564,32540,41,30,52,FR,France
-201018,7,18894,13264,24524,30,21,39,FR,France
-201017,7,17512,12221,22803,28,20,36,FR,France
-201016,7,21439,15519,27359,34,25,43,FR,France
-201015,7,26362,19735,32989,42,31,53,FR,France
-201014,7,20168,14274,26062,32,23,41,FR,France
-201013,7,18917,13394,24440,30,21,39,FR,France
-201012,7,18171,12995,23347,29,21,37,FR,France
-201011,7,13401,9041,17761,21,14,28,FR,France
-201010,7,18123,12614,23632,29,20,38,FR,France
-201009,7,21145,14746,27544,34,24,44,FR,France
-201008,7,30549,21013,40085,49,34,64,FR,France
-201007,7,25017,17142,32892,40,27,53,FR,France
-201006,7,22358,13688,31028,36,22,50,FR,France
-201005,7,26817,18132,35502,43,29,57,FR,France
-201004,7,14384,8912,19856,23,14,32,FR,France
-201003,7,11821,7294,16348,19,12,26,FR,France
-201002,7,12756,7177,18335,20,11,29,FR,France
-201001,7,14182,9107,19257,23,15,31,FR,France
-200953,7,28213,17662,38764,45,28,62,FR,France
-200952,7,15203,9597,20809,24,15,33,FR,France
-200951,7,17611,11223,23999,28,18,38,FR,France
-200950,7,17430,9879,24981,28,16,40,FR,France
-200949,7,7199,3960,10438,11,6,16,FR,France
-200948,7,14656,9570,19742,23,15,31,FR,France
-200947,7,7051,3901,10201,11,6,16,FR,France
-200946,7,4662,2107,7217,7,3,11,FR,France
-200945,7,15603,9790,21416,25,16,34,FR,France
-200944,7,13165,6629,19701,21,11,31,FR,France
-200943,7,9872,5298,14446,16,9,23,FR,France
-200942,7,13992,7999,19985,22,12,32,FR,France
-200941,7,7811,4267,11355,12,6,18,FR,France
-200940,7,12414,7441,17387,20,12,28,FR,France
-200939,7,4090,921,7259,7,2,12,FR,France
-200938,7,2802,999,4605,4,1,7,FR,France
-200937,7,1989,362,3616,3,0,6,FR,France
-200936,7,1681,212,3150,3,1,5,FR,France
-200935,7,3605,1131,6079,6,2,10,FR,France
-200934,7,8863,3112,14614,14,5,23,FR,France
-200933,7,6592,965,12219,10,1,19,FR,France
-200932,7,9370,4069,14671,15,7,23,FR,France
-200931,7,18728,0,38349,30,0,61,FR,France
-200930,7,10418,5698,15138,17,9,25,FR,France
-200929,7,14716,8450,20982,23,13,33,FR,France
-200928,7,21297,14200,28394,34,23,45,FR,France
-200927,7,22300,14361,30239,36,23,49,FR,France
-200926,7,24817,17154,32480,40,28,52,FR,France
-200925,7,22427,15617,29237,36,25,47,FR,France
-200924,7,14666,9828,19504,23,15,31,FR,France
-200923,7,18094,10701,25487,29,17,41,FR,France
-200922,7,20358,14457,26259,32,23,41,FR,France
-200921,7,23147,16066,30228,37,26,48,FR,France
-200920,7,27753,19893,35613,44,31,57,FR,France
-200919,7,29529,19088,39970,47,30,64,FR,France
-200918,7,17676,11359,23993,28,18,38,FR,France
-200917,7,21880,15613,28147,35,25,45,FR,France
-200916,7,23899,16714,31084,38,27,49,FR,France
-200915,7,21717,14784,28650,35,24,46,FR,France
-200914,7,22143,14930,29356,35,24,46,FR,France
-200913,7,23445,16436,30454,37,26,48,FR,France
-200912,7,17997,11343,24651,29,18,40,FR,France
-200911,7,22428,14154,30702,36,23,49,FR,France
-200910,7,21362,13994,28730,34,22,46,FR,France
-200909,7,26922,18447,35397,43,30,56,FR,France
-200908,7,20424,13766,27082,33,22,44,FR,France
-200907,7,23181,15024,31338,37,24,50,FR,France
-200906,7,29147,20804,37490,46,33,59,FR,France
-200905,7,14176,8933,19419,23,15,31,FR,France
-200904,7,14887,10004,19770,24,16,32,FR,France
-200903,7,12650,7578,17722,20,12,28,FR,France
-200902,7,22806,13997,31615,36,22,50,FR,France
-200901,7,27073,17648,36498,43,28,58,FR,France
-200852,7,13485,8749,18221,22,14,30,FR,France
-200851,7,10984,7406,14562,18,12,24,FR,France
-200850,7,12868,7126,18610,21,12,30,FR,France
-200849,7,11365,4402,18328,19,8,30,FR,France
-200848,7,14199,5494,22904,23,9,37,FR,France
-200847,7,15819,7899,23739,26,13,39,FR,France
-200846,7,8147,4546,11748,13,7,19,FR,France
-200845,7,10538,5244,15832,17,8,26,FR,France
-200844,7,10753,6665,14841,18,11,25,FR,France
-200843,7,9420,5654,13186,15,9,21,FR,France
-200842,7,10865,5017,16713,18,8,28,FR,France
-200841,7,8583,3541,13625,14,6,22,FR,France
-200840,7,8164,3051,13277,13,5,21,FR,France
-200839,7,5477,2331,8623,9,4,14,FR,France
-200838,7,3780,1129,6431,6,2,10,FR,France
-200837,7,4612,1860,7364,8,4,12,FR,France
-200836,7,2821,365,5277,5,1,9,FR,France
-200835,7,2304,0,4896,4,0,8,FR,France
-200834,7,4452,915,7989,7,1,13,FR,France
-200833,7,5347,1116,9578,9,2,16,FR,France
-200832,7,5294,1512,9076,9,3,15,FR,France
-200831,7,10207,5298,15116,17,9,25,FR,France
-200830,7,10220,5331,15109,17,9,25,FR,France
-200829,7,10071,5148,14994,16,8,24,FR,France
-200828,7,9826,4460,15192,16,7,25,FR,France
-200827,7,11768,6077,17459,19,10,28,FR,France
-200826,7,15584,10821,20347,25,17,33,FR,France
-200825,7,21617,15364,27870,35,25,45,FR,France
-200824,7,18253,12292,24214,30,20,40,FR,France
-200823,7,14388,8610,20166,23,14,32,FR,France
-200822,7,13560,7829,19291,22,13,31,FR,France
-200821,7,19074,4085,34063,31,7,55,FR,France
-200820,7,18272,12040,24504,30,20,40,FR,France
-200819,7,16110,10352,21868,26,17,35,FR,France
-200818,7,17377,11105,23649,28,18,38,FR,France
-200817,7,27000,19317,34683,44,31,57,FR,France
-200816,7,23002,15304,30700,37,24,50,FR,France
-200815,7,25454,15856,35052,41,25,57,FR,France
-200814,7,22236,15623,28849,36,25,47,FR,France
-200813,7,20308,13107,27509,33,21,45,FR,France
-200812,7,22462,15587,29337,37,26,48,FR,France
-200811,7,20505,13958,27052,33,22,44,FR,France
-200810,7,18078,11784,24372,29,19,39,FR,France
-200809,7,20474,14073,26875,33,23,43,FR,France
-200808,7,21441,15042,27840,35,25,45,FR,France
-200807,7,17894,12348,23440,29,20,38,FR,France
-200806,7,16310,11091,21529,27,18,36,FR,France
-200805,7,16684,11106,22262,27,18,36,FR,France
-200804,7,20997,14662,27332,34,24,44,FR,France
-200803,7,19263,11093,27433,31,18,44,FR,France
-200802,7,20501,13032,27970,33,21,45,FR,France
-200801,7,20780,14093,27467,34,23,45,FR,France
-200752,7,18010,11329,24691,29,18,40,FR,France
-200751,7,20052,12509,27595,33,21,45,FR,France
-200750,7,19059,12513,25605,31,20,42,FR,France
-200749,7,18394,12805,23983,30,21,39,FR,France
-200748,7,10765,5871,15659,18,10,26,FR,France
-200747,7,10703,1791,19615,17,2,32,FR,France
-200746,7,12318,4207,20429,20,7,33,FR,France
-200745,7,12352,0,29660,20,0,48,FR,France
-200744,7,7897,3419,12375,13,6,20,FR,France
-200743,7,5788,2306,9270,9,3,15,FR,France
-200742,7,5993,2329,9657,10,4,16,FR,France
-200741,7,7130,0,17274,12,0,29,FR,France
-200740,7,8146,940,15352,13,1,25,FR,France
-200739,7,3916,500,7332,6,0,12,FR,France
-200738,7,2691,462,4920,4,0,8,FR,France
-200737,7,4100,1263,6937,7,2,12,FR,France
-200736,7,1580,0,3223,3,0,6,FR,France
-200735,7,3471,0,7162,6,0,12,FR,France
-200734,7,3333,0,6764,5,0,11,FR,France
-200733,7,3241,451,6031,5,0,10,FR,France
-200732,7,7321,2112,12530,12,4,20,FR,France
-200731,7,9932,3688,16176,16,6,26,FR,France
-200730,7,9879,3616,16142,16,6,26,FR,France
-200729,7,17227,7803,26651,28,13,43,FR,France
-200728,7,14874,7763,21985,24,12,36,FR,France
-200727,7,13500,7382,19618,22,12,32,FR,France
-200726,7,15454,9522,21386,25,15,35,FR,France
-200725,7,20567,13847,27287,34,23,45,FR,France
-200724,7,26470,18336,34604,43,30,56,FR,France
-200723,7,23443,15824,31062,38,26,50,FR,France
-200722,7,18811,11559,26063,31,19,43,FR,France
-200721,7,15325,9347,21303,25,15,35,FR,France
-200720,7,17507,11589,23425,29,19,39,FR,France
-200719,7,22692,15113,30271,37,25,49,FR,France
-200718,7,20630,13394,27866,34,22,46,FR,France
-200717,7,23755,14388,33122,39,24,54,FR,France
-200716,7,23388,16188,30588,38,26,50,FR,France
-200715,7,25695,17711,33679,42,29,55,FR,France
-200714,7,16974,9959,23989,28,17,39,FR,France
-200713,7,24625,16598,32652,40,27,53,FR,France
-200712,7,20303,11331,29275,33,18,48,FR,France
-200711,7,33056,21724,44388,54,36,72,FR,France
-200710,7,20775,12182,29368,34,20,48,FR,France
-200709,7,18750,12252,25248,31,20,42,FR,France
-200708,7,19458,12998,25918,32,21,43,FR,France
-200707,7,20978,14822,27134,34,24,44,FR,France
-200706,7,14466,9375,19557,24,16,32,FR,France
-200705,7,15339,9771,20907,25,16,34,FR,France
-200704,7,19661,13333,25989,32,22,42,FR,France
-200703,7,16211,10323,22099,26,16,36,FR,France
-200702,7,15631,10037,21225,25,16,34,FR,France
-200701,7,16483,10582,22384,27,17,37,FR,France
-200652,7,20472,13371,27573,34,22,46,FR,France
-200651,7,20557,12905,28209,34,21,47,FR,France
-200650,7,11364,6541,16187,19,11,27,FR,France
-200649,7,12518,6273,18763,21,11,31,FR,France
-200648,7,8028,2783,13273,13,4,22,FR,France
-200647,7,6240,2268,10212,10,3,17,FR,France
-200646,7,4953,1841,8065,8,3,13,FR,France
-200645,7,4064,1178,6950,7,2,12,FR,France
-200644,7,5300,1084,9516,9,2,16,FR,France
-200643,7,3518,1027,6009,6,2,10,FR,France
-200642,7,2885,539,5231,5,1,9,FR,France
-200641,7,4405,123,8687,7,0,14,FR,France
-200640,7,2513,0,5505,4,0,9,FR,France
-200639,7,992,0,2812,2,0,5,FR,France
-200638,7,1363,0,3045,2,0,5,FR,France
-200637,7,992,0,2711,2,0,5,FR,France
-200636,7,820,0,2313,1,0,3,FR,France
-200635,7,614,0,1628,1,0,3,FR,France
-200634,7,1149,0,2623,2,0,4,FR,France
-200633,7,161,0,630,0,0,1,FR,France
-200632,7,476,0,1785,1,0,3,FR,France
-200631,7,6255,754,11756,10,1,19,FR,France
-200630,7,7140,2123,12157,12,4,20,FR,France
-200629,7,6227,2488,9966,10,4,16,FR,France
-200628,7,13044,6388,19700,21,10,32,FR,France
-200627,7,18263,9407,27119,30,15,45,FR,France
-200626,7,12465,6504,18426,20,10,30,FR,France
-200625,7,14114,8492,19736,23,14,32,FR,France
-200624,7,14773,9362,20184,24,15,33,FR,France
-200623,7,12338,7512,17164,20,12,28,FR,France
-200622,7,12669,7540,17798,21,13,29,FR,France
-200621,7,15426,9709,21143,25,16,34,FR,France
-200620,7,10366,6001,14731,17,10,24,FR,France
-200619,7,13862,8779,18945,23,15,31,FR,France
-200618,7,11495,6482,16508,19,11,27,FR,France
-200617,7,16230,9656,22804,27,16,38,FR,France
-200616,7,17624,10886,24362,29,18,40,FR,France
-200615,7,18171,11485,24857,30,19,41,FR,France
-200614,7,19218,13041,25395,31,21,41,FR,France
-200613,7,16805,11064,22546,28,19,37,FR,France
-200612,7,17604,12029,23179,29,20,38,FR,France
-200611,7,15789,10289,21289,26,17,35,FR,France
-200610,7,16775,11238,22312,27,18,36,FR,France
-200609,7,16734,11153,22315,27,18,36,FR,France
-200608,7,16964,11317,22611,28,19,37,FR,France
-200607,7,11878,7047,16709,19,11,27,FR,France
-200606,7,18915,13000,24830,31,21,41,FR,France
-200605,7,16029,10665,21393,26,17,35,FR,France
-200604,7,11400,7136,15664,19,12,26,FR,France
-200603,7,15577,10494,20660,26,18,34,FR,France
-200602,7,10313,6274,14352,17,10,24,FR,France
-200601,7,20058,13481,26635,33,22,44,FR,France
-200552,7,16588,9246,23930,27,15,39,FR,France
-200551,7,27150,14219,40081,45,24,66,FR,France
-200550,7,14340,8527,20153,24,14,34,FR,France
-200549,7,12056,6953,17159,20,12,28,FR,France
-200548,7,15056,8846,21266,25,15,35,FR,France
-200547,7,14805,7691,21919,24,12,36,FR,France
-200546,7,8390,2583,14197,14,4,24,FR,France
-200545,7,11513,3776,19250,19,6,32,FR,France
-200544,7,10086,2788,17384,17,5,29,FR,France
-200543,7,9316,2080,16552,15,3,27,FR,France
-200542,7,8373,3760,12986,14,6,22,FR,France
-200541,7,11587,6045,17129,19,10,28,FR,France
-200540,7,12374,6622,18126,20,11,29,FR,France
-200539,7,4450,1509,7391,7,2,12,FR,France
-200538,7,2272,67,4477,4,0,8,FR,France
-200537,7,1677,0,3664,3,0,6,FR,France
-200536,7,3369,510,6228,6,1,11,FR,France
-200535,7,3124,482,5766,5,1,9,FR,France
-200534,7,6673,1394,11952,11,2,20,FR,France
-200533,7,8588,1696,15480,14,3,25,FR,France
-200532,7,7859,2362,13356,13,4,22,FR,France
-200531,7,9570,3334,15806,16,6,26,FR,France
-200530,7,6172,0,13912,10,0,23,FR,France
-200529,7,12452,5092,19812,21,9,33,FR,France
-200528,7,18277,5762,30792,30,9,51,FR,France
-200527,7,17547,9967,25127,29,16,42,FR,France
-200526,7,27248,18071,36425,45,30,60,FR,France
-200525,7,14089,8408,19770,23,14,32,FR,France
-200524,7,15632,9553,21711,26,16,36,FR,France
-200523,7,20069,12360,27778,33,20,46,FR,France
-200522,7,20392,9119,31665,34,15,53,FR,France
-200521,7,13623,8254,18992,22,13,31,FR,France
-200520,7,17482,10870,24094,29,18,40,FR,France
-200519,7,12622,7407,17837,21,12,30,FR,France
-200518,7,10630,5706,15554,18,10,26,FR,France
-200517,7,14979,8429,21529,25,14,36,FR,France
-200516,7,11520,6566,16474,19,11,27,FR,France
-200515,7,9114,4530,13698,15,7,23,FR,France
-200514,7,16876,10333,23419,28,17,39,FR,France
-200513,7,12513,7324,17702,21,12,30,FR,France
-200512,7,15395,9108,21682,25,15,35,FR,France
-200511,7,12702,7588,17816,21,13,29,FR,France
-200510,7,11279,6465,16093,19,11,27,FR,France
-200509,7,13085,7767,18403,22,13,31,FR,France
-200508,7,10359,6162,14556,17,10,24,FR,France
-200507,7,18640,12932,24348,31,22,40,FR,France
-200506,7,11814,7295,16333,20,13,27,FR,France
-200505,7,15387,10293,20481,25,17,33,FR,France
-200504,7,12525,7897,17153,21,13,29,FR,France
-200503,7,15946,10225,21667,26,17,35,FR,France
-200502,7,12669,7600,17738,21,13,29,FR,France
-200501,7,14192,8841,19543,23,14,32,FR,France
-200453,7,17869,11244,24494,30,19,41,FR,France
-200452,7,16974,10864,23084,28,18,38,FR,France
-200451,7,14890,9250,20530,25,16,34,FR,France
-200450,7,17657,10659,24655,29,17,41,FR,France
-200449,7,16219,8194,24244,27,14,40,FR,France
-200448,7,7162,2532,11792,12,4,20,FR,France
-200447,7,8816,4136,13496,15,7,23,FR,France
-200446,7,6806,2939,10673,11,5,17,FR,France
-200445,7,9065,2889,15241,15,5,25,FR,France
-200444,7,9795,4169,15421,16,7,25,FR,France
-200443,7,5673,2412,8934,9,4,14,FR,France
-200442,7,3038,802,5274,5,1,9,FR,France
-200441,7,5061,1296,8826,8,2,14,FR,France
-200440,7,3409,690,6128,6,1,11,FR,France
-200439,7,5226,1044,9408,9,2,16,FR,France
-200438,7,3412,0,7137,6,0,12,FR,France
-200437,7,4351,537,8165,7,1,13,FR,France
-200436,7,5121,1260,8982,9,3,15,FR,France
-200435,7,7279,2610,11948,12,4,20,FR,France
-200434,7,6425,1962,10888,11,4,18,FR,France
-200433,7,11183,5394,16972,19,9,29,FR,France
-200432,7,15854,7918,23790,26,13,39,FR,France
-200431,7,17793,5261,30325,30,9,51,FR,France
-200430,7,23244,14352,32136,39,24,54,FR,France
-200429,7,34645,23193,46097,58,39,77,FR,France
-200428,7,19481,11767,27195,32,19,45,FR,France
-200427,7,21322,8377,34267,35,13,57,FR,France
-200426,7,17171,7899,26443,29,14,44,FR,France
-200425,7,26606,17976,35236,44,30,58,FR,France
-200424,7,26142,17142,35142,43,28,58,FR,France
-200423,7,23643,15715,31571,39,26,52,FR,France
-200422,7,16119,9794,22444,27,16,38,FR,France
-200421,7,20283,12915,27651,34,22,46,FR,France
-200420,7,15730,9735,21725,26,16,36,FR,France
-200419,7,22791,15145,30437,38,25,51,FR,France
-200418,7,17807,11014,24600,30,19,41,FR,France
-200417,7,19913,12212,27614,33,20,46,FR,France
-200416,7,19289,11424,27154,32,19,45,FR,France
-200415,7,20587,13594,27580,34,22,46,FR,France
-200414,7,24610,16629,32591,41,28,54,FR,France
-200413,7,22910,15782,30038,38,26,50,FR,France
-200412,7,23468,15220,31716,39,25,53,FR,France
-200411,7,23977,16337,31617,40,27,53,FR,France
-200410,7,25519,15764,35274,42,26,58,FR,France
-200409,7,26592,17202,35982,44,28,60,FR,France
-200408,7,22820,15102,30538,38,25,51,FR,France
-200407,7,23871,16628,31114,40,28,52,FR,France
-200406,7,24567,15700,33434,41,26,56,FR,France
-200405,7,12869,7824,17914,21,13,29,FR,France
-200404,7,13172,8314,18030,22,14,30,FR,France
-200403,7,6442,3015,9869,11,5,17,FR,France
-200402,7,11126,6305,15947,18,10,26,FR,France
-200401,7,24971,13819,36123,41,22,60,FR,France
-200352,7,4920,0,22288,8,0,37,FR,France
-200351,7,10235,2435,18035,17,4,30,FR,France
-200350,7,9805,5520,14090,16,9,23,FR,France
-200349,7,11685,7721,15649,20,13,27,FR,France
-200348,7,6201,3319,9083,10,5,15,FR,France
-200347,7,4897,1842,7952,8,3,13,FR,France
-200346,7,4596,1236,7956,8,2,14,FR,France
-200345,7,3501,1090,5912,6,2,10,FR,France
-200344,7,3469,894,6044,6,2,10,FR,France
-200343,7,4671,1766,7576,8,3,13,FR,France
-200342,7,3855,955,6755,6,1,11,FR,France
-200341,7,3179,427,5931,5,0,10,FR,France
-200340,7,6983,2852,11114,12,5,19,FR,France
-200339,7,952,0,2308,2,0,4,FR,France
-200338,7,1628,0,3406,3,0,6,FR,France
-200337,7,2995,0,6029,5,0,10,FR,France
-200336,7,3595,0,7784,6,0,13,FR,France
-200335,7,1340,0,4253,2,0,7,FR,France
-200334,7,3842,0,10414,6,0,17,FR,France
-200333,7,7269,0,18830,12,0,31,FR,France
-200332,7,2908,0,6463,5,0,11,FR,France
-200331,7,2053,0,4640,3,0,7,FR,France
-200330,7,5106,259,9953,9,1,17,FR,France
-200329,7,8195,0,21289,14,0,36,FR,France
-200328,7,9002,3511,14493,15,6,24,FR,France
-200327,7,4902,1397,8407,8,2,14,FR,France
-200326,7,17746,7867,27625,30,13,47,FR,France
-200325,7,8190,3460,12920,14,6,22,FR,France
-200324,7,33803,13366,54240,56,22,90,FR,France
-200323,7,14278,6733,21823,24,11,37,FR,France
-200322,7,13397,7140,19654,22,12,32,FR,France
-200321,7,12113,3506,20720,20,6,34,FR,France
-200320,7,10454,5534,15374,17,9,25,FR,France
-200319,7,12833,6772,18894,21,11,31,FR,France
-200318,7,25572,16325,34819,43,28,58,FR,France
-200317,7,21556,11493,31619,36,19,53,FR,France
-200316,7,20007,12091,27923,33,20,46,FR,France
-200315,7,26837,18106,35568,45,30,60,FR,France
-200314,7,19148,10594,27702,32,18,46,FR,France
-200313,7,27087,16490,37684,45,27,63,FR,France
-200312,7,24322,15256,33388,41,26,56,FR,France
-200311,7,21652,12929,30375,36,21,51,FR,France
-200310,7,29033,19506,38560,49,33,65,FR,France
-200309,7,28198,17625,38771,47,29,65,FR,France
-200308,7,36298,22548,50048,61,38,84,FR,France
-200307,7,27050,14994,39106,45,25,65,FR,France
-200306,7,25101,14828,35374,42,25,59,FR,France
-200305,7,15588,7493,23683,26,12,40,FR,France
-200304,7,17141,9713,24569,29,17,41,FR,France
-200303,7,18329,11799,24859,31,20,42,FR,France
-200302,7,18829,10035,27623,31,16,46,FR,France
-200301,7,22582,11488,33676,38,19,57,FR,France
-200252,7,20417,12258,28576,34,20,48,FR,France
-200251,7,22444,14164,30724,38,24,52,FR,France
-200250,7,10873,6406,15340,18,10,26,FR,France
-200249,7,16468,2559,30377,28,5,51,FR,France
-200248,7,10264,4123,16405,17,7,27,FR,France
-200247,7,12129,4283,19975,20,7,33,FR,France
-200246,7,5507,1186,9828,9,2,16,FR,France
-200245,7,9335,4813,13857,16,8,24,FR,France
-200244,7,9388,2462,16314,16,4,28,FR,France
-200243,7,10756,4601,16911,18,8,28,FR,France
-200242,7,8703,3946,13460,15,7,23,FR,France
-200241,7,7695,3062,12328,13,5,21,FR,France
-200240,7,7097,2512,11682,12,4,20,FR,France
-200239,7,6215,2540,9890,10,4,16,FR,France
-200238,7,4237,1165,7309,7,2,12,FR,France
-200237,7,1210,0,2674,2,0,4,FR,France
-200236,7,2671,314,5028,4,0,8,FR,France
-200235,7,1193,0,3093,2,0,5,FR,France
-200234,7,5394,1014,9774,9,2,16,FR,France
-200233,7,5395,510,10280,9,1,17,FR,France
-200232,7,11308,1117,21499,19,2,36,FR,France
-200231,7,7163,1350,12976,12,2,22,FR,France
-200230,7,10184,3615,16753,17,6,28,FR,France
-200229,7,11146,5228,17064,19,9,29,FR,France
-200228,7,15908,8318,23498,27,14,40,FR,France
-200227,7,12124,441,23807,20,0,40,FR,France
-200226,7,18706,4188,33224,31,7,55,FR,France
-200225,7,18807,9408,28206,32,16,48,FR,France
-200224,7,15035,9084,20986,25,15,35,FR,France
-200223,7,12617,6916,18318,21,11,31,FR,France
-200222,7,18851,10747,26955,32,18,46,FR,France
-200221,7,14282,7527,21037,24,13,35,FR,France
-200220,7,12558,6860,18256,21,11,31,FR,France
-200219,7,18605,11518,25692,31,19,43,FR,France
-200218,7,10857,5495,16219,18,9,27,FR,France
-200217,7,16252,9537,22967,27,16,38,FR,France
-200216,7,10284,5016,15552,17,8,26,FR,France
-200215,7,19217,9502,28932,32,16,48,FR,France
-200214,7,15585,6215,24955,26,10,42,FR,France
-200213,7,29411,13274,45548,49,22,76,FR,France
-200212,7,12354,7208,17500,21,12,30,FR,France
-200211,7,11781,7053,16509,20,12,28,FR,France
-200210,7,9450,5283,13617,16,9,23,FR,France
-200209,7,11735,5297,18173,20,9,31,FR,France
-200208,7,8153,3653,12653,14,6,22,FR,France
-200207,7,6992,3354,10630,12,6,18,FR,France
-200206,7,7857,3052,12662,13,5,21,FR,France
-200205,7,7405,2868,11942,12,4,20,FR,France
-200204,7,13562,7935,19189,23,14,32,FR,France
-200203,7,8152,4543,11761,14,8,20,FR,France
-200202,7,9486,4411,14561,16,7,25,FR,France
-200201,7,6329,1565,11093,11,3,19,FR,France
-200152,7,5566,2267,8865,9,3,15,FR,France
-200151,7,6045,2630,9460,10,4,16,FR,France
-200150,7,11601,4100,19102,20,7,33,FR,France
-200149,7,5828,851,10805,10,2,18,FR,France
-200148,7,9965,5007,14923,17,9,25,FR,France
-200147,7,6292,2021,10563,11,4,18,FR,France
-200146,7,5424,2218,8630,9,4,14,FR,France
-200145,7,9468,5023,13913,16,8,24,FR,France
-200144,7,4941,1881,8001,8,3,13,FR,France
-200143,7,6978,3201,10755,12,6,18,FR,France
-200142,7,6726,3147,10305,11,5,17,FR,France
-200141,7,5410,1849,8971,9,3,15,FR,France
-200140,7,3320,637,6003,6,1,11,FR,France
-200139,7,1152,0,2569,2,0,4,FR,France
-200138,7,864,0,2411,1,0,4,FR,France
-200137,7,1234,0,3393,2,0,6,FR,France
-200136,7,391,0,1256,1,0,2,FR,France
-200135,7,2539,0,6274,4,0,10,FR,France
-200134,7,1946,0,4439,3,0,7,FR,France
-200133,7,655,0,2046,1,0,3,FR,France
-200132,7,4619,0,10912,8,0,19,FR,France
-200131,7,7622,1190,14054,13,2,24,FR,France
-200130,7,13686,4678,22694,23,8,38,FR,France
-200129,7,12966,4727,21205,22,8,36,FR,France
-200128,7,20908,11957,29859,35,20,50,FR,France
-200127,7,26634,17739,35529,45,30,60,FR,France
-200126,7,13863,7666,20060,23,13,33,FR,France
-200125,7,17329,9452,25206,29,16,42,FR,France
-200124,7,10961,6673,15249,19,12,26,FR,France
-200123,7,7892,3888,11896,13,6,20,FR,France
-200122,7,10912,4621,17203,18,7,29,FR,France
-200121,7,10194,5217,15171,17,9,25,FR,France
-200120,7,10390,5710,15070,18,10,26,FR,France
-200119,7,10976,5927,16025,19,10,28,FR,France
-200118,7,11933,6833,17033,20,11,29,FR,France
-200117,7,16250,9256,23244,27,15,39,FR,France
-200116,7,14131,8691,19571,24,15,33,FR,France
-200115,7,11033,6411,15655,19,11,27,FR,France
-200114,7,18381,12349,24413,31,21,41,FR,France
-200113,7,15253,9582,20924,26,16,36,FR,France
-200112,7,12761,8155,17367,22,14,30,FR,France
-200111,7,11592,6790,16394,20,12,28,FR,France
-200110,7,11220,6697,15743,19,11,27,FR,France
-200109,7,10984,6431,15537,19,11,27,FR,France
-200108,7,18335,10145,26525,31,17,45,FR,France
-200107,7,17404,10389,24419,29,17,41,FR,France
-200106,7,18382,10498,26266,31,18,44,FR,France
-200105,7,13455,7904,19006,23,14,32,FR,France
-200104,7,16438,10780,22096,28,18,38,FR,France
-200103,7,18174,12049,24299,31,21,41,FR,France
-200102,7,22905,16080,29730,39,27,51,FR,France
-200101,7,29487,21117,37857,50,36,64,FR,France
-200052,7,17041,10342,23740,29,18,40,FR,France
-200051,7,11749,7358,16140,20,13,27,FR,France
-200050,7,14215,8706,19724,24,15,33,FR,France
-200049,7,10172,5845,14499,17,10,24,FR,France
-200048,7,13683,8322,19044,23,14,32,FR,France
-200047,7,9924,5066,14782,17,9,25,FR,France
-200046,7,11103,5449,16757,19,9,29,FR,France
-200045,7,7870,3542,12198,13,6,20,FR,France
-200044,7,11328,6118,16538,19,10,28,FR,France
-200043,7,5292,1687,8897,9,3,15,FR,France
-200042,7,4410,1293,7527,8,3,13,FR,France
-200041,7,5242,1813,8671,9,3,15,FR,France
-200040,7,4066,1351,6781,7,2,12,FR,France
-200039,7,4574,885,8263,8,2,14,FR,France
-200038,7,8241,3875,12607,14,7,21,FR,France
-200037,7,3124,423,5825,5,0,10,FR,France
-200036,7,731,0,2044,1,0,3,FR,France
-200035,7,6605,959,12251,11,1,21,FR,France
-200034,7,6924,931,12917,12,2,22,FR,France
-200033,7,10713,3957,17469,18,7,29,FR,France
-200032,7,15736,5003,26469,27,9,45,FR,France
-200031,7,13088,5542,20634,22,9,35,FR,France
-200030,7,16422,9062,23782,28,15,41,FR,France
-200029,7,16543,8116,24970,28,14,42,FR,France
-200028,7,12868,5178,20558,22,9,35,FR,France
-200027,7,18228,10887,25569,31,19,43,FR,France
-200026,7,17377,10789,23965,30,19,41,FR,France
-200025,7,22600,15119,30081,38,25,51,FR,France
-200024,7,16046,10504,21588,27,18,36,FR,France
-200023,7,11887,6681,17093,20,11,29,FR,France
-200022,7,26275,18762,33788,45,32,58,FR,France
-200021,7,15921,9967,21875,27,17,37,FR,France
-200020,7,19178,12565,25791,33,22,44,FR,France
-200019,7,17152,10424,23880,29,18,40,FR,France
-200018,7,17571,10754,24388,30,18,42,FR,France
-200017,7,9999,5672,14326,17,10,24,FR,France
-200016,7,17506,11461,23551,30,20,40,FR,France
-200015,7,23333,14747,31919,40,25,55,FR,France
-200014,7,15027,9838,20216,26,17,35,FR,France
-200013,7,17924,12383,23465,30,21,39,FR,France
-200012,7,15415,9917,20913,26,17,35,FR,France
-200011,7,12359,7372,17346,21,13,29,FR,France
-200010,7,13858,9167,18549,24,16,32,FR,France
-200009,7,9096,5451,12741,15,9,21,FR,France
-200008,7,10596,6574,14618,18,11,25,FR,France
-200007,7,13593,8816,18370,23,15,31,FR,France
-200006,7,9017,5391,12643,15,9,21,FR,France
-200005,7,12681,7750,17612,22,14,30,FR,France
-200004,7,11889,7253,16525,20,12,28,FR,France
-200003,7,9171,5628,12714,16,10,22,FR,France
-200002,7,10268,5957,14579,17,10,24,FR,France
-200001,7,10986,6521,15451,19,11,27,FR,France
-199952,7,10358,5667,15049,18,10,26,FR,France
-199951,7,10099,6132,14066,17,10,24,FR,France
-199950,7,10439,6481,14397,18,11,25,FR,France
-199949,7,7736,4269,11203,13,7,19,FR,France
-199948,7,11414,6754,16074,20,12,28,FR,France
-199947,7,7639,2705,12573,13,5,21,FR,France
-199946,7,6544,0,15074,11,0,26,FR,France
-199945,7,11273,3165,19381,19,5,33,FR,France
-199944,7,8049,3828,12270,14,7,21,FR,France
-199943,7,7788,4226,11350,13,7,19,FR,France
-199942,7,6779,3659,9899,12,7,17,FR,France
-199941,7,5213,2646,7780,9,5,13,FR,France
-199940,7,5018,2256,7780,9,4,14,FR,France
-199939,7,3108,1141,5075,5,2,8,FR,France
-199938,7,2095,143,4047,4,1,7,FR,France
-199937,7,3611,1095,6127,6,2,10,FR,France
-199936,7,2085,116,4054,4,1,7,FR,France
-199935,7,1102,0,2231,2,0,4,FR,France
-199934,7,2813,468,5158,5,1,9,FR,France
-199933,7,7210,2996,11424,12,5,19,FR,France
-199932,7,6981,2822,11140,12,5,19,FR,France
-199931,7,6389,2284,10494,11,4,18,FR,France
-199930,7,10567,4364,16770,18,7,29,FR,France
-199929,7,18284,11145,25423,31,19,43,FR,France
-199928,7,21079,13832,28326,36,24,48,FR,France
-199927,7,18824,12647,25001,32,21,43,FR,France
-199926,7,18098,12190,24006,31,21,41,FR,France
-199925,7,23863,16911,30815,41,29,53,FR,France
-199924,7,18038,12162,23914,31,21,41,FR,France
-199923,7,19660,13601,25719,34,24,44,FR,France
-199922,7,18093,12570,23616,31,22,40,FR,France
-199921,7,15850,10129,21571,27,17,37,FR,France
-199920,7,12241,7408,17074,21,13,29,FR,France
-199919,7,10738,6273,15203,18,10,26,FR,France
-199918,7,20739,14823,26655,35,25,45,FR,France
-199917,7,13993,9229,18757,24,16,32,FR,France
-199916,7,16199,10966,21432,28,19,37,FR,France
-199915,7,19936,13939,25933,34,24,44,FR,France
-199914,7,22907,15999,29815,39,27,51,FR,France
-199913,7,18404,11277,25531,31,19,43,FR,France
-199912,7,19242,13136,25348,33,23,43,FR,France
-199911,7,14923,9872,19974,26,17,35,FR,France
-199910,7,16058,10370,21746,27,17,37,FR,France
-199909,7,11125,6841,15409,19,12,26,FR,France
-199908,7,10840,7075,14605,19,13,25,FR,France
-199907,7,13655,9263,18047,23,15,31,FR,France
-199906,7,17654,12681,22627,30,21,39,FR,France
-199905,7,16838,11942,21734,29,21,37,FR,France
-199904,7,17056,12124,21988,29,21,37,FR,France
-199903,7,18805,13967,23643,32,24,40,FR,France
-199902,7,14863,10135,19591,25,17,33,FR,France
-199901,7,13707,9075,18339,23,15,31,FR,France
-199853,7,24797,17975,31619,43,31,55,FR,France
-199852,7,23616,16902,30330,41,29,53,FR,France
-199851,7,13919,9478,18360,24,16,32,FR,France
-199850,7,20556,15164,25948,35,26,44,FR,France
-199849,7,16232,11327,21137,28,20,36,FR,France
-199848,7,11998,7691,16305,21,14,28,FR,France
-199847,7,13617,8934,18300,23,15,31,FR,France
-199846,7,7646,4419,10873,13,7,19,FR,France
-199845,7,15930,10713,21147,27,18,36,FR,France
-199844,7,14145,9390,18900,24,16,32,FR,France
-199843,7,16707,11447,21967,29,20,38,FR,France
-199842,7,12475,7806,17144,21,13,29,FR,France
-199841,7,13018,8151,17885,22,14,30,FR,France
-199840,7,7396,3653,11139,13,7,19,FR,France
-199839,7,4467,1896,7038,8,4,12,FR,France
-199838,7,3421,1176,5666,6,2,10,FR,France
-199837,7,4489,2136,6842,8,4,12,FR,France
-199836,7,6355,2914,9796,11,5,17,FR,France
-199835,7,7689,3867,11511,13,6,20,FR,France
-199834,7,7235,3191,11279,12,5,19,FR,France
-199833,7,11431,6018,16844,20,11,29,FR,France
-199832,7,20493,9237,31749,35,16,54,FR,France
-199831,7,15619,9125,22113,27,16,38,FR,France
-199830,7,19360,12617,26103,33,21,45,FR,France
-199829,7,17816,11414,24218,31,20,42,FR,France
-199828,7,20757,14385,27129,36,25,47,FR,France
-199827,7,20714,14671,26757,36,26,46,FR,France
-199826,7,24479,17611,31347,42,30,54,FR,France
-199825,7,24462,17924,31000,42,31,53,FR,France
-199824,7,18928,13945,23911,32,23,41,FR,France
-199823,7,13478,8876,18080,23,15,31,FR,France
-199822,7,13213,8997,17429,23,16,30,FR,France
-199821,7,10741,6627,14855,18,11,25,FR,France
-199820,7,23223,17217,29229,40,30,50,FR,France
-199819,7,16130,10667,21593,28,19,37,FR,France
-199818,7,15802,10374,21230,27,18,36,FR,France
-199817,7,14119,8452,19786,24,14,34,FR,France
-199816,7,11744,7632,15856,20,13,27,FR,France
-199815,7,17422,12372,22472,30,21,39,FR,France
-199814,7,20962,15699,26225,36,27,45,FR,France
-199813,7,17029,12181,21877,29,21,37,FR,France
-199812,7,14960,10393,19527,26,18,34,FR,France
-199811,7,13687,9540,17834,23,16,30,FR,France
-199810,7,14294,9623,18965,25,17,33,FR,France
-199809,7,12550,8183,16917,22,15,29,FR,France
-199808,7,15378,10656,20100,26,18,34,FR,France
-199807,7,14618,10083,19153,25,17,33,FR,France
-199806,7,15316,10683,19949,26,18,34,FR,France
-199805,7,11805,7653,15957,20,13,27,FR,France
-199804,7,15746,10733,20759,27,18,36,FR,France
-199803,7,13085,8916,17254,22,15,29,FR,France
-199802,7,10764,6882,14646,18,11,25,FR,France
-199801,7,19222,13376,25068,33,23,43,FR,France
-199752,7,18582,12576,24588,32,22,42,FR,France
-199751,7,10933,6829,15037,19,12,26,FR,France
-199750,7,9622,6005,13239,17,11,23,FR,France
-199749,7,12183,8157,16209,21,14,28,FR,France
-199748,7,7368,4022,10714,13,7,19,FR,France
-199747,7,10482,6595,14369,18,11,25,FR,France
-199746,7,8391,4342,12440,14,7,21,FR,France
-199745,7,7499,3716,11282,13,6,20,FR,France
-199744,7,5492,2442,8542,9,4,14,FR,France
-199743,7,4829,2314,7344,8,4,12,FR,France
-199742,7,4781,2027,7535,8,3,13,FR,France
-199741,7,6622,3367,9877,11,5,17,FR,France
-199740,7,2851,764,4938,5,1,9,FR,France
-199739,7,3242,851,5633,6,2,10,FR,France
-199738,7,2916,579,5253,5,1,9,FR,France
-199737,7,4944,2248,7640,9,4,14,FR,France
-199736,7,2767,679,4855,5,1,9,FR,France
-199735,7,1245,12,2478,2,0,4,FR,France
-199734,7,6971,2145,11797,12,4,20,FR,France
-199733,7,11167,5245,17089,19,9,29,FR,France
-199732,7,12349,6916,17782,21,12,30,FR,France
-199731,7,13276,8068,18484,23,14,32,FR,France
-199730,7,16463,10419,22507,28,18,38,FR,France
-199729,7,12458,6536,18380,21,11,31,FR,France
-199728,7,14155,8553,19757,24,14,34,FR,France
-199727,7,16611,11473,21749,29,20,38,FR,France
-199726,7,14303,10203,18403,25,18,32,FR,France
-199725,7,11562,7487,15637,20,13,27,FR,France
-199724,7,20722,15143,26301,36,26,46,FR,France
-199723,7,11958,8064,15852,21,14,28,FR,France
-199722,7,19175,14023,24327,33,24,42,FR,France
-199721,7,15933,11074,20792,27,19,35,FR,France
-199720,7,16512,11798,21226,28,20,36,FR,France
-199719,7,14490,10231,18749,25,18,32,FR,France
-199718,7,14033,9863,18203,24,17,31,FR,France
-199717,7,17029,12579,21479,29,21,37,FR,France
-199716,7,14686,10709,18663,25,18,32,FR,France
-199715,7,19100,14311,23889,33,25,41,FR,France
-199714,7,17746,13153,22339,31,23,39,FR,France
-199713,7,17384,12873,21895,30,22,38,FR,France
-199712,7,13589,9321,17857,23,16,30,FR,France
-199711,7,16033,11789,20277,28,21,35,FR,France
-199710,7,12351,8688,16014,21,15,27,FR,France
-199709,7,16809,12329,21289,29,21,37,FR,France
-199708,7,9660,6429,12891,17,11,23,FR,France
-199707,7,16751,12377,21125,29,21,37,FR,France
-199706,7,17151,13029,21273,30,23,37,FR,France
-199705,7,12543,9128,15958,22,16,28,FR,France
-199704,7,14475,10891,18059,25,19,31,FR,France
-199703,7,12135,8727,15543,21,15,27,FR,France
-199702,7,15541,11574,19508,27,20,34,FR,France
-199701,7,14432,10701,18163,25,19,31,FR,France
-199652,7,15556,11735,19377,27,20,34,FR,France
-199651,7,14038,10500,17576,24,18,30,FR,France
-199650,7,14236,10857,17615,25,19,31,FR,France
-199649,7,10776,7924,13628,19,14,24,FR,France
-199648,7,7489,4949,10029,13,9,17,FR,France
-199647,7,11826,8573,15079,20,14,26,FR,France
-199646,7,10269,7201,13337,18,13,23,FR,France
-199645,7,17313,12967,21659,30,22,38,FR,France
-199644,7,12095,8643,15547,21,15,27,FR,France
-199643,7,14958,10739,19177,26,19,33,FR,France
-199642,7,14106,10196,18016,24,17,31,FR,France
-199641,7,10302,6968,13636,18,12,24,FR,France
-199640,7,9514,5990,13038,16,10,22,FR,France
-199639,7,6376,3651,9101,11,6,16,FR,France
-199638,7,3835,1587,6083,7,3,11,FR,France
-199637,7,2746,1100,4392,5,2,8,FR,France
-199636,7,4577,2320,6834,8,4,12,FR,France
-199635,7,2624,902,4346,5,2,8,FR,France
-199634,7,6280,3139,9421,11,6,16,FR,France
-199633,7,10194,5347,15041,18,10,26,FR,France
-199632,7,10116,5942,14290,17,10,24,FR,France
-199631,7,14292,9640,18944,25,17,33,FR,France
-199630,7,20862,14786,26938,36,26,46,FR,France
-199629,7,17243,12463,22023,30,22,38,FR,France
-199628,7,16021,11796,20246,28,21,35,FR,France
-199627,7,19880,14406,25354,34,25,43,FR,France
-199626,7,12565,8783,16347,22,15,29,FR,France
-199625,7,19360,14570,24150,33,25,41,FR,France
-199624,7,20778,15610,25946,36,27,45,FR,France
-199623,7,17991,13162,22820,31,23,39,FR,France
-199622,7,18294,13971,22617,32,25,39,FR,France
-199621,7,14000,10136,17864,24,17,31,FR,France
-199620,7,16598,12361,20835,29,22,36,FR,France
-199619,7,11710,8148,15272,20,14,26,FR,France
-199618,7,12140,8325,15955,21,14,28,FR,France
-199617,7,17984,13059,22909,31,22,40,FR,France
-199616,7,10796,7250,14342,19,13,25,FR,France
-199615,7,12766,9101,16431,22,16,28,FR,France
-199614,7,14952,10656,19248,26,19,33,FR,France
-199613,7,12861,9266,16456,22,16,28,FR,France
-199612,7,11592,8202,14982,20,14,26,FR,France
-199611,7,15991,12026,19956,28,21,35,FR,France
-199610,7,13551,9873,17229,23,17,29,FR,France
-199609,7,9737,6799,12675,17,12,22,FR,France
-199608,7,11835,8569,15101,20,14,26,FR,France
-199607,7,9296,6455,12137,16,11,21,FR,France
-199606,7,11330,8078,14582,20,14,26,FR,France
-199605,7,10249,7092,13406,18,13,23,FR,France
-199604,7,9004,6336,11672,16,11,21,FR,France
-199603,7,5904,3709,8099,10,6,14,FR,France
-199602,7,6166,4027,8305,11,7,15,FR,France
-199601,7,7238,4902,9574,12,8,16,FR,France
-199552,7,7808,5225,10391,14,10,18,FR,France
-199551,7,10505,7602,13408,18,13,23,FR,France
-199550,7,9513,7014,12012,16,12,20,FR,France
-199549,7,10263,7482,13044,18,13,23,FR,France
-199548,7,9491,6551,12431,16,11,21,FR,France
-199547,7,11221,8016,14426,19,13,25,FR,France
-199546,7,5104,2852,7356,9,5,13,FR,France
-199545,7,5017,2797,7237,9,5,13,FR,France
-199544,7,8374,5440,11308,14,9,19,FR,France
-199543,7,6365,3429,9301,11,6,16,FR,France
-199542,7,5827,3427,8227,10,6,14,FR,France
-199541,7,5884,3274,8494,10,5,15,FR,France
-199540,7,4653,2571,6735,8,4,12,FR,France
-199539,7,4334,2014,6654,8,4,12,FR,France
-199538,7,3821,1909,5733,7,4,10,FR,France
-199537,7,2297,884,3710,4,2,6,FR,France
-199536,7,2317,870,3764,4,1,7,FR,France
-199535,7,2531,1035,4027,4,1,7,FR,France
-199534,7,5067,2070,8064,9,4,14,FR,France
-199533,7,4709,1793,7625,8,3,13,FR,France
-199532,7,8030,3945,12115,14,7,21,FR,France
-199531,7,12034,7228,16840,21,13,29,FR,France
-199530,7,16283,11419,21147,28,20,36,FR,France
-199529,7,15520,11209,19831,27,20,34,FR,France
-199528,7,21385,16186,26584,37,28,46,FR,France
-199527,7,31707,25490,37924,55,44,66,FR,France
-199526,7,23680,18921,28439,41,33,49,FR,France
-199525,7,27941,22665,33217,48,39,57,FR,France
-199524,7,24813,19263,30363,43,33,53,FR,France
-199523,7,19371,14610,24132,34,26,42,FR,France
-199522,7,16158,12114,20202,28,21,35,FR,France
-199521,7,14986,10952,19020,26,19,33,FR,France
-199520,7,12831,9059,16603,22,15,29,FR,France
-199519,7,15806,11585,20027,27,20,34,FR,France
-199518,7,15333,10987,19679,27,19,35,FR,France
-199517,7,15551,11471,19631,27,20,34,FR,France
-199516,7,15939,12349,19529,28,22,34,FR,France
-199515,7,16126,12689,19563,28,22,34,FR,France
-199514,7,15247,11965,18529,26,20,32,FR,France
-199513,7,16864,13368,20360,29,23,35,FR,France
-199512,7,15875,12429,19321,27,21,33,FR,France
-199511,7,12844,9644,16044,22,16,28,FR,France
-199510,7,15346,11782,18910,27,21,33,FR,France
-199509,7,14754,11260,18248,26,20,32,FR,France
-199508,7,14521,11077,17965,25,19,31,FR,France
-199507,7,14315,10809,17821,25,19,31,FR,France
-199506,7,18089,14383,21795,31,25,37,FR,France
-199505,7,13414,10176,16652,23,17,29,FR,France
-199504,7,15743,12316,19170,27,21,33,FR,France
-199503,7,13763,10614,16912,24,19,29,FR,France
-199502,7,11495,8490,14500,20,15,25,FR,France
-199501,7,13733,10266,17200,24,18,30,FR,France
-199452,7,12696,9453,15939,22,16,28,FR,France
-199451,7,10390,7458,13322,18,13,23,FR,France
-199450,7,8048,5524,10572,14,10,18,FR,France
-199449,7,8212,5651,10773,14,10,18,FR,France
-199448,7,6481,4250,8712,11,7,15,FR,France
-199447,7,7140,4666,9614,12,8,16,FR,France
-199446,7,5021,2972,7070,9,5,13,FR,France
-199445,7,6759,4267,9251,12,8,16,FR,France
-199444,7,9276,5996,12556,16,10,22,FR,France
-199443,7,5622,3091,8153,10,6,14,FR,France
-199442,7,5848,3383,8313,10,6,14,FR,France
-199441,7,4921,2796,7046,9,5,13,FR,France
-199440,7,5936,3694,8178,10,6,14,FR,France
-199439,7,4090,2080,6100,7,4,10,FR,France
-199438,7,2734,1164,4304,5,2,8,FR,France
-199437,7,4364,1957,6771,8,4,12,FR,France
-199436,7,1991,509,3473,3,0,6,FR,France
-199435,7,3676,1494,5858,6,2,10,FR,France
-199434,7,6830,3728,9932,12,7,17,FR,France
-199433,7,6933,3534,10332,12,6,18,FR,France
-199432,7,4851,2299,7403,8,4,12,FR,France
-199431,7,7346,3935,10757,13,7,19,FR,France
-199430,7,17674,12807,22541,31,23,39,FR,France
-199429,7,17175,12461,21889,30,22,38,FR,France
-199428,7,16743,12021,21465,29,21,37,FR,France
-199427,7,22335,17343,27327,39,30,48,FR,France
-199426,7,23679,18832,28526,41,33,49,FR,France
-199425,7,24951,20263,29639,43,35,51,FR,France
-199424,7,29139,22549,35729,51,40,62,FR,France
-199423,7,13583,3641,23525,24,7,41,FR,France
-199422,7,16336,4640,28032,28,8,48,FR,France
-199421,7,16477,11025,21929,29,20,38,FR,France
-199420,7,12872,9458,16286,22,16,28,FR,France
-199419,7,13769,10440,17098,24,18,30,FR,France
-199418,7,13066,9917,16215,23,18,28,FR,France
-199417,7,18648,14838,22458,32,25,39,FR,France
-199416,7,17629,13660,21598,31,24,38,FR,France
-199415,7,23128,18550,27706,40,32,48,FR,France
-199414,7,20128,15971,24285,35,28,42,FR,France
-199413,7,16259,12721,19797,28,22,34,FR,France
-199412,7,15215,11581,18849,26,20,32,FR,France
-199411,7,16439,12812,20066,29,23,35,FR,France
-199410,7,20681,16433,24929,36,29,43,FR,France
-199409,7,22652,17519,27785,39,30,48,FR,France
-199408,7,22067,17044,27090,38,29,47,FR,France
-199407,7,15332,11563,19101,27,20,34,FR,France
-199406,7,15321,11710,18932,27,21,33,FR,France
-199405,7,15264,11523,19005,27,21,33,FR,France
-199404,7,10871,7697,14045,19,13,25,FR,France
-199403,7,10882,7808,13956,19,14,24,FR,France
-199402,7,11834,8348,15320,21,15,27,FR,France
-199401,7,11104,8142,14066,19,14,24,FR,France
-199352,7,9874,6746,13002,17,12,22,FR,France
-199351,7,9565,6818,12312,17,12,22,FR,France
-199350,7,6195,4181,8209,11,7,15,FR,France
-199349,7,10095,7443,12747,18,13,23,FR,France
-199348,7,6413,4261,8565,11,7,15,FR,France
-199347,7,7543,4934,10152,13,8,18,FR,France
-199346,7,7862,5175,10549,14,9,19,FR,France
-199345,7,5648,3511,7785,10,6,14,FR,France
-199344,7,6964,4509,9419,12,8,16,FR,France
-199343,7,5976,3632,8320,10,6,14,FR,France
-199342,7,7669,4853,10485,13,8,18,FR,France
-199341,7,9657,6648,12666,17,12,22,FR,France
-199340,7,5725,3082,8368,10,5,15,FR,France
-199339,7,5520,3207,7833,10,6,14,FR,France
-199338,7,2179,888,3470,4,2,6,FR,France
-199337,7,1762,557,2967,3,1,5,FR,France
-199336,7,3214,1526,4902,6,3,9,FR,France
-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