From 15206eb3eff5465443a0fbcd16113a3e5b87a6bf Mon Sep 17 00:00:00 2001 From: 75c80a38547344d7d76c3a6fb64a936b <75c80a38547344d7d76c3a6fb64a936b@app-learninglab.inria.fr> Date: Wed, 20 Aug 2025 13:36:04 +0000 Subject: [PATCH] answer --- .../exo2/analyse-incidence-varicelle.ipynb | 2501 +++++++++++++++++ module3/exo2/exercice.ipynb | 25 - module3/exo2/varicelle.csv | 1813 ++++++++++++ 3 files changed, 4314 insertions(+), 25 deletions(-) create mode 100644 module3/exo2/analyse-incidence-varicelle.ipynb delete mode 100644 module3/exo2/exercice.ipynb create mode 100644 module3/exo2/varicelle.csv diff --git a/module3/exo2/analyse-incidence-varicelle.ipynb b/module3/exo2/analyse-incidence-varicelle.ipynb new file mode 100644 index 0000000..4e34798 --- /dev/null +++ b/module3/exo2/analyse-incidence-varicelle.ipynb @@ -0,0 +1,2501 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Incidence de la varicelle" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "import isoweek\n", + "import os\n", + "from urllib.request import urlretrieve" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Les données de l'incidence de la varicelle sont disponibles du site Web du [Réseau Sentinelles](http://www.sentiweb.fr/). Nous les récupérons sous forme d'un fichier en format CSV dont chaque ligne correspond à une semaine de la période demandée. Nous téléchargeons toujours le jeu de données complet, qui commence en 1990 et se termine avec une semaine récente." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "data_url = \"https://www.sentiweb.fr/datasets/all/inc-7-PAY.csv\"" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Pour nous protéger contre une éventuelle disparition ou modification du serveur du Réseau Sentinelles, nous faisons une copie locale de ce jeux de données que nous préservons avec notre analyse. Il est inutile et même risquée de télécharger les données à chaque exécution, car dans le cas d'une panne nous pourrions remplacer nos données par un fichier défectueux. Pour cette raison, nous téléchargeons les données seulement si la copie locale n'existe pas." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "data_file = 'varicelle.csv' \n", + "if not os.path.exists(data_file):\n", + " urlretrieve(data_url, data_file)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Voici l'explication des colonnes données [sur le site d'origine](https://ns.sentiweb.fr/incidence/csv-schema-v1.json):\n", + "\n", + "| Nom de colonne | Libellé de colonne |\n", + "|----------------|-----------------------------------------------------------------------------------------------------------------------------------|\n", + "| week | Semaine calendaire (ISO 8601) |\n", + "| indicator | Code de l'indicateur de surveillance |\n", + "| inc | Estimation de l'incidence de consultations en nombre de cas |\n", + "| inc_low | Estimation de la borne inférieure de l'IC95% du nombre de cas de consultation |\n", + "| inc_up | Estimation de la borne supérieure de l'IC95% du nombre de cas de consultation |\n", + "| inc100 | Estimation du taux d'incidence du nombre de cas de consultation (en cas pour 100,000 habitants) |\n", + "| inc100_low | Estimation de la borne inférieure de l'IC95% du taux d'incidence du nombre de cas de consultation (en cas pour 100,000 habitants) |\n", + "| inc100_up | Estimation de la borne supérieure de l'IC95% du taux d'incidence du nombre de cas de consultation (en cas pour 100,000 habitants) |\n", + "| geo_insee | Code de la zone géographique concernée (Code INSEE) http://www.insee.fr/fr/methodes/nomenclatures/cog/ |\n", + "| geo_name | Libellé de la zone géographique (ce libellé peut être modifié sans préavis) |\n", + "\n", + "La première ligne du fichier CSV est un commentaire, que nous ignorons en précisant `skiprows=1`." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
weekindicatorincinc_lowinc_upinc100inc100_lowinc100_upgeo_inseegeo_name
0202533720202493791306FRFrance
120253272015423988306FRFrance
2202531757030130829020FRFrance
32025307710235901061411616FRFrance
4202529763853384938610614FRFrance
520252875584312380458412FRFrance
620252775667285084848412FRFrance
720252675872328584599513FRFrance
820252575953369882089612FRFrance
920252474580255866027410FRFrance
1020252374911266371597410FRFrance
11202522768373940973410614FRFrance
1220252174693265367337410FRFrance
132025207308315354631537FRFrance
1420251975084199781718313FRFrance
1520251875003271872887410FRFrance
1620251776246342490689513FRFrance
1720251676151319391099513FRFrance
1820251575557326278528511FRFrance
1920251474984285871107410FRFrance
2020251375964360883209513FRFrance
212025127385519955715639FRFrance
2220251175878274790099414FRFrance
232025107292114214421426FRFrance
242025097338114685294528FRFrance
252025087283512864384426FRFrance
2620250774502238266227410FRFrance
272025067345519584952537FRFrance
282025057208710563118315FRFrance
29202504768954466932410614FRFrance
.................................
17811991267176081130423912312042FRFrance
17821991257161691070021638281838FRFrance
17831991247161711007122271281739FRFrance
1784199123711947767116223211329FRFrance
1785199122715452995320951271737FRFrance
1786199121714903897520831261636FRFrance
17871991207190531274225364342345FRFrance
17881991197167391124622232291939FRFrance
17891991187213851388228888382551FRFrance
1790199117713462887718047241632FRFrance
17911991167148571006819646261834FRFrance
1792199115713975978118169251832FRFrance
1793199114712265768416846221430FRFrance
179419911379567604113093171123FRFrance
1795199112710864733114397191325FRFrance
17961991117155741118419964271935FRFrance
17971991107166431137221914292038FRFrance
1798199109713741878018702241533FRFrance
1799199108713289881317765231531FRFrance
1800199107712337807716597221529FRFrance
1801199106710877701314741191226FRFrance
1802199105710442654414340181125FRFrance
18031991047791345631126314820FRFrance
18041991037153871048420290271836FRFrance
18051991027162771104621508292038FRFrance
18061991017155651027120859271836FRFrance
18071990527193751329525455342345FRFrance
18081990517190801380724353342543FRFrance
1809199050711079666015498201228FRFrance
18101990497114302610205FRFrance
\n", + "

1811 rows × 10 columns

\n", + "
" + ], + "text/plain": [ + " week indicator inc inc_low inc_up inc100 inc100_low \\\n", + "0 202533 7 2020 249 3791 3 0 \n", + "1 202532 7 2015 42 3988 3 0 \n", + "2 202531 7 5703 0 13082 9 0 \n", + "3 202530 7 7102 3590 10614 11 6 \n", + "4 202529 7 6385 3384 9386 10 6 \n", + "5 202528 7 5584 3123 8045 8 4 \n", + "6 202527 7 5667 2850 8484 8 4 \n", + "7 202526 7 5872 3285 8459 9 5 \n", + "8 202525 7 5953 3698 8208 9 6 \n", + "9 202524 7 4580 2558 6602 7 4 \n", + "10 202523 7 4911 2663 7159 7 4 \n", + "11 202522 7 6837 3940 9734 10 6 \n", + "12 202521 7 4693 2653 6733 7 4 \n", + "13 202520 7 3083 1535 4631 5 3 \n", + "14 202519 7 5084 1997 8171 8 3 \n", + "15 202518 7 5003 2718 7288 7 4 \n", + "16 202517 7 6246 3424 9068 9 5 \n", + "17 202516 7 6151 3193 9109 9 5 \n", + "18 202515 7 5557 3262 7852 8 5 \n", + "19 202514 7 4984 2858 7110 7 4 \n", + "20 202513 7 5964 3608 8320 9 5 \n", + "21 202512 7 3855 1995 5715 6 3 \n", + "22 202511 7 5878 2747 9009 9 4 \n", + "23 202510 7 2921 1421 4421 4 2 \n", + "24 202509 7 3381 1468 5294 5 2 \n", + "25 202508 7 2835 1286 4384 4 2 \n", + "26 202507 7 4502 2382 6622 7 4 \n", + "27 202506 7 3455 1958 4952 5 3 \n", + "28 202505 7 2087 1056 3118 3 1 \n", + "29 202504 7 6895 4466 9324 10 6 \n", + "... ... ... ... ... ... ... ... \n", + "1781 199126 7 17608 11304 23912 31 20 \n", + "1782 199125 7 16169 10700 21638 28 18 \n", + "1783 199124 7 16171 10071 22271 28 17 \n", + "1784 199123 7 11947 7671 16223 21 13 \n", + "1785 199122 7 15452 9953 20951 27 17 \n", + "1786 199121 7 14903 8975 20831 26 16 \n", + "1787 199120 7 19053 12742 25364 34 23 \n", + "1788 199119 7 16739 11246 22232 29 19 \n", + "1789 199118 7 21385 13882 28888 38 25 \n", + "1790 199117 7 13462 8877 18047 24 16 \n", + "1791 199116 7 14857 10068 19646 26 18 \n", + "1792 199115 7 13975 9781 18169 25 18 \n", + "1793 199114 7 12265 7684 16846 22 14 \n", + "1794 199113 7 9567 6041 13093 17 11 \n", + "1795 199112 7 10864 7331 14397 19 13 \n", + "1796 199111 7 15574 11184 19964 27 19 \n", + "1797 199110 7 16643 11372 21914 29 20 \n", + "1798 199109 7 13741 8780 18702 24 15 \n", + "1799 199108 7 13289 8813 17765 23 15 \n", + "1800 199107 7 12337 8077 16597 22 15 \n", + "1801 199106 7 10877 7013 14741 19 12 \n", + "1802 199105 7 10442 6544 14340 18 11 \n", + "1803 199104 7 7913 4563 11263 14 8 \n", + "1804 199103 7 15387 10484 20290 27 18 \n", + "1805 199102 7 16277 11046 21508 29 20 \n", + "1806 199101 7 15565 10271 20859 27 18 \n", + "1807 199052 7 19375 13295 25455 34 23 \n", + "1808 199051 7 19080 13807 24353 34 25 \n", + "1809 199050 7 11079 6660 15498 20 12 \n", + "1810 199049 7 1143 0 2610 2 0 \n", + "\n", + " inc100_up geo_insee geo_name \n", + "0 6 FR France \n", + "1 6 FR France \n", + "2 20 FR France \n", + "3 16 FR France \n", + "4 14 FR France \n", + "5 12 FR France \n", + "6 12 FR France \n", + "7 13 FR France \n", + "8 12 FR France \n", + "9 10 FR France \n", + "10 10 FR France \n", + "11 14 FR France \n", + "12 10 FR France \n", + "13 7 FR France \n", + "14 13 FR France \n", + "15 10 FR France \n", + "16 13 FR France \n", + "17 13 FR France \n", + "18 11 FR France \n", + "19 10 FR France \n", + "20 13 FR France \n", + "21 9 FR France \n", + "22 14 FR France \n", + "23 6 FR France \n", + "24 8 FR France \n", + "25 6 FR France \n", + "26 10 FR France \n", + "27 7 FR France \n", + "28 5 FR France \n", + "29 14 FR France \n", + "... ... ... ... \n", + "1781 42 FR France \n", + "1782 38 FR France \n", + "1783 39 FR France \n", + "1784 29 FR France \n", + "1785 37 FR France \n", + "1786 36 FR France \n", + "1787 45 FR France \n", + "1788 39 FR France \n", + "1789 51 FR France \n", + "1790 32 FR France \n", + "1791 34 FR France \n", + "1792 32 FR France \n", + "1793 30 FR France \n", + "1794 23 FR France \n", + "1795 25 FR France \n", + "1796 35 FR France \n", + "1797 38 FR France \n", + "1798 33 FR France \n", + "1799 31 FR France \n", + "1800 29 FR France \n", + "1801 26 FR France \n", + "1802 25 FR France \n", + "1803 20 FR France \n", + "1804 36 FR France \n", + "1805 38 FR France \n", + "1806 36 FR France \n", + "1807 45 FR France \n", + "1808 43 FR France \n", + "1809 28 FR France \n", + "1810 5 FR France \n", + "\n", + "[1811 rows x 10 columns]" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "raw_data = pd.read_csv(data_file, skiprows=1)\n", + "raw_data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Y a-t-il des points manquants dans ce jeux de données ? Non." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
weekindicatorincinc_lowinc_upinc100inc100_lowinc100_upgeo_inseegeo_name
\n", + "
" + ], + "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": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "raw_data[raw_data.isnull().any(axis=1)]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "On se protège contre les NaN" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
weekindicatorincinc_lowinc_upinc100inc100_lowinc100_upgeo_inseegeo_name
0202533720202493791306FRFrance
120253272015423988306FRFrance
2202531757030130829020FRFrance
32025307710235901061411616FRFrance
4202529763853384938610614FRFrance
520252875584312380458412FRFrance
620252775667285084848412FRFrance
720252675872328584599513FRFrance
820252575953369882089612FRFrance
920252474580255866027410FRFrance
1020252374911266371597410FRFrance
11202522768373940973410614FRFrance
1220252174693265367337410FRFrance
132025207308315354631537FRFrance
1420251975084199781718313FRFrance
1520251875003271872887410FRFrance
1620251776246342490689513FRFrance
1720251676151319391099513FRFrance
1820251575557326278528511FRFrance
1920251474984285871107410FRFrance
2020251375964360883209513FRFrance
212025127385519955715639FRFrance
2220251175878274790099414FRFrance
232025107292114214421426FRFrance
242025097338114685294528FRFrance
252025087283512864384426FRFrance
2620250774502238266227410FRFrance
272025067345519584952537FRFrance
282025057208710563118315FRFrance
29202504768954466932410614FRFrance
.................................
17811991267176081130423912312042FRFrance
17821991257161691070021638281838FRFrance
17831991247161711007122271281739FRFrance
1784199123711947767116223211329FRFrance
1785199122715452995320951271737FRFrance
1786199121714903897520831261636FRFrance
17871991207190531274225364342345FRFrance
17881991197167391124622232291939FRFrance
17891991187213851388228888382551FRFrance
1790199117713462887718047241632FRFrance
17911991167148571006819646261834FRFrance
1792199115713975978118169251832FRFrance
1793199114712265768416846221430FRFrance
179419911379567604113093171123FRFrance
1795199112710864733114397191325FRFrance
17961991117155741118419964271935FRFrance
17971991107166431137221914292038FRFrance
1798199109713741878018702241533FRFrance
1799199108713289881317765231531FRFrance
1800199107712337807716597221529FRFrance
1801199106710877701314741191226FRFrance
1802199105710442654414340181125FRFrance
18031991047791345631126314820FRFrance
18041991037153871048420290271836FRFrance
18051991027162771104621508292038FRFrance
18061991017155651027120859271836FRFrance
18071990527193751329525455342345FRFrance
18081990517190801380724353342543FRFrance
1809199050711079666015498201228FRFrance
18101990497114302610205FRFrance
\n", + "

1811 rows × 10 columns

\n", + "
" + ], + "text/plain": [ + " week indicator inc inc_low inc_up inc100 inc100_low \\\n", + "0 202533 7 2020 249 3791 3 0 \n", + "1 202532 7 2015 42 3988 3 0 \n", + "2 202531 7 5703 0 13082 9 0 \n", + "3 202530 7 7102 3590 10614 11 6 \n", + "4 202529 7 6385 3384 9386 10 6 \n", + "5 202528 7 5584 3123 8045 8 4 \n", + "6 202527 7 5667 2850 8484 8 4 \n", + "7 202526 7 5872 3285 8459 9 5 \n", + "8 202525 7 5953 3698 8208 9 6 \n", + "9 202524 7 4580 2558 6602 7 4 \n", + "10 202523 7 4911 2663 7159 7 4 \n", + "11 202522 7 6837 3940 9734 10 6 \n", + "12 202521 7 4693 2653 6733 7 4 \n", + "13 202520 7 3083 1535 4631 5 3 \n", + "14 202519 7 5084 1997 8171 8 3 \n", + "15 202518 7 5003 2718 7288 7 4 \n", + "16 202517 7 6246 3424 9068 9 5 \n", + "17 202516 7 6151 3193 9109 9 5 \n", + "18 202515 7 5557 3262 7852 8 5 \n", + "19 202514 7 4984 2858 7110 7 4 \n", + "20 202513 7 5964 3608 8320 9 5 \n", + "21 202512 7 3855 1995 5715 6 3 \n", + "22 202511 7 5878 2747 9009 9 4 \n", + "23 202510 7 2921 1421 4421 4 2 \n", + "24 202509 7 3381 1468 5294 5 2 \n", + "25 202508 7 2835 1286 4384 4 2 \n", + "26 202507 7 4502 2382 6622 7 4 \n", + "27 202506 7 3455 1958 4952 5 3 \n", + "28 202505 7 2087 1056 3118 3 1 \n", + "29 202504 7 6895 4466 9324 10 6 \n", + "... ... ... ... ... ... ... ... \n", + "1781 199126 7 17608 11304 23912 31 20 \n", + "1782 199125 7 16169 10700 21638 28 18 \n", + "1783 199124 7 16171 10071 22271 28 17 \n", + "1784 199123 7 11947 7671 16223 21 13 \n", + "1785 199122 7 15452 9953 20951 27 17 \n", + "1786 199121 7 14903 8975 20831 26 16 \n", + "1787 199120 7 19053 12742 25364 34 23 \n", + "1788 199119 7 16739 11246 22232 29 19 \n", + "1789 199118 7 21385 13882 28888 38 25 \n", + "1790 199117 7 13462 8877 18047 24 16 \n", + "1791 199116 7 14857 10068 19646 26 18 \n", + "1792 199115 7 13975 9781 18169 25 18 \n", + "1793 199114 7 12265 7684 16846 22 14 \n", + "1794 199113 7 9567 6041 13093 17 11 \n", + "1795 199112 7 10864 7331 14397 19 13 \n", + "1796 199111 7 15574 11184 19964 27 19 \n", + "1797 199110 7 16643 11372 21914 29 20 \n", + "1798 199109 7 13741 8780 18702 24 15 \n", + "1799 199108 7 13289 8813 17765 23 15 \n", + "1800 199107 7 12337 8077 16597 22 15 \n", + "1801 199106 7 10877 7013 14741 19 12 \n", + "1802 199105 7 10442 6544 14340 18 11 \n", + "1803 199104 7 7913 4563 11263 14 8 \n", + "1804 199103 7 15387 10484 20290 27 18 \n", + "1805 199102 7 16277 11046 21508 29 20 \n", + "1806 199101 7 15565 10271 20859 27 18 \n", + "1807 199052 7 19375 13295 25455 34 23 \n", + "1808 199051 7 19080 13807 24353 34 25 \n", + "1809 199050 7 11079 6660 15498 20 12 \n", + "1810 199049 7 1143 0 2610 2 0 \n", + "\n", + " inc100_up geo_insee geo_name \n", + "0 6 FR France \n", + "1 6 FR France \n", + "2 20 FR France \n", + "3 16 FR France \n", + "4 14 FR France \n", + "5 12 FR France \n", + "6 12 FR France \n", + "7 13 FR France \n", + "8 12 FR France \n", + "9 10 FR France \n", + "10 10 FR France \n", + "11 14 FR France \n", + "12 10 FR France \n", + "13 7 FR France \n", + "14 13 FR France \n", + "15 10 FR France \n", + "16 13 FR France \n", + "17 13 FR France \n", + "18 11 FR France \n", + "19 10 FR France \n", + "20 13 FR France \n", + "21 9 FR France \n", + "22 14 FR France \n", + "23 6 FR France \n", + "24 8 FR France \n", + "25 6 FR France \n", + "26 10 FR France \n", + "27 7 FR France \n", + "28 5 FR France \n", + "29 14 FR France \n", + "... ... ... ... \n", + "1781 42 FR France \n", + "1782 38 FR France \n", + "1783 39 FR France \n", + "1784 29 FR France \n", + "1785 37 FR France \n", + "1786 36 FR France \n", + "1787 45 FR France \n", + "1788 39 FR France \n", + "1789 51 FR France \n", + "1790 32 FR France \n", + "1791 34 FR France \n", + "1792 32 FR France \n", + "1793 30 FR France \n", + "1794 23 FR France \n", + "1795 25 FR France \n", + "1796 35 FR France \n", + "1797 38 FR France \n", + "1798 33 FR France \n", + "1799 31 FR France \n", + "1800 29 FR France \n", + "1801 26 FR France \n", + "1802 25 FR France \n", + "1803 20 FR France \n", + "1804 36 FR France \n", + "1805 38 FR France \n", + "1806 36 FR France \n", + "1807 45 FR France \n", + "1808 43 FR France \n", + "1809 28 FR France \n", + "1810 5 FR France \n", + "\n", + "[1811 rows x 10 columns]" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data = raw_data.dropna().copy()\n", + "data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Nos données utilisent une convention inhabituelle: le numéro de\n", + "semaine est collé à l'année, donnant l'impression qu'il s'agit\n", + "de nombre entier. C'est comme ça que Pandas les interprète.\n", + " \n", + "Un deuxième problème est que Pandas ne comprend pas les numéros de\n", + "semaine. Il faut lui fournir les dates de début et de fin de\n", + "semaine. Nous utilisons pour cela la bibliothèque `isoweek`.\n", + "\n", + "Comme la conversion des semaines est devenu assez complexe, nous\n", + "écrivons une petite fonction Python pour cela. Ensuite, nous\n", + "l'appliquons à tous les points de nos donnés. Les résultats vont\n", + "dans une nouvelle colonne 'period'." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "def convert_week(year_and_week_int):\n", + " year_and_week_str = str(year_and_week_int)\n", + " year = int(year_and_week_str[:4])\n", + " week = int(year_and_week_str[4:])\n", + " w = isoweek.Week(year, week)\n", + " return pd.Period(w.day(0), 'W')\n", + "\n", + "data['period'] = [convert_week(yw) for yw in data['week']]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Il restent deux petites modifications à faire.\n", + "\n", + "Premièrement, nous définissons les périodes d'observation\n", + "comme nouvel index de notre jeux de données. Ceci en fait\n", + "une suite chronologique, ce qui sera pratique par la suite.\n", + "\n", + "Deuxièmement, nous trions les points par période, dans\n", + "le sens chronologique." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "sorted_data = data.set_index('period').sort_index()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Nous vérifions la cohérence des données. Entre la fin d'une période et\n", + "le début de la période qui suit, la différence temporelle doit être\n", + "zéro, ou au moins très faible. Nous laissons une \"marge d'erreur\"\n", + "d'une seconde.\n", + "\n", + "Ceci s'avère tout à fait juste." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "periods = sorted_data.index\n", + "for p1, p2 in zip(periods[:-1], periods[1:]):\n", + " delta = p2.to_timestamp() - p1.end_time\n", + " if delta > pd.Timedelta('1s'):\n", + " print(p1, p2)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Un premier regard sur les données !" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sorted_data['inc'].plot()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Un zoom sur les dernières années montre mieux la situation des pics en hiver. Le creux des incidences se trouve en été." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "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 pic de l'épidémie se situe en hiver, à cheval\n", + "entre deux années civiles, nous définissons la période de référence\n", + "entre deux minima de l'incidence, du 1er août de l'année $N$ au\n", + "1er août de l'année $N+1$.\n", + "\n", + "Notre tâche est un peu compliquée par le fait que l'année ne comporte\n", + "pas un nombre entier de semaines. Nous modifions donc un peu nos périodes\n", + "de référence: à la place du 1er septembre de chaque année, nous utilisons le\n", + "premier jour de la semaine qui contient le 1er septembre.\n", + "\n", + "Comme l'incidence de la varicelle est très faible en été, cette\n", + "modification ne risque pas de fausser nos conclusions.\n", + "\n", + "Encore un petit détail: les données commencent en décembre 1990, ce qui\n", + "rend la première année incomplète. Nous commençons donc l'analyse en 1991." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "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": "markdown", + "metadata": {}, + "source": [ + "En partant de cette liste des semaines qui contiennent un 1er septembre, nous obtenons nos intervalles d'environ un an comme les périodes entre deux semaines adjacentes dans cette liste. Nous calculons les sommes des incidences hebdomadaires pour toutes ces périodes.\n", + "\n", + "Nous vérifions également que ces périodes contiennent entre 51 et 52 semaines, pour nous protéger contre des éventuelles erreurs dans notre code." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "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": "markdown", + "metadata": {}, + "source": [ + "Voici les incidences annuelles." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "yearly_incidence.plot(style='*')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Une liste triée permet de plus facilement répérer les valeurs les plus élevées (à la fin)." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "2020 221186\n", + "2023 366227\n", + "2021 376290\n", + "2024 479258\n", + "2002 516689\n", + "2018 542312\n", + "2017 551041\n", + "1996 564901\n", + "2019 584066\n", + "2015 604382\n", + "2000 617597\n", + "2001 619041\n", + "2012 624573\n", + "2005 628464\n", + "2006 632833\n", + "2022 641397\n", + "2011 642368\n", + "1993 643387\n", + "1995 652478\n", + "1994 661409\n", + "1998 677775\n", + "1997 683434\n", + "2014 685769\n", + "2013 698332\n", + "2007 717352\n", + "2008 749478\n", + "1999 756456\n", + "2003 758363\n", + "2004 777388\n", + "2016 782114\n", + "2010 829911\n", + "1992 832939\n", + "2009 842373\n", + "dtype: int64" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "yearly_incidence.sort_values()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Enfin, un histogramme montre bien que les épidémies fortes, qui touchent environ 10% de la population\n", + " française, sont assez rares: il y en eu quatre au cours des 35 dernières années." + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "yearly_incidence.hist(xrot=20)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.4" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/module3/exo2/exercice.ipynb b/module3/exo2/exercice.ipynb deleted file mode 100644 index 0bbbe37..0000000 --- a/module3/exo2/exercice.ipynb +++ /dev/null @@ -1,25 +0,0 @@ -{ - "cells": [], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.6.3" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} - diff --git a/module3/exo2/varicelle.csv b/module3/exo2/varicelle.csv new file mode 100644 index 0000000..f437e79 --- /dev/null +++ b/module3/exo2/varicelle.csv @@ -0,0 +1,1813 @@ +# {"source":"réseau Sentinelles, INSERM, Sorbonne Université, https:\/\/www.sentiweb.fr","meta":{"period":[199049,202533],"geo":["PAY",0],"geo_ref":"insee","indicator":"7","type":"all","conf_int":true,"compact":false,"age_group":false,"span":"all"},"date":"2025-08-20T12:23:20+02:00","bundle":"1755685387"} +week,indicator,inc,inc_low,inc_up,inc100,inc100_low,inc100_up,geo_insee,geo_name +202533,7,2020,249,3791,3,0,6,FR,France +202532,7,2015,42,3988,3,0,6,FR,France +202531,7,5703,0,13082,9,0,20,FR,France +202530,7,7102,3590,10614,11,6,16,FR,France +202529,7,6385,3384,9386,10,6,14,FR,France +202528,7,5584,3123,8045,8,4,12,FR,France +202527,7,5667,2850,8484,8,4,12,FR,France +202526,7,5872,3285,8459,9,5,13,FR,France +202525,7,5953,3698,8208,9,6,12,FR,France +202524,7,4580,2558,6602,7,4,10,FR,France +202523,7,4911,2663,7159,7,4,10,FR,France +202522,7,6837,3940,9734,10,6,14,FR,France +202521,7,4693,2653,6733,7,4,10,FR,France +202520,7,3083,1535,4631,5,3,7,FR,France +202519,7,5084,1997,8171,8,3,13,FR,France +202518,7,5003,2718,7288,7,4,10,FR,France +202517,7,6246,3424,9068,9,5,13,FR,France +202516,7,6151,3193,9109,9,5,13,FR,France +202515,7,5557,3262,7852,8,5,11,FR,France +202514,7,4984,2858,7110,7,4,10,FR,France +202513,7,5964,3608,8320,9,5,13,FR,France +202512,7,3855,1995,5715,6,3,9,FR,France +202511,7,5878,2747,9009,9,4,14,FR,France +202510,7,2921,1421,4421,4,2,6,FR,France +202509,7,3381,1468,5294,5,2,8,FR,France +202508,7,2835,1286,4384,4,2,6,FR,France +202507,7,4502,2382,6622,7,4,10,FR,France +202506,7,3455,1958,4952,5,3,7,FR,France +202505,7,2087,1056,3118,3,1,5,FR,France +202504,7,6895,4466,9324,10,6,14,FR,France +202503,7,2462,1161,3763,4,2,6,FR,France +202502,7,5966,2757,9175,9,4,14,FR,France +202501,7,6059,2451,9667,9,4,14,FR,France +202452,7,4356,1776,6936,7,3,11,FR,France +202451,7,4670,2239,7101,7,3,11,FR,France +202450,7,7363,4438,10288,11,7,15,FR,France +202449,7,6077,3631,8523,9,5,13,FR,France +202448,7,4189,1454,6924,6,2,10,FR,France +202447,7,1931,726,3136,3,1,5,FR,France +202446,7,2260,863,3657,3,1,5,FR,France +202445,7,2713,1216,4210,4,2,6,FR,France +202444,7,2135,676,3594,3,1,5,FR,France +202443,7,2124,641,3607,3,1,5,FR,France +202442,7,2621,1246,3996,4,2,6,FR,France +202441,7,2035,381,3689,3,1,5,FR,France +202440,7,2125,725,3525,3,1,5,FR,France +202439,7,2898,1333,4463,4,2,6,FR,France +202438,7,751,0,1513,1,0,2,FR,France +202437,7,916,28,1804,1,0,2,FR,France +202436,7,2235,870,3600,3,1,5,FR,France +202435,7,1623,284,2962,2,0,4,FR,France +202434,7,2560,622,4498,4,1,7,FR,France +202433,7,1971,536,3406,3,1,5,FR,France +202432,7,4399,1944,6854,7,3,11,FR,France +202431,7,4500,2213,6787,7,4,10,FR,France +202430,7,7004,4278,9730,11,7,15,FR,France +202429,7,9270,6303,12237,14,10,18,FR,France +202428,7,9364,6498,12230,14,10,18,FR,France +202427,7,10247,7090,13404,15,10,20,FR,France +202426,7,14368,10399,18337,22,16,28,FR,France +202425,7,11174,8039,14309,17,12,22,FR,France +202424,7,12621,9357,15885,19,14,24,FR,France +202423,7,14657,11339,17975,22,17,27,FR,France +202422,7,11628,8361,14895,17,12,22,FR,France +202421,7,9701,6851,12551,15,11,19,FR,France +202420,7,13661,10209,17113,20,15,25,FR,France +202419,7,10083,6413,13753,15,9,21,FR,France +202418,7,13438,9514,17362,20,14,26,FR,France +202417,7,15303,11219,19387,23,17,29,FR,France +202416,7,18138,13540,22736,27,20,34,FR,France +202415,7,24929,17315,32543,37,26,48,FR,France +202414,7,16181,12544,19818,24,19,29,FR,France +202413,7,18322,14206,22438,27,21,33,FR,France +202412,7,12818,9128,16508,19,13,25,FR,France +202411,7,15973,12400,19546,24,19,29,FR,France +202410,7,14301,10761,17841,21,16,26,FR,France +202409,7,14337,10871,17803,21,16,26,FR,France +202408,7,15899,11991,19807,24,18,30,FR,France +202407,7,11294,8226,14362,17,12,22,FR,France +202406,7,12174,9020,15328,18,13,23,FR,France +202405,7,8814,6110,11518,13,9,17,FR,France +202404,7,9504,6566,12442,14,10,18,FR,France +202403,7,6948,4633,9263,10,7,13,FR,France +202402,7,7125,4852,9398,11,8,14,FR,France +202401,7,13305,9214,17396,20,14,26,FR,France +202352,7,11636,7354,15918,18,12,24,FR,France +202351,7,6912,4227,9597,10,6,14,FR,France +202350,7,8799,6215,11383,13,9,17,FR,France +202349,7,7817,5362,10272,12,8,16,FR,France +202348,7,7351,4749,9953,11,7,15,FR,France +202347,7,6537,4277,8797,10,7,13,FR,France +202346,7,5229,2973,7485,8,5,11,FR,France +202345,7,5007,2675,7339,8,4,12,FR,France +202344,7,3688,1664,5712,6,3,9,FR,France +202343,7,3891,1675,6107,6,3,9,FR,France +202342,7,3968,1212,6724,6,2,10,FR,France +202341,7,3356,1764,4948,5,3,7,FR,France +202340,7,2845,1410,4280,4,2,6,FR,France +202339,7,1739,629,2849,3,1,5,FR,France +202338,7,1663,274,3052,3,1,5,FR,France +202337,7,1122,223,2021,2,1,3,FR,France +202336,7,726,10,1442,1,0,2,FR,France +202335,7,961,96,1826,1,0,2,FR,France +202334,7,1168,9,2327,2,0,4,FR,France +202333,7,3308,1184,5432,5,2,8,FR,France +202332,7,7996,1120,14872,12,2,22,FR,France +202331,7,3318,1398,5238,5,2,8,FR,France +202330,7,5821,3269,8373,9,5,13,FR,France +202329,7,13558,8297,18819,20,12,28,FR,France +202328,7,6700,4043,9357,10,6,14,FR,France +202327,7,7253,4599,9907,11,7,15,FR,France +202326,7,9192,6223,12161,14,10,18,FR,France +202325,7,11498,8257,14739,17,12,22,FR,France +202324,7,11115,7968,14262,17,12,22,FR,France +202323,7,12563,6134,18992,19,9,29,FR,France +202322,7,12184,8125,16243,18,12,24,FR,France +202321,7,11349,7598,15100,17,11,23,FR,France +202320,7,9000,4615,13385,14,7,21,FR,France +202319,7,9344,6091,12597,14,9,19,FR,France +202318,7,10671,7291,14051,16,11,21,FR,France +202317,7,9184,6162,12206,14,9,19,FR,France +202316,7,11387,8014,14760,17,12,22,FR,France +202315,7,14040,7613,20467,21,11,31,FR,France +202314,7,15247,11032,19462,23,17,29,FR,France +202313,7,13322,9700,16944,20,15,25,FR,France +202312,7,10374,7218,13530,16,11,21,FR,France +202311,7,4919,2880,6958,7,4,10,FR,France +202310,7,4854,2731,6977,7,4,10,FR,France +202309,7,7004,4548,9460,11,7,15,FR,France +202308,7,8175,5316,11034,12,8,16,FR,France +202307,7,6595,3782,9408,10,6,14,FR,France +202306,7,9595,6017,13173,14,9,19,FR,France +202305,7,6237,3907,8567,9,5,13,FR,France +202304,7,6299,3973,8625,9,6,12,FR,France +202303,7,6063,3798,8328,9,6,12,FR,France +202302,7,6576,3060,10092,10,5,15,FR,France +202301,7,8153,5470,10836,12,8,16,FR,France +202252,7,5171,2717,7625,8,4,12,FR,France +202251,7,6226,3822,8630,9,5,13,FR,France +202250,7,6590,3100,10080,10,5,15,FR,France +202249,7,5095,3212,6978,8,5,11,FR,France +202248,7,4985,3043,6927,8,5,11,FR,France +202247,7,6087,3733,8441,9,5,13,FR,France +202246,7,3033,1392,4674,5,3,7,FR,France +202245,7,3827,1720,5934,6,3,9,FR,France +202244,7,4271,2231,6311,6,3,9,FR,France +202243,7,5863,3302,8424,9,5,13,FR,France +202242,7,3770,1950,5590,6,3,9,FR,France +202241,7,4177,2219,6135,6,3,9,FR,France +202240,7,4883,1472,8294,7,2,12,FR,France +202239,7,2041,331,3751,3,0,6,FR,France +202238,7,1771,419,3123,3,1,5,FR,France +202237,7,1725,499,2951,3,1,5,FR,France +202236,7,1069,178,1960,2,1,3,FR,France +202235,7,1581,400,2762,2,0,4,FR,France +202234,7,2266,788,3744,3,1,5,FR,France +202233,7,7340,0,17399,11,0,26,FR,France +202232,7,7801,4086,11516,12,6,18,FR,France +202231,7,6896,4170,9622,10,6,14,FR,France +202230,7,9039,5770,12308,14,9,19,FR,France +202229,7,14851,10060,19642,22,15,29,FR,France +202228,7,15471,11028,19914,23,16,30,FR,France +202227,7,21191,16198,26184,32,24,40,FR,France +202226,7,16854,12806,20902,25,19,31,FR,France +202225,7,22266,18027,26505,34,28,40,FR,France +202224,7,22458,18105,26811,34,27,41,FR,France +202223,7,18772,14875,22669,28,22,34,FR,France +202222,7,18965,14985,22945,29,23,35,FR,France +202221,7,20310,16307,24313,31,25,37,FR,France +202220,7,23585,19004,28166,36,29,43,FR,France +202219,7,18593,14181,23005,28,21,35,FR,France +202218,7,17851,13963,21739,27,21,33,FR,France +202217,7,20314,16001,24627,31,24,38,FR,France +202216,7,19660,14860,24460,30,23,37,FR,France +202215,7,17799,13715,21883,27,21,33,FR,France +202214,7,17005,13162,20848,26,20,32,FR,France +202213,7,15448,11659,19237,23,17,29,FR,France +202212,7,14702,10794,18610,22,16,28,FR,France +202211,7,11729,8347,15111,18,13,23,FR,France +202210,7,13314,10036,16592,20,15,25,FR,France +202209,7,10485,7600,13370,16,12,20,FR,France +202208,7,12088,8741,15435,18,13,23,FR,France +202207,7,14003,10789,17217,21,16,26,FR,France +202206,7,9798,7048,12548,15,11,19,FR,France +202205,7,10851,7797,13905,16,11,21,FR,France +202204,7,9547,6721,12373,14,10,18,FR,France +202203,7,13972,10680,17264,21,16,26,FR,France +202202,7,8495,6026,10964,13,9,17,FR,France +202201,7,13793,10597,16989,21,16,26,FR,France +202152,7,13239,9611,16867,20,15,25,FR,France +202151,7,13326,9629,17023,20,14,26,FR,France +202150,7,14128,10312,17944,21,15,27,FR,France +202149,7,13674,10369,16979,21,16,26,FR,France +202148,7,11549,8503,14595,17,12,22,FR,France +202147,7,11419,8376,14462,17,12,22,FR,France +202146,7,8216,5724,10708,12,8,16,FR,France +202145,7,8965,6468,11462,14,10,18,FR,France +202144,7,8736,5636,11836,13,8,18,FR,France +202143,7,8145,5164,11126,12,7,17,FR,France +202142,7,9443,6037,12849,14,9,19,FR,France +202141,7,4021,2239,5803,6,3,9,FR,France +202140,7,4441,2454,6428,7,4,10,FR,France +202139,7,2291,1056,3526,3,1,5,FR,France +202138,7,4325,2267,6383,7,4,10,FR,France +202137,7,1964,754,3174,3,1,5,FR,France +202136,7,3441,1730,5152,5,2,8,FR,France +202135,7,2562,1107,4017,4,2,6,FR,France +202134,7,1429,378,2480,2,0,4,FR,France +202133,7,3829,1830,5828,6,3,9,FR,France +202132,7,4108,1895,6321,6,3,9,FR,France +202131,7,4793,2301,7285,7,3,11,FR,France +202130,7,7190,4191,10189,11,6,16,FR,France +202129,7,6800,4109,9491,10,6,14,FR,France +202128,7,9734,0,21731,15,0,33,FR,France +202127,7,9026,4316,13736,14,7,21,FR,France +202126,7,7284,4108,10460,11,6,16,FR,France +202125,7,9351,6540,12162,14,10,18,FR,France +202124,7,12034,8937,15131,18,13,23,FR,France +202123,7,9116,6420,11812,14,10,18,FR,France +202122,7,4817,2752,6882,7,4,10,FR,France +202121,7,6092,3458,8726,9,5,13,FR,France +202120,7,7485,4601,10369,11,7,15,FR,France +202119,7,6654,4370,8938,10,7,13,FR,France +202118,7,3912,2110,5714,6,3,9,FR,France +202117,7,4686,2878,6494,7,4,10,FR,France +202116,7,4780,2891,6669,7,4,10,FR,France +202115,7,11215,7627,14803,17,12,22,FR,France +202114,7,11197,7994,14400,17,12,22,FR,France +202113,7,9714,6289,13139,15,10,20,FR,France +202112,7,11520,8415,14625,17,12,22,FR,France +202111,7,9386,6678,12094,14,10,18,FR,France +202110,7,9056,6452,11660,14,10,18,FR,France +202109,7,10988,7938,14038,17,12,22,FR,France +202108,7,11281,8361,14201,17,13,21,FR,France +202107,7,13561,10315,16807,21,16,26,FR,France +202106,7,13401,9810,16992,20,15,25,FR,France +202105,7,12210,8988,15432,18,13,23,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 +202038,7,2251,781,3721,3,1,5,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