diff --git a/module3/exo2/exercice.ipynb b/module3/exo2/exercice.ipynb deleted file mode 100644 index 0bbbe371b01e359e381e43239412d77bf53fb1fb..0000000000000000000000000000000000000000 --- a/module3/exo2/exercice.ipynb +++ /dev/null @@ -1,25 +0,0 @@ -{ - "cells": [], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.6.3" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} - diff --git a/module3/exo2/exercice_analyse de l'incidence de la varicelle.ipynb b/module3/exo2/exercice_analyse de l'incidence de la varicelle.ipynb new file mode 100644 index 0000000000000000000000000000000000000000..4ab19d1282f9d22c840602dba2145a52e358e07a --- /dev/null +++ b/module3/exo2/exercice_analyse de l'incidence de la varicelle.ipynb @@ -0,0 +1,2465 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Incidence de la varicelle" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "import isoweek" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Les données de l'incidence de la varicelle sont disponibles du site Web du Réseau Sentinelles. 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 1991 et se termine avec une semaine récente." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "data_url = \"http://www.sentiweb.fr/datasets/incidence-PAY-7.csv\"" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Pour nous protéger contre une éventuelle disparition ou modification du serveur du Réseau Sentinelles, nous faisons une copie locale de ce jeux de données que nous préservons avec notre analyse. Il est inutile et même risquée de télécharger les données à chaque exécution, car dans le cas d'une panne nous pourrions remplacer nos données par un fichier défectueux. Pour cette raison, nous téléchargeons les données seulement si la copie locale n'existe pas." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "data_file = \"incidence-PAY-7.csv\"\n", + "\n", + "import os\n", + "import urllib.request\n", + "if not os.path.exists(data_file):\n", + " urllib.request.urlretrieve(data_url, data_file)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Voici l'explication des colonnes données [sur le site d'origine](https://ns.sentiweb.fr/incidence/csv-schema-v1.json):\n", + "\n", + "| Nom de colonne | Libellé de colonne |\n", + "|----------------|-----------------------------------------------------------------------------------------------------------------------------------|\n", + "| week | Semaine calendaire (ISO 8601) |\n", + "| indicator | Code de l'indicateur de surveillance |\n", + "| inc | Estimation de l'incidence de consultations en nombre de cas |\n", + "| inc_low | Estimation de la borne inférieure de l'IC95% du nombre de cas de consultation |\n", + "| inc_up | Estimation de la borne supérieure de l'IC95% du nombre de cas de consultation |\n", + "| inc100 | Estimation du taux d'incidence du nombre de cas de consultation (en cas pour 100,000 habitants) |\n", + "| inc100_low | Estimation de la borne inférieure de l'IC95% du taux d'incidence du nombre de cas de consultation (en cas pour 100,000 habitants) |\n", + "| inc100_up | Estimation de la borne supérieure de l'IC95% du taux d'incidence du nombre de cas de consultation (en cas pour 100,000 habitants) |\n", + "| geo_insee | Code de la zone géographique concernée (Code INSEE) http://www.insee.fr/fr/methodes/nomenclatures/cog/ |\n", + "| geo_name | Libellé de la zone géographique (ce libellé peut être modifié sans préavis) |\n", + "\n", + "La première ligne du fichier CSV est un commentaire, que nous ignorons en précisant `skiprows=1`." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Copie locale des données de l'URL d'origine." + ] + }, + { + "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
020212771159447661842218828FRFrance
12021267733041371052311616FRFrance
220212579351654012162141018FRFrance
3202124712034893715131181323FRFrance
420212379116642011812141018FRFrance
520212274817275268827410FRFrance
620212176092345887269513FRFrance
72021207748546011036911715FRFrance
8202119766544370893810713FRFrance
92021187391221105714639FRFrance
1020211774686287864947410FRFrance
1120211674780289166697410FRFrance
12202115711215762714803171222FRFrance
13202114711197799414400171222FRFrance
1420211379714628913139151020FRFrance
15202112711520841514625171222FRFrance
1620211179386667812094141018FRFrance
1720211079056645211660141018FRFrance
18202109710988793814038171222FRFrance
19202108711281836114201171321FRFrance
202021077135611031516807211626FRFrance
21202106713401981016992201525FRFrance
22202105712210898815432181323FRFrance
23202104712026882615226181323FRFrance
242021037891363751145113917FRFrance
252021027779554301016012816FRFrance
26202101710525775013300161220FRFrance
27202053711978840615550181323FRFrance
28202052712012828515739181224FRFrance
29202051710564757413554161121FRFrance
.................................
15671991267176081130423912312042FRFrance
15681991257161691070021638281838FRFrance
15691991247161711007122271281739FRFrance
1570199123711947767116223211329FRFrance
1571199122715452995320951271737FRFrance
1572199121714903897520831261636FRFrance
15731991207190531274225364342345FRFrance
15741991197167391124622232291939FRFrance
15751991187213851388228888382551FRFrance
1576199117713462887718047241632FRFrance
15771991167148571006819646261834FRFrance
1578199115713975978118169251832FRFrance
1579199114712265768416846221430FRFrance
158019911379567604113093171123FRFrance
1581199112710864733114397191325FRFrance
15821991117155741118419964271935FRFrance
15831991107166431137221914292038FRFrance
1584199109713741878018702241533FRFrance
1585199108713289881317765231531FRFrance
1586199107712337807716597221529FRFrance
1587199106710877701314741191226FRFrance
1588199105710442654414340181125FRFrance
15891991047791345631126314820FRFrance
15901991037153871048420290271836FRFrance
15911991027162771104621508292038FRFrance
15921991017155651027120859271836FRFrance
15931990527193751329525455342345FRFrance
15941990517190801380724353342543FRFrance
1595199050711079666015498201228FRFrance
15961990497114302610205FRFrance
\n", + "

1597 rows × 10 columns

\n", + "
" + ], + "text/plain": [ + " week indicator inc inc_low inc_up inc100 inc100_low \\\n", + "0 202127 7 11594 4766 18422 18 8 \n", + "1 202126 7 7330 4137 10523 11 6 \n", + "2 202125 7 9351 6540 12162 14 10 \n", + "3 202124 7 12034 8937 15131 18 13 \n", + "4 202123 7 9116 6420 11812 14 10 \n", + "5 202122 7 4817 2752 6882 7 4 \n", + "6 202121 7 6092 3458 8726 9 5 \n", + "7 202120 7 7485 4601 10369 11 7 \n", + "8 202119 7 6654 4370 8938 10 7 \n", + "9 202118 7 3912 2110 5714 6 3 \n", + "10 202117 7 4686 2878 6494 7 4 \n", + "11 202116 7 4780 2891 6669 7 4 \n", + "12 202115 7 11215 7627 14803 17 12 \n", + "13 202114 7 11197 7994 14400 17 12 \n", + "14 202113 7 9714 6289 13139 15 10 \n", + "15 202112 7 11520 8415 14625 17 12 \n", + "16 202111 7 9386 6678 12094 14 10 \n", + "17 202110 7 9056 6452 11660 14 10 \n", + "18 202109 7 10988 7938 14038 17 12 \n", + "19 202108 7 11281 8361 14201 17 13 \n", + "20 202107 7 13561 10315 16807 21 16 \n", + "21 202106 7 13401 9810 16992 20 15 \n", + "22 202105 7 12210 8988 15432 18 13 \n", + "23 202104 7 12026 8826 15226 18 13 \n", + "24 202103 7 8913 6375 11451 13 9 \n", + "25 202102 7 7795 5430 10160 12 8 \n", + "26 202101 7 10525 7750 13300 16 12 \n", + "27 202053 7 11978 8406 15550 18 13 \n", + "28 202052 7 12012 8285 15739 18 12 \n", + "29 202051 7 10564 7574 13554 16 11 \n", + "... ... ... ... ... ... ... ... \n", + "1567 199126 7 17608 11304 23912 31 20 \n", + "1568 199125 7 16169 10700 21638 28 18 \n", + "1569 199124 7 16171 10071 22271 28 17 \n", + "1570 199123 7 11947 7671 16223 21 13 \n", + "1571 199122 7 15452 9953 20951 27 17 \n", + "1572 199121 7 14903 8975 20831 26 16 \n", + "1573 199120 7 19053 12742 25364 34 23 \n", + "1574 199119 7 16739 11246 22232 29 19 \n", + "1575 199118 7 21385 13882 28888 38 25 \n", + "1576 199117 7 13462 8877 18047 24 16 \n", + "1577 199116 7 14857 10068 19646 26 18 \n", + "1578 199115 7 13975 9781 18169 25 18 \n", + "1579 199114 7 12265 7684 16846 22 14 \n", + "1580 199113 7 9567 6041 13093 17 11 \n", + "1581 199112 7 10864 7331 14397 19 13 \n", + "1582 199111 7 15574 11184 19964 27 19 \n", + "1583 199110 7 16643 11372 21914 29 20 \n", + "1584 199109 7 13741 8780 18702 24 15 \n", + "1585 199108 7 13289 8813 17765 23 15 \n", + "1586 199107 7 12337 8077 16597 22 15 \n", + "1587 199106 7 10877 7013 14741 19 12 \n", + "1588 199105 7 10442 6544 14340 18 11 \n", + "1589 199104 7 7913 4563 11263 14 8 \n", + "1590 199103 7 15387 10484 20290 27 18 \n", + "1591 199102 7 16277 11046 21508 29 20 \n", + "1592 199101 7 15565 10271 20859 27 18 \n", + "1593 199052 7 19375 13295 25455 34 23 \n", + "1594 199051 7 19080 13807 24353 34 25 \n", + "1595 199050 7 11079 6660 15498 20 12 \n", + "1596 199049 7 1143 0 2610 2 0 \n", + "\n", + " inc100_up geo_insee geo_name \n", + "0 28 FR France \n", + "1 16 FR France \n", + "2 18 FR France \n", + "3 23 FR France \n", + "4 18 FR France \n", + "5 10 FR France \n", + "6 13 FR France \n", + "7 15 FR France \n", + "8 13 FR France \n", + "9 9 FR France \n", + "10 10 FR France \n", + "11 10 FR France \n", + "12 22 FR France \n", + "13 22 FR France \n", + "14 20 FR France \n", + "15 22 FR France \n", + "16 18 FR France \n", + "17 18 FR France \n", + "18 22 FR France \n", + "19 21 FR France \n", + "20 26 FR France \n", + "21 25 FR France \n", + "22 23 FR France \n", + "23 23 FR France \n", + "24 17 FR France \n", + "25 16 FR France \n", + "26 20 FR France \n", + "27 23 FR France \n", + "28 24 FR France \n", + "29 21 FR France \n", + "... ... ... ... \n", + "1567 42 FR France \n", + "1568 38 FR France \n", + "1569 39 FR France \n", + "1570 29 FR France \n", + "1571 37 FR France \n", + "1572 36 FR France \n", + "1573 45 FR France \n", + "1574 39 FR France \n", + "1575 51 FR France \n", + "1576 32 FR France \n", + "1577 34 FR France \n", + "1578 32 FR France \n", + "1579 30 FR France \n", + "1580 23 FR France \n", + "1581 25 FR France \n", + "1582 35 FR France \n", + "1583 38 FR France \n", + "1584 33 FR France \n", + "1585 31 FR France \n", + "1586 29 FR France \n", + "1587 26 FR France \n", + "1588 25 FR France \n", + "1589 20 FR France \n", + "1590 36 FR France \n", + "1591 38 FR France \n", + "1592 36 FR France \n", + "1593 45 FR France \n", + "1594 43 FR France \n", + "1595 28 FR France \n", + "1596 5 FR France \n", + "\n", + "[1597 rows x 10 columns]" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "raw_data = pd.read_csv(data_file, skiprows=1)\n", + "raw_data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Y a-t-il des points manquants dans ce jeux de données ?" + ] + }, + { + "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, il n'y a pas de points manquants dans ce jeux de données." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Nos données utilisent une convention inhabituelle: le numéro de semaine est collé à l'année, donnant l'impression qu'il s'agit 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 semaine. Il faut lui fournir les dates de début et de fin de semaine. Nous utilisons pour cela la bibliothèque isoweek.\n", + "\n", + "Comme la conversion des semaines est devenu assez complexe, nous écrivons une petite fonction Python pour cela. Ensuite, nous l'appliquons à tous les points de nos donnés. Les résultats vont dans une nouvelle colonne 'period'." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "data = raw_data" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "def convert_week(year_and_week_int):\n", + " year_and_week_str = str(year_and_week_int)\n", + " year = int(year_and_week_str[:4])\n", + " week = int(year_and_week_str[4:])\n", + " w = isoweek.Week(year, week)\n", + " return pd.Period(w.day(0), 'W')\n", + "\n", + "data['period'] = [convert_week(yw) for yw in data['week']]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Il restent deux petites modifications à faire.\n", + "\n", + "Premièrement, nous définissons les périodes d'observation comme nouvel index de notre jeux de données. Ceci en fait une suite chronologique, ce qui sera pratique par la suite.\n", + "\n", + "Deuxièmement, nous trions les points par période, dans le sens chronologique." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "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", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
weekindicatorincinc_lowinc_upinc100inc100_lowinc100_upgeo_inseegeo_name
period
1990-12-03/1990-12-091990497114302610205FRFrance
1990-12-10/1990-12-16199050711079666015498201228FRFrance
1990-12-17/1990-12-231990517190801380724353342543FRFrance
1990-12-24/1990-12-301990527193751329525455342345FRFrance
1990-12-31/1991-01-061991017155651027120859271836FRFrance
1991-01-07/1991-01-131991027162771104621508292038FRFrance
1991-01-14/1991-01-201991037153871048420290271836FRFrance
1991-01-21/1991-01-271991047791345631126314820FRFrance
1991-01-28/1991-02-03199105710442654414340181125FRFrance
1991-02-04/1991-02-10199106710877701314741191226FRFrance
1991-02-11/1991-02-17199107712337807716597221529FRFrance
1991-02-18/1991-02-24199108713289881317765231531FRFrance
1991-02-25/1991-03-03199109713741878018702241533FRFrance
1991-03-04/1991-03-101991107166431137221914292038FRFrance
1991-03-11/1991-03-171991117155741118419964271935FRFrance
1991-03-18/1991-03-24199112710864733114397191325FRFrance
1991-03-25/1991-03-3119911379567604113093171123FRFrance
1991-04-01/1991-04-07199114712265768416846221430FRFrance
1991-04-08/1991-04-14199115713975978118169251832FRFrance
1991-04-15/1991-04-211991167148571006819646261834FRFrance
1991-04-22/1991-04-28199117713462887718047241632FRFrance
1991-04-29/1991-05-051991187213851388228888382551FRFrance
1991-05-06/1991-05-121991197167391124622232291939FRFrance
1991-05-13/1991-05-191991207190531274225364342345FRFrance
1991-05-20/1991-05-26199121714903897520831261636FRFrance
1991-05-27/1991-06-02199122715452995320951271737FRFrance
1991-06-03/1991-06-09199123711947767116223211329FRFrance
1991-06-10/1991-06-161991247161711007122271281739FRFrance
1991-06-17/1991-06-231991257161691070021638281838FRFrance
1991-06-24/1991-06-301991267176081130423912312042FRFrance
.................................
2020-12-14/2020-12-20202051710564757413554161121FRFrance
2020-12-21/2020-12-27202052712012828515739181224FRFrance
2020-12-28/2021-01-03202053711978840615550181323FRFrance
2021-01-04/2021-01-10202101710525775013300161220FRFrance
2021-01-11/2021-01-172021027779554301016012816FRFrance
2021-01-18/2021-01-242021037891363751145113917FRFrance
2021-01-25/2021-01-31202104712026882615226181323FRFrance
2021-02-01/2021-02-07202105712210898815432181323FRFrance
2021-02-08/2021-02-14202106713401981016992201525FRFrance
2021-02-15/2021-02-212021077135611031516807211626FRFrance
2021-02-22/2021-02-28202108711281836114201171321FRFrance
2021-03-01/2021-03-07202109710988793814038171222FRFrance
2021-03-08/2021-03-1420211079056645211660141018FRFrance
2021-03-15/2021-03-2120211179386667812094141018FRFrance
2021-03-22/2021-03-28202112711520841514625171222FRFrance
2021-03-29/2021-04-0420211379714628913139151020FRFrance
2021-04-05/2021-04-11202114711197799414400171222FRFrance
2021-04-12/2021-04-18202115711215762714803171222FRFrance
2021-04-19/2021-04-2520211674780289166697410FRFrance
2021-04-26/2021-05-0220211774686287864947410FRFrance
2021-05-03/2021-05-092021187391221105714639FRFrance
2021-05-10/2021-05-16202119766544370893810713FRFrance
2021-05-17/2021-05-232021207748546011036911715FRFrance
2021-05-24/2021-05-3020212176092345887269513FRFrance
2021-05-31/2021-06-0620212274817275268827410FRFrance
2021-06-07/2021-06-1320212379116642011812141018FRFrance
2021-06-14/2021-06-20202124712034893715131181323FRFrance
2021-06-21/2021-06-2720212579351654012162141018FRFrance
2021-06-28/2021-07-042021267733041371052311616FRFrance
2021-07-05/2021-07-1120212771159447661842218828FRFrance
\n", + "

1597 rows × 10 columns

\n", + "
" + ], + "text/plain": [ + " week indicator inc inc_low inc_up inc100 \\\n", + "period \n", + "1990-12-03/1990-12-09 199049 7 1143 0 2610 2 \n", + "1990-12-10/1990-12-16 199050 7 11079 6660 15498 20 \n", + "1990-12-17/1990-12-23 199051 7 19080 13807 24353 34 \n", + "1990-12-24/1990-12-30 199052 7 19375 13295 25455 34 \n", + "1990-12-31/1991-01-06 199101 7 15565 10271 20859 27 \n", + "1991-01-07/1991-01-13 199102 7 16277 11046 21508 29 \n", + "1991-01-14/1991-01-20 199103 7 15387 10484 20290 27 \n", + "1991-01-21/1991-01-27 199104 7 7913 4563 11263 14 \n", + "1991-01-28/1991-02-03 199105 7 10442 6544 14340 18 \n", + "1991-02-04/1991-02-10 199106 7 10877 7013 14741 19 \n", + "1991-02-11/1991-02-17 199107 7 12337 8077 16597 22 \n", + "1991-02-18/1991-02-24 199108 7 13289 8813 17765 23 \n", + "1991-02-25/1991-03-03 199109 7 13741 8780 18702 24 \n", + "1991-03-04/1991-03-10 199110 7 16643 11372 21914 29 \n", + "1991-03-11/1991-03-17 199111 7 15574 11184 19964 27 \n", + "1991-03-18/1991-03-24 199112 7 10864 7331 14397 19 \n", + "1991-03-25/1991-03-31 199113 7 9567 6041 13093 17 \n", + "1991-04-01/1991-04-07 199114 7 12265 7684 16846 22 \n", + "1991-04-08/1991-04-14 199115 7 13975 9781 18169 25 \n", + "1991-04-15/1991-04-21 199116 7 14857 10068 19646 26 \n", + "1991-04-22/1991-04-28 199117 7 13462 8877 18047 24 \n", + "1991-04-29/1991-05-05 199118 7 21385 13882 28888 38 \n", + "1991-05-06/1991-05-12 199119 7 16739 11246 22232 29 \n", + "1991-05-13/1991-05-19 199120 7 19053 12742 25364 34 \n", + "1991-05-20/1991-05-26 199121 7 14903 8975 20831 26 \n", + "1991-05-27/1991-06-02 199122 7 15452 9953 20951 27 \n", + "1991-06-03/1991-06-09 199123 7 11947 7671 16223 21 \n", + "1991-06-10/1991-06-16 199124 7 16171 10071 22271 28 \n", + "1991-06-17/1991-06-23 199125 7 16169 10700 21638 28 \n", + "1991-06-24/1991-06-30 199126 7 17608 11304 23912 31 \n", + "... ... ... ... ... ... ... \n", + "2020-12-14/2020-12-20 202051 7 10564 7574 13554 16 \n", + "2020-12-21/2020-12-27 202052 7 12012 8285 15739 18 \n", + "2020-12-28/2021-01-03 202053 7 11978 8406 15550 18 \n", + "2021-01-04/2021-01-10 202101 7 10525 7750 13300 16 \n", + "2021-01-11/2021-01-17 202102 7 7795 5430 10160 12 \n", + "2021-01-18/2021-01-24 202103 7 8913 6375 11451 13 \n", + "2021-01-25/2021-01-31 202104 7 12026 8826 15226 18 \n", + "2021-02-01/2021-02-07 202105 7 12210 8988 15432 18 \n", + "2021-02-08/2021-02-14 202106 7 13401 9810 16992 20 \n", + "2021-02-15/2021-02-21 202107 7 13561 10315 16807 21 \n", + "2021-02-22/2021-02-28 202108 7 11281 8361 14201 17 \n", + "2021-03-01/2021-03-07 202109 7 10988 7938 14038 17 \n", + "2021-03-08/2021-03-14 202110 7 9056 6452 11660 14 \n", + "2021-03-15/2021-03-21 202111 7 9386 6678 12094 14 \n", + "2021-03-22/2021-03-28 202112 7 11520 8415 14625 17 \n", + "2021-03-29/2021-04-04 202113 7 9714 6289 13139 15 \n", + "2021-04-05/2021-04-11 202114 7 11197 7994 14400 17 \n", + "2021-04-12/2021-04-18 202115 7 11215 7627 14803 17 \n", + "2021-04-19/2021-04-25 202116 7 4780 2891 6669 7 \n", + "2021-04-26/2021-05-02 202117 7 4686 2878 6494 7 \n", + "2021-05-03/2021-05-09 202118 7 3912 2110 5714 6 \n", + "2021-05-10/2021-05-16 202119 7 6654 4370 8938 10 \n", + "2021-05-17/2021-05-23 202120 7 7485 4601 10369 11 \n", + "2021-05-24/2021-05-30 202121 7 6092 3458 8726 9 \n", + "2021-05-31/2021-06-06 202122 7 4817 2752 6882 7 \n", + "2021-06-07/2021-06-13 202123 7 9116 6420 11812 14 \n", + "2021-06-14/2021-06-20 202124 7 12034 8937 15131 18 \n", + "2021-06-21/2021-06-27 202125 7 9351 6540 12162 14 \n", + "2021-06-28/2021-07-04 202126 7 7330 4137 10523 11 \n", + "2021-07-05/2021-07-11 202127 7 11594 4766 18422 18 \n", + "\n", + " inc100_low inc100_up geo_insee geo_name \n", + "period \n", + "1990-12-03/1990-12-09 0 5 FR France \n", + "1990-12-10/1990-12-16 12 28 FR France \n", + "1990-12-17/1990-12-23 25 43 FR France \n", + "1990-12-24/1990-12-30 23 45 FR France \n", + "1990-12-31/1991-01-06 18 36 FR France \n", + "1991-01-07/1991-01-13 20 38 FR France \n", + "1991-01-14/1991-01-20 18 36 FR France \n", + "1991-01-21/1991-01-27 8 20 FR France \n", + "1991-01-28/1991-02-03 11 25 FR France \n", + "1991-02-04/1991-02-10 12 26 FR France \n", + "1991-02-11/1991-02-17 15 29 FR France \n", + "1991-02-18/1991-02-24 15 31 FR France \n", + "1991-02-25/1991-03-03 15 33 FR France \n", + "1991-03-04/1991-03-10 20 38 FR France \n", + "1991-03-11/1991-03-17 19 35 FR France \n", + "1991-03-18/1991-03-24 13 25 FR France \n", + "1991-03-25/1991-03-31 11 23 FR France \n", + "1991-04-01/1991-04-07 14 30 FR France \n", + "1991-04-08/1991-04-14 18 32 FR France \n", + "1991-04-15/1991-04-21 18 34 FR France \n", + "1991-04-22/1991-04-28 16 32 FR France \n", + "1991-04-29/1991-05-05 25 51 FR France \n", + "1991-05-06/1991-05-12 19 39 FR France \n", + "1991-05-13/1991-05-19 23 45 FR France \n", + "1991-05-20/1991-05-26 16 36 FR France \n", + "1991-05-27/1991-06-02 17 37 FR France \n", + "1991-06-03/1991-06-09 13 29 FR France \n", + "1991-06-10/1991-06-16 17 39 FR France \n", + "1991-06-17/1991-06-23 18 38 FR France \n", + "1991-06-24/1991-06-30 20 42 FR France \n", + "... ... ... ... ... \n", + "2020-12-14/2020-12-20 11 21 FR France \n", + "2020-12-21/2020-12-27 12 24 FR France \n", + "2020-12-28/2021-01-03 13 23 FR France \n", + "2021-01-04/2021-01-10 12 20 FR France \n", + "2021-01-11/2021-01-17 8 16 FR France \n", + "2021-01-18/2021-01-24 9 17 FR France \n", + "2021-01-25/2021-01-31 13 23 FR France \n", + "2021-02-01/2021-02-07 13 23 FR France \n", + "2021-02-08/2021-02-14 15 25 FR France \n", + "2021-02-15/2021-02-21 16 26 FR France \n", + "2021-02-22/2021-02-28 13 21 FR France \n", + "2021-03-01/2021-03-07 12 22 FR France \n", + "2021-03-08/2021-03-14 10 18 FR France \n", + "2021-03-15/2021-03-21 10 18 FR France \n", + "2021-03-22/2021-03-28 12 22 FR France \n", + "2021-03-29/2021-04-04 10 20 FR France \n", + "2021-04-05/2021-04-11 12 22 FR France \n", + "2021-04-12/2021-04-18 12 22 FR France \n", + "2021-04-19/2021-04-25 4 10 FR France \n", + "2021-04-26/2021-05-02 4 10 FR France \n", + "2021-05-03/2021-05-09 3 9 FR France \n", + "2021-05-10/2021-05-16 7 13 FR France \n", + "2021-05-17/2021-05-23 7 15 FR France \n", + "2021-05-24/2021-05-30 5 13 FR France \n", + "2021-05-31/2021-06-06 4 10 FR France \n", + "2021-06-07/2021-06-13 10 18 FR France \n", + "2021-06-14/2021-06-20 13 23 FR France \n", + "2021-06-21/2021-06-27 10 18 FR France \n", + "2021-06-28/2021-07-04 6 16 FR France \n", + "2021-07-05/2021-07-11 8 28 FR France \n", + "\n", + "[1597 rows x 10 columns]" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sorted_data = data.set_index('period').sort_index()\n", + "sorted_data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Nous vérifions la cohérence des données. Entre la fin d'une période et le début de la période qui suit, la différence temporelle doit être zéro, ou au moins très faible. Nous laissons une \"marge d'erreur\" d'une seconde." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 9, + "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": "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'][-150:].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 entre deux années civiles, nous définissons la période de référence entre deux minima de l'incidence, du 1er août de l'année 𝑁 au 1er août de l'année 𝑁+1.\n", + "\n", + "Notre tâche est un peu compliquée par le fait que l'année ne comporte pas un nombre entier de semaines. Nous modifions donc un peu nos périodes de référence: à la place du 1er août de chaque année, nous utilisons le premier jour de la semaine qui contient le 1er septembre.\n", + "\n", + "Les données commencent en octobre 1990, ce qui rend la première année incomplète. Nous commençons donc l'analyse en 1991." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "first_september_week = [pd.Period(pd.Timestamp(y, 8, 1), 'W')\n", + " for y in range(1991,\n", + " sorted_data.index[-1].year)]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "En partant de cette liste des semaines qui contiennent un 1er septembre, nous obtenons nos intervalles d'environ un an comme les périodes entre deux semaines adjacentes dans cette liste. Nous calculons les sommes des incidences hebdomadaires pour toutes ces périodes.\n", + "\n", + "Nous vérifions également que ces périodes contiennent entre 51 et 52 semaines, pour nous protéger contre des éventuelles erreurs dans notre code.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "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": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 17, + "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": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "2020 229363\n", + "2002 502271\n", + "2018 543281\n", + "1996 553859\n", + "2017 557449\n", + "2019 584926\n", + "2000 605096\n", + "2015 613286\n", + "2012 620315\n", + "2011 645042\n", + "1995 648598\n", + "2001 650660\n", + "1993 653058\n", + "2005 654308\n", + "2006 657482\n", + "1998 660316\n", + "2014 673458\n", + "1997 679308\n", + "1994 682920\n", + "2007 701566\n", + "2013 708874\n", + "2004 736266\n", + "2008 745701\n", + "2003 770211\n", + "2016 780645\n", + "1999 784963\n", + "1992 821558\n", + "2009 822819\n", + "2010 848236\n", + "dtype: int64" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "yearly_incidence.sort_values()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Histogramme" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "yearly_incidence.hist(xrot=20)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.4" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/module3/exo2/incidence-PAY-7.csv b/module3/exo2/incidence-PAY-7.csv new file mode 100644 index 0000000000000000000000000000000000000000..0b3abd99af2c54d3e758db35314aa4be991b4aa3 --- /dev/null +++ b/module3/exo2/incidence-PAY-7.csv @@ -0,0 +1,1599 @@ +"# @source=""rseau Sentinelles, INSERM, Sorbonne Universit, http://www.sentiweb.fr"", @meta={""period"":[199049,202127],""geo"":[""PAY"",""1""],""geo_ref"":""insee"",""indicator"":""7"",""type"":""all"",""conf_int"":true,""compact"":false}, @date=2021-07-15T08:13:35+02:00" +week,indicator,inc,inc_low,inc_up,inc100,inc100_low,inc100_up,geo_insee,geo_name +202127,7,11594,4766,18422,18,8,28,FR,France +202126,7,7330,4137,10523,11,6,16,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