From 477b056841c3b9270694de8fc02a371dfe118754 Mon Sep 17 00:00:00 2001 From: cae769d738bd873cde94f57404614902 Date: Tue, 4 Jan 2022 10:25:50 +0000 Subject: [PATCH] varicelle upload --- module3/exo2/exercice.ipynb | 1504 ++++++++++++++++++++++++- module3/exo2/syndrome-varicelle.csv | 1623 +++++++++++++++++++++++++++ 2 files changed, 3124 insertions(+), 3 deletions(-) create mode 100644 module3/exo2/syndrome-varicelle.csv diff --git a/module3/exo2/exercice.ipynb b/module3/exo2/exercice.ipynb index 0bbbe37..34760e9 100644 --- a/module3/exo2/exercice.ipynb +++ b/module3/exo2/exercice.ipynb @@ -1,5 +1,1504 @@ { - "cells": [], + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "import isoweek" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Les données de l'incidence du syndrome 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 1984 et se termine avec une semaine récente." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "data_url = 'http://www.sentiweb.fr/datasets/incidence-PAY-7.csv'\n", + "data_file = \"syndrome-varicelle.csv\"\n", + "\n", + "import os\n", + "import urllib.request\n", + "if not os.path.exists(data_file):\n", + " urllib.request.urlretrieve(data_url, data_file)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Dans la cellule précédente, on a vérifié si un fichier local existe.\n", + "Si ce n'est pas le cas, alors on le télécharge sur le site de Sentinelle." + ] + }, + { + "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
0202151713369943517303201426FRFrance
12021507141281031217944211527FRFrance
22021497136741036916979211626FRFrance
3202148711549850314595171222FRFrance
4202147711419837614462171222FRFrance
52021467821657241070812816FRFrance
620214578965646811462141018FRFrance
72021447873656361183613818FRFrance
82021437814551641112612717FRFrance
92021427944360371284914919FRFrance
102021417402122395803639FRFrance
1120214074441245464287410FRFrance
122021397229110563526315FRFrance
1320213874325226763837410FRFrance
14202137719647543174315FRFrance
152021367344117305152528FRFrance
162021357256211074017426FRFrance
17202134714293782480204FRFrance
182021337382918305828639FRFrance
192021327410818956321639FRFrance
2020213174793230172857311FRFrance
212021307719041911018911616FRFrance
22202129768004109949110614FRFrance
232021287973402173115033FRFrance
242021277902643161373614721FRFrance
252021267728441081046011616FRFrance
2620212579351654012162141018FRFrance
27202124712034893715131181323FRFrance
2820212379116642011812141018FRFrance
2920212274817275268827410FRFrance
.................................
15911991267176081130423912312042FRFrance
15921991257161691070021638281838FRFrance
15931991247161711007122271281739FRFrance
1594199123711947767116223211329FRFrance
1595199122715452995320951271737FRFrance
1596199121714903897520831261636FRFrance
15971991207190531274225364342345FRFrance
15981991197167391124622232291939FRFrance
15991991187213851388228888382551FRFrance
1600199117713462887718047241632FRFrance
16011991167148571006819646261834FRFrance
1602199115713975978118169251832FRFrance
1603199114712265768416846221430FRFrance
160419911379567604113093171123FRFrance
1605199112710864733114397191325FRFrance
16061991117155741118419964271935FRFrance
16071991107166431137221914292038FRFrance
1608199109713741878018702241533FRFrance
1609199108713289881317765231531FRFrance
1610199107712337807716597221529FRFrance
1611199106710877701314741191226FRFrance
1612199105710442654414340181125FRFrance
16131991047791345631126314820FRFrance
16141991037153871048420290271836FRFrance
16151991027162771104621508292038FRFrance
16161991017155651027120859271836FRFrance
16171990527193751329525455342345FRFrance
16181990517190801380724353342543FRFrance
1619199050711079666015498201228FRFrance
16201990497114302610205FRFrance
\n", + "

1621 rows × 10 columns

\n", + "
" + ], + "text/plain": [ + " week indicator inc inc_low inc_up inc100 inc100_low \\\n", + "0 202151 7 13369 9435 17303 20 14 \n", + "1 202150 7 14128 10312 17944 21 15 \n", + "2 202149 7 13674 10369 16979 21 16 \n", + "3 202148 7 11549 8503 14595 17 12 \n", + "4 202147 7 11419 8376 14462 17 12 \n", + "5 202146 7 8216 5724 10708 12 8 \n", + "6 202145 7 8965 6468 11462 14 10 \n", + "7 202144 7 8736 5636 11836 13 8 \n", + "8 202143 7 8145 5164 11126 12 7 \n", + "9 202142 7 9443 6037 12849 14 9 \n", + "10 202141 7 4021 2239 5803 6 3 \n", + "11 202140 7 4441 2454 6428 7 4 \n", + "12 202139 7 2291 1056 3526 3 1 \n", + "13 202138 7 4325 2267 6383 7 4 \n", + "14 202137 7 1964 754 3174 3 1 \n", + "15 202136 7 3441 1730 5152 5 2 \n", + "16 202135 7 2562 1107 4017 4 2 \n", + "17 202134 7 1429 378 2480 2 0 \n", + "18 202133 7 3829 1830 5828 6 3 \n", + "19 202132 7 4108 1895 6321 6 3 \n", + "20 202131 7 4793 2301 7285 7 3 \n", + "21 202130 7 7190 4191 10189 11 6 \n", + "22 202129 7 6800 4109 9491 10 6 \n", + "23 202128 7 9734 0 21731 15 0 \n", + "24 202127 7 9026 4316 13736 14 7 \n", + "25 202126 7 7284 4108 10460 11 6 \n", + "26 202125 7 9351 6540 12162 14 10 \n", + "27 202124 7 12034 8937 15131 18 13 \n", + "28 202123 7 9116 6420 11812 14 10 \n", + "29 202122 7 4817 2752 6882 7 4 \n", + "... ... ... ... ... ... ... ... \n", + "1591 199126 7 17608 11304 23912 31 20 \n", + "1592 199125 7 16169 10700 21638 28 18 \n", + "1593 199124 7 16171 10071 22271 28 17 \n", + "1594 199123 7 11947 7671 16223 21 13 \n", + "1595 199122 7 15452 9953 20951 27 17 \n", + "1596 199121 7 14903 8975 20831 26 16 \n", + "1597 199120 7 19053 12742 25364 34 23 \n", + "1598 199119 7 16739 11246 22232 29 19 \n", + "1599 199118 7 21385 13882 28888 38 25 \n", + "1600 199117 7 13462 8877 18047 24 16 \n", + "1601 199116 7 14857 10068 19646 26 18 \n", + "1602 199115 7 13975 9781 18169 25 18 \n", + "1603 199114 7 12265 7684 16846 22 14 \n", + "1604 199113 7 9567 6041 13093 17 11 \n", + "1605 199112 7 10864 7331 14397 19 13 \n", + "1606 199111 7 15574 11184 19964 27 19 \n", + "1607 199110 7 16643 11372 21914 29 20 \n", + "1608 199109 7 13741 8780 18702 24 15 \n", + "1609 199108 7 13289 8813 17765 23 15 \n", + "1610 199107 7 12337 8077 16597 22 15 \n", + "1611 199106 7 10877 7013 14741 19 12 \n", + "1612 199105 7 10442 6544 14340 18 11 \n", + "1613 199104 7 7913 4563 11263 14 8 \n", + "1614 199103 7 15387 10484 20290 27 18 \n", + "1615 199102 7 16277 11046 21508 29 20 \n", + "1616 199101 7 15565 10271 20859 27 18 \n", + "1617 199052 7 19375 13295 25455 34 23 \n", + "1618 199051 7 19080 13807 24353 34 25 \n", + "1619 199050 7 11079 6660 15498 20 12 \n", + "1620 199049 7 1143 0 2610 2 0 \n", + "\n", + " inc100_up geo_insee geo_name \n", + "0 26 FR France \n", + "1 27 FR France \n", + "2 26 FR France \n", + "3 22 FR France \n", + "4 22 FR France \n", + "5 16 FR France \n", + "6 18 FR France \n", + "7 18 FR France \n", + "8 17 FR France \n", + "9 19 FR France \n", + "10 9 FR France \n", + "11 10 FR France \n", + "12 5 FR France \n", + "13 10 FR France \n", + "14 5 FR France \n", + "15 8 FR France \n", + "16 6 FR France \n", + "17 4 FR France \n", + "18 9 FR France \n", + "19 9 FR France \n", + "20 11 FR France \n", + "21 16 FR France \n", + "22 14 FR France \n", + "23 33 FR France \n", + "24 21 FR France \n", + "25 16 FR France \n", + "26 18 FR France \n", + "27 23 FR France \n", + "28 18 FR France \n", + "29 10 FR France \n", + "... ... ... ... \n", + "1591 42 FR France \n", + "1592 38 FR France \n", + "1593 39 FR France \n", + "1594 29 FR France \n", + "1595 37 FR France \n", + "1596 36 FR France \n", + "1597 45 FR France \n", + "1598 39 FR France \n", + "1599 51 FR France \n", + "1600 32 FR France \n", + "1601 34 FR France \n", + "1602 32 FR France \n", + "1603 30 FR France \n", + "1604 23 FR France \n", + "1605 25 FR France \n", + "1606 35 FR France \n", + "1607 38 FR France \n", + "1608 33 FR France \n", + "1609 31 FR France \n", + "1610 29 FR France \n", + "1611 26 FR France \n", + "1612 25 FR France \n", + "1613 20 FR France \n", + "1614 36 FR France \n", + "1615 38 FR France \n", + "1616 36 FR France \n", + "1617 45 FR France \n", + "1618 43 FR France \n", + "1619 28 FR France \n", + "1620 5 FR France \n", + "\n", + "[1621 rows x 10 columns]" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "raw_data = pd.read_csv(data_url, skiprows=1)\n", + "raw_data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Y a-t-il des points manquants dans ce jeux de données ? Oui, la semaine 19 de l'année 1989 n'a pas de valeurs associées." + ] + }, + { + "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": [ + "Non, donc pas de ligne à éliminer." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "data = raw_data.copy()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Par flemme de modifier la suite du code, on défini data comme une copie de raw_data (comme ça c'est pas la même zone de mémoire). \n", + "\n", + "\n", + "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": 9, + "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": 10, + "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 sauf pour deux périodes consécutives\n", + "entre lesquelles il manque une semaine.\n", + "\n", + "Nous reconnaissons ces dates: c'est la semaine sans observations\n", + "que nous avions supprimées !" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "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": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 12, + "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": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 13, + "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'][-300:].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 août de chaque année, nous utilisons le\n", + "premier jour de la semaine qui contient le 1er août.\n", + "\n", + "Comme l'incidence de syndrome grippal est très faible en été, cette\n", + "modification ne risque pas de fausser nos conclusions.\n", + "\n", + "Encore un petit détail: les données commencent an octobre 1984, ce qui\n", + "rend la première année incomplète. Nous commençons donc l'analyse en 1985." + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "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", + "On commence en 1991 car c'est la première année complète.\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": 23, + "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": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 24, + "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": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "2020 221186\n", + "2002 516689\n", + "2018 542312\n", + "2017 551041\n", + "1996 564901\n", + "2019 584066\n", + "2015 604382\n", + "2000 617597\n", + "2001 619041\n", + "2012 624573\n", + "2005 628464\n", + "2006 632833\n", + "2011 642368\n", + "1993 643387\n", + "1995 652478\n", + "1994 661409\n", + "1998 677775\n", + "1997 683434\n", + "2014 685769\n", + "2013 698332\n", + "2007 717352\n", + "2008 749478\n", + "1999 756456\n", + "2003 758363\n", + "2004 777388\n", + "2016 782114\n", + "2010 829911\n", + "1992 832939\n", + "2009 842373\n", + "dtype: int64" + ] + }, + "execution_count": 25, + "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 trois au cours des 35 dernières années." + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 27, + "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", @@ -16,10 +1515,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.3" + "version": "3.6.4" } }, "nbformat": 4, "nbformat_minor": 2 } - diff --git a/module3/exo2/syndrome-varicelle.csv b/module3/exo2/syndrome-varicelle.csv new file mode 100644 index 0000000..48e9205 --- /dev/null +++ b/module3/exo2/syndrome-varicelle.csv @@ -0,0 +1,1623 @@ +# @source="réseau Sentinelles, INSERM, Sorbonne Université, http://www.sentiweb.fr", @meta={"period":[199049,202151],"geo":["PAY","1"],"geo_ref":"insee","indicator":"7","type":"all","conf_int":true,"compact":false}, @date=2022-01-04T11:12:35+01:00 +week,indicator,inc,inc_low,inc_up,inc100,inc100_low,inc100_up,geo_insee,geo_name +202151,7,13369,9435,17303,20,14,26,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