From 429d7a1e40f587fc54ce5c2fe301c726e7d39d0a Mon Sep 17 00:00:00 2001 From: 4e0476e6c892d6c110010b0fe78d09e4 <4e0476e6c892d6c110010b0fe78d09e4@app-learninglab.inria.fr> Date: Tue, 13 Apr 2021 09:57:47 +0000 Subject: [PATCH] commit module 3 exo 2 --- module3/exo2/exercice.ipynb | 1661 +++++++++++++++++++++++++++++- module3/exo2/incidence-PAY-7.csv | 1584 ++++++++++++++++++++++++++++ 2 files changed, 3242 insertions(+), 3 deletions(-) create mode 100644 module3/exo2/incidence-PAY-7.csv diff --git a/module3/exo2/exercice.ipynb b/module3/exo2/exercice.ipynb index 0bbbe37..6220149 100644 --- a/module3/exo2/exercice.ipynb +++ b/module3/exo2/exercice.ipynb @@ -1,5 +1,1661 @@ { - "cells": [], + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "import isoweek" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Les données de l'incidence de la varicelle sont disponibles du site Web du [Réseau Sentinelles](http://www.sentiweb.fr/). Nous les récupérons sous forme d'un fichier en format CSV dont chaque ligne correspond à une semaine de la période demandée. Nous téléchargeons toujours le jeu de données complet, qui commence en 1984 et se termine avec une semaine récente." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "data_url = \"https://www.sentiweb.fr/datasets/incidence-PAY-7.csv\"" + ] + }, + { + "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": [ + "Essaye d'importer les données depuis un fichier local afin de péréniser les données en cas de problème avec la source.\n", + "Si le fichier local n'existe pas, importe les données depuis le site internet original." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "imported local data\n", + " Unnamed: 0 week indicator inc inc_low inc_up inc100 \\\n", + "0 0 202113 7 9838 6381 13295 15 \n", + "1 1 202112 7 11520 8415 14625 17 \n", + "2 2 202111 7 9386 6678 12094 14 \n", + "3 3 202110 7 9056 6452 11660 14 \n", + "4 4 202109 7 10988 7938 14038 17 \n", + "5 5 202108 7 11281 8361 14201 17 \n", + "6 6 202107 7 13561 10315 16807 21 \n", + "7 7 202106 7 13401 9810 16992 20 \n", + "8 8 202105 7 12210 8988 15432 18 \n", + "9 9 202104 7 12026 8826 15226 18 \n", + "10 10 202103 7 8913 6375 11451 13 \n", + "11 11 202102 7 7795 5430 10160 12 \n", + "12 12 202101 7 10525 7750 13300 16 \n", + "13 13 202053 7 11978 8406 15550 18 \n", + "14 14 202052 7 12012 8285 15739 18 \n", + "15 15 202051 7 10564 7574 13554 16 \n", + "16 16 202050 7 7063 4744 9382 11 \n", + "17 17 202049 7 5026 3145 6907 8 \n", + "18 18 202048 7 6683 4312 9054 10 \n", + "19 19 202047 7 4999 2963 7035 8 \n", + "20 20 202046 7 3752 1963 5541 6 \n", + "21 21 202045 7 3696 2016 5376 6 \n", + "22 22 202044 7 4391 2375 6407 7 \n", + "23 23 202043 7 4376 2505 6247 7 \n", + "24 24 202042 7 4000 1979 6021 6 \n", + "25 25 202041 7 3961 2099 5823 6 \n", + "26 26 202040 7 2078 675 3481 3 \n", + "27 27 202039 7 1049 237 1861 2 \n", + "28 28 202038 7 2251 781 3721 3 \n", + "29 29 202037 7 1584 405 2763 2 \n", + "... ... ... ... ... ... ... ... \n", + "1553 1553 199126 7 17608 11304 23912 31 \n", + "1554 1554 199125 7 16169 10700 21638 28 \n", + "1555 1555 199124 7 16171 10071 22271 28 \n", + "1556 1556 199123 7 11947 7671 16223 21 \n", + "1557 1557 199122 7 15452 9953 20951 27 \n", + "1558 1558 199121 7 14903 8975 20831 26 \n", + "1559 1559 199120 7 19053 12742 25364 34 \n", + "1560 1560 199119 7 16739 11246 22232 29 \n", + "1561 1561 199118 7 21385 13882 28888 38 \n", + "1562 1562 199117 7 13462 8877 18047 24 \n", + "1563 1563 199116 7 14857 10068 19646 26 \n", + "1564 1564 199115 7 13975 9781 18169 25 \n", + "1565 1565 199114 7 12265 7684 16846 22 \n", + "1566 1566 199113 7 9567 6041 13093 17 \n", + "1567 1567 199112 7 10864 7331 14397 19 \n", + "1568 1568 199111 7 15574 11184 19964 27 \n", + "1569 1569 199110 7 16643 11372 21914 29 \n", + "1570 1570 199109 7 13741 8780 18702 24 \n", + "1571 1571 199108 7 13289 8813 17765 23 \n", + "1572 1572 199107 7 12337 8077 16597 22 \n", + "1573 1573 199106 7 10877 7013 14741 19 \n", + "1574 1574 199105 7 10442 6544 14340 18 \n", + "1575 1575 199104 7 7913 4563 11263 14 \n", + "1576 1576 199103 7 15387 10484 20290 27 \n", + "1577 1577 199102 7 16277 11046 21508 29 \n", + "1578 1578 199101 7 15565 10271 20859 27 \n", + "1579 1579 199052 7 19375 13295 25455 34 \n", + "1580 1580 199051 7 19080 13807 24353 34 \n", + "1581 1581 199050 7 11079 6660 15498 20 \n", + "1582 1582 199049 7 1143 0 2610 2 \n", + "\n", + " inc100_low inc100_up geo_insee geo_name \n", + "0 10 20 FR France \n", + "1 12 22 FR France \n", + "2 10 18 FR France \n", + "3 10 18 FR France \n", + "4 12 22 FR France \n", + "5 13 21 FR France \n", + "6 16 26 FR France \n", + "7 15 25 FR France \n", + "8 13 23 FR France \n", + "9 13 23 FR France \n", + "10 9 17 FR France \n", + "11 8 16 FR France \n", + "12 12 20 FR France \n", + "13 13 23 FR France \n", + "14 12 24 FR France \n", + "15 11 21 FR France \n", + "16 7 15 FR France \n", + "17 5 11 FR France \n", + "18 6 14 FR France \n", + "19 5 11 FR France \n", + "20 3 9 FR France \n", + "21 3 9 FR France \n", + "22 4 10 FR France \n", + "23 4 10 FR France \n", + "24 3 9 FR France \n", + "25 3 9 FR France \n", + "26 1 5 FR France \n", + "27 1 3 FR France \n", + "28 1 5 FR France \n", + "29 0 4 FR France \n", + "... ... ... ... ... \n", + "1553 20 42 FR France \n", + "1554 18 38 FR France \n", + "1555 17 39 FR France \n", + "1556 13 29 FR France \n", + "1557 17 37 FR France \n", + "1558 16 36 FR France \n", + "1559 23 45 FR France \n", + "1560 19 39 FR France \n", + "1561 25 51 FR France \n", + "1562 16 32 FR France \n", + "1563 18 34 FR France \n", + "1564 18 32 FR France \n", + "1565 14 30 FR France \n", + "1566 11 23 FR France \n", + "1567 13 25 FR France \n", + "1568 19 35 FR France \n", + "1569 20 38 FR France \n", + "1570 15 33 FR France \n", + "1571 15 31 FR France \n", + "1572 15 29 FR France \n", + "1573 12 26 FR France \n", + "1574 11 25 FR France \n", + "1575 8 20 FR France \n", + "1576 18 36 FR France \n", + "1577 20 38 FR France \n", + "1578 18 36 FR France \n", + "1579 23 45 FR France \n", + "1580 25 43 FR France \n", + "1581 12 28 FR France \n", + "1582 0 5 FR France \n", + "\n", + "[1583 rows x 11 columns]\n" + ] + } + ], + "source": [ + "try:\n", + " raw_data = pd.read_csv('incidence-PAY-7.csv')\n", + " print(\"imported local data\")\n", + "except FileNotFoundError:\n", + " print(\"import data from the internet and save it to a local file\")\n", + " raw_data = pd.read_csv(data_url, skiprows=1)\n", + " raw_data.to_csv('incidence-PAY-7.csv')\n", + " \n", + "print(raw_data)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Y a-t-il des points manquants dans ce jeux de données ? Oui, la semaine 19 de l'année 1989 n'a pas de valeurs associées." + ] + }, + { + "cell_type": "code", + "execution_count": 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", + "
Unnamed: 0weekindicatorincinc_lowinc_upinc100inc100_lowinc100_upgeo_inseegeo_name
\n", + "
" + ], + "text/plain": [ + "Empty DataFrame\n", + "Columns: [Unnamed: 0, week, indicator, inc, inc_low, inc_up, inc100, inc100_low, inc100_up, geo_insee, geo_name]\n", + "Index: []" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "raw_data[raw_data.isnull().any(axis=1)]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Il n'y a pas de point à éliminer." + ] + }, + { + "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", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
Unnamed: 0weekindicatorincinc_lowinc_upinc100inc100_lowinc100_upgeo_inseegeo_name
0020211379838638113295151020FRFrance
11202112711520841514625171222FRFrance
2220211179386667812094141018FRFrance
3320211079056645211660141018FRFrance
44202109710988793814038171222FRFrance
55202108711281836114201171321FRFrance
662021077135611031516807211626FRFrance
77202106713401981016992201525FRFrance
88202105712210898815432181323FRFrance
99202104712026882615226181323FRFrance
10102021037891363751145113917FRFrance
11112021027779554301016012816FRFrance
1212202101710525775013300161220FRFrance
1313202053711978840615550181323FRFrance
1414202052712012828515739181224FRFrance
1515202051710564757413554161121FRFrance
1616202050770634744938211715FRFrance
171720204975026314569078511FRFrance
1818202048766834312905410614FRFrance
191920204774999296370358511FRFrance
20202020467375219635541639FRFrance
21212020457369620165376639FRFrance
222220204474391237564077410FRFrance
232320204374376250562477410FRFrance
24242020427400019796021639FRFrance
25252020417396120995823639FRFrance
2626202040720786753481315FRFrance
2727202039710492371861213FRFrance
2828202038722517813721315FRFrance
2929202037715844052763204FRFrance
....................................
155315531991267176081130423912312042FRFrance
155415541991257161691070021638281838FRFrance
155515551991247161711007122271281739FRFrance
15561556199123711947767116223211329FRFrance
15571557199122715452995320951271737FRFrance
15581558199121714903897520831261636FRFrance
155915591991207190531274225364342345FRFrance
156015601991197167391124622232291939FRFrance
156115611991187213851388228888382551FRFrance
15621562199117713462887718047241632FRFrance
156315631991167148571006819646261834FRFrance
15641564199115713975978118169251832FRFrance
15651565199114712265768416846221430FRFrance
1566156619911379567604113093171123FRFrance
15671567199112710864733114397191325FRFrance
156815681991117155741118419964271935FRFrance
156915691991107166431137221914292038FRFrance
15701570199109713741878018702241533FRFrance
15711571199108713289881317765231531FRFrance
15721572199107712337807716597221529FRFrance
15731573199106710877701314741191226FRFrance
15741574199105710442654414340181125FRFrance
157515751991047791345631126314820FRFrance
157615761991037153871048420290271836FRFrance
157715771991027162771104621508292038FRFrance
157815781991017155651027120859271836FRFrance
157915791990527193751329525455342345FRFrance
158015801990517190801380724353342543FRFrance
15811581199050711079666015498201228FRFrance
158215821990497114302610205FRFrance
\n", + "

1583 rows × 11 columns

\n", + "
" + ], + "text/plain": [ + " Unnamed: 0 week indicator inc inc_low inc_up inc100 \\\n", + "0 0 202113 7 9838 6381 13295 15 \n", + "1 1 202112 7 11520 8415 14625 17 \n", + "2 2 202111 7 9386 6678 12094 14 \n", + "3 3 202110 7 9056 6452 11660 14 \n", + "4 4 202109 7 10988 7938 14038 17 \n", + "5 5 202108 7 11281 8361 14201 17 \n", + "6 6 202107 7 13561 10315 16807 21 \n", + "7 7 202106 7 13401 9810 16992 20 \n", + "8 8 202105 7 12210 8988 15432 18 \n", + "9 9 202104 7 12026 8826 15226 18 \n", + "10 10 202103 7 8913 6375 11451 13 \n", + "11 11 202102 7 7795 5430 10160 12 \n", + "12 12 202101 7 10525 7750 13300 16 \n", + "13 13 202053 7 11978 8406 15550 18 \n", + "14 14 202052 7 12012 8285 15739 18 \n", + "15 15 202051 7 10564 7574 13554 16 \n", + "16 16 202050 7 7063 4744 9382 11 \n", + "17 17 202049 7 5026 3145 6907 8 \n", + "18 18 202048 7 6683 4312 9054 10 \n", + "19 19 202047 7 4999 2963 7035 8 \n", + "20 20 202046 7 3752 1963 5541 6 \n", + "21 21 202045 7 3696 2016 5376 6 \n", + "22 22 202044 7 4391 2375 6407 7 \n", + "23 23 202043 7 4376 2505 6247 7 \n", + "24 24 202042 7 4000 1979 6021 6 \n", + "25 25 202041 7 3961 2099 5823 6 \n", + "26 26 202040 7 2078 675 3481 3 \n", + "27 27 202039 7 1049 237 1861 2 \n", + "28 28 202038 7 2251 781 3721 3 \n", + "29 29 202037 7 1584 405 2763 2 \n", + "... ... ... ... ... ... ... ... \n", + "1553 1553 199126 7 17608 11304 23912 31 \n", + "1554 1554 199125 7 16169 10700 21638 28 \n", + "1555 1555 199124 7 16171 10071 22271 28 \n", + "1556 1556 199123 7 11947 7671 16223 21 \n", + "1557 1557 199122 7 15452 9953 20951 27 \n", + "1558 1558 199121 7 14903 8975 20831 26 \n", + "1559 1559 199120 7 19053 12742 25364 34 \n", + "1560 1560 199119 7 16739 11246 22232 29 \n", + "1561 1561 199118 7 21385 13882 28888 38 \n", + "1562 1562 199117 7 13462 8877 18047 24 \n", + "1563 1563 199116 7 14857 10068 19646 26 \n", + "1564 1564 199115 7 13975 9781 18169 25 \n", + "1565 1565 199114 7 12265 7684 16846 22 \n", + "1566 1566 199113 7 9567 6041 13093 17 \n", + "1567 1567 199112 7 10864 7331 14397 19 \n", + "1568 1568 199111 7 15574 11184 19964 27 \n", + "1569 1569 199110 7 16643 11372 21914 29 \n", + "1570 1570 199109 7 13741 8780 18702 24 \n", + "1571 1571 199108 7 13289 8813 17765 23 \n", + "1572 1572 199107 7 12337 8077 16597 22 \n", + "1573 1573 199106 7 10877 7013 14741 19 \n", + "1574 1574 199105 7 10442 6544 14340 18 \n", + "1575 1575 199104 7 7913 4563 11263 14 \n", + "1576 1576 199103 7 15387 10484 20290 27 \n", + "1577 1577 199102 7 16277 11046 21508 29 \n", + "1578 1578 199101 7 15565 10271 20859 27 \n", + "1579 1579 199052 7 19375 13295 25455 34 \n", + "1580 1580 199051 7 19080 13807 24353 34 \n", + "1581 1581 199050 7 11079 6660 15498 20 \n", + "1582 1582 199049 7 1143 0 2610 2 \n", + "\n", + " inc100_low inc100_up geo_insee geo_name \n", + "0 10 20 FR France \n", + "1 12 22 FR France \n", + "2 10 18 FR France \n", + "3 10 18 FR France \n", + "4 12 22 FR France \n", + "5 13 21 FR France \n", + "6 16 26 FR France \n", + "7 15 25 FR France \n", + "8 13 23 FR France \n", + "9 13 23 FR France \n", + "10 9 17 FR France \n", + "11 8 16 FR France \n", + "12 12 20 FR France \n", + "13 13 23 FR France \n", + "14 12 24 FR France \n", + "15 11 21 FR France \n", + "16 7 15 FR France \n", + "17 5 11 FR France \n", + "18 6 14 FR France \n", + "19 5 11 FR France \n", + "20 3 9 FR France \n", + "21 3 9 FR France \n", + "22 4 10 FR France \n", + "23 4 10 FR France \n", + "24 3 9 FR France \n", + "25 3 9 FR France \n", + "26 1 5 FR France \n", + "27 1 3 FR France \n", + "28 1 5 FR France \n", + "29 0 4 FR France \n", + "... ... ... ... ... \n", + "1553 20 42 FR France \n", + "1554 18 38 FR France \n", + "1555 17 39 FR France \n", + "1556 13 29 FR France \n", + "1557 17 37 FR France \n", + "1558 16 36 FR France \n", + "1559 23 45 FR France \n", + "1560 19 39 FR France \n", + "1561 25 51 FR France \n", + "1562 16 32 FR France \n", + "1563 18 34 FR France \n", + "1564 18 32 FR France \n", + "1565 14 30 FR France \n", + "1566 11 23 FR France \n", + "1567 13 25 FR France \n", + "1568 19 35 FR France \n", + "1569 20 38 FR France \n", + "1570 15 33 FR France \n", + "1571 15 31 FR France \n", + "1572 15 29 FR France \n", + "1573 12 26 FR France \n", + "1574 11 25 FR France \n", + "1575 8 20 FR France \n", + "1576 18 36 FR France \n", + "1577 20 38 FR France \n", + "1578 18 36 FR France \n", + "1579 23 45 FR France \n", + "1580 25 43 FR France \n", + "1581 12 28 FR France \n", + "1582 0 5 FR France \n", + "\n", + "[1583 rows x 11 columns]" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data = raw_data.dropna().copy()\n", + "data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Nos données utilisent une convention inhabituelle: le numéro de\n", + "semaine est collé à l'année, donnant l'impression qu'il s'agit\n", + "de nombre entier. C'est comme ça que Pandas les interprète.\n", + " \n", + "Un deuxième problème est que Pandas ne comprend pas les numéros de\n", + "semaine. Il faut lui fournir les dates de début et de fin de\n", + "semaine. Nous utilisons pour cela la bibliothèque `isoweek`.\n", + "\n", + "Comme la conversion des semaines est devenu assez complexe, nous\n", + "écrivons une petite fonction Python pour cela. Ensuite, nous\n", + "l'appliquons à tous les points de nos donnés. Les résultats vont\n", + "dans une nouvelle colonne 'period'." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "def convert_week(year_and_week_int):\n", + " year_and_week_str = str(year_and_week_int)\n", + " year = int(year_and_week_str[:4])\n", + " week = int(year_and_week_str[4:])\n", + " w = isoweek.Week(year, week)\n", + " return pd.Period(w.day(0), 'W')\n", + "\n", + "data['period'] = [convert_week(yw) for yw in data['week']]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Il restent deux petites modifications à faire.\n", + "\n", + "Premièrement, nous définissons les périodes d'observation\n", + "comme nouvel index de notre jeux de données. Ceci en fait\n", + "une suite chronologique, ce qui sera pratique par la suite.\n", + "\n", + "Deuxièmement, nous trions les points par période, dans\n", + "le sens chronologique." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "sorted_data = data.set_index('period').sort_index()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Nous vérifions la cohérence des données. Entre la fin d'une période et\n", + "le début de la période qui suit, la différence temporelle doit être\n", + "zéro, ou au moins très faible. Nous laissons une \"marge d'erreur\"\n", + "d'une seconde.\n", + "\n", + "Ceci s'avère tout à fait juste sauf pour deux périodes consécutives\n", + "entre lesquelles il manque une semaine.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "periods = sorted_data.index\n", + "for p1, p2 in zip(periods[:-1], periods[1:]):\n", + " delta = p2.to_timestamp() - p1.end_time\n", + " if delta > pd.Timedelta('1s'):\n", + " print(p1, p2)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Rien n'est retourné car il n'y a pas de discontinuité dans les donées." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Un premier regard sur les données !" + ] + }, + { + "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": "markdown", + "metadata": {}, + "source": [ + "## Etude de l'incidence annuelle" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Nous définissons la période de référence du 1er septembre de l'année $N$ au\n", + "1er septembre de l'année $N+1$ pour obtenir les résultats demandés dans cette exercice.\n", + "\n", + "Notre tâche est un peu compliquée par le fait que l'année ne comporte\n", + "pas un nombre entier de semaines. Nous modifions donc un peu nos périodes\n", + "de référence: à la place du 1er août de chaque année, nous utilisons le\n", + "premier jour de la semaine qui contient le 1er août.\n", + "\n", + "Dans l'éventualité ou la première année serais incomplète, nous commençons l'analyse un an après la première. Une analyse plus rigoureuse serais nécessaire en temps normal pour évaluer les durées de chaque donnée.\n", + "\n", + "De plus, l'année en cour est retirée car incomplète." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "first_september_week = [pd.Period(pd.Timestamp(y, 9, 1), 'W')\n", + " for y in range(sorted_data.index[0].year+1,\n", + " sorted_data.index[-1].year-1)]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "En partant de cette liste des semaines qui contiennent un 1er septembre, nous obtenons nos intervalles d'environ un an comme les périodes entre deux semaines adjacentes dans cette liste. Nous calculons les sommes des incidences hebdomadaires pour toutes ces périodes.\n", + "\n", + "Nous vérifions également que ces périodes contiennent entre 51 et 52 semaines, pour nous protéger contre des éventuelles erreurs dans notre code." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "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": 12, + "metadata": { + "scrolled": true + }, + "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": [ + "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": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "2002 516689\n", + "2018 542312\n", + "2017 551041\n", + "1996 564901\n", + "2019 584066\n", + "2015 604382\n", + "2000 617597\n", + "2001 619041\n", + "2012 624573\n", + "2005 628464\n", + "2006 632833\n", + "2011 642368\n", + "1993 643387\n", + "1995 652478\n", + "1994 661409\n", + "1998 677775\n", + "1997 683434\n", + "2014 685769\n", + "2013 698332\n", + "2007 717352\n", + "2008 749478\n", + "1999 756456\n", + "2003 758363\n", + "2004 777388\n", + "2016 782114\n", + "2010 829911\n", + "1992 832939\n", + "2009 842373\n", + "dtype: int64" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "yearly_incidence.sort_values()" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Année avec l'épidémie la plus forte 2009 pour un nombre de contamination de 842373\n" + ] + } + ], + "source": [ + "maximum = yearly_incidence.max()\n", + "list_max = yearly_incidence[yearly_incidence == yearly_incidence.max()]\n", + "first_max = list_max.index[0]\n", + "print(\"Année avec l'épidémie la plus forte %s pour un nombre de contamination de %s\" % (first_max, maximum))" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Année avec l'épidémie la plus faible = 2002 pour un nombre de contamination de 516689\n" + ] + } + ], + "source": [ + "minimum = yearly_incidence.min()\n", + "list_min = yearly_incidence[yearly_incidence == yearly_incidence.min()]\n", + "first_min = list_min.index[0] \n", + "print(\"Année avec l'épidémie la plus faible = %s pour un nombre de contamination de %s\" % (first_min, minimum))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], "metadata": { "kernelspec": { "display_name": "Python 3", @@ -16,10 +1672,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.3" + "version": "3.6.4" } }, "nbformat": 4, "nbformat_minor": 2 } - diff --git a/module3/exo2/incidence-PAY-7.csv b/module3/exo2/incidence-PAY-7.csv new file mode 100644 index 0000000..b22d928 --- /dev/null +++ b/module3/exo2/incidence-PAY-7.csv @@ -0,0 +1,1584 @@ +,week,indicator,inc,inc_low,inc_up,inc100,inc100_low,inc100_up,geo_insee,geo_name +0,202113,7,9838,6381,13295,15,10,20,FR,France +1,202112,7,11520,8415,14625,17,12,22,FR,France +2,202111,7,9386,6678,12094,14,10,18,FR,France +3,202110,7,9056,6452,11660,14,10,18,FR,France +4,202109,7,10988,7938,14038,17,12,22,FR,France +5,202108,7,11281,8361,14201,17,13,21,FR,France +6,202107,7,13561,10315,16807,21,16,26,FR,France +7,202106,7,13401,9810,16992,20,15,25,FR,France +8,202105,7,12210,8988,15432,18,13,23,FR,France +9,202104,7,12026,8826,15226,18,13,23,FR,France +10,202103,7,8913,6375,11451,13,9,17,FR,France +11,202102,7,7795,5430,10160,12,8,16,FR,France +12,202101,7,10525,7750,13300,16,12,20,FR,France +13,202053,7,11978,8406,15550,18,13,23,FR,France +14,202052,7,12012,8285,15739,18,12,24,FR,France +15,202051,7,10564,7574,13554,16,11,21,FR,France +16,202050,7,7063,4744,9382,11,7,15,FR,France +17,202049,7,5026,3145,6907,8,5,11,FR,France +18,202048,7,6683,4312,9054,10,6,14,FR,France +19,202047,7,4999,2963,7035,8,5,11,FR,France +20,202046,7,3752,1963,5541,6,3,9,FR,France +21,202045,7,3696,2016,5376,6,3,9,FR,France +22,202044,7,4391,2375,6407,7,4,10,FR,France +23,202043,7,4376,2505,6247,7,4,10,FR,France +24,202042,7,4000,1979,6021,6,3,9,FR,France +25,202041,7,3961,2099,5823,6,3,9,FR,France +26,202040,7,2078,675,3481,3,1,5,FR,France +27,202039,7,1049,237,1861,2,1,3,FR,France +28,202038,7,2251,781,3721,3,1,5,FR,France +29,202037,7,1584,405,2763,2,0,4,FR,France +30,202036,7,919,100,1738,1,0,2,FR,France +31,202035,7,828,0,1694,1,0,2,FR,France +32,202034,7,2272,371,4173,3,0,6,FR,France +33,202033,7,1284,177,2391,2,0,4,FR,France +34,202032,7,2650,689,4611,4,1,7,FR,France +35,202031,7,1303,100,2506,2,0,4,FR,France +36,202030,7,1385,75,2695,2,0,4,FR,France +37,202029,7,841,10,1672,1,0,2,FR,France +38,202028,7,728,0,1515,1,0,2,FR,France +39,202027,7,986,149,1823,1,0,2,FR,France +40,202026,7,694,0,1454,1,0,2,FR,France +41,202025,7,228,0,597,0,0,1,FR,France +42,202024,7,388,0,959,1,0,2,FR,France +43,202023,7,558,1,1115,1,0,2,FR,France +44,202022,7,277,0,633,0,0,1,FR,France +45,202021,7,602,36,1168,1,0,2,FR,France +46,202020,7,824,20,1628,1,0,2,FR,France +47,202019,7,310,0,753,0,0,1,FR,France +48,202018,7,849,98,1600,1,0,2,FR,France +49,202017,7,272,0,658,0,0,1,FR,France +50,202016,7,758,78,1438,1,0,2,FR,France +51,202015,7,1918,675,3161,3,1,5,FR,France +52,202014,7,3879,2227,5531,6,3,9,FR,France +53,202013,7,7326,5236,9416,11,8,14,FR,France +54,202012,7,8123,5790,10456,12,8,16,FR,France +55,202011,7,10198,7568,12828,15,11,19,FR,France +56,202010,7,9011,6691,11331,14,10,18,FR,France +57,202009,7,13631,10544,16718,21,16,26,FR,France +58,202008,7,10424,7708,13140,16,12,20,FR,France +59,202007,7,8959,6574,11344,14,10,18,FR,France +60,202006,7,9264,6925,11603,14,10,18,FR,France +61,202005,7,8505,6314,10696,13,10,16,FR,France +62,202004,7,7991,5831,10151,12,9,15,FR,France +63,202003,7,5968,4100,7836,9,6,12,FR,France +64,202002,7,6534,4530,8538,10,7,13,FR,France +65,202001,7,9835,7019,12651,15,11,19,FR,France +66,201952,7,7941,5246,10636,12,8,16,FR,France +67,201951,7,5823,3675,7971,9,6,12,FR,France +68,201950,7,6424,4276,8572,10,7,13,FR,France +69,201949,7,6621,4540,8702,10,7,13,FR,France +70,201948,7,5542,3383,7701,8,5,11,FR,France +71,201947,7,7536,5058,10014,11,7,15,FR,France +72,201946,7,2638,1316,3960,4,2,6,FR,France +73,201945,7,4492,2615,6369,7,4,10,FR,France +74,201944,7,5728,3627,7829,9,6,12,FR,France +75,201943,7,4834,2751,6917,7,4,10,FR,France +76,201942,7,6279,3989,8569,10,7,13,FR,France +77,201941,7,4130,2030,6230,6,3,9,FR,France +78,201940,7,4211,2218,6204,6,3,9,FR,France +79,201939,7,3137,1310,4964,5,2,8,FR,France +80,201938,7,3078,1416,4740,5,2,8,FR,France +81,201937,7,970,162,1778,1,0,2,FR,France +82,201936,7,1277,263,2291,2,0,4,FR,France +83,201935,7,922,0,1857,1,0,2,FR,France +84,201934,7,1997,605,3389,3,1,5,FR,France +85,201933,7,3279,1103,5455,5,2,8,FR,France +86,201932,7,3627,1576,5678,6,3,9,FR,France +87,201931,7,7611,4605,10617,12,7,17,FR,France +88,201930,7,8875,5629,12121,13,8,18,FR,France +89,201929,7,10658,7151,14165,16,11,21,FR,France +90,201928,7,11251,7604,14898,17,11,23,FR,France +91,201927,7,16602,12349,20855,25,19,31,FR,France +92,201926,7,18851,14491,23211,29,22,36,FR,France +93,201925,7,18309,13972,22646,28,21,35,FR,France +94,201924,7,13382,9659,17105,20,14,26,FR,France +95,201923,7,19264,15027,23501,29,23,35,FR,France +96,201922,7,16861,12783,20939,26,20,32,FR,France +97,201921,7,17572,13140,22004,27,20,34,FR,France +98,201920,7,16180,12310,20050,25,19,31,FR,France +99,201919,7,16646,12721,20571,25,19,31,FR,France +100,201918,7,13803,10159,17447,21,15,27,FR,France +101,201917,7,15868,11815,19921,24,18,30,FR,France +102,201916,7,17127,12815,21439,26,19,33,FR,France +103,201915,7,21449,16525,26373,33,26,40,FR,France +104,201914,7,16131,12254,20008,25,19,31,FR,France +105,201913,7,17264,13409,21119,26,20,32,FR,France +106,201912,7,14133,10499,17767,21,15,27,FR,France +107,201911,7,12655,9528,15782,19,14,24,FR,France +108,201910,7,14062,10547,17577,21,16,26,FR,France +109,201909,7,13725,10221,17229,21,16,26,FR,France +110,201908,7,17186,13156,21216,26,20,32,FR,France +111,201907,7,10206,7388,13024,16,12,20,FR,France +112,201906,7,13504,10402,16606,21,16,26,FR,France +113,201905,7,12799,9843,15755,19,15,23,FR,France +114,201904,7,11842,9041,14643,18,14,22,FR,France +115,201903,7,8616,6114,11118,13,9,17,FR,France +116,201902,7,12005,9035,14975,18,13,23,FR,France +117,201901,7,15951,12224,19678,24,18,30,FR,France +118,201852,7,16234,11915,20553,25,18,32,FR,France +119,201851,7,16859,12787,20931,26,20,32,FR,France +120,201850,7,11554,8405,14703,18,13,23,FR,France +121,201849,7,12632,9322,15942,19,14,24,FR,France +122,201848,7,8093,5509,10677,12,8,16,FR,France +123,201847,7,8670,5920,11420,13,9,17,FR,France +124,201846,7,7039,4453,9625,11,7,15,FR,France +125,201845,7,7479,4820,10138,11,7,15,FR,France +126,201844,7,7749,4931,10567,12,8,16,FR,France +127,201843,7,8705,5414,11996,13,8,18,FR,France +128,201842,7,4640,2523,6757,7,4,10,FR,France +129,201841,7,2956,1207,4705,4,1,7,FR,France +130,201840,7,3858,1827,5889,6,3,9,FR,France +131,201839,7,2584,870,4298,4,1,7,FR,France +132,201838,7,2401,761,4041,4,2,6,FR,France +133,201837,7,1891,501,3281,3,1,5,FR,France +134,201836,7,559,0,1335,1,0,2,FR,France +135,201835,7,872,0,1916,1,0,3,FR,France +136,201834,7,3736,1415,6057,6,2,10,FR,France +137,201833,7,3803,1130,6476,6,2,10,FR,France +138,201832,7,3225,1155,5295,5,2,8,FR,France +139,201831,7,6610,3565,9655,10,5,15,FR,France +140,201830,7,9338,5780,12896,14,9,19,FR,France +141,201829,7,8513,5059,11967,13,8,18,FR,France +142,201828,7,12115,7907,16323,18,12,24,FR,France +143,201827,7,13975,9739,18211,21,15,27,FR,France +144,201826,7,15317,11019,19615,23,16,30,FR,France +145,201825,7,11282,7840,14724,17,12,22,FR,France +146,201824,7,16554,12219,20889,25,18,32,FR,France +147,201823,7,9511,6385,12637,14,9,19,FR,France +148,201822,7,15972,11793,20151,24,18,30,FR,France +149,201821,7,10909,7627,14191,17,12,22,FR,France +150,201820,7,13417,9692,17142,20,14,26,FR,France +151,201819,7,16718,12351,21085,25,18,32,FR,France +152,201818,7,16120,11128,21112,25,17,33,FR,France +153,201817,7,16154,11960,20348,25,19,31,FR,France +154,201816,7,18341,13836,22846,28,21,35,FR,France +155,201815,7,17946,13622,22270,27,20,34,FR,France +156,201814,7,15036,10780,19292,23,17,29,FR,France +157,201813,7,16373,12472,20274,25,19,31,FR,France +158,201812,7,18819,14373,23265,29,22,36,FR,France +159,201811,7,15478,11427,19529,24,18,30,FR,France +160,201810,7,15753,11901,19605,24,18,30,FR,France +161,201809,7,13217,9653,16781,20,15,25,FR,France +162,201808,7,13390,9832,16948,20,15,25,FR,France +163,201807,7,13453,10096,16810,20,15,25,FR,France +164,201806,7,15491,11679,19303,24,18,30,FR,France +165,201805,7,15078,11374,18782,23,17,29,FR,France +166,201804,7,14562,10973,18151,22,17,27,FR,France +167,201803,7,7972,5473,10471,12,8,16,FR,France +168,201802,7,10976,7974,13978,17,12,22,FR,France +169,201801,7,11471,8430,14512,17,12,22,FR,France +170,201752,7,11120,7732,14508,17,12,22,FR,France +171,201751,7,8055,5279,10831,12,8,16,FR,France +172,201750,7,10095,7184,13006,15,11,19,FR,France +173,201749,7,11214,8103,14325,17,12,22,FR,France +174,201748,7,8686,5706,11666,13,8,18,FR,France +175,201747,7,8741,5969,11513,13,9,17,FR,France +176,201746,7,5708,3483,7933,9,6,12,FR,France +177,201745,7,4902,2777,7027,8,5,11,FR,France +178,201744,7,5645,3125,8165,9,5,13,FR,France +179,201743,7,6892,3966,9818,11,7,15,FR,France +180,201742,7,4490,2218,6762,7,4,10,FR,France +181,201741,7,2516,1110,3922,4,2,6,FR,France +182,201740,7,4902,2504,7300,8,4,12,FR,France +183,201739,7,2901,917,4885,4,1,7,FR,France +184,201738,7,2138,736,3540,3,1,5,FR,France +185,201737,7,2360,700,4020,4,1,7,FR,France +186,201736,7,1903,450,3356,3,1,5,FR,France +187,201735,7,3419,1409,5429,5,2,8,FR,France +188,201734,7,3886,1559,6213,6,2,10,FR,France +189,201733,7,3133,829,5437,5,1,9,FR,France +190,201732,7,4194,1599,6789,6,2,10,FR,France +191,201731,7,7130,3572,10688,11,6,16,FR,France +192,201730,7,7368,3708,11028,11,5,17,FR,France +193,201729,7,15320,10560,20080,24,17,31,FR,France +194,201728,7,14764,9589,19939,23,15,31,FR,France +195,201727,7,12000,7980,16020,18,12,24,FR,France +196,201726,7,11914,8364,15464,18,13,23,FR,France +197,201725,7,16264,12303,20225,25,19,31,FR,France +198,201724,7,16473,12221,20725,25,18,32,FR,France +199,201723,7,15607,11196,20018,24,17,31,FR,France +200,201722,7,19102,14187,24017,29,21,37,FR,France +201,201721,7,21160,15647,26673,32,24,40,FR,France +202,201720,7,19412,14439,24385,30,22,38,FR,France +203,201719,7,20724,15468,25980,32,24,40,FR,France +204,201718,7,14497,10154,18840,22,15,29,FR,France +205,201717,7,17548,12284,22812,27,19,35,FR,France +206,201716,7,14963,10491,19435,23,16,30,FR,France +207,201715,7,16400,11762,21038,25,18,32,FR,France +208,201714,7,18892,13332,24452,29,20,38,FR,France +209,201713,7,21702,16488,26916,33,25,41,FR,France +210,201712,7,18534,14161,22907,28,21,35,FR,France +211,201711,7,18361,12709,24013,28,19,37,FR,France +212,201710,7,10218,6896,13540,16,11,21,FR,France +213,201709,7,12248,8571,15925,19,13,25,FR,France +214,201708,7,14721,10712,18730,23,17,29,FR,France +215,201707,7,10991,7538,14444,17,12,22,FR,France +216,201706,7,9627,6502,12752,15,10,20,FR,France +217,201705,7,8885,6064,11706,14,10,18,FR,France +218,201704,7,9227,6249,12205,14,9,19,FR,France +219,201703,7,8791,6072,11510,13,9,17,FR,France +220,201702,7,9034,6097,11971,14,9,19,FR,France +221,201701,7,7803,5142,10464,12,8,16,FR,France +222,201652,7,7665,4768,10562,12,8,16,FR,France +223,201651,7,9916,5966,13866,15,9,21,FR,France +224,201650,7,8866,5849,11883,14,9,19,FR,France +225,201649,7,7919,5039,10799,12,8,16,FR,France +226,201648,7,6906,4242,9570,11,7,15,FR,France +227,201647,7,6877,4083,9671,11,7,15,FR,France +228,201646,7,4683,2458,6908,7,4,10,FR,France +229,201645,7,3807,1499,6115,6,2,10,FR,France +230,201644,7,4879,2029,7729,7,3,11,FR,France +231,201643,7,9264,4949,13579,14,7,21,FR,France +232,201642,7,7301,3877,10725,11,6,16,FR,France +233,201641,7,5849,2950,8748,9,5,13,FR,France +234,201640,7,5023,2267,7779,8,4,12,FR,France +235,201639,7,2437,595,4279,4,1,7,FR,France +236,201638,7,2550,0,5121,4,0,8,FR,France +237,201637,7,3031,501,5561,5,1,9,FR,France +238,201636,7,1621,33,3209,2,0,4,FR,France +239,201635,7,1554,38,3070,2,0,4,FR,France +240,201634,7,3089,711,5467,5,1,9,FR,France +241,201633,7,3373,671,6075,5,1,9,FR,France +242,201632,7,4670,936,8404,7,1,13,FR,France +243,201631,7,13619,5986,21252,21,9,33,FR,France +244,201630,7,14149,8423,19875,22,13,31,FR,France +245,201629,7,15769,9829,21709,24,15,33,FR,France +246,201628,7,19968,12709,27227,31,20,42,FR,France +247,201627,7,23790,16940,30640,37,26,48,FR,France +248,201626,7,26083,19873,32293,40,30,50,FR,France +249,201625,7,19250,13742,24758,30,22,38,FR,France +250,201624,7,16465,11779,21151,25,18,32,FR,France +251,201623,7,21642,16030,27254,33,24,42,FR,France +252,201622,7,21913,16307,27519,34,25,43,FR,France +253,201621,7,22707,16878,28536,35,26,44,FR,France +254,201620,7,20389,14741,26037,31,22,40,FR,France +255,201619,7,19685,14453,24917,30,22,38,FR,France +256,201618,7,19785,14138,25432,30,21,39,FR,France +257,201617,7,20489,14781,26197,31,22,40,FR,France +258,201616,7,23848,18353,29343,37,29,45,FR,France +259,201615,7,30982,24510,37454,48,38,58,FR,France +260,201614,7,30996,24507,37485,48,38,58,FR,France +261,201613,7,20260,15476,25044,31,24,38,FR,France +262,201612,7,19129,14501,23757,29,22,36,FR,France +263,201611,7,16660,12252,21068,26,19,33,FR,France +264,201610,7,16812,12677,20947,26,20,32,FR,France +265,201609,7,18118,13735,22501,28,21,35,FR,France +266,201608,7,17557,13397,21717,27,21,33,FR,France +267,201607,7,22222,17422,27022,34,27,41,FR,France +268,201606,7,24486,19563,29409,38,30,46,FR,France +269,201605,7,20906,16470,25342,32,25,39,FR,France +270,201604,7,17717,13394,22040,27,20,34,FR,France +271,201603,7,17146,13088,21204,26,20,32,FR,France +272,201602,7,9960,6845,13075,15,10,20,FR,France +273,201601,7,16221,12114,20328,25,19,31,FR,France +274,201553,7,14386,10110,18662,22,15,29,FR,France +275,201552,7,12550,8407,16693,19,13,25,FR,France +276,201551,7,16168,11913,20423,25,18,32,FR,France +277,201550,7,14600,10277,18923,23,16,30,FR,France +278,201549,7,10580,7148,14012,16,11,21,FR,France +279,201548,7,6694,3816,9572,10,6,14,FR,France +280,201547,7,7224,4543,9905,11,7,15,FR,France +281,201546,7,6377,3768,8986,10,6,14,FR,France +282,201545,7,7838,4650,11026,12,7,17,FR,France +283,201544,7,10638,7012,14264,16,10,22,FR,France +284,201543,7,8228,4766,11690,13,8,18,FR,France +285,201542,7,6730,3669,9791,10,5,15,FR,France +286,201541,7,8455,5347,11563,13,8,18,FR,France +287,201540,7,6242,3556,8928,10,6,14,FR,France +288,201539,7,5142,2663,7621,8,4,12,FR,France +289,201538,7,4845,2170,7520,8,4,12,FR,France +290,201537,7,1710,315,3105,3,1,5,FR,France +291,201536,7,3852,1413,6291,6,2,10,FR,France +292,201535,7,3158,1104,5212,5,2,8,FR,France +293,201534,7,6626,2734,10518,10,4,16,FR,France +294,201533,7,3005,815,5195,5,2,8,FR,France +295,201532,7,4592,1514,7670,7,2,12,FR,France +296,201531,7,5901,2320,9482,9,3,15,FR,France +297,201530,7,11437,6572,16302,18,10,26,FR,France +298,201529,7,16251,10104,22398,25,15,35,FR,France +299,201528,7,19181,12819,25543,30,20,40,FR,France +300,201527,7,20526,14918,26134,32,23,41,FR,France +301,201526,7,20491,15043,25939,32,24,40,FR,France +302,201525,7,18253,13349,23157,28,20,36,FR,France +303,201524,7,20522,15347,25697,32,24,40,FR,France +304,201523,7,22298,16988,27608,35,27,43,FR,France +305,201522,7,16681,11603,21759,26,18,34,FR,France +306,201521,7,19208,13976,24440,30,22,38,FR,France +307,201520,7,15791,10998,20584,24,17,31,FR,France +308,201519,7,17661,12845,22477,27,20,34,FR,France +309,201518,7,18126,13142,23110,28,20,36,FR,France +310,201517,7,22059,16386,27732,34,25,43,FR,France +311,201516,7,22837,17103,28571,35,26,44,FR,France +312,201515,7,20116,14743,25489,31,23,39,FR,France +313,201514,7,19969,14683,25255,31,23,39,FR,France +314,201513,7,14076,10028,18124,22,16,28,FR,France +315,201512,7,13120,9230,17010,20,14,26,FR,France +316,201511,7,12073,8302,15844,19,13,25,FR,France +317,201510,7,11340,7811,14869,18,13,23,FR,France +318,201509,7,9509,6202,12816,15,10,20,FR,France +319,201508,7,10045,6921,13169,16,11,21,FR,France +320,201507,7,13810,9930,17690,21,15,27,FR,France +321,201506,7,14586,10675,18497,23,17,29,FR,France +322,201505,7,8379,5519,11239,13,9,17,FR,France +323,201504,7,12373,8955,15791,19,14,24,FR,France +324,201503,7,8408,5545,11271,13,9,17,FR,France +325,201502,7,9656,6569,12743,15,10,20,FR,France +326,201501,7,15419,10638,20200,24,17,31,FR,France +327,201452,7,12109,7254,16964,19,11,27,FR,France +328,201451,7,13237,9282,17192,21,15,27,FR,France +329,201450,7,12272,8434,16110,19,13,25,FR,France +330,201449,7,6652,4023,9281,10,6,14,FR,France +331,201448,7,3785,1414,6156,6,2,10,FR,France +332,201447,7,4213,2058,6368,7,4,10,FR,France +333,201446,7,2638,808,4468,4,1,7,FR,France +334,201445,7,5138,2609,7667,8,4,12,FR,France +335,201444,7,7639,4394,10884,12,7,17,FR,France +336,201443,7,9721,6051,13391,15,9,21,FR,France +337,201442,7,7702,4827,10577,12,8,16,FR,France +338,201441,7,7853,4576,11130,12,7,17,FR,France +339,201440,7,5643,2875,8411,9,5,13,FR,France +340,201439,7,3067,959,5175,5,2,8,FR,France +341,201438,7,1431,130,2732,2,0,4,FR,France +342,201437,7,1034,0,2338,2,0,4,FR,France +343,201436,7,2765,707,4823,4,1,7,FR,France +344,201435,7,3052,734,5370,5,1,9,FR,France +345,201434,7,6443,1010,11876,10,2,18,FR,France +346,201433,7,5893,1698,10088,9,2,16,FR,France +347,201432,7,5574,1636,9512,9,3,15,FR,France +348,201431,7,11224,5825,16623,17,9,25,FR,France +349,201430,7,13856,7742,19970,22,12,32,FR,France +350,201429,7,13818,8249,19387,22,13,31,FR,France +351,201428,7,14452,8576,20328,23,14,32,FR,France +352,201427,7,10934,6552,15316,17,10,24,FR,France +353,201426,7,13972,9090,18854,22,14,30,FR,France +354,201425,7,15684,10131,21237,24,15,33,FR,France +355,201424,7,21981,15632,28330,34,24,44,FR,France +356,201423,7,24015,16956,31074,37,26,48,FR,France +357,201422,7,19748,13406,26090,31,21,41,FR,France +358,201421,7,18296,12087,24505,28,18,38,FR,France +359,201420,7,17693,11979,23407,28,19,37,FR,France +360,201419,7,18515,12667,24363,29,20,38,FR,France +361,201418,7,22172,15443,28901,35,25,45,FR,France +362,201417,7,22727,16224,29230,35,25,45,FR,France +363,201416,7,17010,11590,22430,26,18,34,FR,France +364,201415,7,20239,14242,26236,32,23,41,FR,France +365,201414,7,17565,12341,22789,27,19,35,FR,France +366,201413,7,17723,12128,23318,28,19,37,FR,France +367,201412,7,14097,9068,19126,22,14,30,FR,France +368,201411,7,15073,10122,20024,23,15,31,FR,France +369,201410,7,16941,11407,22475,26,17,35,FR,France +370,201409,7,15621,10397,20845,24,16,32,FR,France +371,201408,7,19870,14111,25629,31,22,40,FR,France +372,201407,7,15327,10359,20295,24,16,32,FR,France +373,201406,7,16534,11424,21644,26,18,34,FR,France +374,201405,7,12071,7897,16245,19,12,26,FR,France +375,201404,7,15767,10826,20708,25,17,33,FR,France +376,201403,7,12852,8190,17514,20,13,27,FR,France +377,201402,7,12465,7896,17034,19,12,26,FR,France +378,201401,7,22504,15572,29436,35,24,46,FR,France +379,201352,7,13843,8314,19372,22,13,31,FR,France +380,201351,7,12787,7843,17731,20,12,28,FR,France +381,201350,7,11421,7184,15658,18,11,25,FR,France +382,201349,7,10146,6171,14121,16,10,22,FR,France +383,201348,7,6708,3361,10055,11,6,16,FR,France +384,201347,7,9940,5667,14213,16,9,23,FR,France +385,201346,7,5110,2148,8072,8,3,13,FR,France +386,201345,7,7669,3726,11612,12,6,18,FR,France +387,201344,7,10655,5983,15327,17,10,24,FR,France +388,201343,7,8192,3927,12457,13,6,20,FR,France +389,201342,7,12324,7315,17333,19,11,27,FR,France +390,201341,7,9487,5101,13873,15,8,22,FR,France +391,201340,7,4114,1452,6776,6,2,10,FR,France +392,201339,7,5037,1810,8264,8,3,13,FR,France +393,201338,7,4449,1499,7399,7,2,12,FR,France +394,201337,7,5212,1954,8470,8,3,13,FR,France +395,201336,7,3481,606,6356,5,0,10,FR,France +396,201335,7,3486,281,6691,5,0,10,FR,France +397,201334,7,3994,670,7318,6,1,11,FR,France +398,201333,7,3758,372,7144,6,1,11,FR,France +399,201332,7,2986,635,5337,5,1,9,FR,France +400,201331,7,9137,3957,14317,14,6,22,FR,France +401,201330,7,13810,6870,20750,22,11,33,FR,France +402,201329,7,12278,6878,17678,19,11,27,FR,France +403,201328,7,17146,10622,23670,27,17,37,FR,France +404,201327,7,13859,8697,19021,22,14,30,FR,France +405,201326,7,17956,11585,24327,28,18,38,FR,France +406,201325,7,24609,17743,31475,39,28,50,FR,France +407,201324,7,23981,17469,30493,38,28,48,FR,France +408,201323,7,15848,10235,21461,25,16,34,FR,France +409,201322,7,12528,7759,17297,20,13,27,FR,France +410,201321,7,10637,6458,14816,17,10,24,FR,France +411,201320,7,12435,7726,17144,19,12,26,FR,France +412,201319,7,14230,8491,19969,22,13,31,FR,France +413,201318,7,17735,11898,23572,28,19,37,FR,France +414,201317,7,25213,18328,32098,39,28,50,FR,France +415,201316,7,23918,16084,31752,37,25,49,FR,France +416,201315,7,15307,10483,20131,24,16,32,FR,France +417,201314,7,19302,13484,25120,30,21,39,FR,France +418,201313,7,18224,11953,24495,29,19,39,FR,France +419,201312,7,17413,11819,23007,27,18,36,FR,France +420,201311,7,16229,10756,21702,25,16,34,FR,France +421,201310,7,16515,10966,22064,26,17,35,FR,France +422,201309,7,16338,11305,21371,26,18,34,FR,France +423,201308,7,17915,12458,23372,28,19,37,FR,France +424,201307,7,12245,7795,16695,19,12,26,FR,France +425,201306,7,13305,8249,18361,21,13,29,FR,France +426,201305,7,11184,6677,15691,18,11,25,FR,France +427,201304,7,16505,11326,21684,26,18,34,FR,France +428,201303,7,10434,6735,14133,16,10,22,FR,France +429,201302,7,14746,9924,19568,23,15,31,FR,France +430,201301,7,22537,16290,28784,35,25,45,FR,France +431,201252,7,14682,9011,20353,23,14,32,FR,France +432,201251,7,15811,10483,21139,25,17,33,FR,France +433,201250,7,19840,13797,25883,31,21,41,FR,France +434,201249,7,11967,7591,16343,19,12,26,FR,France +435,201248,7,12897,8376,17418,20,13,27,FR,France +436,201247,7,11934,7042,16826,19,11,27,FR,France +437,201246,7,10741,6201,15281,17,10,24,FR,France +438,201245,7,20339,12476,28202,32,20,44,FR,France +439,201244,7,8472,4834,12110,13,7,19,FR,France +440,201243,7,11375,7120,15630,18,11,25,FR,France +441,201242,7,11450,6987,15913,18,11,25,FR,France +442,201241,7,8700,4885,12515,14,8,20,FR,France +443,201240,7,9175,5327,13023,14,8,20,FR,France +444,201239,7,4058,1438,6678,6,2,10,FR,France +445,201238,7,2684,621,4747,4,1,7,FR,France +446,201237,7,2505,0,5339,4,0,8,FR,France +447,201236,7,3930,291,7569,6,0,12,FR,France +448,201235,7,3515,884,6146,6,2,10,FR,France +449,201234,7,5663,2195,9131,9,4,14,FR,France +450,201233,7,7969,3171,12767,13,5,21,FR,France +451,201232,7,9206,2073,16339,14,3,25,FR,France +452,201231,7,7579,3540,11618,12,6,18,FR,France +453,201230,7,11253,5812,16694,18,9,27,FR,France +454,201229,7,20711,13977,27445,33,22,44,FR,France +455,201228,7,16966,9789,24143,27,16,38,FR,France +456,201227,7,17733,11174,24292,28,18,38,FR,France +457,201226,7,20974,13153,28795,33,21,45,FR,France +458,201225,7,25480,17130,33830,40,27,53,FR,France +459,201224,7,17872,11690,24054,28,18,38,FR,France +460,201223,7,22034,15327,28741,35,24,46,FR,France +461,201222,7,18774,11901,25647,30,19,41,FR,France +462,201221,7,18515,9501,27529,29,15,43,FR,France +463,201220,7,17026,9608,24444,27,15,39,FR,France +464,201219,7,13599,8726,18472,21,13,29,FR,France +465,201218,7,16482,10836,22128,26,17,35,FR,France +466,201217,7,18041,12040,24042,28,19,37,FR,France +467,201216,7,16251,10239,22263,26,17,35,FR,France +468,201215,7,10203,5281,15125,16,8,24,FR,France +469,201214,7,7426,3526,11326,12,6,18,FR,France +470,201213,7,12507,5913,19101,20,10,30,FR,France +471,201212,7,12006,6344,17668,19,10,28,FR,France +472,201211,7,11997,7398,16596,19,12,26,FR,France +473,201210,7,15569,9700,21438,25,16,34,FR,France +474,201209,7,18085,12427,23743,28,19,37,FR,France +475,201208,7,13515,8822,18208,21,14,28,FR,France +476,201207,7,12594,7774,17414,20,12,28,FR,France +477,201206,7,15273,9953,20593,24,16,32,FR,France +478,201205,7,12192,7305,17079,19,11,27,FR,France +479,201204,7,10248,4996,15500,16,8,24,FR,France +480,201203,7,11474,6843,16105,18,11,25,FR,France +481,201202,7,13651,8191,19111,21,12,30,FR,France +482,201201,7,14028,9063,18993,22,14,30,FR,France +483,201152,7,21306,14321,28291,34,23,45,FR,France +484,201151,7,14945,8910,20980,24,14,34,FR,France +485,201150,7,10051,5417,14685,16,9,23,FR,France +486,201149,7,10075,5049,15101,16,8,24,FR,France +487,201148,7,9018,5083,12953,14,8,20,FR,France +488,201147,7,10055,4853,15257,16,8,24,FR,France +489,201146,7,7721,3993,11449,12,6,18,FR,France +490,201145,7,5764,1962,9566,9,3,15,FR,France +491,201144,7,6178,2704,9652,10,5,15,FR,France +492,201143,7,6168,2653,9683,10,4,16,FR,France +493,201142,7,6713,3036,10390,11,5,17,FR,France +494,201141,7,4184,1543,6825,7,3,11,FR,France +495,201140,7,3114,618,5610,5,1,9,FR,France +496,201139,7,2504,414,4594,4,1,7,FR,France +497,201138,7,3386,585,6187,5,1,9,FR,France +498,201137,7,1183,9,2357,2,0,4,FR,France +499,201136,7,3367,478,6256,5,0,10,FR,France +500,201135,7,5945,2380,9510,9,3,15,FR,France +501,201134,7,3180,891,5469,5,1,9,FR,France +502,201133,7,4960,1053,8867,8,2,14,FR,France +503,201132,7,7230,1500,12960,11,2,20,FR,France +504,201131,7,10789,4593,16985,17,7,27,FR,France +505,201130,7,23137,9828,36446,37,16,58,FR,France +506,201129,7,10056,4896,15216,16,8,24,FR,France +507,201128,7,13428,7761,19095,21,12,30,FR,France +508,201127,7,20770,13604,27936,33,22,44,FR,France +509,201126,7,16862,10623,23101,27,17,37,FR,France +510,201125,7,19411,12763,26059,31,20,42,FR,France +511,201124,7,18584,12337,24831,29,19,39,FR,France +512,201123,7,20707,14800,26614,33,24,42,FR,France +513,201122,7,16995,11552,22438,27,18,36,FR,France +514,201121,7,19179,12997,25361,30,20,40,FR,France +515,201120,7,21512,15082,27942,34,24,44,FR,France +516,201119,7,18038,12286,23790,29,20,38,FR,France +517,201118,7,18512,13142,23882,29,21,37,FR,France +518,201117,7,20715,14602,26828,33,23,43,FR,France +519,201116,7,18128,12859,23397,29,21,37,FR,France +520,201115,7,22169,16454,27884,35,26,44,FR,France +521,201114,7,17431,12573,22289,28,20,36,FR,France +522,201113,7,15637,10796,20478,25,17,33,FR,France +523,201112,7,14856,9810,19902,24,16,32,FR,France +524,201111,7,12156,7712,16600,19,12,26,FR,France +525,201110,7,12987,8644,17330,21,14,28,FR,France +526,201109,7,11971,7656,16286,19,12,26,FR,France +527,201108,7,17295,11843,22747,27,18,36,FR,France +528,201107,7,12488,7431,17545,20,12,28,FR,France +529,201106,7,9801,6179,13423,16,10,22,FR,France +530,201105,7,10857,7046,14668,17,11,23,FR,France +531,201104,7,13749,9496,18002,22,15,29,FR,France +532,201103,7,12936,8875,16997,20,14,26,FR,France +533,201102,7,9451,6208,12694,15,10,20,FR,France +534,201101,7,14380,10066,18694,23,16,30,FR,France +535,201052,7,13112,8997,17227,21,14,28,FR,France +536,201051,7,12055,8046,16064,19,13,25,FR,France +537,201050,7,8281,5242,11320,13,8,18,FR,France +538,201049,7,12525,8601,16449,20,14,26,FR,France +539,201048,7,9048,5627,12469,14,9,19,FR,France +540,201047,7,7329,4256,10402,12,7,17,FR,France +541,201046,7,8955,5377,12533,14,8,20,FR,France +542,201045,7,4800,2269,7331,8,4,12,FR,France +543,201044,7,11274,7155,15393,18,11,25,FR,France +544,201043,7,8144,4621,11667,13,7,19,FR,France +545,201042,7,9178,5507,12849,15,9,21,FR,France +546,201041,7,7110,3983,10237,11,6,16,FR,France +547,201040,7,5196,2450,7942,8,4,12,FR,France +548,201039,7,3415,964,5866,5,1,9,FR,France +549,201038,7,3057,681,5433,5,1,9,FR,France +550,201037,7,1056,0,2338,2,0,4,FR,France +551,201036,7,1629,241,3017,3,1,5,FR,France +552,201035,7,5847,1895,9799,9,3,15,FR,France +553,201034,7,4649,1665,7633,7,2,12,FR,France +554,201033,7,3972,1372,6572,6,2,10,FR,France +555,201032,7,4307,1345,7269,7,2,12,FR,France +556,201031,7,7403,3912,10894,12,6,18,FR,France +557,201030,7,8502,4404,12600,14,7,21,FR,France +558,201029,7,14481,8874,20088,23,14,32,FR,France +559,201028,7,28483,18947,38019,45,30,60,FR,France +560,201027,7,25965,18206,33724,41,29,53,FR,France +561,201026,7,22628,16253,29003,36,26,46,FR,France +562,201025,7,21027,15245,26809,33,24,42,FR,France +563,201024,7,26164,19503,32825,42,31,53,FR,France +564,201023,7,19858,14032,25684,32,23,41,FR,France +565,201022,7,22275,16460,28090,35,26,44,FR,France +566,201021,7,24815,18263,31367,40,30,50,FR,France +567,201020,7,22370,16020,28720,36,26,46,FR,France +568,201019,7,25552,18564,32540,41,30,52,FR,France +569,201018,7,18894,13264,24524,30,21,39,FR,France +570,201017,7,17512,12221,22803,28,20,36,FR,France +571,201016,7,21439,15519,27359,34,25,43,FR,France +572,201015,7,26362,19735,32989,42,31,53,FR,France +573,201014,7,20168,14274,26062,32,23,41,FR,France +574,201013,7,18917,13394,24440,30,21,39,FR,France +575,201012,7,18171,12995,23347,29,21,37,FR,France +576,201011,7,13401,9041,17761,21,14,28,FR,France +577,201010,7,18123,12614,23632,29,20,38,FR,France +578,201009,7,21145,14746,27544,34,24,44,FR,France +579,201008,7,30549,21013,40085,49,34,64,FR,France +580,201007,7,25017,17142,32892,40,27,53,FR,France +581,201006,7,22358,13688,31028,36,22,50,FR,France +582,201005,7,26817,18132,35502,43,29,57,FR,France +583,201004,7,14384,8912,19856,23,14,32,FR,France +584,201003,7,11821,7294,16348,19,12,26,FR,France +585,201002,7,12756,7177,18335,20,11,29,FR,France +586,201001,7,14182,9107,19257,23,15,31,FR,France +587,200953,7,28213,17662,38764,45,28,62,FR,France +588,200952,7,15203,9597,20809,24,15,33,FR,France +589,200951,7,17611,11223,23999,28,18,38,FR,France +590,200950,7,17430,9879,24981,28,16,40,FR,France +591,200949,7,7199,3960,10438,11,6,16,FR,France +592,200948,7,14656,9570,19742,23,15,31,FR,France +593,200947,7,7051,3901,10201,11,6,16,FR,France +594,200946,7,4662,2107,7217,7,3,11,FR,France +595,200945,7,15603,9790,21416,25,16,34,FR,France +596,200944,7,13165,6629,19701,21,11,31,FR,France +597,200943,7,9872,5298,14446,16,9,23,FR,France +598,200942,7,13992,7999,19985,22,12,32,FR,France +599,200941,7,7811,4267,11355,12,6,18,FR,France +600,200940,7,12414,7441,17387,20,12,28,FR,France +601,200939,7,4090,921,7259,7,2,12,FR,France +602,200938,7,2802,999,4605,4,1,7,FR,France +603,200937,7,1989,362,3616,3,0,6,FR,France +604,200936,7,1681,212,3150,3,1,5,FR,France +605,200935,7,3605,1131,6079,6,2,10,FR,France +606,200934,7,8863,3112,14614,14,5,23,FR,France +607,200933,7,6592,965,12219,10,1,19,FR,France +608,200932,7,9370,4069,14671,15,7,23,FR,France +609,200931,7,18728,0,38349,30,0,61,FR,France +610,200930,7,10418,5698,15138,17,9,25,FR,France +611,200929,7,14716,8450,20982,23,13,33,FR,France +612,200928,7,21297,14200,28394,34,23,45,FR,France +613,200927,7,22300,14361,30239,36,23,49,FR,France +614,200926,7,24817,17154,32480,40,28,52,FR,France +615,200925,7,22427,15617,29237,36,25,47,FR,France +616,200924,7,14666,9828,19504,23,15,31,FR,France +617,200923,7,18094,10701,25487,29,17,41,FR,France +618,200922,7,20358,14457,26259,32,23,41,FR,France +619,200921,7,23147,16066,30228,37,26,48,FR,France +620,200920,7,27753,19893,35613,44,31,57,FR,France +621,200919,7,29529,19088,39970,47,30,64,FR,France +622,200918,7,17676,11359,23993,28,18,38,FR,France +623,200917,7,21880,15613,28147,35,25,45,FR,France +624,200916,7,23899,16714,31084,38,27,49,FR,France +625,200915,7,21717,14784,28650,35,24,46,FR,France +626,200914,7,22143,14930,29356,35,24,46,FR,France +627,200913,7,23445,16436,30454,37,26,48,FR,France +628,200912,7,17997,11343,24651,29,18,40,FR,France +629,200911,7,22428,14154,30702,36,23,49,FR,France +630,200910,7,21362,13994,28730,34,22,46,FR,France +631,200909,7,26922,18447,35397,43,30,56,FR,France +632,200908,7,20424,13766,27082,33,22,44,FR,France +633,200907,7,23181,15024,31338,37,24,50,FR,France +634,200906,7,29147,20804,37490,46,33,59,FR,France +635,200905,7,14176,8933,19419,23,15,31,FR,France +636,200904,7,14887,10004,19770,24,16,32,FR,France +637,200903,7,12650,7578,17722,20,12,28,FR,France +638,200902,7,22806,13997,31615,36,22,50,FR,France +639,200901,7,27073,17648,36498,43,28,58,FR,France +640,200852,7,13485,8749,18221,22,14,30,FR,France +641,200851,7,10984,7406,14562,18,12,24,FR,France +642,200850,7,12868,7126,18610,21,12,30,FR,France +643,200849,7,11365,4402,18328,19,8,30,FR,France +644,200848,7,14199,5494,22904,23,9,37,FR,France +645,200847,7,15819,7899,23739,26,13,39,FR,France +646,200846,7,8147,4546,11748,13,7,19,FR,France +647,200845,7,10538,5244,15832,17,8,26,FR,France +648,200844,7,10753,6665,14841,18,11,25,FR,France +649,200843,7,9420,5654,13186,15,9,21,FR,France +650,200842,7,10865,5017,16713,18,8,28,FR,France +651,200841,7,8583,3541,13625,14,6,22,FR,France +652,200840,7,8164,3051,13277,13,5,21,FR,France +653,200839,7,5477,2331,8623,9,4,14,FR,France +654,200838,7,3780,1129,6431,6,2,10,FR,France +655,200837,7,4612,1860,7364,8,4,12,FR,France +656,200836,7,2821,365,5277,5,1,9,FR,France +657,200835,7,2304,0,4896,4,0,8,FR,France +658,200834,7,4452,915,7989,7,1,13,FR,France +659,200833,7,5347,1116,9578,9,2,16,FR,France +660,200832,7,5294,1512,9076,9,3,15,FR,France +661,200831,7,10207,5298,15116,17,9,25,FR,France +662,200830,7,10220,5331,15109,17,9,25,FR,France +663,200829,7,10071,5148,14994,16,8,24,FR,France +664,200828,7,9826,4460,15192,16,7,25,FR,France +665,200827,7,11768,6077,17459,19,10,28,FR,France +666,200826,7,15584,10821,20347,25,17,33,FR,France +667,200825,7,21617,15364,27870,35,25,45,FR,France +668,200824,7,18253,12292,24214,30,20,40,FR,France +669,200823,7,14388,8610,20166,23,14,32,FR,France +670,200822,7,13560,7829,19291,22,13,31,FR,France +671,200821,7,19074,4085,34063,31,7,55,FR,France +672,200820,7,18272,12040,24504,30,20,40,FR,France +673,200819,7,16110,10352,21868,26,17,35,FR,France +674,200818,7,17377,11105,23649,28,18,38,FR,France +675,200817,7,27000,19317,34683,44,31,57,FR,France +676,200816,7,23002,15304,30700,37,24,50,FR,France +677,200815,7,25454,15856,35052,41,25,57,FR,France +678,200814,7,22236,15623,28849,36,25,47,FR,France +679,200813,7,20308,13107,27509,33,21,45,FR,France +680,200812,7,22462,15587,29337,37,26,48,FR,France +681,200811,7,20505,13958,27052,33,22,44,FR,France +682,200810,7,18078,11784,24372,29,19,39,FR,France +683,200809,7,20474,14073,26875,33,23,43,FR,France +684,200808,7,21441,15042,27840,35,25,45,FR,France +685,200807,7,17894,12348,23440,29,20,38,FR,France +686,200806,7,16310,11091,21529,27,18,36,FR,France +687,200805,7,16684,11106,22262,27,18,36,FR,France +688,200804,7,20997,14662,27332,34,24,44,FR,France +689,200803,7,19263,11093,27433,31,18,44,FR,France +690,200802,7,20501,13032,27970,33,21,45,FR,France +691,200801,7,20780,14093,27467,34,23,45,FR,France +692,200752,7,18010,11329,24691,29,18,40,FR,France +693,200751,7,20052,12509,27595,33,21,45,FR,France +694,200750,7,19059,12513,25605,31,20,42,FR,France +695,200749,7,18394,12805,23983,30,21,39,FR,France +696,200748,7,10765,5871,15659,18,10,26,FR,France +697,200747,7,10703,1791,19615,17,2,32,FR,France +698,200746,7,12318,4207,20429,20,7,33,FR,France +699,200745,7,12352,0,29660,20,0,48,FR,France +700,200744,7,7897,3419,12375,13,6,20,FR,France +701,200743,7,5788,2306,9270,9,3,15,FR,France +702,200742,7,5993,2329,9657,10,4,16,FR,France +703,200741,7,7130,0,17274,12,0,29,FR,France +704,200740,7,8146,940,15352,13,1,25,FR,France +705,200739,7,3916,500,7332,6,0,12,FR,France +706,200738,7,2691,462,4920,4,0,8,FR,France +707,200737,7,4100,1263,6937,7,2,12,FR,France +708,200736,7,1580,0,3223,3,0,6,FR,France +709,200735,7,3471,0,7162,6,0,12,FR,France +710,200734,7,3333,0,6764,5,0,11,FR,France +711,200733,7,3241,451,6031,5,0,10,FR,France +712,200732,7,7321,2112,12530,12,4,20,FR,France +713,200731,7,9932,3688,16176,16,6,26,FR,France +714,200730,7,9879,3616,16142,16,6,26,FR,France +715,200729,7,17227,7803,26651,28,13,43,FR,France +716,200728,7,14874,7763,21985,24,12,36,FR,France +717,200727,7,13500,7382,19618,22,12,32,FR,France +718,200726,7,15454,9522,21386,25,15,35,FR,France +719,200725,7,20567,13847,27287,34,23,45,FR,France +720,200724,7,26470,18336,34604,43,30,56,FR,France +721,200723,7,23443,15824,31062,38,26,50,FR,France +722,200722,7,18811,11559,26063,31,19,43,FR,France +723,200721,7,15325,9347,21303,25,15,35,FR,France +724,200720,7,17507,11589,23425,29,19,39,FR,France +725,200719,7,22692,15113,30271,37,25,49,FR,France +726,200718,7,20630,13394,27866,34,22,46,FR,France +727,200717,7,23755,14388,33122,39,24,54,FR,France +728,200716,7,23388,16188,30588,38,26,50,FR,France +729,200715,7,25695,17711,33679,42,29,55,FR,France +730,200714,7,16974,9959,23989,28,17,39,FR,France +731,200713,7,24625,16598,32652,40,27,53,FR,France +732,200712,7,20303,11331,29275,33,18,48,FR,France +733,200711,7,33056,21724,44388,54,36,72,FR,France +734,200710,7,20775,12182,29368,34,20,48,FR,France +735,200709,7,18750,12252,25248,31,20,42,FR,France +736,200708,7,19458,12998,25918,32,21,43,FR,France +737,200707,7,20978,14822,27134,34,24,44,FR,France +738,200706,7,14466,9375,19557,24,16,32,FR,France +739,200705,7,15339,9771,20907,25,16,34,FR,France +740,200704,7,19661,13333,25989,32,22,42,FR,France +741,200703,7,16211,10323,22099,26,16,36,FR,France +742,200702,7,15631,10037,21225,25,16,34,FR,France +743,200701,7,16483,10582,22384,27,17,37,FR,France +744,200652,7,20472,13371,27573,34,22,46,FR,France +745,200651,7,20557,12905,28209,34,21,47,FR,France +746,200650,7,11364,6541,16187,19,11,27,FR,France +747,200649,7,12518,6273,18763,21,11,31,FR,France +748,200648,7,8028,2783,13273,13,4,22,FR,France +749,200647,7,6240,2268,10212,10,3,17,FR,France +750,200646,7,4953,1841,8065,8,3,13,FR,France +751,200645,7,4064,1178,6950,7,2,12,FR,France +752,200644,7,5300,1084,9516,9,2,16,FR,France +753,200643,7,3518,1027,6009,6,2,10,FR,France +754,200642,7,2885,539,5231,5,1,9,FR,France +755,200641,7,4405,123,8687,7,0,14,FR,France +756,200640,7,2513,0,5505,4,0,9,FR,France +757,200639,7,992,0,2812,2,0,5,FR,France +758,200638,7,1363,0,3045,2,0,5,FR,France +759,200637,7,992,0,2711,2,0,5,FR,France +760,200636,7,820,0,2313,1,0,3,FR,France +761,200635,7,614,0,1628,1,0,3,FR,France +762,200634,7,1149,0,2623,2,0,4,FR,France +763,200633,7,161,0,630,0,0,1,FR,France +764,200632,7,476,0,1785,1,0,3,FR,France +765,200631,7,6255,754,11756,10,1,19,FR,France +766,200630,7,7140,2123,12157,12,4,20,FR,France +767,200629,7,6227,2488,9966,10,4,16,FR,France +768,200628,7,13044,6388,19700,21,10,32,FR,France +769,200627,7,18263,9407,27119,30,15,45,FR,France +770,200626,7,12465,6504,18426,20,10,30,FR,France +771,200625,7,14114,8492,19736,23,14,32,FR,France +772,200624,7,14773,9362,20184,24,15,33,FR,France +773,200623,7,12338,7512,17164,20,12,28,FR,France +774,200622,7,12669,7540,17798,21,13,29,FR,France +775,200621,7,15426,9709,21143,25,16,34,FR,France +776,200620,7,10366,6001,14731,17,10,24,FR,France +777,200619,7,13862,8779,18945,23,15,31,FR,France +778,200618,7,11495,6482,16508,19,11,27,FR,France +779,200617,7,16230,9656,22804,27,16,38,FR,France +780,200616,7,17624,10886,24362,29,18,40,FR,France +781,200615,7,18171,11485,24857,30,19,41,FR,France +782,200614,7,19218,13041,25395,31,21,41,FR,France +783,200613,7,16805,11064,22546,28,19,37,FR,France +784,200612,7,17604,12029,23179,29,20,38,FR,France +785,200611,7,15789,10289,21289,26,17,35,FR,France +786,200610,7,16775,11238,22312,27,18,36,FR,France +787,200609,7,16734,11153,22315,27,18,36,FR,France +788,200608,7,16964,11317,22611,28,19,37,FR,France +789,200607,7,11878,7047,16709,19,11,27,FR,France +790,200606,7,18915,13000,24830,31,21,41,FR,France +791,200605,7,16029,10665,21393,26,17,35,FR,France +792,200604,7,11400,7136,15664,19,12,26,FR,France +793,200603,7,15577,10494,20660,26,18,34,FR,France +794,200602,7,10313,6274,14352,17,10,24,FR,France +795,200601,7,20058,13481,26635,33,22,44,FR,France +796,200552,7,16588,9246,23930,27,15,39,FR,France +797,200551,7,27150,14219,40081,45,24,66,FR,France +798,200550,7,14340,8527,20153,24,14,34,FR,France +799,200549,7,12056,6953,17159,20,12,28,FR,France +800,200548,7,15056,8846,21266,25,15,35,FR,France +801,200547,7,14805,7691,21919,24,12,36,FR,France +802,200546,7,8390,2583,14197,14,4,24,FR,France +803,200545,7,11513,3776,19250,19,6,32,FR,France +804,200544,7,10086,2788,17384,17,5,29,FR,France +805,200543,7,9316,2080,16552,15,3,27,FR,France +806,200542,7,8373,3760,12986,14,6,22,FR,France +807,200541,7,11587,6045,17129,19,10,28,FR,France +808,200540,7,12374,6622,18126,20,11,29,FR,France +809,200539,7,4450,1509,7391,7,2,12,FR,France +810,200538,7,2272,67,4477,4,0,8,FR,France +811,200537,7,1677,0,3664,3,0,6,FR,France +812,200536,7,3369,510,6228,6,1,11,FR,France +813,200535,7,3124,482,5766,5,1,9,FR,France +814,200534,7,6673,1394,11952,11,2,20,FR,France +815,200533,7,8588,1696,15480,14,3,25,FR,France +816,200532,7,7859,2362,13356,13,4,22,FR,France +817,200531,7,9570,3334,15806,16,6,26,FR,France +818,200530,7,6172,0,13912,10,0,23,FR,France +819,200529,7,12452,5092,19812,21,9,33,FR,France +820,200528,7,18277,5762,30792,30,9,51,FR,France +821,200527,7,17547,9967,25127,29,16,42,FR,France +822,200526,7,27248,18071,36425,45,30,60,FR,France +823,200525,7,14089,8408,19770,23,14,32,FR,France +824,200524,7,15632,9553,21711,26,16,36,FR,France +825,200523,7,20069,12360,27778,33,20,46,FR,France +826,200522,7,20392,9119,31665,34,15,53,FR,France +827,200521,7,13623,8254,18992,22,13,31,FR,France +828,200520,7,17482,10870,24094,29,18,40,FR,France +829,200519,7,12622,7407,17837,21,12,30,FR,France +830,200518,7,10630,5706,15554,18,10,26,FR,France +831,200517,7,14979,8429,21529,25,14,36,FR,France +832,200516,7,11520,6566,16474,19,11,27,FR,France +833,200515,7,9114,4530,13698,15,7,23,FR,France +834,200514,7,16876,10333,23419,28,17,39,FR,France +835,200513,7,12513,7324,17702,21,12,30,FR,France +836,200512,7,15395,9108,21682,25,15,35,FR,France +837,200511,7,12702,7588,17816,21,13,29,FR,France +838,200510,7,11279,6465,16093,19,11,27,FR,France +839,200509,7,13085,7767,18403,22,13,31,FR,France +840,200508,7,10359,6162,14556,17,10,24,FR,France +841,200507,7,18640,12932,24348,31,22,40,FR,France +842,200506,7,11814,7295,16333,20,13,27,FR,France +843,200505,7,15387,10293,20481,25,17,33,FR,France +844,200504,7,12525,7897,17153,21,13,29,FR,France +845,200503,7,15946,10225,21667,26,17,35,FR,France +846,200502,7,12669,7600,17738,21,13,29,FR,France +847,200501,7,14192,8841,19543,23,14,32,FR,France +848,200453,7,17869,11244,24494,30,19,41,FR,France +849,200452,7,16974,10864,23084,28,18,38,FR,France +850,200451,7,14890,9250,20530,25,16,34,FR,France +851,200450,7,17657,10659,24655,29,17,41,FR,France +852,200449,7,16219,8194,24244,27,14,40,FR,France +853,200448,7,7162,2532,11792,12,4,20,FR,France +854,200447,7,8816,4136,13496,15,7,23,FR,France +855,200446,7,6806,2939,10673,11,5,17,FR,France +856,200445,7,9065,2889,15241,15,5,25,FR,France +857,200444,7,9795,4169,15421,16,7,25,FR,France +858,200443,7,5673,2412,8934,9,4,14,FR,France +859,200442,7,3038,802,5274,5,1,9,FR,France +860,200441,7,5061,1296,8826,8,2,14,FR,France +861,200440,7,3409,690,6128,6,1,11,FR,France +862,200439,7,5226,1044,9408,9,2,16,FR,France +863,200438,7,3412,0,7137,6,0,12,FR,France +864,200437,7,4351,537,8165,7,1,13,FR,France +865,200436,7,5121,1260,8982,9,3,15,FR,France +866,200435,7,7279,2610,11948,12,4,20,FR,France +867,200434,7,6425,1962,10888,11,4,18,FR,France +868,200433,7,11183,5394,16972,19,9,29,FR,France +869,200432,7,15854,7918,23790,26,13,39,FR,France +870,200431,7,17793,5261,30325,30,9,51,FR,France +871,200430,7,23244,14352,32136,39,24,54,FR,France +872,200429,7,34645,23193,46097,58,39,77,FR,France +873,200428,7,19481,11767,27195,32,19,45,FR,France +874,200427,7,21322,8377,34267,35,13,57,FR,France +875,200426,7,17171,7899,26443,29,14,44,FR,France +876,200425,7,26606,17976,35236,44,30,58,FR,France +877,200424,7,26142,17142,35142,43,28,58,FR,France +878,200423,7,23643,15715,31571,39,26,52,FR,France +879,200422,7,16119,9794,22444,27,16,38,FR,France +880,200421,7,20283,12915,27651,34,22,46,FR,France +881,200420,7,15730,9735,21725,26,16,36,FR,France +882,200419,7,22791,15145,30437,38,25,51,FR,France +883,200418,7,17807,11014,24600,30,19,41,FR,France +884,200417,7,19913,12212,27614,33,20,46,FR,France +885,200416,7,19289,11424,27154,32,19,45,FR,France +886,200415,7,20587,13594,27580,34,22,46,FR,France +887,200414,7,24610,16629,32591,41,28,54,FR,France +888,200413,7,22910,15782,30038,38,26,50,FR,France +889,200412,7,23468,15220,31716,39,25,53,FR,France +890,200411,7,23977,16337,31617,40,27,53,FR,France +891,200410,7,25519,15764,35274,42,26,58,FR,France +892,200409,7,26592,17202,35982,44,28,60,FR,France +893,200408,7,22820,15102,30538,38,25,51,FR,France +894,200407,7,23871,16628,31114,40,28,52,FR,France +895,200406,7,24567,15700,33434,41,26,56,FR,France +896,200405,7,12869,7824,17914,21,13,29,FR,France +897,200404,7,13172,8314,18030,22,14,30,FR,France +898,200403,7,6442,3015,9869,11,5,17,FR,France +899,200402,7,11126,6305,15947,18,10,26,FR,France +900,200401,7,24971,13819,36123,41,22,60,FR,France +901,200352,7,4920,0,22288,8,0,37,FR,France +902,200351,7,10235,2435,18035,17,4,30,FR,France +903,200350,7,9805,5520,14090,16,9,23,FR,France +904,200349,7,11685,7721,15649,20,13,27,FR,France +905,200348,7,6201,3319,9083,10,5,15,FR,France +906,200347,7,4897,1842,7952,8,3,13,FR,France +907,200346,7,4596,1236,7956,8,2,14,FR,France +908,200345,7,3501,1090,5912,6,2,10,FR,France +909,200344,7,3469,894,6044,6,2,10,FR,France +910,200343,7,4671,1766,7576,8,3,13,FR,France +911,200342,7,3855,955,6755,6,1,11,FR,France +912,200341,7,3179,427,5931,5,0,10,FR,France +913,200340,7,6983,2852,11114,12,5,19,FR,France +914,200339,7,952,0,2308,2,0,4,FR,France +915,200338,7,1628,0,3406,3,0,6,FR,France +916,200337,7,2995,0,6029,5,0,10,FR,France +917,200336,7,3595,0,7784,6,0,13,FR,France +918,200335,7,1340,0,4253,2,0,7,FR,France +919,200334,7,3842,0,10414,6,0,17,FR,France +920,200333,7,7269,0,18830,12,0,31,FR,France +921,200332,7,2908,0,6463,5,0,11,FR,France +922,200331,7,2053,0,4640,3,0,7,FR,France +923,200330,7,5106,259,9953,9,1,17,FR,France +924,200329,7,8195,0,21289,14,0,36,FR,France +925,200328,7,9002,3511,14493,15,6,24,FR,France +926,200327,7,4902,1397,8407,8,2,14,FR,France +927,200326,7,17746,7867,27625,30,13,47,FR,France +928,200325,7,8190,3460,12920,14,6,22,FR,France +929,200324,7,33803,13366,54240,56,22,90,FR,France +930,200323,7,14278,6733,21823,24,11,37,FR,France +931,200322,7,13397,7140,19654,22,12,32,FR,France +932,200321,7,12113,3506,20720,20,6,34,FR,France +933,200320,7,10454,5534,15374,17,9,25,FR,France +934,200319,7,12833,6772,18894,21,11,31,FR,France +935,200318,7,25572,16325,34819,43,28,58,FR,France +936,200317,7,21556,11493,31619,36,19,53,FR,France +937,200316,7,20007,12091,27923,33,20,46,FR,France +938,200315,7,26837,18106,35568,45,30,60,FR,France +939,200314,7,19148,10594,27702,32,18,46,FR,France +940,200313,7,27087,16490,37684,45,27,63,FR,France +941,200312,7,24322,15256,33388,41,26,56,FR,France +942,200311,7,21652,12929,30375,36,21,51,FR,France +943,200310,7,29033,19506,38560,49,33,65,FR,France +944,200309,7,28198,17625,38771,47,29,65,FR,France +945,200308,7,36298,22548,50048,61,38,84,FR,France +946,200307,7,27050,14994,39106,45,25,65,FR,France +947,200306,7,25101,14828,35374,42,25,59,FR,France +948,200305,7,15588,7493,23683,26,12,40,FR,France +949,200304,7,17141,9713,24569,29,17,41,FR,France +950,200303,7,18329,11799,24859,31,20,42,FR,France +951,200302,7,18829,10035,27623,31,16,46,FR,France +952,200301,7,22582,11488,33676,38,19,57,FR,France +953,200252,7,20417,12258,28576,34,20,48,FR,France +954,200251,7,22444,14164,30724,38,24,52,FR,France +955,200250,7,10873,6406,15340,18,10,26,FR,France +956,200249,7,16468,2559,30377,28,5,51,FR,France +957,200248,7,10264,4123,16405,17,7,27,FR,France +958,200247,7,12129,4283,19975,20,7,33,FR,France +959,200246,7,5507,1186,9828,9,2,16,FR,France +960,200245,7,9335,4813,13857,16,8,24,FR,France +961,200244,7,9388,2462,16314,16,4,28,FR,France +962,200243,7,10756,4601,16911,18,8,28,FR,France +963,200242,7,8703,3946,13460,15,7,23,FR,France +964,200241,7,7695,3062,12328,13,5,21,FR,France +965,200240,7,7097,2512,11682,12,4,20,FR,France +966,200239,7,6215,2540,9890,10,4,16,FR,France +967,200238,7,4237,1165,7309,7,2,12,FR,France +968,200237,7,1210,0,2674,2,0,4,FR,France +969,200236,7,2671,314,5028,4,0,8,FR,France +970,200235,7,1193,0,3093,2,0,5,FR,France +971,200234,7,5394,1014,9774,9,2,16,FR,France +972,200233,7,5395,510,10280,9,1,17,FR,France +973,200232,7,11308,1117,21499,19,2,36,FR,France +974,200231,7,7163,1350,12976,12,2,22,FR,France +975,200230,7,10184,3615,16753,17,6,28,FR,France +976,200229,7,11146,5228,17064,19,9,29,FR,France +977,200228,7,15908,8318,23498,27,14,40,FR,France +978,200227,7,12124,441,23807,20,0,40,FR,France +979,200226,7,18706,4188,33224,31,7,55,FR,France +980,200225,7,18807,9408,28206,32,16,48,FR,France +981,200224,7,15035,9084,20986,25,15,35,FR,France +982,200223,7,12617,6916,18318,21,11,31,FR,France +983,200222,7,18851,10747,26955,32,18,46,FR,France +984,200221,7,14282,7527,21037,24,13,35,FR,France +985,200220,7,12558,6860,18256,21,11,31,FR,France +986,200219,7,18605,11518,25692,31,19,43,FR,France +987,200218,7,10857,5495,16219,18,9,27,FR,France +988,200217,7,16252,9537,22967,27,16,38,FR,France +989,200216,7,10284,5016,15552,17,8,26,FR,France +990,200215,7,19217,9502,28932,32,16,48,FR,France +991,200214,7,15585,6215,24955,26,10,42,FR,France +992,200213,7,29411,13274,45548,49,22,76,FR,France +993,200212,7,12354,7208,17500,21,12,30,FR,France +994,200211,7,11781,7053,16509,20,12,28,FR,France +995,200210,7,9450,5283,13617,16,9,23,FR,France +996,200209,7,11735,5297,18173,20,9,31,FR,France +997,200208,7,8153,3653,12653,14,6,22,FR,France +998,200207,7,6992,3354,10630,12,6,18,FR,France +999,200206,7,7857,3052,12662,13,5,21,FR,France +1000,200205,7,7405,2868,11942,12,4,20,FR,France +1001,200204,7,13562,7935,19189,23,14,32,FR,France +1002,200203,7,8152,4543,11761,14,8,20,FR,France +1003,200202,7,9486,4411,14561,16,7,25,FR,France +1004,200201,7,6329,1565,11093,11,3,19,FR,France +1005,200152,7,5566,2267,8865,9,3,15,FR,France +1006,200151,7,6045,2630,9460,10,4,16,FR,France +1007,200150,7,11601,4100,19102,20,7,33,FR,France +1008,200149,7,5828,851,10805,10,2,18,FR,France +1009,200148,7,9965,5007,14923,17,9,25,FR,France +1010,200147,7,6292,2021,10563,11,4,18,FR,France +1011,200146,7,5424,2218,8630,9,4,14,FR,France +1012,200145,7,9468,5023,13913,16,8,24,FR,France +1013,200144,7,4941,1881,8001,8,3,13,FR,France +1014,200143,7,6978,3201,10755,12,6,18,FR,France +1015,200142,7,6726,3147,10305,11,5,17,FR,France +1016,200141,7,5410,1849,8971,9,3,15,FR,France +1017,200140,7,3320,637,6003,6,1,11,FR,France +1018,200139,7,1152,0,2569,2,0,4,FR,France +1019,200138,7,864,0,2411,1,0,4,FR,France +1020,200137,7,1234,0,3393,2,0,6,FR,France +1021,200136,7,391,0,1256,1,0,2,FR,France +1022,200135,7,2539,0,6274,4,0,10,FR,France +1023,200134,7,1946,0,4439,3,0,7,FR,France +1024,200133,7,655,0,2046,1,0,3,FR,France +1025,200132,7,4619,0,10912,8,0,19,FR,France +1026,200131,7,7622,1190,14054,13,2,24,FR,France +1027,200130,7,13686,4678,22694,23,8,38,FR,France +1028,200129,7,12966,4727,21205,22,8,36,FR,France +1029,200128,7,20908,11957,29859,35,20,50,FR,France +1030,200127,7,26634,17739,35529,45,30,60,FR,France +1031,200126,7,13863,7666,20060,23,13,33,FR,France +1032,200125,7,17329,9452,25206,29,16,42,FR,France +1033,200124,7,10961,6673,15249,19,12,26,FR,France +1034,200123,7,7892,3888,11896,13,6,20,FR,France +1035,200122,7,10912,4621,17203,18,7,29,FR,France +1036,200121,7,10194,5217,15171,17,9,25,FR,France +1037,200120,7,10390,5710,15070,18,10,26,FR,France +1038,200119,7,10976,5927,16025,19,10,28,FR,France +1039,200118,7,11933,6833,17033,20,11,29,FR,France +1040,200117,7,16250,9256,23244,27,15,39,FR,France +1041,200116,7,14131,8691,19571,24,15,33,FR,France +1042,200115,7,11033,6411,15655,19,11,27,FR,France +1043,200114,7,18381,12349,24413,31,21,41,FR,France +1044,200113,7,15253,9582,20924,26,16,36,FR,France +1045,200112,7,12761,8155,17367,22,14,30,FR,France +1046,200111,7,11592,6790,16394,20,12,28,FR,France +1047,200110,7,11220,6697,15743,19,11,27,FR,France +1048,200109,7,10984,6431,15537,19,11,27,FR,France +1049,200108,7,18335,10145,26525,31,17,45,FR,France +1050,200107,7,17404,10389,24419,29,17,41,FR,France +1051,200106,7,18382,10498,26266,31,18,44,FR,France +1052,200105,7,13455,7904,19006,23,14,32,FR,France +1053,200104,7,16438,10780,22096,28,18,38,FR,France +1054,200103,7,18174,12049,24299,31,21,41,FR,France +1055,200102,7,22905,16080,29730,39,27,51,FR,France +1056,200101,7,29487,21117,37857,50,36,64,FR,France +1057,200052,7,17041,10342,23740,29,18,40,FR,France +1058,200051,7,11749,7358,16140,20,13,27,FR,France +1059,200050,7,14215,8706,19724,24,15,33,FR,France +1060,200049,7,10172,5845,14499,17,10,24,FR,France +1061,200048,7,13683,8322,19044,23,14,32,FR,France +1062,200047,7,9924,5066,14782,17,9,25,FR,France +1063,200046,7,11103,5449,16757,19,9,29,FR,France +1064,200045,7,7870,3542,12198,13,6,20,FR,France +1065,200044,7,11328,6118,16538,19,10,28,FR,France +1066,200043,7,5292,1687,8897,9,3,15,FR,France +1067,200042,7,4410,1293,7527,8,3,13,FR,France +1068,200041,7,5242,1813,8671,9,3,15,FR,France +1069,200040,7,4066,1351,6781,7,2,12,FR,France +1070,200039,7,4574,885,8263,8,2,14,FR,France +1071,200038,7,8241,3875,12607,14,7,21,FR,France +1072,200037,7,3124,423,5825,5,0,10,FR,France +1073,200036,7,731,0,2044,1,0,3,FR,France +1074,200035,7,6605,959,12251,11,1,21,FR,France +1075,200034,7,6924,931,12917,12,2,22,FR,France +1076,200033,7,10713,3957,17469,18,7,29,FR,France +1077,200032,7,15736,5003,26469,27,9,45,FR,France +1078,200031,7,13088,5542,20634,22,9,35,FR,France +1079,200030,7,16422,9062,23782,28,15,41,FR,France +1080,200029,7,16543,8116,24970,28,14,42,FR,France +1081,200028,7,12868,5178,20558,22,9,35,FR,France +1082,200027,7,18228,10887,25569,31,19,43,FR,France +1083,200026,7,17377,10789,23965,30,19,41,FR,France +1084,200025,7,22600,15119,30081,38,25,51,FR,France +1085,200024,7,16046,10504,21588,27,18,36,FR,France +1086,200023,7,11887,6681,17093,20,11,29,FR,France +1087,200022,7,26275,18762,33788,45,32,58,FR,France +1088,200021,7,15921,9967,21875,27,17,37,FR,France +1089,200020,7,19178,12565,25791,33,22,44,FR,France +1090,200019,7,17152,10424,23880,29,18,40,FR,France +1091,200018,7,17571,10754,24388,30,18,42,FR,France +1092,200017,7,9999,5672,14326,17,10,24,FR,France +1093,200016,7,17506,11461,23551,30,20,40,FR,France +1094,200015,7,23333,14747,31919,40,25,55,FR,France +1095,200014,7,15027,9838,20216,26,17,35,FR,France +1096,200013,7,17924,12383,23465,30,21,39,FR,France +1097,200012,7,15415,9917,20913,26,17,35,FR,France +1098,200011,7,12359,7372,17346,21,13,29,FR,France +1099,200010,7,13858,9167,18549,24,16,32,FR,France +1100,200009,7,9096,5451,12741,15,9,21,FR,France +1101,200008,7,10596,6574,14618,18,11,25,FR,France +1102,200007,7,13593,8816,18370,23,15,31,FR,France +1103,200006,7,9017,5391,12643,15,9,21,FR,France +1104,200005,7,12681,7750,17612,22,14,30,FR,France +1105,200004,7,11889,7253,16525,20,12,28,FR,France +1106,200003,7,9171,5628,12714,16,10,22,FR,France +1107,200002,7,10268,5957,14579,17,10,24,FR,France +1108,200001,7,10986,6521,15451,19,11,27,FR,France +1109,199952,7,10358,5667,15049,18,10,26,FR,France +1110,199951,7,10099,6132,14066,17,10,24,FR,France +1111,199950,7,10439,6481,14397,18,11,25,FR,France +1112,199949,7,7736,4269,11203,13,7,19,FR,France +1113,199948,7,11414,6754,16074,20,12,28,FR,France +1114,199947,7,7639,2705,12573,13,5,21,FR,France +1115,199946,7,6544,0,15074,11,0,26,FR,France +1116,199945,7,11273,3165,19381,19,5,33,FR,France +1117,199944,7,8049,3828,12270,14,7,21,FR,France +1118,199943,7,7788,4226,11350,13,7,19,FR,France +1119,199942,7,6779,3659,9899,12,7,17,FR,France +1120,199941,7,5213,2646,7780,9,5,13,FR,France +1121,199940,7,5018,2256,7780,9,4,14,FR,France +1122,199939,7,3108,1141,5075,5,2,8,FR,France +1123,199938,7,2095,143,4047,4,1,7,FR,France +1124,199937,7,3611,1095,6127,6,2,10,FR,France +1125,199936,7,2085,116,4054,4,1,7,FR,France +1126,199935,7,1102,0,2231,2,0,4,FR,France +1127,199934,7,2813,468,5158,5,1,9,FR,France +1128,199933,7,7210,2996,11424,12,5,19,FR,France +1129,199932,7,6981,2822,11140,12,5,19,FR,France +1130,199931,7,6389,2284,10494,11,4,18,FR,France +1131,199930,7,10567,4364,16770,18,7,29,FR,France +1132,199929,7,18284,11145,25423,31,19,43,FR,France +1133,199928,7,21079,13832,28326,36,24,48,FR,France +1134,199927,7,18824,12647,25001,32,21,43,FR,France +1135,199926,7,18098,12190,24006,31,21,41,FR,France +1136,199925,7,23863,16911,30815,41,29,53,FR,France +1137,199924,7,18038,12162,23914,31,21,41,FR,France +1138,199923,7,19660,13601,25719,34,24,44,FR,France +1139,199922,7,18093,12570,23616,31,22,40,FR,France +1140,199921,7,15850,10129,21571,27,17,37,FR,France +1141,199920,7,12241,7408,17074,21,13,29,FR,France +1142,199919,7,10738,6273,15203,18,10,26,FR,France +1143,199918,7,20739,14823,26655,35,25,45,FR,France +1144,199917,7,13993,9229,18757,24,16,32,FR,France +1145,199916,7,16199,10966,21432,28,19,37,FR,France +1146,199915,7,19936,13939,25933,34,24,44,FR,France +1147,199914,7,22907,15999,29815,39,27,51,FR,France +1148,199913,7,18404,11277,25531,31,19,43,FR,France +1149,199912,7,19242,13136,25348,33,23,43,FR,France +1150,199911,7,14923,9872,19974,26,17,35,FR,France +1151,199910,7,16058,10370,21746,27,17,37,FR,France +1152,199909,7,11125,6841,15409,19,12,26,FR,France +1153,199908,7,10840,7075,14605,19,13,25,FR,France +1154,199907,7,13655,9263,18047,23,15,31,FR,France +1155,199906,7,17654,12681,22627,30,21,39,FR,France +1156,199905,7,16838,11942,21734,29,21,37,FR,France +1157,199904,7,17056,12124,21988,29,21,37,FR,France +1158,199903,7,18805,13967,23643,32,24,40,FR,France +1159,199902,7,14863,10135,19591,25,17,33,FR,France +1160,199901,7,13707,9075,18339,23,15,31,FR,France +1161,199853,7,24797,17975,31619,43,31,55,FR,France +1162,199852,7,23616,16902,30330,41,29,53,FR,France +1163,199851,7,13919,9478,18360,24,16,32,FR,France +1164,199850,7,20556,15164,25948,35,26,44,FR,France +1165,199849,7,16232,11327,21137,28,20,36,FR,France +1166,199848,7,11998,7691,16305,21,14,28,FR,France +1167,199847,7,13617,8934,18300,23,15,31,FR,France +1168,199846,7,7646,4419,10873,13,7,19,FR,France +1169,199845,7,15930,10713,21147,27,18,36,FR,France +1170,199844,7,14145,9390,18900,24,16,32,FR,France +1171,199843,7,16707,11447,21967,29,20,38,FR,France +1172,199842,7,12475,7806,17144,21,13,29,FR,France +1173,199841,7,13018,8151,17885,22,14,30,FR,France +1174,199840,7,7396,3653,11139,13,7,19,FR,France +1175,199839,7,4467,1896,7038,8,4,12,FR,France +1176,199838,7,3421,1176,5666,6,2,10,FR,France +1177,199837,7,4489,2136,6842,8,4,12,FR,France +1178,199836,7,6355,2914,9796,11,5,17,FR,France +1179,199835,7,7689,3867,11511,13,6,20,FR,France +1180,199834,7,7235,3191,11279,12,5,19,FR,France +1181,199833,7,11431,6018,16844,20,11,29,FR,France +1182,199832,7,20493,9237,31749,35,16,54,FR,France +1183,199831,7,15619,9125,22113,27,16,38,FR,France +1184,199830,7,19360,12617,26103,33,21,45,FR,France +1185,199829,7,17816,11414,24218,31,20,42,FR,France +1186,199828,7,20757,14385,27129,36,25,47,FR,France +1187,199827,7,20714,14671,26757,36,26,46,FR,France +1188,199826,7,24479,17611,31347,42,30,54,FR,France +1189,199825,7,24462,17924,31000,42,31,53,FR,France +1190,199824,7,18928,13945,23911,32,23,41,FR,France +1191,199823,7,13478,8876,18080,23,15,31,FR,France +1192,199822,7,13213,8997,17429,23,16,30,FR,France +1193,199821,7,10741,6627,14855,18,11,25,FR,France +1194,199820,7,23223,17217,29229,40,30,50,FR,France +1195,199819,7,16130,10667,21593,28,19,37,FR,France +1196,199818,7,15802,10374,21230,27,18,36,FR,France +1197,199817,7,14119,8452,19786,24,14,34,FR,France +1198,199816,7,11744,7632,15856,20,13,27,FR,France +1199,199815,7,17422,12372,22472,30,21,39,FR,France +1200,199814,7,20962,15699,26225,36,27,45,FR,France +1201,199813,7,17029,12181,21877,29,21,37,FR,France +1202,199812,7,14960,10393,19527,26,18,34,FR,France +1203,199811,7,13687,9540,17834,23,16,30,FR,France +1204,199810,7,14294,9623,18965,25,17,33,FR,France +1205,199809,7,12550,8183,16917,22,15,29,FR,France +1206,199808,7,15378,10656,20100,26,18,34,FR,France +1207,199807,7,14618,10083,19153,25,17,33,FR,France +1208,199806,7,15316,10683,19949,26,18,34,FR,France +1209,199805,7,11805,7653,15957,20,13,27,FR,France +1210,199804,7,15746,10733,20759,27,18,36,FR,France +1211,199803,7,13085,8916,17254,22,15,29,FR,France +1212,199802,7,10764,6882,14646,18,11,25,FR,France +1213,199801,7,19222,13376,25068,33,23,43,FR,France +1214,199752,7,18582,12576,24588,32,22,42,FR,France +1215,199751,7,10933,6829,15037,19,12,26,FR,France +1216,199750,7,9622,6005,13239,17,11,23,FR,France +1217,199749,7,12183,8157,16209,21,14,28,FR,France +1218,199748,7,7368,4022,10714,13,7,19,FR,France +1219,199747,7,10482,6595,14369,18,11,25,FR,France +1220,199746,7,8391,4342,12440,14,7,21,FR,France +1221,199745,7,7499,3716,11282,13,6,20,FR,France +1222,199744,7,5492,2442,8542,9,4,14,FR,France +1223,199743,7,4829,2314,7344,8,4,12,FR,France +1224,199742,7,4781,2027,7535,8,3,13,FR,France +1225,199741,7,6622,3367,9877,11,5,17,FR,France +1226,199740,7,2851,764,4938,5,1,9,FR,France +1227,199739,7,3242,851,5633,6,2,10,FR,France +1228,199738,7,2916,579,5253,5,1,9,FR,France +1229,199737,7,4944,2248,7640,9,4,14,FR,France +1230,199736,7,2767,679,4855,5,1,9,FR,France +1231,199735,7,1245,12,2478,2,0,4,FR,France +1232,199734,7,6971,2145,11797,12,4,20,FR,France +1233,199733,7,11167,5245,17089,19,9,29,FR,France +1234,199732,7,12349,6916,17782,21,12,30,FR,France +1235,199731,7,13276,8068,18484,23,14,32,FR,France +1236,199730,7,16463,10419,22507,28,18,38,FR,France +1237,199729,7,12458,6536,18380,21,11,31,FR,France +1238,199728,7,14155,8553,19757,24,14,34,FR,France +1239,199727,7,16611,11473,21749,29,20,38,FR,France +1240,199726,7,14303,10203,18403,25,18,32,FR,France +1241,199725,7,11562,7487,15637,20,13,27,FR,France +1242,199724,7,20722,15143,26301,36,26,46,FR,France +1243,199723,7,11958,8064,15852,21,14,28,FR,France +1244,199722,7,19175,14023,24327,33,24,42,FR,France +1245,199721,7,15933,11074,20792,27,19,35,FR,France +1246,199720,7,16512,11798,21226,28,20,36,FR,France +1247,199719,7,14490,10231,18749,25,18,32,FR,France +1248,199718,7,14033,9863,18203,24,17,31,FR,France +1249,199717,7,17029,12579,21479,29,21,37,FR,France +1250,199716,7,14686,10709,18663,25,18,32,FR,France +1251,199715,7,19100,14311,23889,33,25,41,FR,France +1252,199714,7,17746,13153,22339,31,23,39,FR,France +1253,199713,7,17384,12873,21895,30,22,38,FR,France +1254,199712,7,13589,9321,17857,23,16,30,FR,France +1255,199711,7,16033,11789,20277,28,21,35,FR,France +1256,199710,7,12351,8688,16014,21,15,27,FR,France +1257,199709,7,16809,12329,21289,29,21,37,FR,France +1258,199708,7,9660,6429,12891,17,11,23,FR,France +1259,199707,7,16751,12377,21125,29,21,37,FR,France +1260,199706,7,17151,13029,21273,30,23,37,FR,France +1261,199705,7,12543,9128,15958,22,16,28,FR,France +1262,199704,7,14475,10891,18059,25,19,31,FR,France +1263,199703,7,12135,8727,15543,21,15,27,FR,France +1264,199702,7,15541,11574,19508,27,20,34,FR,France +1265,199701,7,14432,10701,18163,25,19,31,FR,France +1266,199652,7,15556,11735,19377,27,20,34,FR,France +1267,199651,7,14038,10500,17576,24,18,30,FR,France +1268,199650,7,14236,10857,17615,25,19,31,FR,France +1269,199649,7,10776,7924,13628,19,14,24,FR,France +1270,199648,7,7489,4949,10029,13,9,17,FR,France +1271,199647,7,11826,8573,15079,20,14,26,FR,France +1272,199646,7,10269,7201,13337,18,13,23,FR,France +1273,199645,7,17313,12967,21659,30,22,38,FR,France +1274,199644,7,12095,8643,15547,21,15,27,FR,France +1275,199643,7,14958,10739,19177,26,19,33,FR,France +1276,199642,7,14106,10196,18016,24,17,31,FR,France +1277,199641,7,10302,6968,13636,18,12,24,FR,France +1278,199640,7,9514,5990,13038,16,10,22,FR,France +1279,199639,7,6376,3651,9101,11,6,16,FR,France +1280,199638,7,3835,1587,6083,7,3,11,FR,France +1281,199637,7,2746,1100,4392,5,2,8,FR,France +1282,199636,7,4577,2320,6834,8,4,12,FR,France +1283,199635,7,2624,902,4346,5,2,8,FR,France +1284,199634,7,6280,3139,9421,11,6,16,FR,France +1285,199633,7,10194,5347,15041,18,10,26,FR,France +1286,199632,7,10116,5942,14290,17,10,24,FR,France +1287,199631,7,14292,9640,18944,25,17,33,FR,France +1288,199630,7,20862,14786,26938,36,26,46,FR,France +1289,199629,7,17243,12463,22023,30,22,38,FR,France +1290,199628,7,16021,11796,20246,28,21,35,FR,France +1291,199627,7,19880,14406,25354,34,25,43,FR,France +1292,199626,7,12565,8783,16347,22,15,29,FR,France +1293,199625,7,19360,14570,24150,33,25,41,FR,France +1294,199624,7,20778,15610,25946,36,27,45,FR,France +1295,199623,7,17991,13162,22820,31,23,39,FR,France +1296,199622,7,18294,13971,22617,32,25,39,FR,France +1297,199621,7,14000,10136,17864,24,17,31,FR,France +1298,199620,7,16598,12361,20835,29,22,36,FR,France +1299,199619,7,11710,8148,15272,20,14,26,FR,France +1300,199618,7,12140,8325,15955,21,14,28,FR,France +1301,199617,7,17984,13059,22909,31,22,40,FR,France +1302,199616,7,10796,7250,14342,19,13,25,FR,France +1303,199615,7,12766,9101,16431,22,16,28,FR,France +1304,199614,7,14952,10656,19248,26,19,33,FR,France +1305,199613,7,12861,9266,16456,22,16,28,FR,France +1306,199612,7,11592,8202,14982,20,14,26,FR,France +1307,199611,7,15991,12026,19956,28,21,35,FR,France +1308,199610,7,13551,9873,17229,23,17,29,FR,France +1309,199609,7,9737,6799,12675,17,12,22,FR,France +1310,199608,7,11835,8569,15101,20,14,26,FR,France +1311,199607,7,9296,6455,12137,16,11,21,FR,France +1312,199606,7,11330,8078,14582,20,14,26,FR,France +1313,199605,7,10249,7092,13406,18,13,23,FR,France +1314,199604,7,9004,6336,11672,16,11,21,FR,France +1315,199603,7,5904,3709,8099,10,6,14,FR,France +1316,199602,7,6166,4027,8305,11,7,15,FR,France +1317,199601,7,7238,4902,9574,12,8,16,FR,France +1318,199552,7,7808,5225,10391,14,10,18,FR,France +1319,199551,7,10505,7602,13408,18,13,23,FR,France +1320,199550,7,9513,7014,12012,16,12,20,FR,France +1321,199549,7,10263,7482,13044,18,13,23,FR,France +1322,199548,7,9491,6551,12431,16,11,21,FR,France +1323,199547,7,11221,8016,14426,19,13,25,FR,France +1324,199546,7,5104,2852,7356,9,5,13,FR,France +1325,199545,7,5017,2797,7237,9,5,13,FR,France +1326,199544,7,8374,5440,11308,14,9,19,FR,France +1327,199543,7,6365,3429,9301,11,6,16,FR,France +1328,199542,7,5827,3427,8227,10,6,14,FR,France +1329,199541,7,5884,3274,8494,10,5,15,FR,France +1330,199540,7,4653,2571,6735,8,4,12,FR,France +1331,199539,7,4334,2014,6654,8,4,12,FR,France +1332,199538,7,3821,1909,5733,7,4,10,FR,France +1333,199537,7,2297,884,3710,4,2,6,FR,France +1334,199536,7,2317,870,3764,4,1,7,FR,France +1335,199535,7,2531,1035,4027,4,1,7,FR,France +1336,199534,7,5067,2070,8064,9,4,14,FR,France +1337,199533,7,4709,1793,7625,8,3,13,FR,France +1338,199532,7,8030,3945,12115,14,7,21,FR,France +1339,199531,7,12034,7228,16840,21,13,29,FR,France +1340,199530,7,16283,11419,21147,28,20,36,FR,France +1341,199529,7,15520,11209,19831,27,20,34,FR,France +1342,199528,7,21385,16186,26584,37,28,46,FR,France +1343,199527,7,31707,25490,37924,55,44,66,FR,France +1344,199526,7,23680,18921,28439,41,33,49,FR,France +1345,199525,7,27941,22665,33217,48,39,57,FR,France +1346,199524,7,24813,19263,30363,43,33,53,FR,France +1347,199523,7,19371,14610,24132,34,26,42,FR,France +1348,199522,7,16158,12114,20202,28,21,35,FR,France +1349,199521,7,14986,10952,19020,26,19,33,FR,France +1350,199520,7,12831,9059,16603,22,15,29,FR,France +1351,199519,7,15806,11585,20027,27,20,34,FR,France +1352,199518,7,15333,10987,19679,27,19,35,FR,France +1353,199517,7,15551,11471,19631,27,20,34,FR,France +1354,199516,7,15939,12349,19529,28,22,34,FR,France +1355,199515,7,16126,12689,19563,28,22,34,FR,France +1356,199514,7,15247,11965,18529,26,20,32,FR,France +1357,199513,7,16864,13368,20360,29,23,35,FR,France +1358,199512,7,15875,12429,19321,27,21,33,FR,France +1359,199511,7,12844,9644,16044,22,16,28,FR,France +1360,199510,7,15346,11782,18910,27,21,33,FR,France +1361,199509,7,14754,11260,18248,26,20,32,FR,France +1362,199508,7,14521,11077,17965,25,19,31,FR,France +1363,199507,7,14315,10809,17821,25,19,31,FR,France +1364,199506,7,18089,14383,21795,31,25,37,FR,France +1365,199505,7,13414,10176,16652,23,17,29,FR,France +1366,199504,7,15743,12316,19170,27,21,33,FR,France +1367,199503,7,13763,10614,16912,24,19,29,FR,France +1368,199502,7,11495,8490,14500,20,15,25,FR,France +1369,199501,7,13733,10266,17200,24,18,30,FR,France +1370,199452,7,12696,9453,15939,22,16,28,FR,France +1371,199451,7,10390,7458,13322,18,13,23,FR,France +1372,199450,7,8048,5524,10572,14,10,18,FR,France +1373,199449,7,8212,5651,10773,14,10,18,FR,France +1374,199448,7,6481,4250,8712,11,7,15,FR,France +1375,199447,7,7140,4666,9614,12,8,16,FR,France +1376,199446,7,5021,2972,7070,9,5,13,FR,France +1377,199445,7,6759,4267,9251,12,8,16,FR,France +1378,199444,7,9276,5996,12556,16,10,22,FR,France +1379,199443,7,5622,3091,8153,10,6,14,FR,France +1380,199442,7,5848,3383,8313,10,6,14,FR,France +1381,199441,7,4921,2796,7046,9,5,13,FR,France +1382,199440,7,5936,3694,8178,10,6,14,FR,France +1383,199439,7,4090,2080,6100,7,4,10,FR,France +1384,199438,7,2734,1164,4304,5,2,8,FR,France +1385,199437,7,4364,1957,6771,8,4,12,FR,France +1386,199436,7,1991,509,3473,3,0,6,FR,France +1387,199435,7,3676,1494,5858,6,2,10,FR,France +1388,199434,7,6830,3728,9932,12,7,17,FR,France +1389,199433,7,6933,3534,10332,12,6,18,FR,France +1390,199432,7,4851,2299,7403,8,4,12,FR,France +1391,199431,7,7346,3935,10757,13,7,19,FR,France +1392,199430,7,17674,12807,22541,31,23,39,FR,France +1393,199429,7,17175,12461,21889,30,22,38,FR,France +1394,199428,7,16743,12021,21465,29,21,37,FR,France +1395,199427,7,22335,17343,27327,39,30,48,FR,France +1396,199426,7,23679,18832,28526,41,33,49,FR,France +1397,199425,7,24951,20263,29639,43,35,51,FR,France +1398,199424,7,29139,22549,35729,51,40,62,FR,France +1399,199423,7,13583,3641,23525,24,7,41,FR,France +1400,199422,7,16336,4640,28032,28,8,48,FR,France +1401,199421,7,16477,11025,21929,29,20,38,FR,France +1402,199420,7,12872,9458,16286,22,16,28,FR,France +1403,199419,7,13769,10440,17098,24,18,30,FR,France +1404,199418,7,13066,9917,16215,23,18,28,FR,France +1405,199417,7,18648,14838,22458,32,25,39,FR,France +1406,199416,7,17629,13660,21598,31,24,38,FR,France +1407,199415,7,23128,18550,27706,40,32,48,FR,France +1408,199414,7,20128,15971,24285,35,28,42,FR,France +1409,199413,7,16259,12721,19797,28,22,34,FR,France +1410,199412,7,15215,11581,18849,26,20,32,FR,France +1411,199411,7,16439,12812,20066,29,23,35,FR,France +1412,199410,7,20681,16433,24929,36,29,43,FR,France +1413,199409,7,22652,17519,27785,39,30,48,FR,France +1414,199408,7,22067,17044,27090,38,29,47,FR,France +1415,199407,7,15332,11563,19101,27,20,34,FR,France +1416,199406,7,15321,11710,18932,27,21,33,FR,France +1417,199405,7,15264,11523,19005,27,21,33,FR,France +1418,199404,7,10871,7697,14045,19,13,25,FR,France +1419,199403,7,10882,7808,13956,19,14,24,FR,France +1420,199402,7,11834,8348,15320,21,15,27,FR,France +1421,199401,7,11104,8142,14066,19,14,24,FR,France +1422,199352,7,9874,6746,13002,17,12,22,FR,France +1423,199351,7,9565,6818,12312,17,12,22,FR,France +1424,199350,7,6195,4181,8209,11,7,15,FR,France +1425,199349,7,10095,7443,12747,18,13,23,FR,France +1426,199348,7,6413,4261,8565,11,7,15,FR,France +1427,199347,7,7543,4934,10152,13,8,18,FR,France +1428,199346,7,7862,5175,10549,14,9,19,FR,France +1429,199345,7,5648,3511,7785,10,6,14,FR,France +1430,199344,7,6964,4509,9419,12,8,16,FR,France +1431,199343,7,5976,3632,8320,10,6,14,FR,France +1432,199342,7,7669,4853,10485,13,8,18,FR,France +1433,199341,7,9657,6648,12666,17,12,22,FR,France +1434,199340,7,5725,3082,8368,10,5,15,FR,France +1435,199339,7,5520,3207,7833,10,6,14,FR,France +1436,199338,7,2179,888,3470,4,2,6,FR,France +1437,199337,7,1762,557,2967,3,1,5,FR,France +1438,199336,7,3214,1526,4902,6,3,9,FR,France +1439,199335,7,2335,910,3760,4,2,6,FR,France +1440,199334,7,3770,1712,5828,7,3,11,FR,France +1441,199333,7,5925,3250,8600,10,5,15,FR,France +1442,199332,7,12711,8079,17343,22,14,30,FR,France +1443,199331,7,12481,7874,17088,22,14,30,FR,France +1444,199330,7,12584,8619,16549,22,15,29,FR,France +1445,199329,7,13179,8991,17367,23,16,30,FR,France +1446,199328,7,15293,11335,19251,27,20,34,FR,France +1447,199327,7,14134,9791,18477,25,17,33,FR,France +1448,199326,7,17937,13577,22297,31,23,39,FR,France +1449,199325,7,19581,14916,24246,34,26,42,FR,France +1450,199324,7,18285,13450,23120,32,24,40,FR,France +1451,199323,7,16003,11927,20079,28,21,35,FR,France +1452,199322,7,12652,8597,16707,22,15,29,FR,France +1453,199321,7,15218,10970,19466,27,20,34,FR,France +1454,199320,7,11343,7655,15031,20,14,26,FR,France +1455,199319,7,12086,8856,15316,21,15,27,FR,France +1456,199318,7,18898,14305,23491,33,25,41,FR,France +1457,199317,7,14969,10565,19373,26,18,34,FR,France +1458,199316,7,15102,11226,18978,26,19,33,FR,France +1459,199315,7,15058,11183,18933,26,19,33,FR,France +1460,199314,7,12425,9045,15805,22,16,28,FR,France +1461,199313,7,12266,8927,15605,21,15,27,FR,France +1462,199312,7,10821,7884,13758,19,14,24,FR,France +1463,199311,7,11021,8006,14036,19,14,24,FR,France +1464,199310,7,15847,12158,19536,28,22,34,FR,France +1465,199309,7,15084,11059,19109,26,19,33,FR,France +1466,199308,7,16967,12936,20998,30,23,37,FR,France +1467,199307,7,16057,12350,19764,28,22,34,FR,France +1468,199306,7,15887,12275,19499,28,22,34,FR,France +1469,199305,7,15954,12443,19465,28,22,34,FR,France +1470,199304,7,12374,9426,15322,22,17,27,FR,France +1471,199303,7,15283,11831,18735,27,21,33,FR,France +1472,199302,7,13366,10262,16470,23,18,28,FR,France +1473,199301,7,18678,14977,22379,33,27,39,FR,France +1474,199253,7,17829,13827,21831,31,24,38,FR,France +1475,199252,7,14330,10582,18078,25,18,32,FR,France +1476,199251,7,14635,11262,18008,26,20,32,FR,France +1477,199250,7,15252,11566,18938,27,21,33,FR,France +1478,199249,7,14411,11187,17635,25,19,31,FR,France +1479,199248,7,10048,7396,12700,18,13,23,FR,France +1480,199247,7,13069,9752,16386,23,17,29,FR,France +1481,199246,7,6900,4727,9073,12,8,16,FR,France +1482,199245,7,10791,7794,13788,19,14,24,FR,France +1483,199244,7,10205,7482,12928,18,13,23,FR,France +1484,199243,7,7196,4908,9484,13,9,17,FR,France +1485,199242,7,5748,3738,7758,10,6,14,FR,France +1486,199241,7,3587,2045,5129,6,3,9,FR,France +1487,199240,7,5654,3442,7866,10,6,14,FR,France +1488,199239,7,4747,2751,6743,8,5,11,FR,France +1489,199238,7,2842,1306,4378,5,2,8,FR,France +1490,199237,7,4103,2203,6003,7,4,10,FR,France +1491,199236,7,2801,1200,4402,5,2,8,FR,France +1492,199235,7,6428,3717,9139,11,6,16,FR,France +1493,199234,7,7517,4190,10844,13,7,19,FR,France +1494,199233,7,9951,5955,13947,17,10,24,FR,France +1495,199232,7,16090,11337,20843,28,20,36,FR,France +1496,199231,7,17156,12441,21871,30,22,38,FR,France +1497,199230,7,21780,16301,27259,38,28,48,FR,France +1498,199229,7,18926,13397,24455,33,23,43,FR,France +1499,199228,7,28144,20384,35904,49,35,63,FR,France +1500,199227,7,29388,22331,36445,51,39,63,FR,France +1501,199226,7,27933,21686,34180,49,38,60,FR,France +1502,199225,7,26446,21153,31739,46,37,55,FR,France +1503,199224,7,19614,14769,24459,34,26,42,FR,France +1504,199223,7,23628,17852,29404,41,31,51,FR,France +1505,199222,7,20438,14868,26008,36,26,46,FR,France +1506,199221,7,22595,17395,27795,40,31,49,FR,France +1507,199220,7,21092,15963,26221,37,28,46,FR,France +1508,199219,7,19210,13934,24486,34,25,43,FR,France +1509,199218,7,30273,22605,37941,53,40,66,FR,France +1510,199217,7,19162,14251,24073,34,25,43,FR,France +1511,199216,7,15583,11158,20008,27,19,35,FR,France +1512,199215,7,15473,10723,20223,27,19,35,FR,France +1513,199214,7,14455,10040,18870,25,17,33,FR,France +1514,199213,7,17146,12105,22187,30,21,39,FR,France +1515,199212,7,15838,10923,20753,28,19,37,FR,France +1516,199211,7,20003,13824,26182,35,24,46,FR,France +1517,199210,7,22906,16060,29752,40,28,52,FR,France +1518,199209,7,21824,15687,27961,38,27,49,FR,France +1519,199208,7,15243,10265,20221,27,18,36,FR,France +1520,199207,7,22633,16160,29106,40,29,51,FR,France +1521,199206,7,17009,12219,21799,30,22,38,FR,France +1522,199205,7,15997,11590,20404,28,20,36,FR,France +1523,199204,7,20690,15075,26305,36,26,46,FR,France +1524,199203,7,18586,12684,24488,33,23,43,FR,France +1525,199202,7,16588,10590,22586,29,18,40,FR,France +1526,199201,7,23607,16552,30662,41,29,53,FR,France +1527,199152,7,15184,10392,19976,27,19,35,FR,France +1528,199151,7,15043,10624,19462,26,18,34,FR,France +1529,199150,7,14115,9737,18493,25,17,33,FR,France +1530,199149,7,13304,8548,18060,23,15,31,FR,France +1531,199148,7,15370,10164,20576,27,18,36,FR,France +1532,199147,7,12813,8139,17487,23,15,31,FR,France +1533,199146,7,6453,3123,9783,11,5,17,FR,France +1534,199145,7,8048,4083,12013,14,7,21,FR,France +1535,199144,7,9882,5623,14141,17,10,24,FR,France +1536,199143,7,14307,8645,19969,25,15,35,FR,France +1537,199142,7,6419,3334,9504,11,6,16,FR,France +1538,199141,7,6168,3113,9223,11,6,16,FR,France +1539,199140,7,3615,1159,6071,6,2,10,FR,France +1540,199139,7,3105,472,5738,5,0,10,FR,France +1541,199138,7,4446,1435,7457,8,3,13,FR,France +1542,199137,7,1457,0,3262,3,0,6,FR,France +1543,199136,7,3053,29,6077,5,0,10,FR,France +1544,199135,7,805,0,2556,1,0,4,FR,France +1545,199134,7,5512,856,10168,10,2,18,FR,France +1546,199133,7,7347,2903,11791,13,5,21,FR,France +1547,199132,7,16099,7334,24864,28,13,43,FR,France +1548,199131,7,16803,8145,25461,30,15,45,FR,France +1549,199130,7,15915,6368,25462,28,11,45,FR,France +1550,199129,7,23744,14703,32785,42,26,58,FR,France +1551,199128,7,24222,15617,32827,43,28,58,FR,France +1552,199127,7,20309,12868,27750,36,23,49,FR,France +1553,199126,7,17608,11304,23912,31,20,42,FR,France +1554,199125,7,16169,10700,21638,28,18,38,FR,France +1555,199124,7,16171,10071,22271,28,17,39,FR,France +1556,199123,7,11947,7671,16223,21,13,29,FR,France +1557,199122,7,15452,9953,20951,27,17,37,FR,France +1558,199121,7,14903,8975,20831,26,16,36,FR,France +1559,199120,7,19053,12742,25364,34,23,45,FR,France +1560,199119,7,16739,11246,22232,29,19,39,FR,France +1561,199118,7,21385,13882,28888,38,25,51,FR,France +1562,199117,7,13462,8877,18047,24,16,32,FR,France +1563,199116,7,14857,10068,19646,26,18,34,FR,France +1564,199115,7,13975,9781,18169,25,18,32,FR,France +1565,199114,7,12265,7684,16846,22,14,30,FR,France +1566,199113,7,9567,6041,13093,17,11,23,FR,France +1567,199112,7,10864,7331,14397,19,13,25,FR,France +1568,199111,7,15574,11184,19964,27,19,35,FR,France +1569,199110,7,16643,11372,21914,29,20,38,FR,France +1570,199109,7,13741,8780,18702,24,15,33,FR,France +1571,199108,7,13289,8813,17765,23,15,31,FR,France +1572,199107,7,12337,8077,16597,22,15,29,FR,France +1573,199106,7,10877,7013,14741,19,12,26,FR,France +1574,199105,7,10442,6544,14340,18,11,25,FR,France +1575,199104,7,7913,4563,11263,14,8,20,FR,France +1576,199103,7,15387,10484,20290,27,18,36,FR,France +1577,199102,7,16277,11046,21508,29,20,38,FR,France +1578,199101,7,15565,10271,20859,27,18,36,FR,France +1579,199052,7,19375,13295,25455,34,23,45,FR,France +1580,199051,7,19080,13807,24353,34,25,43,FR,France +1581,199050,7,11079,6660,15498,20,12,28,FR,France +1582,199049,7,1143,0,2610,2,0,5,FR,France -- 2.18.1