diff --git a/module3/exo1/analyse-syndrome-grippal-Copy1.ipynb b/module3/exo1/analyse-syndrome-grippal-Copy1.ipynb new file mode 100644 index 0000000000000000000000000000000000000000..94535bf6c48c323898065e2cada544a3d8d97f33 --- /dev/null +++ b/module3/exo1/analyse-syndrome-grippal-Copy1.ipynb @@ -0,0 +1,2528 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Incidence du syndrome grippal" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "import isoweek" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Les données de l'incidence du syndrome grippal 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 = \"http://www.sentiweb.fr/datasets/incidence-PAY-3.csv\"" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Afin de palier à une potentielle disparition du jeu de données de la source. Nous mettons à disposition les données directement avec ce notebook." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "data_file = 'incidence-PAY-3.csv'\n", + "\n", + "import os\n", + "import urllib.request\n", + "if not os.path.exists(data_file):\n", + " urllib.request.urlretrieve(data_url, data_file)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Voici l'explication des colonnes données [sur le site d'origine](https://ns.sentiweb.fr/incidence/csv-schema-v1.json):\n", + "\n", + "| Nom de colonne | Libellé de colonne |\n", + "|----------------|-----------------------------------------------------------------------------------------------------------------------------------|\n", + "| week | Semaine calendaire (ISO 8601) |\n", + "| indicator | Code de l'indicateur de surveillance |\n", + "| inc | Estimation de l'incidence de consultations en nombre de cas |\n", + "| inc_low | Estimation de la borne inférieure de l'IC95% du nombre de cas de consultation |\n", + "| inc_up | Estimation de la borne supérieure de l'IC95% du nombre de cas de consultation |\n", + "| inc100 | Estimation du taux d'incidence du nombre de cas de consultation (en cas pour 100,000 habitants) |\n", + "| inc100_low | Estimation de la borne inférieure de l'IC95% du taux d'incidence du nombre de cas de consultation (en cas pour 100,000 habitants) |\n", + "| inc100_up | Estimation de la borne supérieure de l'IC95% du taux d'incidence du nombre de cas de consultation (en cas pour 100,000 habitants) |\n", + "| geo_insee | Code de la zone géographique concernée (Code INSEE) http://www.insee.fr/fr/methodes/nomenclatures/cog/ |\n", + "| geo_name | Libellé de la zone géographique (ce libellé peut être modifié sans préavis) |\n", + "\n", + "La première ligne du fichier CSV est un commentaire, que nous ignorons en précisant `skiprows=1`." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
weekindicatorincinc_lowinc_upinc100inc100_lowinc100_upgeo_inseegeo_name
020203732279918087.027511.03528.042.0FRFrance
12020363108478019.013675.01612.020.0FRFrance
2202035399186842.012994.01510.020.0FRFrance
3202034360843090.09078.094.014.0FRFrance
4202033361063411.08801.095.013.0FRFrance
5202032359183330.08506.095.013.0FRFrance
6202031343512269.06433.074.010.0FRFrance
7202030381795442.010916.0128.016.0FRFrance
8202029386875860.011514.0139.017.0FRFrance
9202028383405701.010979.0139.017.0FRFrance
10202027340662406.05726.063.09.0FRFrance
11202026340392389.05689.063.09.0FRFrance
12202025328531488.04218.042.06.0FRFrance
13202024330581690.04426.053.07.0FRFrance
14202023341682468.05868.063.09.0FRFrance
15202022335801947.05213.053.07.0FRFrance
16202021361144026.08202.096.012.0FRFrance
17202020393156775.011855.01410.018.0FRFrance
182020193116798722.014636.01814.022.0FRFrance
1920201831639812851.019945.02520.030.0FRFrance
2020201731808214454.021710.02721.033.0FRFrance
2120201632416519893.028437.03731.043.0FRFrance
2220201534104935377.046721.06253.071.0FRFrance
2320201437166664531.078801.010998.0120.0FRFrance
24202013310774299187.0116297.0164151.0177.0FRFrance
25202012310728398610.0115956.0163150.0176.0FRFrance
26202011310170493652.0109756.0154142.0166.0FRFrance
27202010310497796650.0113304.0159146.0172.0FRFrance
282020093110696102066.0119326.0168155.0181.0FRFrance
292020083143753133984.0153522.0218203.0233.0FRFrance
.................................
184219852132609619621.032571.04735.059.0FRFrance
184319852032789620885.034907.05138.064.0FRFrance
184419851934315432821.053487.07859.097.0FRFrance
184519851834055529935.051175.07455.093.0FRFrance
184619851733405324366.043740.06244.080.0FRFrance
184719851635036236451.064273.09166.0116.0FRFrance
184819851536388145538.082224.011683.0149.0FRFrance
18491985143134545114400.0154690.0244207.0281.0FRFrance
18501985133197206176080.0218332.0357319.0395.0FRFrance
18511985123245240223304.0267176.0445405.0485.0FRFrance
18521985113276205252399.0300011.0501458.0544.0FRFrance
18531985103353231326279.0380183.0640591.0689.0FRFrance
18541985093369895341109.0398681.0670618.0722.0FRFrance
18551985083389886359529.0420243.0707652.0762.0FRFrance
18561985073471852432599.0511105.0855784.0926.0FRFrance
18571985063565825518011.0613639.01026939.01113.0FRFrance
18581985053637302592795.0681809.011551074.01236.0FRFrance
18591985043424937390794.0459080.0770708.0832.0FRFrance
18601985033213901174689.0253113.0388317.0459.0FRFrance
186119850239758680949.0114223.0177147.0207.0FRFrance
186219850138548965918.0105060.0155120.0190.0FRFrance
186319845238483060602.0109058.0154110.0198.0FRFrance
1864198451310172680242.0123210.0185146.0224.0FRFrance
18651984503123680101401.0145959.0225184.0266.0FRFrance
1866198449310107381684.0120462.0184149.0219.0FRFrance
186719844837862060634.096606.0143110.0176.0FRFrance
186819844737202954274.089784.013199.0163.0FRFrance
186919844638733067686.0106974.0159123.0195.0FRFrance
18701984453135223101414.0169032.0246184.0308.0FRFrance
187119844436842220056.0116788.012537.0213.0FRFrance
\n", + "

1872 rows × 10 columns

\n", + "
" + ], + "text/plain": [ + " week indicator inc inc_low inc_up inc100 inc100_low \\\n", + "0 202037 3 22799 18087.0 27511.0 35 28.0 \n", + "1 202036 3 10847 8019.0 13675.0 16 12.0 \n", + "2 202035 3 9918 6842.0 12994.0 15 10.0 \n", + "3 202034 3 6084 3090.0 9078.0 9 4.0 \n", + "4 202033 3 6106 3411.0 8801.0 9 5.0 \n", + "5 202032 3 5918 3330.0 8506.0 9 5.0 \n", + "6 202031 3 4351 2269.0 6433.0 7 4.0 \n", + "7 202030 3 8179 5442.0 10916.0 12 8.0 \n", + "8 202029 3 8687 5860.0 11514.0 13 9.0 \n", + "9 202028 3 8340 5701.0 10979.0 13 9.0 \n", + "10 202027 3 4066 2406.0 5726.0 6 3.0 \n", + "11 202026 3 4039 2389.0 5689.0 6 3.0 \n", + "12 202025 3 2853 1488.0 4218.0 4 2.0 \n", + "13 202024 3 3058 1690.0 4426.0 5 3.0 \n", + "14 202023 3 4168 2468.0 5868.0 6 3.0 \n", + "15 202022 3 3580 1947.0 5213.0 5 3.0 \n", + "16 202021 3 6114 4026.0 8202.0 9 6.0 \n", + "17 202020 3 9315 6775.0 11855.0 14 10.0 \n", + "18 202019 3 11679 8722.0 14636.0 18 14.0 \n", + "19 202018 3 16398 12851.0 19945.0 25 20.0 \n", + "20 202017 3 18082 14454.0 21710.0 27 21.0 \n", + "21 202016 3 24165 19893.0 28437.0 37 31.0 \n", + "22 202015 3 41049 35377.0 46721.0 62 53.0 \n", + "23 202014 3 71666 64531.0 78801.0 109 98.0 \n", + "24 202013 3 107742 99187.0 116297.0 164 151.0 \n", + "25 202012 3 107283 98610.0 115956.0 163 150.0 \n", + "26 202011 3 101704 93652.0 109756.0 154 142.0 \n", + "27 202010 3 104977 96650.0 113304.0 159 146.0 \n", + "28 202009 3 110696 102066.0 119326.0 168 155.0 \n", + "29 202008 3 143753 133984.0 153522.0 218 203.0 \n", + "... ... ... ... ... ... ... ... \n", + "1842 198521 3 26096 19621.0 32571.0 47 35.0 \n", + "1843 198520 3 27896 20885.0 34907.0 51 38.0 \n", + "1844 198519 3 43154 32821.0 53487.0 78 59.0 \n", + "1845 198518 3 40555 29935.0 51175.0 74 55.0 \n", + "1846 198517 3 34053 24366.0 43740.0 62 44.0 \n", + "1847 198516 3 50362 36451.0 64273.0 91 66.0 \n", + "1848 198515 3 63881 45538.0 82224.0 116 83.0 \n", + "1849 198514 3 134545 114400.0 154690.0 244 207.0 \n", + "1850 198513 3 197206 176080.0 218332.0 357 319.0 \n", + "1851 198512 3 245240 223304.0 267176.0 445 405.0 \n", + "1852 198511 3 276205 252399.0 300011.0 501 458.0 \n", + "1853 198510 3 353231 326279.0 380183.0 640 591.0 \n", + "1854 198509 3 369895 341109.0 398681.0 670 618.0 \n", + "1855 198508 3 389886 359529.0 420243.0 707 652.0 \n", + "1856 198507 3 471852 432599.0 511105.0 855 784.0 \n", + "1857 198506 3 565825 518011.0 613639.0 1026 939.0 \n", + "1858 198505 3 637302 592795.0 681809.0 1155 1074.0 \n", + "1859 198504 3 424937 390794.0 459080.0 770 708.0 \n", + "1860 198503 3 213901 174689.0 253113.0 388 317.0 \n", + "1861 198502 3 97586 80949.0 114223.0 177 147.0 \n", + "1862 198501 3 85489 65918.0 105060.0 155 120.0 \n", + "1863 198452 3 84830 60602.0 109058.0 154 110.0 \n", + "1864 198451 3 101726 80242.0 123210.0 185 146.0 \n", + "1865 198450 3 123680 101401.0 145959.0 225 184.0 \n", + "1866 198449 3 101073 81684.0 120462.0 184 149.0 \n", + "1867 198448 3 78620 60634.0 96606.0 143 110.0 \n", + "1868 198447 3 72029 54274.0 89784.0 131 99.0 \n", + "1869 198446 3 87330 67686.0 106974.0 159 123.0 \n", + "1870 198445 3 135223 101414.0 169032.0 246 184.0 \n", + "1871 198444 3 68422 20056.0 116788.0 125 37.0 \n", + "\n", + " inc100_up geo_insee geo_name \n", + "0 42.0 FR France \n", + "1 20.0 FR France \n", + "2 20.0 FR France \n", + "3 14.0 FR France \n", + "4 13.0 FR France \n", + "5 13.0 FR France \n", + "6 10.0 FR France \n", + "7 16.0 FR France \n", + "8 17.0 FR France \n", + "9 17.0 FR France \n", + "10 9.0 FR France \n", + "11 9.0 FR France \n", + "12 6.0 FR France \n", + "13 7.0 FR France \n", + "14 9.0 FR France \n", + "15 7.0 FR France \n", + "16 12.0 FR France \n", + "17 18.0 FR France \n", + "18 22.0 FR France \n", + "19 30.0 FR France \n", + "20 33.0 FR France \n", + "21 43.0 FR France \n", + "22 71.0 FR France \n", + "23 120.0 FR France \n", + "24 177.0 FR France \n", + "25 176.0 FR France \n", + "26 166.0 FR France \n", + "27 172.0 FR France \n", + "28 181.0 FR France \n", + "29 233.0 FR France \n", + "... ... ... ... \n", + "1842 59.0 FR France \n", + "1843 64.0 FR France \n", + "1844 97.0 FR France \n", + "1845 93.0 FR France \n", + "1846 80.0 FR France \n", + "1847 116.0 FR France \n", + "1848 149.0 FR France \n", + "1849 281.0 FR France \n", + "1850 395.0 FR France \n", + "1851 485.0 FR France \n", + "1852 544.0 FR France \n", + "1853 689.0 FR France \n", + "1854 722.0 FR France \n", + "1855 762.0 FR France \n", + "1856 926.0 FR France \n", + "1857 1113.0 FR France \n", + "1858 1236.0 FR France \n", + "1859 832.0 FR France \n", + "1860 459.0 FR France \n", + "1861 207.0 FR France \n", + "1862 190.0 FR France \n", + "1863 198.0 FR France \n", + "1864 224.0 FR France \n", + "1865 266.0 FR France \n", + "1866 219.0 FR France \n", + "1867 176.0 FR France \n", + "1868 163.0 FR France \n", + "1869 195.0 FR France \n", + "1870 308.0 FR France \n", + "1871 213.0 FR France \n", + "\n", + "[1872 rows x 10 columns]" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "raw_data = pd.read_csv(data_file, skiprows=1)\n", + "raw_data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Y a-t-il des points manquants dans ce jeux de données ? Oui, la semaine 19 de l'année 1989 n'a pas de valeurs associées." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
weekindicatorincinc_lowinc_upinc100inc100_lowinc100_upgeo_inseegeo_name
163519891930NaNNaN0NaNNaNFRFrance
\n", + "
" + ], + "text/plain": [ + " week indicator inc inc_low inc_up inc100 inc100_low inc100_up \\\n", + "1635 198919 3 0 NaN NaN 0 NaN NaN \n", + "\n", + " geo_insee geo_name \n", + "1635 FR France " + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "raw_data[raw_data.isnull().any(axis=1)]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Nous éliminons ce point, ce qui n'a pas d'impact fort sur notre analyse qui est assez simple." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
weekindicatorincinc_lowinc_upinc100inc100_lowinc100_upgeo_inseegeo_name
020203732279918087.027511.03528.042.0FRFrance
12020363108478019.013675.01612.020.0FRFrance
2202035399186842.012994.01510.020.0FRFrance
3202034360843090.09078.094.014.0FRFrance
4202033361063411.08801.095.013.0FRFrance
5202032359183330.08506.095.013.0FRFrance
6202031343512269.06433.074.010.0FRFrance
7202030381795442.010916.0128.016.0FRFrance
8202029386875860.011514.0139.017.0FRFrance
9202028383405701.010979.0139.017.0FRFrance
10202027340662406.05726.063.09.0FRFrance
11202026340392389.05689.063.09.0FRFrance
12202025328531488.04218.042.06.0FRFrance
13202024330581690.04426.053.07.0FRFrance
14202023341682468.05868.063.09.0FRFrance
15202022335801947.05213.053.07.0FRFrance
16202021361144026.08202.096.012.0FRFrance
17202020393156775.011855.01410.018.0FRFrance
182020193116798722.014636.01814.022.0FRFrance
1920201831639812851.019945.02520.030.0FRFrance
2020201731808214454.021710.02721.033.0FRFrance
2120201632416519893.028437.03731.043.0FRFrance
2220201534104935377.046721.06253.071.0FRFrance
2320201437166664531.078801.010998.0120.0FRFrance
24202013310774299187.0116297.0164151.0177.0FRFrance
25202012310728398610.0115956.0163150.0176.0FRFrance
26202011310170493652.0109756.0154142.0166.0FRFrance
27202010310497796650.0113304.0159146.0172.0FRFrance
282020093110696102066.0119326.0168155.0181.0FRFrance
292020083143753133984.0153522.0218203.0233.0FRFrance
.................................
184219852132609619621.032571.04735.059.0FRFrance
184319852032789620885.034907.05138.064.0FRFrance
184419851934315432821.053487.07859.097.0FRFrance
184519851834055529935.051175.07455.093.0FRFrance
184619851733405324366.043740.06244.080.0FRFrance
184719851635036236451.064273.09166.0116.0FRFrance
184819851536388145538.082224.011683.0149.0FRFrance
18491985143134545114400.0154690.0244207.0281.0FRFrance
18501985133197206176080.0218332.0357319.0395.0FRFrance
18511985123245240223304.0267176.0445405.0485.0FRFrance
18521985113276205252399.0300011.0501458.0544.0FRFrance
18531985103353231326279.0380183.0640591.0689.0FRFrance
18541985093369895341109.0398681.0670618.0722.0FRFrance
18551985083389886359529.0420243.0707652.0762.0FRFrance
18561985073471852432599.0511105.0855784.0926.0FRFrance
18571985063565825518011.0613639.01026939.01113.0FRFrance
18581985053637302592795.0681809.011551074.01236.0FRFrance
18591985043424937390794.0459080.0770708.0832.0FRFrance
18601985033213901174689.0253113.0388317.0459.0FRFrance
186119850239758680949.0114223.0177147.0207.0FRFrance
186219850138548965918.0105060.0155120.0190.0FRFrance
186319845238483060602.0109058.0154110.0198.0FRFrance
1864198451310172680242.0123210.0185146.0224.0FRFrance
18651984503123680101401.0145959.0225184.0266.0FRFrance
1866198449310107381684.0120462.0184149.0219.0FRFrance
186719844837862060634.096606.0143110.0176.0FRFrance
186819844737202954274.089784.013199.0163.0FRFrance
186919844638733067686.0106974.0159123.0195.0FRFrance
18701984453135223101414.0169032.0246184.0308.0FRFrance
187119844436842220056.0116788.012537.0213.0FRFrance
\n", + "

1871 rows × 10 columns

\n", + "
" + ], + "text/plain": [ + " week indicator inc inc_low inc_up inc100 inc100_low \\\n", + "0 202037 3 22799 18087.0 27511.0 35 28.0 \n", + "1 202036 3 10847 8019.0 13675.0 16 12.0 \n", + "2 202035 3 9918 6842.0 12994.0 15 10.0 \n", + "3 202034 3 6084 3090.0 9078.0 9 4.0 \n", + "4 202033 3 6106 3411.0 8801.0 9 5.0 \n", + "5 202032 3 5918 3330.0 8506.0 9 5.0 \n", + "6 202031 3 4351 2269.0 6433.0 7 4.0 \n", + "7 202030 3 8179 5442.0 10916.0 12 8.0 \n", + "8 202029 3 8687 5860.0 11514.0 13 9.0 \n", + "9 202028 3 8340 5701.0 10979.0 13 9.0 \n", + "10 202027 3 4066 2406.0 5726.0 6 3.0 \n", + "11 202026 3 4039 2389.0 5689.0 6 3.0 \n", + "12 202025 3 2853 1488.0 4218.0 4 2.0 \n", + "13 202024 3 3058 1690.0 4426.0 5 3.0 \n", + "14 202023 3 4168 2468.0 5868.0 6 3.0 \n", + "15 202022 3 3580 1947.0 5213.0 5 3.0 \n", + "16 202021 3 6114 4026.0 8202.0 9 6.0 \n", + "17 202020 3 9315 6775.0 11855.0 14 10.0 \n", + "18 202019 3 11679 8722.0 14636.0 18 14.0 \n", + "19 202018 3 16398 12851.0 19945.0 25 20.0 \n", + "20 202017 3 18082 14454.0 21710.0 27 21.0 \n", + "21 202016 3 24165 19893.0 28437.0 37 31.0 \n", + "22 202015 3 41049 35377.0 46721.0 62 53.0 \n", + "23 202014 3 71666 64531.0 78801.0 109 98.0 \n", + "24 202013 3 107742 99187.0 116297.0 164 151.0 \n", + "25 202012 3 107283 98610.0 115956.0 163 150.0 \n", + "26 202011 3 101704 93652.0 109756.0 154 142.0 \n", + "27 202010 3 104977 96650.0 113304.0 159 146.0 \n", + "28 202009 3 110696 102066.0 119326.0 168 155.0 \n", + "29 202008 3 143753 133984.0 153522.0 218 203.0 \n", + "... ... ... ... ... ... ... ... \n", + "1842 198521 3 26096 19621.0 32571.0 47 35.0 \n", + "1843 198520 3 27896 20885.0 34907.0 51 38.0 \n", + "1844 198519 3 43154 32821.0 53487.0 78 59.0 \n", + "1845 198518 3 40555 29935.0 51175.0 74 55.0 \n", + "1846 198517 3 34053 24366.0 43740.0 62 44.0 \n", + "1847 198516 3 50362 36451.0 64273.0 91 66.0 \n", + "1848 198515 3 63881 45538.0 82224.0 116 83.0 \n", + "1849 198514 3 134545 114400.0 154690.0 244 207.0 \n", + "1850 198513 3 197206 176080.0 218332.0 357 319.0 \n", + "1851 198512 3 245240 223304.0 267176.0 445 405.0 \n", + "1852 198511 3 276205 252399.0 300011.0 501 458.0 \n", + "1853 198510 3 353231 326279.0 380183.0 640 591.0 \n", + "1854 198509 3 369895 341109.0 398681.0 670 618.0 \n", + "1855 198508 3 389886 359529.0 420243.0 707 652.0 \n", + "1856 198507 3 471852 432599.0 511105.0 855 784.0 \n", + "1857 198506 3 565825 518011.0 613639.0 1026 939.0 \n", + "1858 198505 3 637302 592795.0 681809.0 1155 1074.0 \n", + "1859 198504 3 424937 390794.0 459080.0 770 708.0 \n", + "1860 198503 3 213901 174689.0 253113.0 388 317.0 \n", + "1861 198502 3 97586 80949.0 114223.0 177 147.0 \n", + "1862 198501 3 85489 65918.0 105060.0 155 120.0 \n", + "1863 198452 3 84830 60602.0 109058.0 154 110.0 \n", + "1864 198451 3 101726 80242.0 123210.0 185 146.0 \n", + "1865 198450 3 123680 101401.0 145959.0 225 184.0 \n", + "1866 198449 3 101073 81684.0 120462.0 184 149.0 \n", + "1867 198448 3 78620 60634.0 96606.0 143 110.0 \n", + "1868 198447 3 72029 54274.0 89784.0 131 99.0 \n", + "1869 198446 3 87330 67686.0 106974.0 159 123.0 \n", + "1870 198445 3 135223 101414.0 169032.0 246 184.0 \n", + "1871 198444 3 68422 20056.0 116788.0 125 37.0 \n", + "\n", + " inc100_up geo_insee geo_name \n", + "0 42.0 FR France \n", + "1 20.0 FR France \n", + "2 20.0 FR France \n", + "3 14.0 FR France \n", + "4 13.0 FR France \n", + "5 13.0 FR France \n", + "6 10.0 FR France \n", + "7 16.0 FR France \n", + "8 17.0 FR France \n", + "9 17.0 FR France \n", + "10 9.0 FR France \n", + "11 9.0 FR France \n", + "12 6.0 FR France \n", + "13 7.0 FR France \n", + "14 9.0 FR France \n", + "15 7.0 FR France \n", + "16 12.0 FR France \n", + "17 18.0 FR France \n", + "18 22.0 FR France \n", + "19 30.0 FR France \n", + "20 33.0 FR France \n", + "21 43.0 FR France \n", + "22 71.0 FR France \n", + "23 120.0 FR France \n", + "24 177.0 FR France \n", + "25 176.0 FR France \n", + "26 166.0 FR France \n", + "27 172.0 FR France \n", + "28 181.0 FR France \n", + "29 233.0 FR France \n", + "... ... ... ... \n", + "1842 59.0 FR France \n", + "1843 64.0 FR France \n", + "1844 97.0 FR France \n", + "1845 93.0 FR France \n", + "1846 80.0 FR France \n", + "1847 116.0 FR France \n", + "1848 149.0 FR France \n", + "1849 281.0 FR France \n", + "1850 395.0 FR France \n", + "1851 485.0 FR France \n", + "1852 544.0 FR France \n", + "1853 689.0 FR France \n", + "1854 722.0 FR France \n", + "1855 762.0 FR France \n", + "1856 926.0 FR France \n", + "1857 1113.0 FR France \n", + "1858 1236.0 FR France \n", + "1859 832.0 FR France \n", + "1860 459.0 FR France \n", + "1861 207.0 FR France \n", + "1862 190.0 FR France \n", + "1863 198.0 FR France \n", + "1864 224.0 FR France \n", + "1865 266.0 FR France \n", + "1866 219.0 FR France \n", + "1867 176.0 FR France \n", + "1868 163.0 FR France \n", + "1869 195.0 FR France \n", + "1870 308.0 FR France \n", + "1871 213.0 FR France \n", + "\n", + "[1871 rows x 10 columns]" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data = raw_data.dropna().copy()\n", + "data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Nos données utilisent une convention inhabituelle: le numéro de\n", + "semaine est collé à l'année, donnant l'impression qu'il s'agit\n", + "de nombre entier. C'est comme ça que Pandas les interprète.\n", + " \n", + "Un deuxième problème est que Pandas ne comprend pas les numéros de\n", + "semaine. Il faut lui fournir les dates de début et de fin de\n", + "semaine. Nous utilisons pour cela la bibliothèque `isoweek`.\n", + "\n", + "Comme la conversion des semaines est devenu assez complexe, nous\n", + "écrivons une petite fonction Python pour cela. Ensuite, nous\n", + "l'appliquons à tous les points de nos donnés. Les résultats vont\n", + "dans une nouvelle colonne 'period'." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "def convert_week(year_and_week_int):\n", + " year_and_week_str = str(year_and_week_int)\n", + " year = int(year_and_week_str[:4])\n", + " week = int(year_and_week_str[4:])\n", + " w = isoweek.Week(year, week)\n", + " return pd.Period(w.day(0), 'W')\n", + "\n", + "data['period'] = [convert_week(yw) for yw in data['week']]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Il restent deux petites modifications à faire.\n", + "\n", + "Premièrement, nous définissons les périodes d'observation\n", + "comme nouvel index de notre jeux de données. Ceci en fait\n", + "une suite chronologique, ce qui sera pratique par la suite.\n", + "\n", + "Deuxièmement, nous trions les points par période, dans\n", + "le sens chronologique." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "sorted_data = data.set_index('period').sort_index()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Nous vérifions la cohérence des données. Entre la fin d'une période et\n", + "le début de la période qui suit, la différence temporelle doit être\n", + "zéro, ou au moins très faible. Nous laissons une \"marge d'erreur\"\n", + "d'une seconde.\n", + "\n", + "Ceci s'avère tout à fait juste sauf pour deux périodes consécutives\n", + "entre lesquelles il manque une semaine.\n", + "\n", + "Nous reconnaissons ces dates: c'est la semaine sans observations\n", + "que nous avions supprimées !" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1989-05-01/1989-05-07 1989-05-15/1989-05-21\n" + ] + } + ], + "source": [ + "periods = sorted_data.index\n", + "for p1, p2 in zip(periods[:-1], periods[1:]):\n", + " delta = p2.to_timestamp() - p1.end_time\n", + " if delta > pd.Timedelta('1s'):\n", + " print(p1, p2)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Un premier regard sur les données !" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sorted_data['inc'].plot()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Un zoom sur les dernières années montre mieux la situation des pics en hiver. Le creux des incidences se trouve en été." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sorted_data['inc'][-200:].plot()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Etude de l'incidence annuelle" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Etant donné que le pic de l'épidémie se situe en hiver, à cheval\n", + "entre deux années civiles, nous définissons la période de référence\n", + "entre deux minima de l'incidence, du 1er août de l'année $N$ au\n", + "1er août de l'année $N+1$.\n", + "\n", + "Notre tâche est un peu compliquée par le fait que l'année ne comporte\n", + "pas un nombre entier de semaines. Nous modifions donc un peu nos périodes\n", + "de référence: à la place du 1er août de chaque année, nous utilisons le\n", + "premier jour de la semaine qui contient le 1er août.\n", + "\n", + "Comme l'incidence de syndrome grippal est très faible en été, cette\n", + "modification ne risque pas de fausser nos conclusions.\n", + "\n", + "Encore un petit détail: les données commencent an octobre 1984, ce qui\n", + "rend la première année incomplète. Nous commençons donc l'analyse en 1985." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "first_august_week = [pd.Period(pd.Timestamp(y, 8, 1), 'W')\n", + " for y in range(1985,\n", + " sorted_data.index[-1].year)]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "En partant de cette liste des semaines qui contiennent un 1er août, nous obtenons nos intervalles d'environ un an comme les périodes entre deux semaines adjacentes dans cette liste. Nous calculons les sommes des incidences hebdomadaires pour toutes ces périodes.\n", + "\n", + "Nous vérifions également que ces périodes contiennent entre 51 et 52 semaines, pour nous protéger contre des éventuelles erreurs dans notre code." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "year = []\n", + "yearly_incidence = []\n", + "for week1, week2 in zip(first_august_week[:-1],\n", + " first_august_week[1:]):\n", + " one_year = sorted_data['inc'][week1:week2-1]\n", + " assert abs(len(one_year)-52) < 2\n", + " yearly_incidence.append(one_year.sum())\n", + " year.append(week2.year)\n", + "yearly_incidence = pd.Series(data=yearly_incidence, index=year)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Voici les incidences annuelles." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "yearly_incidence.plot(style='*')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Une liste triée permet de plus facilement répérer les valeurs les plus élevées (à la fin)." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "2014 1600941\n", + "1991 1659249\n", + "1995 1840410\n", + "2012 2175217\n", + "2003 2234584\n", + "2019 2254386\n", + "2006 2307352\n", + "2017 2321583\n", + "2001 2529279\n", + "1992 2574578\n", + "1993 2703886\n", + "2018 2705325\n", + "1988 2765617\n", + "2007 2780164\n", + "1987 2855570\n", + "2016 2856393\n", + "2011 2857040\n", + "2008 2973918\n", + "1998 3034904\n", + "2002 3125418\n", + "2009 3444020\n", + "1994 3514763\n", + "1996 3539413\n", + "2004 3567744\n", + "1997 3620066\n", + "2015 3654892\n", + "2000 3826372\n", + "2005 3835025\n", + "1999 3908112\n", + "2010 4111392\n", + "2013 4182691\n", + "1986 5115251\n", + "1990 5235827\n", + "1989 5466192\n", + "dtype: int64" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "yearly_incidence.sort_values()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Enfin, un histogramme montre bien que les épidémies fortes, qui touchent environ 10% de la population\n", + " française, sont assez rares: il y en eu trois au cours des 35 dernières années." + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "yearly_incidence.hist(xrot=20)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.4" + } + }, + "nbformat": 4, + "nbformat_minor": 1 +} diff --git a/module3/exo2/exercice.ipynb b/module3/exo2/exercice.ipynb index 94535bf6c48c323898065e2cada544a3d8d97f33..e5df920b6187a7a64c1f11beceba640a7ad8666d 100644 --- a/module3/exo2/exercice.ipynb +++ b/module3/exo2/exercice.ipynb @@ -4,7 +4,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Incidence du syndrome grippal" + "# Incidence de la varicelle" ] }, { @@ -21,9 +21,11 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "hideCode": true + }, "source": [ - "Les données de l'incidence du syndrome grippal 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." + "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." ] }, { @@ -32,7 +34,7 @@ "metadata": {}, "outputs": [], "source": [ - "data_url = \"http://www.sentiweb.fr/datasets/incidence-PAY-3.csv\"" + "data_url = \"http://www.sentiweb.fr/datasets/incidence-PAY-7.csv\"" ] }, { @@ -48,7 +50,7 @@ "metadata": {}, "outputs": [], "source": [ - "data_file = 'incidence-PAY-3.csv'\n", + "data_file = 'incidence-PAY-7.csv'\n", "\n", "import os\n", "import urllib.request\n", @@ -120,390 +122,390 @@ " \n", " 0\n", " 202037\n", - " 3\n", - " 22799\n", - " 18087.0\n", - " 27511.0\n", - " 35\n", - " 28.0\n", - " 42.0\n", + " 7\n", + " 1225\n", + " 36\n", + " 2414\n", + " 2\n", + " 0\n", + " 4\n", " FR\n", " France\n", " \n", " \n", " 1\n", " 202036\n", - " 3\n", - " 10847\n", - " 8019.0\n", - " 13675.0\n", - " 16\n", - " 12.0\n", - " 20.0\n", + " 7\n", + " 898\n", + " 76\n", + " 1720\n", + " 1\n", + " 0\n", + " 2\n", " FR\n", " France\n", " \n", " \n", " 2\n", " 202035\n", - " 3\n", - " 9918\n", - " 6842.0\n", - " 12994.0\n", - " 15\n", - " 10.0\n", - " 20.0\n", + " 7\n", + " 828\n", + " 0\n", + " 1694\n", + " 1\n", + " 0\n", + " 2\n", " FR\n", " France\n", " \n", " \n", " 3\n", " 202034\n", + " 7\n", + " 2272\n", + " 371\n", + " 4173\n", " 3\n", - " 6084\n", - " 3090.0\n", - " 9078.0\n", - " 9\n", - " 4.0\n", - " 14.0\n", + " 0\n", + " 6\n", " FR\n", " France\n", " \n", " \n", " 4\n", " 202033\n", - " 3\n", - " 6106\n", - " 3411.0\n", - " 8801.0\n", - " 9\n", - " 5.0\n", - " 13.0\n", + " 7\n", + " 1284\n", + " 177\n", + " 2391\n", + " 2\n", + " 0\n", + " 4\n", " FR\n", " France\n", " \n", " \n", " 5\n", " 202032\n", - " 3\n", - " 5918\n", - " 3330.0\n", - " 8506.0\n", - " 9\n", - " 5.0\n", - " 13.0\n", + " 7\n", + " 2650\n", + " 689\n", + " 4611\n", + " 4\n", + " 1\n", + " 7\n", " FR\n", " France\n", " \n", " \n", " 6\n", " 202031\n", - " 3\n", - " 4351\n", - " 2269.0\n", - " 6433.0\n", " 7\n", - " 4.0\n", - " 10.0\n", + " 1303\n", + " 100\n", + " 2506\n", + " 2\n", + " 0\n", + " 4\n", " FR\n", " France\n", " \n", " \n", " 7\n", " 202030\n", - " 3\n", - " 8179\n", - " 5442.0\n", - " 10916.0\n", - " 12\n", - " 8.0\n", - " 16.0\n", + " 7\n", + " 1385\n", + " 75\n", + " 2695\n", + " 2\n", + " 0\n", + " 4\n", " FR\n", " France\n", " \n", " \n", " 8\n", " 202029\n", - " 3\n", - " 8687\n", - " 5860.0\n", - " 11514.0\n", - " 13\n", - " 9.0\n", - " 17.0\n", + " 7\n", + " 841\n", + " 10\n", + " 1672\n", + " 1\n", + " 0\n", + " 2\n", " FR\n", " France\n", " \n", " \n", " 9\n", " 202028\n", - " 3\n", - " 8340\n", - " 5701.0\n", - " 10979.0\n", - " 13\n", - " 9.0\n", - " 17.0\n", + " 7\n", + " 728\n", + " 0\n", + " 1515\n", + " 1\n", + " 0\n", + " 2\n", " FR\n", " France\n", " \n", " \n", " 10\n", " 202027\n", - " 3\n", - " 4066\n", - " 2406.0\n", - " 5726.0\n", - " 6\n", - " 3.0\n", - " 9.0\n", + " 7\n", + " 986\n", + " 149\n", + " 1823\n", + " 1\n", + " 0\n", + " 2\n", " FR\n", " France\n", " \n", " \n", " 11\n", " 202026\n", - " 3\n", - " 4039\n", - " 2389.0\n", - " 5689.0\n", - " 6\n", - " 3.0\n", - " 9.0\n", + " 7\n", + " 694\n", + " 0\n", + " 1454\n", + " 1\n", + " 0\n", + " 2\n", " FR\n", " France\n", " \n", " \n", " 12\n", " 202025\n", - " 3\n", - " 2853\n", - " 1488.0\n", - " 4218.0\n", - " 4\n", - " 2.0\n", - " 6.0\n", + " 7\n", + " 228\n", + " 0\n", + " 597\n", + " 0\n", + " 0\n", + " 1\n", " FR\n", " France\n", " \n", " \n", " 13\n", " 202024\n", - " 3\n", - " 3058\n", - " 1690.0\n", - " 4426.0\n", - " 5\n", - " 3.0\n", - " 7.0\n", + " 7\n", + " 388\n", + " 0\n", + " 959\n", + " 1\n", + " 0\n", + " 2\n", " FR\n", " France\n", " \n", " \n", " 14\n", " 202023\n", - " 3\n", - " 4168\n", - " 2468.0\n", - " 5868.0\n", - " 6\n", - " 3.0\n", - " 9.0\n", + " 7\n", + " 558\n", + " 1\n", + " 1115\n", + " 1\n", + " 0\n", + " 2\n", " FR\n", " France\n", " \n", " \n", " 15\n", " 202022\n", - " 3\n", - " 3580\n", - " 1947.0\n", - " 5213.0\n", - " 5\n", - " 3.0\n", - " 7.0\n", + " 7\n", + " 277\n", + " 0\n", + " 633\n", + " 0\n", + " 0\n", + " 1\n", " FR\n", " France\n", " \n", " \n", " 16\n", " 202021\n", - " 3\n", - " 6114\n", - " 4026.0\n", - " 8202.0\n", - " 9\n", - " 6.0\n", - " 12.0\n", + " 7\n", + " 602\n", + " 36\n", + " 1168\n", + " 1\n", + " 0\n", + " 2\n", " FR\n", " France\n", " \n", " \n", " 17\n", " 202020\n", - " 3\n", - " 9315\n", - " 6775.0\n", - " 11855.0\n", - " 14\n", - " 10.0\n", - " 18.0\n", + " 7\n", + " 824\n", + " 20\n", + " 1628\n", + " 1\n", + " 0\n", + " 2\n", " FR\n", " France\n", " \n", " \n", " 18\n", " 202019\n", - " 3\n", - " 11679\n", - " 8722.0\n", - " 14636.0\n", - " 18\n", - " 14.0\n", - " 22.0\n", + " 7\n", + " 310\n", + " 0\n", + " 753\n", + " 0\n", + " 0\n", + " 1\n", " FR\n", " France\n", " \n", " \n", " 19\n", " 202018\n", - " 3\n", - " 16398\n", - " 12851.0\n", - " 19945.0\n", - " 25\n", - " 20.0\n", - " 30.0\n", + " 7\n", + " 849\n", + " 98\n", + " 1600\n", + " 1\n", + " 0\n", + " 2\n", " FR\n", " France\n", " \n", " \n", " 20\n", " 202017\n", - " 3\n", - " 18082\n", - " 14454.0\n", - " 21710.0\n", - " 27\n", - " 21.0\n", - " 33.0\n", + " 7\n", + " 272\n", + " 0\n", + " 658\n", + " 0\n", + " 0\n", + " 1\n", " FR\n", " France\n", " \n", " \n", " 21\n", " 202016\n", - " 3\n", - " 24165\n", - " 19893.0\n", - " 28437.0\n", - " 37\n", - " 31.0\n", - " 43.0\n", + " 7\n", + " 758\n", + " 78\n", + " 1438\n", + " 1\n", + " 0\n", + " 2\n", " FR\n", " France\n", " \n", " \n", " 22\n", " 202015\n", + " 7\n", + " 1918\n", + " 675\n", + " 3161\n", " 3\n", - " 41049\n", - " 35377.0\n", - " 46721.0\n", - " 62\n", - " 53.0\n", - " 71.0\n", + " 1\n", + " 5\n", " FR\n", " France\n", " \n", " \n", " 23\n", " 202014\n", + " 7\n", + " 3879\n", + " 2227\n", + " 5531\n", + " 6\n", " 3\n", - " 71666\n", - " 64531.0\n", - " 78801.0\n", - " 109\n", - " 98.0\n", - " 120.0\n", + " 9\n", " FR\n", " France\n", " \n", " \n", " 24\n", " 202013\n", - " 3\n", - " 107742\n", - " 99187.0\n", - " 116297.0\n", - " 164\n", - " 151.0\n", - " 177.0\n", + " 7\n", + " 7326\n", + " 5236\n", + " 9416\n", + " 11\n", + " 8\n", + " 14\n", " FR\n", " France\n", " \n", " \n", " 25\n", " 202012\n", - " 3\n", - " 107283\n", - " 98610.0\n", - " 115956.0\n", - " 163\n", - " 150.0\n", - " 176.0\n", + " 7\n", + " 8123\n", + " 5790\n", + " 10456\n", + " 12\n", + " 8\n", + " 16\n", " FR\n", " France\n", " \n", " \n", " 26\n", " 202011\n", - " 3\n", - " 101704\n", - " 93652.0\n", - " 109756.0\n", - " 154\n", - " 142.0\n", - " 166.0\n", + " 7\n", + " 10198\n", + " 7568\n", + " 12828\n", + " 15\n", + " 11\n", + " 19\n", " FR\n", " France\n", " \n", " \n", " 27\n", " 202010\n", - " 3\n", - " 104977\n", - " 96650.0\n", - " 113304.0\n", - " 159\n", - " 146.0\n", - " 172.0\n", + " 7\n", + " 9011\n", + " 6691\n", + " 11331\n", + " 14\n", + " 10\n", + " 18\n", " FR\n", " France\n", " \n", " \n", " 28\n", " 202009\n", - " 3\n", - " 110696\n", - " 102066.0\n", - " 119326.0\n", - " 168\n", - " 155.0\n", - " 181.0\n", + " 7\n", + " 13631\n", + " 10544\n", + " 16718\n", + " 21\n", + " 16\n", + " 26\n", " FR\n", " France\n", " \n", " \n", " 29\n", " 202008\n", - " 3\n", - " 143753\n", - " 133984.0\n", - " 153522.0\n", - " 218\n", - " 203.0\n", - " 233.0\n", + " 7\n", + " 10424\n", + " 7708\n", + " 13140\n", + " 16\n", + " 12\n", + " 20\n", " FR\n", " France\n", " \n", @@ -521,528 +523,528 @@ " ...\n", " \n", " \n", - " 1842\n", - " 198521\n", - " 3\n", - " 26096\n", - " 19621.0\n", - " 32571.0\n", - " 47\n", - " 35.0\n", - " 59.0\n", + " 1524\n", + " 199126\n", + " 7\n", + " 17608\n", + " 11304\n", + " 23912\n", + " 31\n", + " 20\n", + " 42\n", " FR\n", " France\n", " \n", " \n", - " 1843\n", - " 198520\n", - " 3\n", - " 27896\n", - " 20885.0\n", - " 34907.0\n", - " 51\n", - " 38.0\n", - " 64.0\n", + " 1525\n", + " 199125\n", + " 7\n", + " 16169\n", + " 10700\n", + " 21638\n", + " 28\n", + " 18\n", + " 38\n", " FR\n", " France\n", " \n", " \n", - " 1844\n", - " 198519\n", - " 3\n", - " 43154\n", - " 32821.0\n", - " 53487.0\n", - " 78\n", - " 59.0\n", - " 97.0\n", + " 1526\n", + " 199124\n", + " 7\n", + " 16171\n", + " 10071\n", + " 22271\n", + " 28\n", + " 17\n", + " 39\n", " FR\n", " France\n", " \n", " \n", - " 1845\n", - " 198518\n", - " 3\n", - " 40555\n", - " 29935.0\n", - " 51175.0\n", - " 74\n", - " 55.0\n", - " 93.0\n", + " 1527\n", + " 199123\n", + " 7\n", + " 11947\n", + " 7671\n", + " 16223\n", + " 21\n", + " 13\n", + " 29\n", " FR\n", " France\n", " \n", " \n", - " 1846\n", - " 198517\n", - " 3\n", - " 34053\n", - " 24366.0\n", - " 43740.0\n", - " 62\n", - " 44.0\n", - " 80.0\n", + " 1528\n", + " 199122\n", + " 7\n", + " 15452\n", + " 9953\n", + " 20951\n", + " 27\n", + " 17\n", + " 37\n", " FR\n", " France\n", " \n", " \n", - " 1847\n", - " 198516\n", - " 3\n", - " 50362\n", - " 36451.0\n", - " 64273.0\n", - " 91\n", - " 66.0\n", - " 116.0\n", + " 1529\n", + " 199121\n", + " 7\n", + " 14903\n", + " 8975\n", + " 20831\n", + " 26\n", + " 16\n", + " 36\n", " FR\n", " France\n", " \n", " \n", - " 1848\n", - " 198515\n", - " 3\n", - " 63881\n", - " 45538.0\n", - " 82224.0\n", - " 116\n", - " 83.0\n", - " 149.0\n", + " 1530\n", + " 199120\n", + " 7\n", + " 19053\n", + " 12742\n", + " 25364\n", + " 34\n", + " 23\n", + " 45\n", " FR\n", " France\n", " \n", " \n", - " 1849\n", - " 198514\n", - " 3\n", - " 134545\n", - " 114400.0\n", - " 154690.0\n", - " 244\n", - " 207.0\n", - " 281.0\n", + " 1531\n", + " 199119\n", + " 7\n", + " 16739\n", + " 11246\n", + " 22232\n", + " 29\n", + " 19\n", + " 39\n", " FR\n", " France\n", " \n", " \n", - " 1850\n", - " 198513\n", - " 3\n", - " 197206\n", - " 176080.0\n", - " 218332.0\n", - " 357\n", - " 319.0\n", - " 395.0\n", + " 1532\n", + " 199118\n", + " 7\n", + " 21385\n", + " 13882\n", + " 28888\n", + " 38\n", + " 25\n", + " 51\n", " FR\n", " France\n", " \n", " \n", - " 1851\n", - " 198512\n", - " 3\n", - " 245240\n", - " 223304.0\n", - " 267176.0\n", - " 445\n", - " 405.0\n", - " 485.0\n", + " 1533\n", + " 199117\n", + " 7\n", + " 13462\n", + " 8877\n", + " 18047\n", + " 24\n", + " 16\n", + " 32\n", " FR\n", " France\n", " \n", " \n", - " 1852\n", - " 198511\n", - " 3\n", - " 276205\n", - " 252399.0\n", - " 300011.0\n", - " 501\n", - " 458.0\n", - " 544.0\n", + " 1534\n", + " 199116\n", + " 7\n", + " 14857\n", + " 10068\n", + " 19646\n", + " 26\n", + " 18\n", + " 34\n", " FR\n", " France\n", " \n", " \n", - " 1853\n", - " 198510\n", - " 3\n", - " 353231\n", - " 326279.0\n", - " 380183.0\n", - " 640\n", - " 591.0\n", - " 689.0\n", + " 1535\n", + " 199115\n", + " 7\n", + " 13975\n", + " 9781\n", + " 18169\n", + " 25\n", + " 18\n", + " 32\n", " FR\n", " France\n", " \n", " \n", - " 1854\n", - " 198509\n", - " 3\n", - " 369895\n", - " 341109.0\n", - " 398681.0\n", - " 670\n", - " 618.0\n", - " 722.0\n", + " 1536\n", + " 199114\n", + " 7\n", + " 12265\n", + " 7684\n", + " 16846\n", + " 22\n", + " 14\n", + " 30\n", " FR\n", " France\n", " \n", " \n", - " 1855\n", - " 198508\n", - " 3\n", - " 389886\n", - " 359529.0\n", - " 420243.0\n", - " 707\n", - " 652.0\n", - " 762.0\n", + " 1537\n", + " 199113\n", + " 7\n", + " 9567\n", + " 6041\n", + " 13093\n", + " 17\n", + " 11\n", + " 23\n", " FR\n", " France\n", " \n", " \n", - " 1856\n", - " 198507\n", - " 3\n", - " 471852\n", - " 432599.0\n", - " 511105.0\n", - " 855\n", - " 784.0\n", - " 926.0\n", + " 1538\n", + " 199112\n", + " 7\n", + " 10864\n", + " 7331\n", + " 14397\n", + " 19\n", + " 13\n", + " 25\n", " FR\n", " France\n", " \n", " \n", - " 1857\n", - " 198506\n", - " 3\n", - " 565825\n", - " 518011.0\n", - " 613639.0\n", - " 1026\n", - " 939.0\n", - " 1113.0\n", + " 1539\n", + " 199111\n", + " 7\n", + " 15574\n", + " 11184\n", + " 19964\n", + " 27\n", + " 19\n", + " 35\n", " FR\n", " France\n", " \n", " \n", - " 1858\n", - " 198505\n", - " 3\n", - " 637302\n", - " 592795.0\n", - " 681809.0\n", - " 1155\n", - " 1074.0\n", - " 1236.0\n", + " 1540\n", + " 199110\n", + " 7\n", + " 16643\n", + " 11372\n", + " 21914\n", + " 29\n", + " 20\n", + " 38\n", " FR\n", " France\n", " \n", " \n", - " 1859\n", - " 198504\n", - " 3\n", - " 424937\n", - " 390794.0\n", - " 459080.0\n", - " 770\n", - " 708.0\n", - " 832.0\n", + " 1541\n", + " 199109\n", + " 7\n", + " 13741\n", + " 8780\n", + " 18702\n", + " 24\n", + " 15\n", + " 33\n", " FR\n", " France\n", " \n", " \n", - " 1860\n", - " 198503\n", - " 3\n", - " 213901\n", - " 174689.0\n", - " 253113.0\n", - " 388\n", - " 317.0\n", - " 459.0\n", + " 1542\n", + " 199108\n", + " 7\n", + " 13289\n", + " 8813\n", + " 17765\n", + " 23\n", + " 15\n", + " 31\n", " FR\n", " France\n", " \n", " \n", - " 1861\n", - " 198502\n", - " 3\n", - " 97586\n", - " 80949.0\n", - " 114223.0\n", - " 177\n", - " 147.0\n", - " 207.0\n", + " 1543\n", + " 199107\n", + " 7\n", + " 12337\n", + " 8077\n", + " 16597\n", + " 22\n", + " 15\n", + " 29\n", " FR\n", " France\n", " \n", " \n", - " 1862\n", - " 198501\n", - " 3\n", - " 85489\n", - " 65918.0\n", - " 105060.0\n", - " 155\n", - " 120.0\n", - " 190.0\n", + " 1544\n", + " 199106\n", + " 7\n", + " 10877\n", + " 7013\n", + " 14741\n", + " 19\n", + " 12\n", + " 26\n", " FR\n", " France\n", " \n", " \n", - " 1863\n", - " 198452\n", - " 3\n", - " 84830\n", - " 60602.0\n", - " 109058.0\n", - " 154\n", - " 110.0\n", - " 198.0\n", + " 1545\n", + " 199105\n", + " 7\n", + " 10442\n", + " 6544\n", + " 14340\n", + " 18\n", + " 11\n", + " 25\n", " FR\n", " France\n", " \n", " \n", - " 1864\n", - " 198451\n", - " 3\n", - " 101726\n", - " 80242.0\n", - " 123210.0\n", - " 185\n", - " 146.0\n", - " 224.0\n", + " 1546\n", + " 199104\n", + " 7\n", + " 7913\n", + " 4563\n", + " 11263\n", + " 14\n", + " 8\n", + " 20\n", " FR\n", " France\n", " \n", " \n", - " 1865\n", - " 198450\n", - " 3\n", - " 123680\n", - " 101401.0\n", - " 145959.0\n", - " 225\n", - " 184.0\n", - " 266.0\n", + " 1547\n", + " 199103\n", + " 7\n", + " 15387\n", + " 10484\n", + " 20290\n", + " 27\n", + " 18\n", + " 36\n", " FR\n", " France\n", " \n", " \n", - " 1866\n", - " 198449\n", - " 3\n", - " 101073\n", - " 81684.0\n", - " 120462.0\n", - " 184\n", - " 149.0\n", - " 219.0\n", + " 1548\n", + " 199102\n", + " 7\n", + " 16277\n", + " 11046\n", + " 21508\n", + " 29\n", + " 20\n", + " 38\n", " FR\n", " France\n", " \n", " \n", - " 1867\n", - " 198448\n", - " 3\n", - " 78620\n", - " 60634.0\n", - " 96606.0\n", - " 143\n", - " 110.0\n", - " 176.0\n", + " 1549\n", + " 199101\n", + " 7\n", + " 15565\n", + " 10271\n", + " 20859\n", + " 27\n", + " 18\n", + " 36\n", " FR\n", " France\n", " \n", " \n", - " 1868\n", - " 198447\n", - " 3\n", - " 72029\n", - " 54274.0\n", - " 89784.0\n", - " 131\n", - " 99.0\n", - " 163.0\n", + " 1550\n", + " 199052\n", + " 7\n", + " 19375\n", + " 13295\n", + " 25455\n", + " 34\n", + " 23\n", + " 45\n", " FR\n", " France\n", " \n", " \n", - " 1869\n", - " 198446\n", - " 3\n", - " 87330\n", - " 67686.0\n", - " 106974.0\n", - " 159\n", - " 123.0\n", - " 195.0\n", + " 1551\n", + " 199051\n", + " 7\n", + " 19080\n", + " 13807\n", + " 24353\n", + " 34\n", + " 25\n", + " 43\n", " FR\n", " France\n", " \n", " \n", - " 1870\n", - " 198445\n", - " 3\n", - " 135223\n", - " 101414.0\n", - " 169032.0\n", - " 246\n", - " 184.0\n", - " 308.0\n", + " 1552\n", + " 199050\n", + " 7\n", + " 11079\n", + " 6660\n", + " 15498\n", + " 20\n", + " 12\n", + " 28\n", " FR\n", " France\n", " \n", " \n", - " 1871\n", - " 198444\n", - " 3\n", - " 68422\n", - " 20056.0\n", - " 116788.0\n", - " 125\n", - " 37.0\n", - " 213.0\n", + " 1553\n", + " 199049\n", + " 7\n", + " 1143\n", + " 0\n", + " 2610\n", + " 2\n", + " 0\n", + " 5\n", " FR\n", " France\n", " \n", " \n", "\n", - "

1872 rows × 10 columns

\n", + "

1554 rows × 10 columns

\n", "" ], "text/plain": [ - " week indicator inc inc_low inc_up inc100 inc100_low \\\n", - "0 202037 3 22799 18087.0 27511.0 35 28.0 \n", - "1 202036 3 10847 8019.0 13675.0 16 12.0 \n", - "2 202035 3 9918 6842.0 12994.0 15 10.0 \n", - "3 202034 3 6084 3090.0 9078.0 9 4.0 \n", - "4 202033 3 6106 3411.0 8801.0 9 5.0 \n", - "5 202032 3 5918 3330.0 8506.0 9 5.0 \n", - "6 202031 3 4351 2269.0 6433.0 7 4.0 \n", - "7 202030 3 8179 5442.0 10916.0 12 8.0 \n", - "8 202029 3 8687 5860.0 11514.0 13 9.0 \n", - "9 202028 3 8340 5701.0 10979.0 13 9.0 \n", - "10 202027 3 4066 2406.0 5726.0 6 3.0 \n", - "11 202026 3 4039 2389.0 5689.0 6 3.0 \n", - "12 202025 3 2853 1488.0 4218.0 4 2.0 \n", - "13 202024 3 3058 1690.0 4426.0 5 3.0 \n", - "14 202023 3 4168 2468.0 5868.0 6 3.0 \n", - "15 202022 3 3580 1947.0 5213.0 5 3.0 \n", - "16 202021 3 6114 4026.0 8202.0 9 6.0 \n", - "17 202020 3 9315 6775.0 11855.0 14 10.0 \n", - "18 202019 3 11679 8722.0 14636.0 18 14.0 \n", - "19 202018 3 16398 12851.0 19945.0 25 20.0 \n", - "20 202017 3 18082 14454.0 21710.0 27 21.0 \n", - "21 202016 3 24165 19893.0 28437.0 37 31.0 \n", - "22 202015 3 41049 35377.0 46721.0 62 53.0 \n", - "23 202014 3 71666 64531.0 78801.0 109 98.0 \n", - "24 202013 3 107742 99187.0 116297.0 164 151.0 \n", - "25 202012 3 107283 98610.0 115956.0 163 150.0 \n", - "26 202011 3 101704 93652.0 109756.0 154 142.0 \n", - "27 202010 3 104977 96650.0 113304.0 159 146.0 \n", - "28 202009 3 110696 102066.0 119326.0 168 155.0 \n", - "29 202008 3 143753 133984.0 153522.0 218 203.0 \n", - "... ... ... ... ... ... ... ... \n", - "1842 198521 3 26096 19621.0 32571.0 47 35.0 \n", - "1843 198520 3 27896 20885.0 34907.0 51 38.0 \n", - "1844 198519 3 43154 32821.0 53487.0 78 59.0 \n", - "1845 198518 3 40555 29935.0 51175.0 74 55.0 \n", - "1846 198517 3 34053 24366.0 43740.0 62 44.0 \n", - "1847 198516 3 50362 36451.0 64273.0 91 66.0 \n", - "1848 198515 3 63881 45538.0 82224.0 116 83.0 \n", - "1849 198514 3 134545 114400.0 154690.0 244 207.0 \n", - "1850 198513 3 197206 176080.0 218332.0 357 319.0 \n", - "1851 198512 3 245240 223304.0 267176.0 445 405.0 \n", - "1852 198511 3 276205 252399.0 300011.0 501 458.0 \n", - "1853 198510 3 353231 326279.0 380183.0 640 591.0 \n", - "1854 198509 3 369895 341109.0 398681.0 670 618.0 \n", - "1855 198508 3 389886 359529.0 420243.0 707 652.0 \n", - "1856 198507 3 471852 432599.0 511105.0 855 784.0 \n", - "1857 198506 3 565825 518011.0 613639.0 1026 939.0 \n", - "1858 198505 3 637302 592795.0 681809.0 1155 1074.0 \n", - "1859 198504 3 424937 390794.0 459080.0 770 708.0 \n", - "1860 198503 3 213901 174689.0 253113.0 388 317.0 \n", - "1861 198502 3 97586 80949.0 114223.0 177 147.0 \n", - "1862 198501 3 85489 65918.0 105060.0 155 120.0 \n", - "1863 198452 3 84830 60602.0 109058.0 154 110.0 \n", - "1864 198451 3 101726 80242.0 123210.0 185 146.0 \n", - "1865 198450 3 123680 101401.0 145959.0 225 184.0 \n", - "1866 198449 3 101073 81684.0 120462.0 184 149.0 \n", - "1867 198448 3 78620 60634.0 96606.0 143 110.0 \n", - "1868 198447 3 72029 54274.0 89784.0 131 99.0 \n", - "1869 198446 3 87330 67686.0 106974.0 159 123.0 \n", - "1870 198445 3 135223 101414.0 169032.0 246 184.0 \n", - "1871 198444 3 68422 20056.0 116788.0 125 37.0 \n", + " week indicator inc inc_low inc_up inc100 inc100_low \\\n", + "0 202037 7 1225 36 2414 2 0 \n", + "1 202036 7 898 76 1720 1 0 \n", + "2 202035 7 828 0 1694 1 0 \n", + "3 202034 7 2272 371 4173 3 0 \n", + "4 202033 7 1284 177 2391 2 0 \n", + "5 202032 7 2650 689 4611 4 1 \n", + "6 202031 7 1303 100 2506 2 0 \n", + "7 202030 7 1385 75 2695 2 0 \n", + "8 202029 7 841 10 1672 1 0 \n", + "9 202028 7 728 0 1515 1 0 \n", + "10 202027 7 986 149 1823 1 0 \n", + "11 202026 7 694 0 1454 1 0 \n", + "12 202025 7 228 0 597 0 0 \n", + "13 202024 7 388 0 959 1 0 \n", + "14 202023 7 558 1 1115 1 0 \n", + "15 202022 7 277 0 633 0 0 \n", + "16 202021 7 602 36 1168 1 0 \n", + "17 202020 7 824 20 1628 1 0 \n", + "18 202019 7 310 0 753 0 0 \n", + "19 202018 7 849 98 1600 1 0 \n", + "20 202017 7 272 0 658 0 0 \n", + "21 202016 7 758 78 1438 1 0 \n", + "22 202015 7 1918 675 3161 3 1 \n", + "23 202014 7 3879 2227 5531 6 3 \n", + "24 202013 7 7326 5236 9416 11 8 \n", + "25 202012 7 8123 5790 10456 12 8 \n", + "26 202011 7 10198 7568 12828 15 11 \n", + "27 202010 7 9011 6691 11331 14 10 \n", + "28 202009 7 13631 10544 16718 21 16 \n", + "29 202008 7 10424 7708 13140 16 12 \n", + "... ... ... ... ... ... ... ... \n", + "1524 199126 7 17608 11304 23912 31 20 \n", + "1525 199125 7 16169 10700 21638 28 18 \n", + "1526 199124 7 16171 10071 22271 28 17 \n", + "1527 199123 7 11947 7671 16223 21 13 \n", + "1528 199122 7 15452 9953 20951 27 17 \n", + "1529 199121 7 14903 8975 20831 26 16 \n", + "1530 199120 7 19053 12742 25364 34 23 \n", + "1531 199119 7 16739 11246 22232 29 19 \n", + "1532 199118 7 21385 13882 28888 38 25 \n", + "1533 199117 7 13462 8877 18047 24 16 \n", + "1534 199116 7 14857 10068 19646 26 18 \n", + "1535 199115 7 13975 9781 18169 25 18 \n", + "1536 199114 7 12265 7684 16846 22 14 \n", + "1537 199113 7 9567 6041 13093 17 11 \n", + "1538 199112 7 10864 7331 14397 19 13 \n", + "1539 199111 7 15574 11184 19964 27 19 \n", + "1540 199110 7 16643 11372 21914 29 20 \n", + "1541 199109 7 13741 8780 18702 24 15 \n", + "1542 199108 7 13289 8813 17765 23 15 \n", + "1543 199107 7 12337 8077 16597 22 15 \n", + "1544 199106 7 10877 7013 14741 19 12 \n", + "1545 199105 7 10442 6544 14340 18 11 \n", + "1546 199104 7 7913 4563 11263 14 8 \n", + "1547 199103 7 15387 10484 20290 27 18 \n", + "1548 199102 7 16277 11046 21508 29 20 \n", + "1549 199101 7 15565 10271 20859 27 18 \n", + "1550 199052 7 19375 13295 25455 34 23 \n", + "1551 199051 7 19080 13807 24353 34 25 \n", + "1552 199050 7 11079 6660 15498 20 12 \n", + "1553 199049 7 1143 0 2610 2 0 \n", "\n", " inc100_up geo_insee geo_name \n", - "0 42.0 FR France \n", - "1 20.0 FR France \n", - "2 20.0 FR France \n", - "3 14.0 FR France \n", - "4 13.0 FR France \n", - "5 13.0 FR France \n", - "6 10.0 FR France \n", - "7 16.0 FR France \n", - "8 17.0 FR France \n", - "9 17.0 FR France \n", - "10 9.0 FR France \n", - "11 9.0 FR France \n", - "12 6.0 FR France \n", - "13 7.0 FR France \n", - "14 9.0 FR France \n", - "15 7.0 FR France \n", - "16 12.0 FR France \n", - "17 18.0 FR France \n", - "18 22.0 FR France \n", - "19 30.0 FR France \n", - "20 33.0 FR France \n", - "21 43.0 FR France \n", - "22 71.0 FR France \n", - "23 120.0 FR France \n", - "24 177.0 FR France \n", - "25 176.0 FR France \n", - "26 166.0 FR France \n", - "27 172.0 FR France \n", - "28 181.0 FR France \n", - "29 233.0 FR France \n", + "0 4 FR France \n", + "1 2 FR France \n", + "2 2 FR France \n", + "3 6 FR France \n", + "4 4 FR France \n", + "5 7 FR France \n", + "6 4 FR France \n", + "7 4 FR France \n", + "8 2 FR France \n", + "9 2 FR France \n", + "10 2 FR France \n", + "11 2 FR France \n", + "12 1 FR France \n", + "13 2 FR France \n", + "14 2 FR France \n", + "15 1 FR France \n", + "16 2 FR France \n", + "17 2 FR France \n", + "18 1 FR France \n", + "19 2 FR France \n", + "20 1 FR France \n", + "21 2 FR France \n", + "22 5 FR France \n", + "23 9 FR France \n", + "24 14 FR France \n", + "25 16 FR France \n", + "26 19 FR France \n", + "27 18 FR France \n", + "28 26 FR France \n", + "29 20 FR France \n", "... ... ... ... \n", - "1842 59.0 FR France \n", - "1843 64.0 FR France \n", - "1844 97.0 FR France \n", - "1845 93.0 FR France \n", - "1846 80.0 FR France \n", - "1847 116.0 FR France \n", - "1848 149.0 FR France \n", - "1849 281.0 FR France \n", - "1850 395.0 FR France \n", - "1851 485.0 FR France \n", - "1852 544.0 FR France \n", - "1853 689.0 FR France \n", - "1854 722.0 FR France \n", - "1855 762.0 FR France \n", - "1856 926.0 FR France \n", - "1857 1113.0 FR France \n", - "1858 1236.0 FR France \n", - "1859 832.0 FR France \n", - "1860 459.0 FR France \n", - "1861 207.0 FR France \n", - "1862 190.0 FR France \n", - "1863 198.0 FR France \n", - "1864 224.0 FR France \n", - "1865 266.0 FR France \n", - "1866 219.0 FR France \n", - "1867 176.0 FR France \n", - "1868 163.0 FR France \n", - "1869 195.0 FR France \n", - "1870 308.0 FR France \n", - "1871 213.0 FR France \n", + "1524 42 FR France \n", + "1525 38 FR France \n", + "1526 39 FR France \n", + "1527 29 FR France \n", + "1528 37 FR France \n", + "1529 36 FR France \n", + "1530 45 FR France \n", + "1531 39 FR France \n", + "1532 51 FR France \n", + "1533 32 FR France \n", + "1534 34 FR France \n", + "1535 32 FR France \n", + "1536 30 FR France \n", + "1537 23 FR France \n", + "1538 25 FR France \n", + "1539 35 FR France \n", + "1540 38 FR France \n", + "1541 33 FR France \n", + "1542 31 FR France \n", + "1543 29 FR France \n", + "1544 26 FR France \n", + "1545 25 FR France \n", + "1546 20 FR France \n", + "1547 36 FR France \n", + "1548 38 FR France \n", + "1549 36 FR France \n", + "1550 45 FR France \n", + "1551 43 FR France \n", + "1552 28 FR France \n", + "1553 5 FR France \n", "\n", - "[1872 rows x 10 columns]" + "[1554 rows x 10 columns]" ] }, "execution_count": 4, @@ -1059,7 +1061,7 @@ "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." + "Y a-t-il des points manquants dans ce jeux de données ? Non, toutes les semaines sont présentes" ] }, { @@ -1101,29 +1103,14 @@ " \n", " \n", " \n", - " \n", - " 1635\n", - " 198919\n", - " 3\n", - " 0\n", - " NaN\n", - " NaN\n", - " 0\n", - " NaN\n", - " NaN\n", - " FR\n", - " France\n", - " \n", " \n", "\n", "" ], "text/plain": [ - " week indicator inc inc_low inc_up inc100 inc100_low inc100_up \\\n", - "1635 198919 3 0 NaN NaN 0 NaN NaN \n", - "\n", - " geo_insee geo_name \n", - "1635 FR France " + "Empty DataFrame\n", + "Columns: [week, indicator, inc, inc_low, inc_up, inc100, inc100_low, inc100_up, geo_insee, geo_name]\n", + "Index: []" ] }, "execution_count": 5, @@ -1139,7 +1126,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Nous éliminons ce point, ce qui n'a pas d'impact fort sur notre analyse qui est assez simple." + "En cas d'absence d'une semaine, nous pourrions la filtrer." ] }, { @@ -1184,390 +1171,390 @@ " \n", " 0\n", " 202037\n", - " 3\n", - " 22799\n", - " 18087.0\n", - " 27511.0\n", - " 35\n", - " 28.0\n", - " 42.0\n", + " 7\n", + " 1225\n", + " 36\n", + " 2414\n", + " 2\n", + " 0\n", + " 4\n", " FR\n", " France\n", " \n", " \n", " 1\n", " 202036\n", - " 3\n", - " 10847\n", - " 8019.0\n", - " 13675.0\n", - " 16\n", - " 12.0\n", - " 20.0\n", + " 7\n", + " 898\n", + " 76\n", + " 1720\n", + " 1\n", + " 0\n", + " 2\n", " FR\n", " France\n", " \n", " \n", " 2\n", " 202035\n", - " 3\n", - " 9918\n", - " 6842.0\n", - " 12994.0\n", - " 15\n", - " 10.0\n", - " 20.0\n", + " 7\n", + " 828\n", + " 0\n", + " 1694\n", + " 1\n", + " 0\n", + " 2\n", " FR\n", " France\n", " \n", " \n", " 3\n", " 202034\n", + " 7\n", + " 2272\n", + " 371\n", + " 4173\n", " 3\n", - " 6084\n", - " 3090.0\n", - " 9078.0\n", - " 9\n", - " 4.0\n", - " 14.0\n", + " 0\n", + " 6\n", " FR\n", " France\n", " \n", " \n", " 4\n", " 202033\n", - " 3\n", - " 6106\n", - " 3411.0\n", - " 8801.0\n", - " 9\n", - " 5.0\n", - " 13.0\n", + " 7\n", + " 1284\n", + " 177\n", + " 2391\n", + " 2\n", + " 0\n", + " 4\n", " FR\n", " France\n", " \n", " \n", " 5\n", " 202032\n", - " 3\n", - " 5918\n", - " 3330.0\n", - " 8506.0\n", - " 9\n", - " 5.0\n", - " 13.0\n", + " 7\n", + " 2650\n", + " 689\n", + " 4611\n", + " 4\n", + " 1\n", + " 7\n", " FR\n", " France\n", " \n", " \n", " 6\n", " 202031\n", - " 3\n", - " 4351\n", - " 2269.0\n", - " 6433.0\n", " 7\n", - " 4.0\n", - " 10.0\n", + " 1303\n", + " 100\n", + " 2506\n", + " 2\n", + " 0\n", + " 4\n", " FR\n", " France\n", " \n", " \n", " 7\n", " 202030\n", - " 3\n", - " 8179\n", - " 5442.0\n", - " 10916.0\n", - " 12\n", - " 8.0\n", - " 16.0\n", + " 7\n", + " 1385\n", + " 75\n", + " 2695\n", + " 2\n", + " 0\n", + " 4\n", " FR\n", " France\n", " \n", " \n", " 8\n", " 202029\n", - " 3\n", - " 8687\n", - " 5860.0\n", - " 11514.0\n", - " 13\n", - " 9.0\n", - " 17.0\n", + " 7\n", + " 841\n", + " 10\n", + " 1672\n", + " 1\n", + " 0\n", + " 2\n", " FR\n", " France\n", " \n", " \n", " 9\n", " 202028\n", - " 3\n", - " 8340\n", - " 5701.0\n", - " 10979.0\n", - " 13\n", - " 9.0\n", - " 17.0\n", + " 7\n", + " 728\n", + " 0\n", + " 1515\n", + " 1\n", + " 0\n", + " 2\n", " FR\n", " France\n", " \n", " \n", " 10\n", " 202027\n", - " 3\n", - " 4066\n", - " 2406.0\n", - " 5726.0\n", - " 6\n", - " 3.0\n", - " 9.0\n", + " 7\n", + " 986\n", + " 149\n", + " 1823\n", + " 1\n", + " 0\n", + " 2\n", " FR\n", " France\n", " \n", " \n", " 11\n", " 202026\n", - " 3\n", - " 4039\n", - " 2389.0\n", - " 5689.0\n", - " 6\n", - " 3.0\n", - " 9.0\n", + " 7\n", + " 694\n", + " 0\n", + " 1454\n", + " 1\n", + " 0\n", + " 2\n", " FR\n", " France\n", " \n", " \n", " 12\n", " 202025\n", - " 3\n", - " 2853\n", - " 1488.0\n", - " 4218.0\n", - " 4\n", - " 2.0\n", - " 6.0\n", + " 7\n", + " 228\n", + " 0\n", + " 597\n", + " 0\n", + " 0\n", + " 1\n", " FR\n", " France\n", " \n", " \n", " 13\n", " 202024\n", - " 3\n", - " 3058\n", - " 1690.0\n", - " 4426.0\n", - " 5\n", - " 3.0\n", - " 7.0\n", + " 7\n", + " 388\n", + " 0\n", + " 959\n", + " 1\n", + " 0\n", + " 2\n", " FR\n", " France\n", " \n", " \n", " 14\n", " 202023\n", - " 3\n", - " 4168\n", - " 2468.0\n", - " 5868.0\n", - " 6\n", - " 3.0\n", - " 9.0\n", + " 7\n", + " 558\n", + " 1\n", + " 1115\n", + " 1\n", + " 0\n", + " 2\n", " FR\n", " France\n", " \n", " \n", " 15\n", " 202022\n", - " 3\n", - " 3580\n", - " 1947.0\n", - " 5213.0\n", - " 5\n", - " 3.0\n", - " 7.0\n", + " 7\n", + " 277\n", + " 0\n", + " 633\n", + " 0\n", + " 0\n", + " 1\n", " FR\n", " France\n", " \n", " \n", " 16\n", " 202021\n", - " 3\n", - " 6114\n", - " 4026.0\n", - " 8202.0\n", - " 9\n", - " 6.0\n", - " 12.0\n", + " 7\n", + " 602\n", + " 36\n", + " 1168\n", + " 1\n", + " 0\n", + " 2\n", " FR\n", " France\n", " \n", " \n", " 17\n", " 202020\n", - " 3\n", - " 9315\n", - " 6775.0\n", - " 11855.0\n", - " 14\n", - " 10.0\n", - " 18.0\n", + " 7\n", + " 824\n", + " 20\n", + " 1628\n", + " 1\n", + " 0\n", + " 2\n", " FR\n", " France\n", " \n", " \n", " 18\n", " 202019\n", - " 3\n", - " 11679\n", - " 8722.0\n", - " 14636.0\n", - " 18\n", - " 14.0\n", - " 22.0\n", + " 7\n", + " 310\n", + " 0\n", + " 753\n", + " 0\n", + " 0\n", + " 1\n", " FR\n", " France\n", " \n", " \n", " 19\n", " 202018\n", - " 3\n", - " 16398\n", - " 12851.0\n", - " 19945.0\n", - " 25\n", - " 20.0\n", - " 30.0\n", + " 7\n", + " 849\n", + " 98\n", + " 1600\n", + " 1\n", + " 0\n", + " 2\n", " FR\n", " France\n", " \n", " \n", " 20\n", " 202017\n", - " 3\n", - " 18082\n", - " 14454.0\n", - " 21710.0\n", - " 27\n", - " 21.0\n", - " 33.0\n", + " 7\n", + " 272\n", + " 0\n", + " 658\n", + " 0\n", + " 0\n", + " 1\n", " FR\n", " France\n", " \n", " \n", " 21\n", " 202016\n", - " 3\n", - " 24165\n", - " 19893.0\n", - " 28437.0\n", - " 37\n", - " 31.0\n", - " 43.0\n", + " 7\n", + " 758\n", + " 78\n", + " 1438\n", + " 1\n", + " 0\n", + " 2\n", " FR\n", " France\n", " \n", " \n", " 22\n", " 202015\n", + " 7\n", + " 1918\n", + " 675\n", + " 3161\n", " 3\n", - " 41049\n", - " 35377.0\n", - " 46721.0\n", - " 62\n", - " 53.0\n", - " 71.0\n", + " 1\n", + " 5\n", " FR\n", " France\n", " \n", " \n", " 23\n", " 202014\n", + " 7\n", + " 3879\n", + " 2227\n", + " 5531\n", + " 6\n", " 3\n", - " 71666\n", - " 64531.0\n", - " 78801.0\n", - " 109\n", - " 98.0\n", - " 120.0\n", + " 9\n", " FR\n", " France\n", " \n", " \n", " 24\n", " 202013\n", - " 3\n", - " 107742\n", - " 99187.0\n", - " 116297.0\n", - " 164\n", - " 151.0\n", - " 177.0\n", + " 7\n", + " 7326\n", + " 5236\n", + " 9416\n", + " 11\n", + " 8\n", + " 14\n", " FR\n", " France\n", " \n", " \n", " 25\n", " 202012\n", - " 3\n", - " 107283\n", - " 98610.0\n", - " 115956.0\n", - " 163\n", - " 150.0\n", - " 176.0\n", + " 7\n", + " 8123\n", + " 5790\n", + " 10456\n", + " 12\n", + " 8\n", + " 16\n", " FR\n", " France\n", " \n", " \n", " 26\n", " 202011\n", - " 3\n", - " 101704\n", - " 93652.0\n", - " 109756.0\n", - " 154\n", - " 142.0\n", - " 166.0\n", + " 7\n", + " 10198\n", + " 7568\n", + " 12828\n", + " 15\n", + " 11\n", + " 19\n", " FR\n", " France\n", " \n", " \n", " 27\n", " 202010\n", - " 3\n", - " 104977\n", - " 96650.0\n", - " 113304.0\n", - " 159\n", - " 146.0\n", - " 172.0\n", + " 7\n", + " 9011\n", + " 6691\n", + " 11331\n", + " 14\n", + " 10\n", + " 18\n", " FR\n", " France\n", " \n", " \n", " 28\n", " 202009\n", - " 3\n", - " 110696\n", - " 102066.0\n", - " 119326.0\n", - " 168\n", - " 155.0\n", - " 181.0\n", + " 7\n", + " 13631\n", + " 10544\n", + " 16718\n", + " 21\n", + " 16\n", + " 26\n", " FR\n", " France\n", " \n", " \n", " 29\n", " 202008\n", - " 3\n", - " 143753\n", - " 133984.0\n", - " 153522.0\n", - " 218\n", - " 203.0\n", - " 233.0\n", + " 7\n", + " 10424\n", + " 7708\n", + " 13140\n", + " 16\n", + " 12\n", + " 20\n", " FR\n", " France\n", " \n", @@ -1585,528 +1572,528 @@ " ...\n", " \n", " \n", - " 1842\n", - " 198521\n", - " 3\n", - " 26096\n", - " 19621.0\n", - " 32571.0\n", - " 47\n", - " 35.0\n", - " 59.0\n", + " 1524\n", + " 199126\n", + " 7\n", + " 17608\n", + " 11304\n", + " 23912\n", + " 31\n", + " 20\n", + " 42\n", " FR\n", " France\n", " \n", " \n", - " 1843\n", - " 198520\n", - " 3\n", - " 27896\n", - " 20885.0\n", - " 34907.0\n", - " 51\n", - " 38.0\n", - " 64.0\n", + " 1525\n", + " 199125\n", + " 7\n", + " 16169\n", + " 10700\n", + " 21638\n", + " 28\n", + " 18\n", + " 38\n", " FR\n", " France\n", " \n", " \n", - " 1844\n", - " 198519\n", - " 3\n", - " 43154\n", - " 32821.0\n", - " 53487.0\n", - " 78\n", - " 59.0\n", - " 97.0\n", + " 1526\n", + " 199124\n", + " 7\n", + " 16171\n", + " 10071\n", + " 22271\n", + " 28\n", + " 17\n", + " 39\n", " FR\n", " France\n", " \n", " \n", - " 1845\n", - " 198518\n", - " 3\n", - " 40555\n", - " 29935.0\n", - " 51175.0\n", - " 74\n", - " 55.0\n", - " 93.0\n", + " 1527\n", + " 199123\n", + " 7\n", + " 11947\n", + " 7671\n", + " 16223\n", + " 21\n", + " 13\n", + " 29\n", " FR\n", " France\n", " \n", " \n", - " 1846\n", - " 198517\n", - " 3\n", - " 34053\n", - " 24366.0\n", - " 43740.0\n", - " 62\n", - " 44.0\n", - " 80.0\n", + " 1528\n", + " 199122\n", + " 7\n", + " 15452\n", + " 9953\n", + " 20951\n", + " 27\n", + " 17\n", + " 37\n", " FR\n", " France\n", " \n", " \n", - " 1847\n", - " 198516\n", - " 3\n", - " 50362\n", - " 36451.0\n", - " 64273.0\n", - " 91\n", - " 66.0\n", - " 116.0\n", + " 1529\n", + " 199121\n", + " 7\n", + " 14903\n", + " 8975\n", + " 20831\n", + " 26\n", + " 16\n", + " 36\n", " FR\n", " France\n", " \n", " \n", - " 1848\n", - " 198515\n", - " 3\n", - " 63881\n", - " 45538.0\n", - " 82224.0\n", - " 116\n", - " 83.0\n", - " 149.0\n", + " 1530\n", + " 199120\n", + " 7\n", + " 19053\n", + " 12742\n", + " 25364\n", + " 34\n", + " 23\n", + " 45\n", " FR\n", " France\n", " \n", " \n", - " 1849\n", - " 198514\n", - " 3\n", - " 134545\n", - " 114400.0\n", - " 154690.0\n", - " 244\n", - " 207.0\n", - " 281.0\n", + " 1531\n", + " 199119\n", + " 7\n", + " 16739\n", + " 11246\n", + " 22232\n", + " 29\n", + " 19\n", + " 39\n", " FR\n", " France\n", " \n", " \n", - " 1850\n", - " 198513\n", - " 3\n", - " 197206\n", - " 176080.0\n", - " 218332.0\n", - " 357\n", - " 319.0\n", - " 395.0\n", + " 1532\n", + " 199118\n", + " 7\n", + " 21385\n", + " 13882\n", + " 28888\n", + " 38\n", + " 25\n", + " 51\n", " FR\n", " France\n", " \n", " \n", - " 1851\n", - " 198512\n", - " 3\n", - " 245240\n", - " 223304.0\n", - " 267176.0\n", - " 445\n", - " 405.0\n", - " 485.0\n", + " 1533\n", + " 199117\n", + " 7\n", + " 13462\n", + " 8877\n", + " 18047\n", + " 24\n", + " 16\n", + " 32\n", " FR\n", " France\n", " \n", " \n", - " 1852\n", - " 198511\n", - " 3\n", - " 276205\n", - " 252399.0\n", - " 300011.0\n", - " 501\n", - " 458.0\n", - " 544.0\n", + " 1534\n", + " 199116\n", + " 7\n", + " 14857\n", + " 10068\n", + " 19646\n", + " 26\n", + " 18\n", + " 34\n", " FR\n", " France\n", " \n", " \n", - " 1853\n", - " 198510\n", - " 3\n", - " 353231\n", - " 326279.0\n", - " 380183.0\n", - " 640\n", - " 591.0\n", - " 689.0\n", + " 1535\n", + " 199115\n", + " 7\n", + " 13975\n", + " 9781\n", + " 18169\n", + " 25\n", + " 18\n", + " 32\n", " FR\n", " France\n", " \n", " \n", - " 1854\n", - " 198509\n", - " 3\n", - " 369895\n", - " 341109.0\n", - " 398681.0\n", - " 670\n", - " 618.0\n", - " 722.0\n", + " 1536\n", + " 199114\n", + " 7\n", + " 12265\n", + " 7684\n", + " 16846\n", + " 22\n", + " 14\n", + " 30\n", " FR\n", " France\n", " \n", " \n", - " 1855\n", - " 198508\n", - " 3\n", - " 389886\n", - " 359529.0\n", - " 420243.0\n", - " 707\n", - " 652.0\n", - " 762.0\n", + " 1537\n", + " 199113\n", + " 7\n", + " 9567\n", + " 6041\n", + " 13093\n", + " 17\n", + " 11\n", + " 23\n", " FR\n", " France\n", " \n", " \n", - " 1856\n", - " 198507\n", - " 3\n", - " 471852\n", - " 432599.0\n", - " 511105.0\n", - " 855\n", - " 784.0\n", - " 926.0\n", + " 1538\n", + " 199112\n", + " 7\n", + " 10864\n", + " 7331\n", + " 14397\n", + " 19\n", + " 13\n", + " 25\n", " FR\n", " France\n", " \n", " \n", - " 1857\n", - " 198506\n", - " 3\n", - " 565825\n", - " 518011.0\n", - " 613639.0\n", - " 1026\n", - " 939.0\n", - " 1113.0\n", + " 1539\n", + " 199111\n", + " 7\n", + " 15574\n", + " 11184\n", + " 19964\n", + " 27\n", + " 19\n", + " 35\n", " FR\n", " France\n", " \n", " \n", - " 1858\n", - " 198505\n", - " 3\n", - " 637302\n", - " 592795.0\n", - " 681809.0\n", - " 1155\n", - " 1074.0\n", - " 1236.0\n", + " 1540\n", + " 199110\n", + " 7\n", + " 16643\n", + " 11372\n", + " 21914\n", + " 29\n", + " 20\n", + " 38\n", " FR\n", " France\n", " \n", " \n", - " 1859\n", - " 198504\n", - " 3\n", - " 424937\n", - " 390794.0\n", - " 459080.0\n", - " 770\n", - " 708.0\n", - " 832.0\n", + " 1541\n", + " 199109\n", + " 7\n", + " 13741\n", + " 8780\n", + " 18702\n", + " 24\n", + " 15\n", + " 33\n", " FR\n", " France\n", " \n", " \n", - " 1860\n", - " 198503\n", - " 3\n", - " 213901\n", - " 174689.0\n", - " 253113.0\n", - " 388\n", - " 317.0\n", - " 459.0\n", + " 1542\n", + " 199108\n", + " 7\n", + " 13289\n", + " 8813\n", + " 17765\n", + " 23\n", + " 15\n", + " 31\n", " FR\n", " France\n", " \n", " \n", - " 1861\n", - " 198502\n", - " 3\n", - " 97586\n", - " 80949.0\n", - " 114223.0\n", - " 177\n", - " 147.0\n", - " 207.0\n", + " 1543\n", + " 199107\n", + " 7\n", + " 12337\n", + " 8077\n", + " 16597\n", + " 22\n", + " 15\n", + " 29\n", " FR\n", " France\n", " \n", " \n", - " 1862\n", - " 198501\n", - " 3\n", - " 85489\n", - " 65918.0\n", - " 105060.0\n", - " 155\n", - " 120.0\n", - " 190.0\n", + " 1544\n", + " 199106\n", + " 7\n", + " 10877\n", + " 7013\n", + " 14741\n", + " 19\n", + " 12\n", + " 26\n", " FR\n", " France\n", " \n", " \n", - " 1863\n", - " 198452\n", - " 3\n", - " 84830\n", - " 60602.0\n", - " 109058.0\n", - " 154\n", - " 110.0\n", - " 198.0\n", + " 1545\n", + " 199105\n", + " 7\n", + " 10442\n", + " 6544\n", + " 14340\n", + " 18\n", + " 11\n", + " 25\n", " FR\n", " France\n", " \n", " \n", - " 1864\n", - " 198451\n", - " 3\n", - " 101726\n", - " 80242.0\n", - " 123210.0\n", - " 185\n", - " 146.0\n", - " 224.0\n", + " 1546\n", + " 199104\n", + " 7\n", + " 7913\n", + " 4563\n", + " 11263\n", + " 14\n", + " 8\n", + " 20\n", " FR\n", " France\n", " \n", " \n", - " 1865\n", - " 198450\n", - " 3\n", - " 123680\n", - " 101401.0\n", - " 145959.0\n", - " 225\n", - " 184.0\n", - " 266.0\n", + " 1547\n", + " 199103\n", + " 7\n", + " 15387\n", + " 10484\n", + " 20290\n", + " 27\n", + " 18\n", + " 36\n", " FR\n", " France\n", " \n", " \n", - " 1866\n", - " 198449\n", - " 3\n", - " 101073\n", - " 81684.0\n", - " 120462.0\n", - " 184\n", - " 149.0\n", - " 219.0\n", + " 1548\n", + " 199102\n", + " 7\n", + " 16277\n", + " 11046\n", + " 21508\n", + " 29\n", + " 20\n", + " 38\n", " FR\n", " France\n", " \n", " \n", - " 1867\n", - " 198448\n", - " 3\n", - " 78620\n", - " 60634.0\n", - " 96606.0\n", - " 143\n", - " 110.0\n", - " 176.0\n", + " 1549\n", + " 199101\n", + " 7\n", + " 15565\n", + " 10271\n", + " 20859\n", + " 27\n", + " 18\n", + " 36\n", " FR\n", " France\n", " \n", " \n", - " 1868\n", - " 198447\n", - " 3\n", - " 72029\n", - " 54274.0\n", - " 89784.0\n", - " 131\n", - " 99.0\n", - " 163.0\n", + " 1550\n", + " 199052\n", + " 7\n", + " 19375\n", + " 13295\n", + " 25455\n", + " 34\n", + " 23\n", + " 45\n", " FR\n", " France\n", " \n", " \n", - " 1869\n", - " 198446\n", - " 3\n", - " 87330\n", - " 67686.0\n", - " 106974.0\n", - " 159\n", - " 123.0\n", - " 195.0\n", + " 1551\n", + " 199051\n", + " 7\n", + " 19080\n", + " 13807\n", + " 24353\n", + " 34\n", + " 25\n", + " 43\n", " FR\n", " France\n", " \n", " \n", - " 1870\n", - " 198445\n", - " 3\n", - " 135223\n", - " 101414.0\n", - " 169032.0\n", - " 246\n", - " 184.0\n", - " 308.0\n", + " 1552\n", + " 199050\n", + " 7\n", + " 11079\n", + " 6660\n", + " 15498\n", + " 20\n", + " 12\n", + " 28\n", " FR\n", " France\n", " \n", " \n", - " 1871\n", - " 198444\n", - " 3\n", - " 68422\n", - " 20056.0\n", - " 116788.0\n", - " 125\n", - " 37.0\n", - " 213.0\n", + " 1553\n", + " 199049\n", + " 7\n", + " 1143\n", + " 0\n", + " 2610\n", + " 2\n", + " 0\n", + " 5\n", " FR\n", " France\n", " \n", " \n", "\n", - "

1871 rows × 10 columns

\n", + "

1554 rows × 10 columns

\n", "" ], "text/plain": [ - " week indicator inc inc_low inc_up inc100 inc100_low \\\n", - "0 202037 3 22799 18087.0 27511.0 35 28.0 \n", - "1 202036 3 10847 8019.0 13675.0 16 12.0 \n", - "2 202035 3 9918 6842.0 12994.0 15 10.0 \n", - "3 202034 3 6084 3090.0 9078.0 9 4.0 \n", - "4 202033 3 6106 3411.0 8801.0 9 5.0 \n", - "5 202032 3 5918 3330.0 8506.0 9 5.0 \n", - "6 202031 3 4351 2269.0 6433.0 7 4.0 \n", - "7 202030 3 8179 5442.0 10916.0 12 8.0 \n", - "8 202029 3 8687 5860.0 11514.0 13 9.0 \n", - "9 202028 3 8340 5701.0 10979.0 13 9.0 \n", - "10 202027 3 4066 2406.0 5726.0 6 3.0 \n", - "11 202026 3 4039 2389.0 5689.0 6 3.0 \n", - "12 202025 3 2853 1488.0 4218.0 4 2.0 \n", - "13 202024 3 3058 1690.0 4426.0 5 3.0 \n", - "14 202023 3 4168 2468.0 5868.0 6 3.0 \n", - "15 202022 3 3580 1947.0 5213.0 5 3.0 \n", - "16 202021 3 6114 4026.0 8202.0 9 6.0 \n", - "17 202020 3 9315 6775.0 11855.0 14 10.0 \n", - "18 202019 3 11679 8722.0 14636.0 18 14.0 \n", - "19 202018 3 16398 12851.0 19945.0 25 20.0 \n", - "20 202017 3 18082 14454.0 21710.0 27 21.0 \n", - "21 202016 3 24165 19893.0 28437.0 37 31.0 \n", - "22 202015 3 41049 35377.0 46721.0 62 53.0 \n", - "23 202014 3 71666 64531.0 78801.0 109 98.0 \n", - "24 202013 3 107742 99187.0 116297.0 164 151.0 \n", - "25 202012 3 107283 98610.0 115956.0 163 150.0 \n", - "26 202011 3 101704 93652.0 109756.0 154 142.0 \n", - "27 202010 3 104977 96650.0 113304.0 159 146.0 \n", - "28 202009 3 110696 102066.0 119326.0 168 155.0 \n", - "29 202008 3 143753 133984.0 153522.0 218 203.0 \n", - "... ... ... ... ... ... ... ... \n", - "1842 198521 3 26096 19621.0 32571.0 47 35.0 \n", - "1843 198520 3 27896 20885.0 34907.0 51 38.0 \n", - "1844 198519 3 43154 32821.0 53487.0 78 59.0 \n", - "1845 198518 3 40555 29935.0 51175.0 74 55.0 \n", - "1846 198517 3 34053 24366.0 43740.0 62 44.0 \n", - "1847 198516 3 50362 36451.0 64273.0 91 66.0 \n", - "1848 198515 3 63881 45538.0 82224.0 116 83.0 \n", - "1849 198514 3 134545 114400.0 154690.0 244 207.0 \n", - "1850 198513 3 197206 176080.0 218332.0 357 319.0 \n", - "1851 198512 3 245240 223304.0 267176.0 445 405.0 \n", - "1852 198511 3 276205 252399.0 300011.0 501 458.0 \n", - "1853 198510 3 353231 326279.0 380183.0 640 591.0 \n", - "1854 198509 3 369895 341109.0 398681.0 670 618.0 \n", - "1855 198508 3 389886 359529.0 420243.0 707 652.0 \n", - "1856 198507 3 471852 432599.0 511105.0 855 784.0 \n", - "1857 198506 3 565825 518011.0 613639.0 1026 939.0 \n", - "1858 198505 3 637302 592795.0 681809.0 1155 1074.0 \n", - "1859 198504 3 424937 390794.0 459080.0 770 708.0 \n", - "1860 198503 3 213901 174689.0 253113.0 388 317.0 \n", - "1861 198502 3 97586 80949.0 114223.0 177 147.0 \n", - "1862 198501 3 85489 65918.0 105060.0 155 120.0 \n", - "1863 198452 3 84830 60602.0 109058.0 154 110.0 \n", - "1864 198451 3 101726 80242.0 123210.0 185 146.0 \n", - "1865 198450 3 123680 101401.0 145959.0 225 184.0 \n", - "1866 198449 3 101073 81684.0 120462.0 184 149.0 \n", - "1867 198448 3 78620 60634.0 96606.0 143 110.0 \n", - "1868 198447 3 72029 54274.0 89784.0 131 99.0 \n", - "1869 198446 3 87330 67686.0 106974.0 159 123.0 \n", - "1870 198445 3 135223 101414.0 169032.0 246 184.0 \n", - "1871 198444 3 68422 20056.0 116788.0 125 37.0 \n", + " week indicator inc inc_low inc_up inc100 inc100_low \\\n", + "0 202037 7 1225 36 2414 2 0 \n", + "1 202036 7 898 76 1720 1 0 \n", + "2 202035 7 828 0 1694 1 0 \n", + "3 202034 7 2272 371 4173 3 0 \n", + "4 202033 7 1284 177 2391 2 0 \n", + "5 202032 7 2650 689 4611 4 1 \n", + "6 202031 7 1303 100 2506 2 0 \n", + "7 202030 7 1385 75 2695 2 0 \n", + "8 202029 7 841 10 1672 1 0 \n", + "9 202028 7 728 0 1515 1 0 \n", + "10 202027 7 986 149 1823 1 0 \n", + "11 202026 7 694 0 1454 1 0 \n", + "12 202025 7 228 0 597 0 0 \n", + "13 202024 7 388 0 959 1 0 \n", + "14 202023 7 558 1 1115 1 0 \n", + "15 202022 7 277 0 633 0 0 \n", + "16 202021 7 602 36 1168 1 0 \n", + "17 202020 7 824 20 1628 1 0 \n", + "18 202019 7 310 0 753 0 0 \n", + "19 202018 7 849 98 1600 1 0 \n", + "20 202017 7 272 0 658 0 0 \n", + "21 202016 7 758 78 1438 1 0 \n", + "22 202015 7 1918 675 3161 3 1 \n", + "23 202014 7 3879 2227 5531 6 3 \n", + "24 202013 7 7326 5236 9416 11 8 \n", + "25 202012 7 8123 5790 10456 12 8 \n", + "26 202011 7 10198 7568 12828 15 11 \n", + "27 202010 7 9011 6691 11331 14 10 \n", + "28 202009 7 13631 10544 16718 21 16 \n", + "29 202008 7 10424 7708 13140 16 12 \n", + "... ... ... ... ... ... ... ... \n", + "1524 199126 7 17608 11304 23912 31 20 \n", + "1525 199125 7 16169 10700 21638 28 18 \n", + "1526 199124 7 16171 10071 22271 28 17 \n", + "1527 199123 7 11947 7671 16223 21 13 \n", + "1528 199122 7 15452 9953 20951 27 17 \n", + "1529 199121 7 14903 8975 20831 26 16 \n", + "1530 199120 7 19053 12742 25364 34 23 \n", + "1531 199119 7 16739 11246 22232 29 19 \n", + "1532 199118 7 21385 13882 28888 38 25 \n", + "1533 199117 7 13462 8877 18047 24 16 \n", + "1534 199116 7 14857 10068 19646 26 18 \n", + "1535 199115 7 13975 9781 18169 25 18 \n", + "1536 199114 7 12265 7684 16846 22 14 \n", + "1537 199113 7 9567 6041 13093 17 11 \n", + "1538 199112 7 10864 7331 14397 19 13 \n", + "1539 199111 7 15574 11184 19964 27 19 \n", + "1540 199110 7 16643 11372 21914 29 20 \n", + "1541 199109 7 13741 8780 18702 24 15 \n", + "1542 199108 7 13289 8813 17765 23 15 \n", + "1543 199107 7 12337 8077 16597 22 15 \n", + "1544 199106 7 10877 7013 14741 19 12 \n", + "1545 199105 7 10442 6544 14340 18 11 \n", + "1546 199104 7 7913 4563 11263 14 8 \n", + "1547 199103 7 15387 10484 20290 27 18 \n", + "1548 199102 7 16277 11046 21508 29 20 \n", + "1549 199101 7 15565 10271 20859 27 18 \n", + "1550 199052 7 19375 13295 25455 34 23 \n", + "1551 199051 7 19080 13807 24353 34 25 \n", + "1552 199050 7 11079 6660 15498 20 12 \n", + "1553 199049 7 1143 0 2610 2 0 \n", "\n", " inc100_up geo_insee geo_name \n", - "0 42.0 FR France \n", - "1 20.0 FR France \n", - "2 20.0 FR France \n", - "3 14.0 FR France \n", - "4 13.0 FR France \n", - "5 13.0 FR France \n", - "6 10.0 FR France \n", - "7 16.0 FR France \n", - "8 17.0 FR France \n", - "9 17.0 FR France \n", - "10 9.0 FR France \n", - "11 9.0 FR France \n", - "12 6.0 FR France \n", - "13 7.0 FR France \n", - "14 9.0 FR France \n", - "15 7.0 FR France \n", - "16 12.0 FR France \n", - "17 18.0 FR France \n", - "18 22.0 FR France \n", - "19 30.0 FR France \n", - "20 33.0 FR France \n", - "21 43.0 FR France \n", - "22 71.0 FR France \n", - "23 120.0 FR France \n", - "24 177.0 FR France \n", - "25 176.0 FR France \n", - "26 166.0 FR France \n", - "27 172.0 FR France \n", - "28 181.0 FR France \n", - "29 233.0 FR France \n", + "0 4 FR France \n", + "1 2 FR France \n", + "2 2 FR France \n", + "3 6 FR France \n", + "4 4 FR France \n", + "5 7 FR France \n", + "6 4 FR France \n", + "7 4 FR France \n", + "8 2 FR France \n", + "9 2 FR France \n", + "10 2 FR France \n", + "11 2 FR France \n", + "12 1 FR France \n", + "13 2 FR France \n", + "14 2 FR France \n", + "15 1 FR France \n", + "16 2 FR France \n", + "17 2 FR France \n", + "18 1 FR France \n", + "19 2 FR France \n", + "20 1 FR France \n", + "21 2 FR France \n", + "22 5 FR France \n", + "23 9 FR France \n", + "24 14 FR France \n", + "25 16 FR France \n", + "26 19 FR France \n", + "27 18 FR France \n", + "28 26 FR France \n", + "29 20 FR France \n", "... ... ... ... \n", - "1842 59.0 FR France \n", - "1843 64.0 FR France \n", - "1844 97.0 FR France \n", - "1845 93.0 FR France \n", - "1846 80.0 FR France \n", - "1847 116.0 FR France \n", - "1848 149.0 FR France \n", - "1849 281.0 FR France \n", - "1850 395.0 FR France \n", - "1851 485.0 FR France \n", - "1852 544.0 FR France \n", - "1853 689.0 FR France \n", - "1854 722.0 FR France \n", - "1855 762.0 FR France \n", - "1856 926.0 FR France \n", - "1857 1113.0 FR France \n", - "1858 1236.0 FR France \n", - "1859 832.0 FR France \n", - "1860 459.0 FR France \n", - "1861 207.0 FR France \n", - "1862 190.0 FR France \n", - "1863 198.0 FR France \n", - "1864 224.0 FR France \n", - "1865 266.0 FR France \n", - "1866 219.0 FR France \n", - "1867 176.0 FR France \n", - "1868 163.0 FR France \n", - "1869 195.0 FR France \n", - "1870 308.0 FR France \n", - "1871 213.0 FR France \n", + "1524 42 FR France \n", + "1525 38 FR France \n", + "1526 39 FR France \n", + "1527 29 FR France \n", + "1528 37 FR France \n", + "1529 36 FR France \n", + "1530 45 FR France \n", + "1531 39 FR France \n", + "1532 51 FR France \n", + "1533 32 FR France \n", + "1534 34 FR France \n", + "1535 32 FR France \n", + "1536 30 FR France \n", + "1537 23 FR France \n", + "1538 25 FR France \n", + "1539 35 FR France \n", + "1540 38 FR France \n", + "1541 33 FR France \n", + "1542 31 FR France \n", + "1543 29 FR France \n", + "1544 26 FR France \n", + "1545 25 FR France \n", + "1546 20 FR France \n", + "1547 36 FR France \n", + "1548 38 FR France \n", + "1549 36 FR France \n", + "1550 45 FR France \n", + "1551 43 FR France \n", + "1552 28 FR France \n", + "1553 5 FR France \n", "\n", - "[1871 rows x 10 columns]" + "[1554 rows x 10 columns]" ] }, "execution_count": 6, @@ -2196,15 +2183,7 @@ "cell_type": "code", "execution_count": 9, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "1989-05-01/1989-05-07 1989-05-15/1989-05-21\n" - ] - } - ], + "outputs": [], "source": [ "periods = sorted_data.index\n", "for p1, p2 in zip(periods[:-1], periods[1:]):\n", @@ -2228,7 +2207,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 10, @@ -2237,7 +2216,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -2256,7 +2235,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Un zoom sur les dernières années montre mieux la situation des pics en hiver. Le creux des incidences se trouve en été." + "Un zoom sur les dernières années montre une forte activité au cours de l'année, avec un creux au mois de septembre." ] }, { @@ -2267,7 +2246,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 11, @@ -2276,7 +2255,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -2315,18 +2294,18 @@ "Comme l'incidence de syndrome grippal est très faible en été, cette\n", "modification ne risque pas de fausser nos conclusions.\n", "\n", - "Encore un petit détail: les données commencent an octobre 1984, ce qui\n", - "rend la première année incomplète. Nous commençons donc l'analyse en 1985." + "Encore un petit détail: les données commencent en décembre 1990, ce qui\n", + "rend la première année incomplète. Nous commençons donc l'analyse en 1991." ] }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 23, "metadata": {}, "outputs": [], "source": [ - "first_august_week = [pd.Period(pd.Timestamp(y, 8, 1), 'W')\n", - " for y in range(1985,\n", + "first_august_week = [pd.Period(pd.Timestamp(y, 9, 1), 'W')\n", + " for y in range(1991,\n", " sorted_data.index[-1].year)]" ] }, @@ -2341,7 +2320,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 24, "metadata": {}, "outputs": [], "source": [ @@ -2365,22 +2344,22 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 14, + "execution_count": 25, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -2404,50 +2383,44 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "2014 1600941\n", - "1991 1659249\n", - "1995 1840410\n", - "2012 2175217\n", - "2003 2234584\n", - "2019 2254386\n", - "2006 2307352\n", - "2017 2321583\n", - "2001 2529279\n", - "1992 2574578\n", - "1993 2703886\n", - "2018 2705325\n", - "1988 2765617\n", - "2007 2780164\n", - "1987 2855570\n", - "2016 2856393\n", - "2011 2857040\n", - "2008 2973918\n", - "1998 3034904\n", - "2002 3125418\n", - "2009 3444020\n", - "1994 3514763\n", - "1996 3539413\n", - "2004 3567744\n", - "1997 3620066\n", - "2015 3654892\n", - "2000 3826372\n", - "2005 3835025\n", - "1999 3908112\n", - "2010 4111392\n", - "2013 4182691\n", - "1986 5115251\n", - "1990 5235827\n", - "1989 5466192\n", + "2002 516689\n", + "2018 542312\n", + "2017 551041\n", + "1996 564901\n", + "2019 584066\n", + "2015 604382\n", + "2000 617597\n", + "2001 619041\n", + "2012 624573\n", + "2005 628464\n", + "2006 632833\n", + "2011 642368\n", + "1993 643387\n", + "1995 652478\n", + "1994 661409\n", + "1998 677775\n", + "1997 683434\n", + "2014 685769\n", + "2013 698332\n", + "2007 717352\n", + "2008 749478\n", + "1999 756456\n", + "2003 758363\n", + "2004 777388\n", + "2016 782114\n", + "2010 829911\n", + "1992 832939\n", + "2009 842373\n", "dtype: int64" ] }, - "execution_count": 15, + "execution_count": 26, "metadata": {}, "output_type": "execute_result" } @@ -2461,27 +2434,27 @@ "metadata": {}, "source": [ "Enfin, un histogramme montre bien que les épidémies fortes, qui touchent environ 10% de la population\n", - " française, sont assez rares: il y en eu trois au cours des 35 dernières années." + " française, sont assez rares: il y en eu trois au cours des 28 dernières années." ] }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 16, + "execution_count": 27, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXYAAAEKCAYAAAAGvn7fAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvIxREBQAAGalJREFUeJzt3X2UJXV95/H3h5kBhmkYjAONDsr4QAhIqzgXXWQ13WhcdNCcGE5QQcVIGo0PRCdnM8v6sLrLOj5MsphgkklUiAodw8PZyBjUE2hQNEgPqA2OEBdmlSEMAjLSMAuMfPePX7XctP1wq+69XcXPz+ucPn3vrbpVn/rdut9b9auqexURmJlZPvaqO4CZmfWWC7uZWWZc2M3MMuPCbmaWGRd2M7PMuLCbmWXGhd3MLDMu7GZmmXFhNzPLzNJ+TnzVqlWxZs2aWYc9+OCDrFixop+zr6zJ2aDZ+Zytuibnc7bqyubbunXrPRFxUFczjYi+/a1duzbmctVVV805rG5NzhbR7HzOVl2T8zlbdWXzARPRZe11V4yZWWZc2M3MMuPCbmaWGRd2M7PMuLCbmWWmVGGX9B5JN0u6SdJFkvbtVzAzM6um48IuaTXwbqAVEUcDS4DX9SuYmZlVU7YrZimwXNJSYD/gzt5HMjOzbihK/OappLOAc4DdwFcj4tRZxhkFRgEGBwfXjo2NzTqtqakpBgYGqmTuuyZng97nm9yxq2fTGlwOO3d3Pv7Q6pU9m/dCftVe115yturK5hsZGdkaEa1u5tlxYZf0JOAS4BTgfuAfgIsj4vNzPafVasXExMSsw8bHxxkeHi6bd1E0ORv0Pt+aDVt6Nq31Q3vYNNn5N1Vs37iuZ/NeyK/a69pLzlZd2XySui7sZbpiXg7cHhE/iYhHgUuBF3czczMz670yhf1HwH+QtJ8kAS8DtvUnlpmZVdVxYY+I64CLgRuAyeK5m/uUy8zMKir1tb0R8UHgg33KYmZmPeArT83MMuPCbmaWGRd2M7PMuLCbmWXGhd3MLDMu7GZmmXFhNzPLjAu7mVlmXNjNzDLjwm5mlhkXdjOzzLiwm5llxoXdzCwzLuxmZplxYTczy4wLu5lZZlzYzcwy03Fhl3SEpO+0/f1M0h/1M5yZmZXX8U/jRcQtwPMBJC0BdgCX9SmXmZlVVLUr5mXA/4mI/9vLMGZm1j1FRPknSZ8BboiIv5hl2CgwCjA4OLh2bGxs1mlMTU0xMDBQet6LocnZoPf5Jnfs6tm0BpfDzt2djz+0emXP5r2Q9nbr5TKXMd/yNnm9c7bqyuYbGRnZGhGtbuZZurBL2hu4E3hOROycb9xWqxUTExOzDhsfH2d4eLjUvBdLk7NB7/Ot2bClZ9NaP7SHTZMd9/CxfeO6ns17Ie3t1stlLmO+5W3yeuds1ZXNJ6nrwl6lK+aVpK31eYu6mZnVo0phfz1wUa+DmJlZb5Qq7JL2A34LuLQ/cczMrFudd4YCEfEQ8OQ+ZTEzsx7wladmZplxYTczy4wLu5lZZlzYzcwy48JuZpYZF3Yzs8y4sJuZZcaF3cwsMy7sZmaZcWE3M8uMC7uZWWZc2M3MMuPCbmaWGRd2M7PMuLCbmWXGhd3MLDMu7GZmmSn703gHSrpY0g8kbZN0XL+CmZlZNaV+Gg84F7giIk6WtDewXx8ymZlZFzou7JIOAF4KnA4QEY8Aj/QnlpmZVaWI6GxE6fnAZuD7wPOArcBZEfHgjPFGgVGAwcHBtWNjY7NOb2pqioGBgerJ+6jJ2aD3+SZ37OrZtAaXw87dnY8/tHplz+a9kPZ26+UylzHf8jZ5vXO26srmGxkZ2RoRrW7mWaawt4B/AY6PiOsknQv8LCLeP9dzWq1WTExMzDpsfHyc4eHh8okXQZOzQe/zrdmwpWfTWj+0h02Tnffwbd+4rmfzXkh7u/VymcuYb3mbvN45W3Vl80nqurCXOXh6B3BHRFxX3L8YeEE3Mzczs97ruLBHxF3AjyUdUTz0MlK3jJmZNUjZs2LeBXyhOCPmNuAtvY9kZmbdKFXYI+I7QFd9P2Zm1l++8tTMLDMu7GZmmXFhNzPLjAu7mVlmXNjNzDLjwm5mlhkXdjOzzLiwm5llxoXdzCwzLuxmZplxYTczy4wLu5lZZlzYzcwy48JuZpYZF3Yzs8y4sJuZZcaF3cwsM6V+QUnSduAB4OfAnm5/SdvMzHqv7G+eAoxExD09T2JmZj3hrhgzs8woIjofWbod+CkQwF9HxOZZxhkFRgEGBwfXjo2NzTqtqakpBgYGqmTuq8kduxhcDjt3L/68h1av7Gi8Xrfd5I5dPZtW2bbrdJl7ob3dernMZcy3vE19T4CzdaNsvpGRka3ddnOXLexPjYg7JR0MfA14V0RcM9f4rVYrJiYmZh02Pj7O8PBwybj9t2bDFtYP7WHTZJVequ5s37iuo/F63XZrNmzp2bTKtl2ny9wL7e3Wy2UuY77lbep7ApytG2XzSeq6sJfqiomIO4v/dwOXAS/sZuZmZtZ7HRd2SSsk7T99G3gFcFO/gpmZWTVl+hsGgcskTT/vwoi4oi+pzMysso4Le0TcBjyvj1nMzKwHfLqjmVlmXNjNzDLjwm5mlhkXdjOzzLiwm5llxoXdzCwzLuxmZplxYTczy4wLu5lZZlzYzcwy48JuZpYZF3Yzs8y4sJuZZcaF3cwsMy7sZmaZcWE3M8uMC7uZWWZKF3ZJSyTdKOnyfgQyM7PuVNliPwvY1usgZmbWG6UKu6RDgXXA3/YnjpmZdUsR0fnI0sXAR4D9gT+OiJNmGWcUGAUYHBxcOzY2Nuu0pqamGBgYqJK5ryZ37GJwOezcXXeSuTU5X9lsQ6tX9i/MDO3r3OSOXYs233bzLW9T3xPgbN0om29kZGRrRLS6mefSTkeUdBJwd0RslTQ813gRsRnYDNBqtWJ4ePZRx8fHmWtYnU7fsIX1Q3vYNNlx0yy6Jucrm237qcP9CzND+zp3+oYtizbfdvMtb1PfE+Bs3agjX5mumOOB10jaDowBJ0j6fF9SmZlZZR0X9oj4LxFxaESsAV4HXBkRp/UtmZmZVeLz2M3MMlOpozYixoHxniYxM7Oe8Ba7mVlmXNjNzDLjwm5mlhkXdjOzzLiwm5llxoXdzCwzLuxmZplxYTczy4wLu5lZZlzYzcwy48JuZpYZF3Yzs8y4sJuZZcaF3cwsMy7sZmaZcWE3M8tMx4Vd0r6Svi3pu5JulvShfgYzM7NqyvyC0sPACRExJWkZ8A1J/xQR/9KnbGZmVkHHhT0iApgq7i4r/qIfoczMrDqlet3hyNISYCvwbOC8iPiTWcYZBUYBBgcH146Njc06rampKQYGBuac1+SOXR3n6rXB5bBzd22zX1CT85XNNrR6Zf/CzNC+ztW1fs23vAu9J+r0RM3WhNe5bNuNjIxsjYhWN/MvVdh/8STpQOAy4F0RcdNc47VarZiYmJh12Pj4OMPDw3POY82GLaVz9cr6oT1smqz0O9+Losn5ymbbvnFdH9P8e+3rXF3r13zLu9B7ok5P1GxNeJ3Ltp2krgt7pbNiIuJ+YBw4sZuZm5lZ75U5K+agYksdScuBlwM/6FcwMzOrpsz+/FOAC4p+9r2AL0bE5f2JZWZmVZU5K+Z7wDF9zGJmZj3gK0/NzDLjwm5mlhkXdjOzzLiwm5llxoXdzCwzLuxmZplxYTczy4wLu5lZZlzYzcwy48JuZpYZF3Yzs8y4sJuZZcaF3cwsMy7sZmaZcWE3M8uMC7uZWWZc2M3MMlPmN0+fJukqSdsk3SzprH4GMzOzasr85ukeYH1E3CBpf2CrpK9FxPf7lM3MzCroeIs9Iv4tIm4obj8AbANW9yuYmZlVo4go/yRpDXANcHRE/GzGsFFgFGBwcHDt2NjYrNOYmppiYGBgznlM7thVOlevDC6Hnbtrm/2CmpzP2arrd76h1SsrP3eh92ud5stWVx1pb+uybTcyMrI1IlrdzL90YZc0AFwNnBMRl843bqvViomJiVmHjY+PMzw8POdz12zYUipXL60f2sOmyTK9VIuryfmcrbp+59u+cV3l5y70fq3TfNnqqiPtbV227SR1XdhLnRUjaRlwCfCFhYq6mZnVo8xZMQI+DWyLiD/tXyQzM+tGmS3244E3AidI+k7x96o+5TIzs4o67tCLiG8A6mMWMzPrAV95amaWGRd2M7PMuLCbmWXGhd3MLDMu7GZmmXFhNzPLjAu7mVlmXNjNzDLjwm5mlhkXdjOzzLiwm5llxoXdzCwzLuxmZplxYTczy4wLu5lZZlzYzcwy48JuZpaZMr95+hlJd0u6qZ+BzMysO2W22M8HTuxTDjMz65GOC3tEXAPc18csZmbWA4qIzkeW1gCXR8TR84wzCowCDA4Orh0bG5t1vKmpKQYGBuac1+SOXR3n6rXB5bBzd22zX1CT8zlbdf3ON7R6ZeXnLvR+rdN82eqqI+1tXbbtRkZGtkZEq5v597ywt2u1WjExMTHrsPHxcYaHh+d87poNWzrO1Wvrh/awaXJpbfNfSJPzOVt1/c63feO6ys9d6P1ap/my1VVH2tu6bNtJ6rqw+6wYM7PMuLCbmWWmzOmOFwHfAo6QdIekt/YvlpmZVdVxh15EvL6fQczMrDfcFWNmlhkXdjOzzLiwm5llxoXdzCwzLuxmZplxYTczy4wLu5lZZlzYzcwy48JuZpYZF3Yzs8y4sJuZZcaF3cwsMy7sZmaZcWE3M8uMC7uZWWZc2M3MMuPCbmaWmVKFXdKJkm6R9ENJG/oVyszMqivzm6dLgPOAVwJHAa+XdFS/gpmZWTVltthfCPwwIm6LiEeAMeC3+xPLzMyqUkR0NqJ0MnBiRJxR3H8j8KKIeOeM8UaB0eLuEcAtc0xyFXBPldCLoMnZoNn5nK26JudzturK5jssIg7qZoZLS4yrWR77pU+FiNgMbF5wYtJERLRKzH/RNDkbNDufs1XX5HzOVl0d+cp0xdwBPK3t/qHAnb2NY2Zm3SpT2K8HDpf0DEl7A68D/rE/sczMrKqOu2IiYo+kdwJfAZYAn4mIm7uY94LdNTVqcjZodj5nq67J+ZytukXP1/HBUzMze2LwladmZplxYTczy4wLu5lZZp6QhV3Sakmr684xG0nPlPQeSSfUnWWmJmeDZudztuqanK/J2aB6vidUYZe0RtLVwBXAxyW9pO5M7ST9R+BrpO/SeZukt9cc6ReanA2anc/ZqmtyviZngy7zRUSj/4B9226/FvhEcfvNwD8AQ8V91ZDtBOAZ0/MHPgCcVtx/EfAlYLiOfE3O1vR8zpZnviZn63W+Rm6xSzpA0l9JuhX4hKTDikG/A/youD0G/BA4Y/ppi5jvKEnfA/4b8FlJJ0Rq7aOAQwAi4jrgm8BbFjNfk7M1PZ+z5Zmvydn6la+RhR04EdiXtGCPAB+QtJy0W/JqgIh4GLgYeElx/7F+hZF0qKQD2h46BbgkIl5K+oB5g6TDgQun8xUuA46WtE+/8jU5W9PzOVue+ZqcbbHy1VbYlSyV9FZJX5d0lqRnFYOfDTwSEXuAPwN+CpwGfBV4iqRfK8a7FfixpOP6lPFISV8GvgF8WNL01xT/P2C/4vYXgbuAdaRP1Ce37WHcR/p2y+f9KmVrej5nyzNfk7Mtdr7aCnuxq/GbwJuAjwH7AH9TDL4LuLv4ZPoxaWGeRWqA7/P41wIvA+4tHu8JSSva7j4fuCMi1gBXAp8oHr8PeFjS/hFxH/CvwFOLHN8E3luMtzfwc2B77tmans/Z8szX5Gx15lu0wi7pOEkflXR6cV/AkcAVEfGliPgYcJikFwM7SJ9gRxZP3wYMFI/9BfAqSa8mfSgMAt/tMtuTJJ0v6Xpgo6SDinxDwLWSFBH/CNwvaR1pT2H/YjjF/YOBx0h7GAdL+hvgImBPRNydY7am53O26pqcr8nZmpJvUQq7pOcAfwk8APyepPcW814NPFAsNMD5wBtIhXoP8OLi8RtIR4wfiohrgA3A6cDxwH+PiMfaplHFS4v5vYp0UOJs4ADSl50dUuxdAFxQ5Pt2sSyvBIiIbxXTWBoR24AzgZuB/xkRb6E7Tc7W9HzOlme+JmdrRr65Tpep+kfasj6DtNuxtHjsT4Gzitst4JPAycDLga+0PfdppF0VSIX8RtKvMB0D/G/gKW3jlj4dqWjYM4GrSd05q4rHvwi8u7j9DGBjMfxYUn/YkrZl+0kxndWkPYl3Ap8FPgWs6KLdGput6fmcza+r2+7f//V0i13S80kHOH8b+CDwvmLQDtJvpkL65LkW+F3gn4FDJD1X0rJI/ek7JL0kIq4kfd3lR4FLgYsi4t+m5xVFy5R0EvAa4EPAcaS+fUhn20zvHfwY+Drwyoi4nvSJO1LMcwq4Djg2InYAbyR1Bd0FvC8iHiwbqG1P49VNyzaD266axrUbuO26yfZEaLsyP433SyS9EDgc+GpE/IS0NX5rRJwu6QXAOZJawDjwnyTtFxEPSfou8HukczQvBP4A+KSk3cAkcHsxi78CLoyIXSUyKSJC0rGk3ZyvA1sinR7568BtEXGlpNtJV6++AtgK/I6kVRFxj6R/BR6U9HTgz4HTJB1M+tWoe0m7TkTEBDBRod1apL2aB4CPA3cDz6w7m9uuWrYnQru57fJru/mU2mJXskzSmyTdSOrYPxCYLrw/B7YXW983kHYtjgMe4vFTeAAeJe2CHELaKr+J1L9+NXBPRNwBaau8YlF/KfAZ0lHllwMfKUZ5DLhV0vKIuL3I91zSi3Un6XzS6eVYQmqfS4qMpwJrgc1R8RxXSSslfbaY5u3AuRFxt6S9SJ/kdWZbUrTdb5J2BRvTdsV6NyDpfBrWdsU8Q9IwzVzn9pG0oqFtd0DD225A0r6SLqBhbbegTvprgBXAi4vbBxbBPjnLeGeRLoNdXdw/mdSffhjpKwCuLh7fl9QNs6rtuccAe3eSZ8Y89wPexuNb/suAPwLeUQx/EvC9YvqnkPq71hTDTiqWZVVxexJYSerf/3J7HmCvLrJdRLpibIDUtXRm2zjTxyHeCfyPxcrW9rqeQVrZ1pMO8DSl7aazXVqsVwc1rO32B7aQfkkM4D1NaLcZ+b4M/HVx/2PA2+puO9J74s2k9/8lTWu7tnxXAn9fPNaY9a7TvwW32CWdDdwGbJE0GBH3k/qF7iz6xl+jxy8Q+hbpAOj0hUbXkg6iPhQRFwA/lfQ50kHRW4Bf9CFFxI0R8chCeWZkOwS4HBgGPkc6QPFa0l7CnmK6PyUdeH03qe/rYB4/jfIa0rn0j0TE5cCnSVeznkc6Yv1oW75Sn6ozsv0d8PYi263AEZI2FltRv690wdUVpD2Yvmcr8q0gvblOIF0/8ArScY9jSVtKdbZde7bNpLMFXku6huE36m67wnLStRfPkrSKtM4vKaZZS7vNkm9v0rr2VFIXx9GSPlJX20laRjrGdjLw8Yj43WLQMW3TrK3tZuT7WERMb3FPAkfV2XaldfAJNkzavfhb4D3FY8eSitYdRfALgU3FsHOAD7c9/3rgmOL2PqRTgI7txacSaeV9Udv900lbJm8Gvt32+FOBO4vb7yBdtvuk4vlfAp7eNu6qPmV7E+lI968Df1/8vR74X6Rz+RctW9v0Dmy7/Z9Jb6ZT6267WbL9MemUsWc2qO3eTOprfT/wVtKBtOvrbrdZ8r2PtMezqgltR9oDO3XGY6cA1zWh7ebI9/QiQ+3rXcfL0cGCTp+acwowXtxeRtqaWlncP4y0tX4saRfwYtKW1j+RPqn26Uv41Mcl+MVvt76Ax7t77iWdMzo97tcoCi1p9+mrxTh/skjZjgG+Mb3ito23jHRw+YTi/jn9zjYj5wGk4xs7gQ8X9+8FButqu1my3VXMdwVFN19dbdf2er6F1M32WuALxWP31N1uc+QbKx5rP124lvWO1EVxK7CpmP8HivpxH3BwA9a59nxXkb6Y69C617vSy1FigZ9MulDoOcX9pTOGnw+cPL0CkboezqRPRX2OlfkCHj9f/nPAR4vbv0ba43h62wtzNG1fCbxI2d7R/lhx+5Ci7Z672NnaMvwh6XzbzaR+7W8WbzjV2XYzsp1HOq3s2U1oO9JXRi8h9aFeTdoyvgl4f93r3Cz5/pl0htkLGtJ2XyHtgT2NtBV8FmnDsCnrXHu+L5Au/T+8CW3X6d900emIpE8BP4uIDcX9vUjnXb4DeA5wSpTsJ+8VSYeS+rTeFRG3Kn2h2GiRazXwnejNVWXdZHt7RNxWPHYMqVtqXZHtD+vI1k7pOoQzSW+yI0kr66HU2HZt2Y4mvdn+nHSW1UnU1HaSBkjdHPuQ2uk3SBeenE3aUj6cGtttlnyHk45P/BbpmNfLSO1Xy3qn4rTn4vbzSO/Ta0mX1Ne+zs3IdzTpSvdzSd80W9t6V0bZ89g3A+cWBxmOJK3Ex5NelLPrKuqFYyjOgZd0Bqn//2xSF9IPIp1+WXe2HxXZbietHHtIW/E31pit3b2kg4Dvi4i/k3QacHND8t1P6ie+ifS6LqO+tttDOnviUdKW+s9J6/8k8N4GtNtc+R6W9BpSwa9tvZsumoX7Sced3h8RFzag7Wbme4C08boN+K/Uu951rOwW++tIB0ofJn3j2JURcUufspUi6VrSwbXtpHNIPxQR36s1VGFGtruADQ1qt5WkLbg3kL7/fjNwXkQ8Ou8TF8Es2T4dEZvqTfXLigtPpvuy76o7z0xFvpOBz0Y666TuPPuQfnPhjaQ96r8EPhXpa7prN0u+zRHxZ/WmKqfjwi7puaTzOS8mHSzq2VfldqvYg/ggaUv485GuWmuEJmcDkLSU1P3yMClfk17XxmaDdFEX8FiU2TpaRE3OJ+lM0mm1n2va6wrNz7eQUlvsZmbWfE39aTwzM6vIhd3MLDMu7GZmmXFhNzPLjAu7mVlmXNjNzDLjwm5mlpn/D0QBdzhJVkBDAAAAAElFTkSuQmCC\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -2493,7 +2466,7 @@ } ], "source": [ - "yearly_incidence.hist(xrot=20)" + "yearly_incidence.hist(xrot=28)" ] }, { diff --git a/module3/exo2/incidence-PAY-7.csv b/module3/exo2/incidence-PAY-7.csv new file mode 100644 index 0000000000000000000000000000000000000000..59c205d071d73d5322faec2cf34ebba55b2abff4 --- /dev/null +++ b/module3/exo2/incidence-PAY-7.csv @@ -0,0 +1,1556 @@ +# @source="réseau Sentinelles, INSERM, Sorbonne Université, http://www.sentiweb.fr", @meta={"period":[199049,202037],"geo":["PAY","1"],"geo_ref":"insee","indicator":"7","type":"all","conf_int":true,"compact":false}, @date=2020-09-21T11:16:17+02:00 +week,indicator,inc,inc_low,inc_up,inc100,inc100_low,inc100_up,geo_insee,geo_name +202037,7,1225,36,2414,2,0,4,FR,France +202036,7,898,76,1720,1,0,2,FR,France +202035,7,828,0,1694,1,0,2,FR,France +202034,7,2272,371,4173,3,0,6,FR,France +202033,7,1284,177,2391,2,0,4,FR,France +202032,7,2650,689,4611,4,1,7,FR,France +202031,7,1303,100,2506,2,0,4,FR,France +202030,7,1385,75,2695,2,0,4,FR,France +202029,7,841,10,1672,1,0,2,FR,France +202028,7,728,0,1515,1,0,2,FR,France +202027,7,986,149,1823,1,0,2,FR,France +202026,7,694,0,1454,1,0,2,FR,France +202025,7,228,0,597,0,0,1,FR,France +202024,7,388,0,959,1,0,2,FR,France +202023,7,558,1,1115,1,0,2,FR,France +202022,7,277,0,633,0,0,1,FR,France +202021,7,602,36,1168,1,0,2,FR,France +202020,7,824,20,1628,1,0,2,FR,France +202019,7,310,0,753,0,0,1,FR,France +202018,7,849,98,1600,1,0,2,FR,France +202017,7,272,0,658,0,0,1,FR,France +202016,7,758,78,1438,1,0,2,FR,France +202015,7,1918,675,3161,3,1,5,FR,France +202014,7,3879,2227,5531,6,3,9,FR,France +202013,7,7326,5236,9416,11,8,14,FR,France +202012,7,8123,5790,10456,12,8,16,FR,France +202011,7,10198,7568,12828,15,11,19,FR,France +202010,7,9011,6691,11331,14,10,18,FR,France +202009,7,13631,10544,16718,21,16,26,FR,France +202008,7,10424,7708,13140,16,12,20,FR,France +202007,7,8959,6574,11344,14,10,18,FR,France +202006,7,9264,6925,11603,14,10,18,FR,France +202005,7,8505,6314,10696,13,10,16,FR,France +202004,7,7991,5831,10151,12,9,15,FR,France +202003,7,5968,4100,7836,9,6,12,FR,France +202002,7,6534,4530,8538,10,7,13,FR,France +202001,7,9835,7019,12651,15,11,19,FR,France +201952,7,7941,5246,10636,12,8,16,FR,France +201951,7,5823,3675,7971,9,6,12,FR,France +201950,7,6424,4276,8572,10,7,13,FR,France +201949,7,6621,4540,8702,10,7,13,FR,France +201948,7,5542,3383,7701,8,5,11,FR,France +201947,7,7536,5058,10014,11,7,15,FR,France +201946,7,2638,1316,3960,4,2,6,FR,France +201945,7,4492,2615,6369,7,4,10,FR,France +201944,7,5728,3627,7829,9,6,12,FR,France +201943,7,4834,2751,6917,7,4,10,FR,France +201942,7,6279,3989,8569,10,7,13,FR,France +201941,7,4130,2030,6230,6,3,9,FR,France +201940,7,4211,2218,6204,6,3,9,FR,France +201939,7,3137,1310,4964,5,2,8,FR,France +201938,7,3078,1416,4740,5,2,8,FR,France +201937,7,970,162,1778,1,0,2,FR,France +201936,7,1277,263,2291,2,0,4,FR,France +201935,7,922,0,1857,1,0,2,FR,France +201934,7,1997,605,3389,3,1,5,FR,France +201933,7,3279,1103,5455,5,2,8,FR,France +201932,7,3627,1576,5678,6,3,9,FR,France +201931,7,7611,4605,10617,12,7,17,FR,France +201930,7,8875,5629,12121,13,8,18,FR,France +201929,7,10658,7151,14165,16,11,21,FR,France +201928,7,11251,7604,14898,17,11,23,FR,France +201927,7,16602,12349,20855,25,19,31,FR,France +201926,7,18851,14491,23211,29,22,36,FR,France +201925,7,18309,13972,22646,28,21,35,FR,France +201924,7,13382,9659,17105,20,14,26,FR,France +201923,7,19264,15027,23501,29,23,35,FR,France +201922,7,16861,12783,20939,26,20,32,FR,France +201921,7,17572,13140,22004,27,20,34,FR,France +201920,7,16180,12310,20050,25,19,31,FR,France +201919,7,16646,12721,20571,25,19,31,FR,France +201918,7,13803,10159,17447,21,15,27,FR,France +201917,7,15868,11815,19921,24,18,30,FR,France +201916,7,17127,12815,21439,26,19,33,FR,France +201915,7,21449,16525,26373,33,26,40,FR,France +201914,7,16131,12254,20008,25,19,31,FR,France +201913,7,17264,13409,21119,26,20,32,FR,France +201912,7,14133,10499,17767,21,15,27,FR,France +201911,7,12655,9528,15782,19,14,24,FR,France +201910,7,14062,10547,17577,21,16,26,FR,France +201909,7,13725,10221,17229,21,16,26,FR,France +201908,7,17186,13156,21216,26,20,32,FR,France +201907,7,10206,7388,13024,16,12,20,FR,France +201906,7,13504,10402,16606,21,16,26,FR,France +201905,7,12799,9843,15755,19,15,23,FR,France +201904,7,11842,9041,14643,18,14,22,FR,France +201903,7,8616,6114,11118,13,9,17,FR,France +201902,7,12005,9035,14975,18,13,23,FR,France +201901,7,15951,12224,19678,24,18,30,FR,France +201852,7,16234,11915,20553,25,18,32,FR,France +201851,7,16859,12787,20931,26,20,32,FR,France +201850,7,11554,8405,14703,18,13,23,FR,France +201849,7,12632,9322,15942,19,14,24,FR,France +201848,7,8093,5509,10677,12,8,16,FR,France +201847,7,8670,5920,11420,13,9,17,FR,France +201846,7,7039,4453,9625,11,7,15,FR,France +201845,7,7479,4820,10138,11,7,15,FR,France +201844,7,7749,4931,10567,12,8,16,FR,France +201843,7,8705,5414,11996,13,8,18,FR,France +201842,7,4640,2523,6757,7,4,10,FR,France +201841,7,2956,1207,4705,4,1,7,FR,France +201840,7,3858,1827,5889,6,3,9,FR,France +201839,7,2584,870,4298,4,1,7,FR,France +201838,7,2401,761,4041,4,2,6,FR,France +201837,7,1891,501,3281,3,1,5,FR,France +201836,7,559,0,1335,1,0,2,FR,France +201835,7,872,0,1916,1,0,3,FR,France +201834,7,3736,1415,6057,6,2,10,FR,France +201833,7,3803,1130,6476,6,2,10,FR,France +201832,7,3225,1155,5295,5,2,8,FR,France +201831,7,6610,3565,9655,10,5,15,FR,France +201830,7,9338,5780,12896,14,9,19,FR,France +201829,7,8513,5059,11967,13,8,18,FR,France +201828,7,12115,7907,16323,18,12,24,FR,France +201827,7,13975,9739,18211,21,15,27,FR,France +201826,7,15317,11019,19615,23,16,30,FR,France +201825,7,11282,7840,14724,17,12,22,FR,France +201824,7,16554,12219,20889,25,18,32,FR,France +201823,7,9511,6385,12637,14,9,19,FR,France +201822,7,15972,11793,20151,24,18,30,FR,France +201821,7,10909,7627,14191,17,12,22,FR,France +201820,7,13417,9692,17142,20,14,26,FR,France +201819,7,16718,12351,21085,25,18,32,FR,France +201818,7,16120,11128,21112,25,17,33,FR,France +201817,7,16154,11960,20348,25,19,31,FR,France +201816,7,18341,13836,22846,28,21,35,FR,France +201815,7,17946,13622,22270,27,20,34,FR,France +201814,7,15036,10780,19292,23,17,29,FR,France +201813,7,16373,12472,20274,25,19,31,FR,France +201812,7,18819,14373,23265,29,22,36,FR,France +201811,7,15478,11427,19529,24,18,30,FR,France +201810,7,15753,11901,19605,24,18,30,FR,France +201809,7,13217,9653,16781,20,15,25,FR,France +201808,7,13390,9832,16948,20,15,25,FR,France +201807,7,13453,10096,16810,20,15,25,FR,France +201806,7,15491,11679,19303,24,18,30,FR,France +201805,7,15078,11374,18782,23,17,29,FR,France +201804,7,14562,10973,18151,22,17,27,FR,France +201803,7,7972,5473,10471,12,8,16,FR,France +201802,7,10976,7974,13978,17,12,22,FR,France +201801,7,11471,8430,14512,17,12,22,FR,France +201752,7,11120,7732,14508,17,12,22,FR,France +201751,7,8055,5279,10831,12,8,16,FR,France +201750,7,10095,7184,13006,15,11,19,FR,France +201749,7,11214,8103,14325,17,12,22,FR,France +201748,7,8686,5706,11666,13,8,18,FR,France +201747,7,8741,5969,11513,13,9,17,FR,France +201746,7,5708,3483,7933,9,6,12,FR,France +201745,7,4902,2777,7027,8,5,11,FR,France +201744,7,5645,3125,8165,9,5,13,FR,France +201743,7,6892,3966,9818,11,7,15,FR,France +201742,7,4490,2218,6762,7,4,10,FR,France +201741,7,2516,1110,3922,4,2,6,FR,France +201740,7,4902,2504,7300,8,4,12,FR,France +201739,7,2901,917,4885,4,1,7,FR,France +201738,7,2138,736,3540,3,1,5,FR,France +201737,7,2360,700,4020,4,1,7,FR,France +201736,7,1903,450,3356,3,1,5,FR,France +201735,7,3419,1409,5429,5,2,8,FR,France +201734,7,3886,1559,6213,6,2,10,FR,France +201733,7,3133,829,5437,5,1,9,FR,France +201732,7,4194,1599,6789,6,2,10,FR,France +201731,7,7130,3572,10688,11,6,16,FR,France +201730,7,7368,3708,11028,11,5,17,FR,France +201729,7,15320,10560,20080,24,17,31,FR,France +201728,7,14764,9589,19939,23,15,31,FR,France +201727,7,12000,7980,16020,18,12,24,FR,France +201726,7,11914,8364,15464,18,13,23,FR,France +201725,7,16264,12303,20225,25,19,31,FR,France +201724,7,16473,12221,20725,25,18,32,FR,France +201723,7,15607,11196,20018,24,17,31,FR,France +201722,7,19102,14187,24017,29,21,37,FR,France +201721,7,21160,15647,26673,32,24,40,FR,France +201720,7,19412,14439,24385,30,22,38,FR,France +201719,7,20724,15468,25980,32,24,40,FR,France +201718,7,14497,10154,18840,22,15,29,FR,France +201717,7,17548,12284,22812,27,19,35,FR,France +201716,7,14963,10491,19435,23,16,30,FR,France +201715,7,16400,11762,21038,25,18,32,FR,France +201714,7,18892,13332,24452,29,20,38,FR,France +201713,7,21702,16488,26916,33,25,41,FR,France +201712,7,18534,14161,22907,28,21,35,FR,France +201711,7,18361,12709,24013,28,19,37,FR,France +201710,7,10218,6896,13540,16,11,21,FR,France +201709,7,12248,8571,15925,19,13,25,FR,France +201708,7,14721,10712,18730,23,17,29,FR,France +201707,7,10991,7538,14444,17,12,22,FR,France +201706,7,9627,6502,12752,15,10,20,FR,France +201705,7,8885,6064,11706,14,10,18,FR,France +201704,7,9227,6249,12205,14,9,19,FR,France +201703,7,8791,6072,11510,13,9,17,FR,France +201702,7,9034,6097,11971,14,9,19,FR,France +201701,7,7803,5142,10464,12,8,16,FR,France +201652,7,7665,4768,10562,12,8,16,FR,France +201651,7,9916,5966,13866,15,9,21,FR,France +201650,7,8866,5849,11883,14,9,19,FR,France +201649,7,7919,5039,10799,12,8,16,FR,France +201648,7,6906,4242,9570,11,7,15,FR,France +201647,7,6877,4083,9671,11,7,15,FR,France +201646,7,4683,2458,6908,7,4,10,FR,France +201645,7,3807,1499,6115,6,2,10,FR,France +201644,7,4879,2029,7729,7,3,11,FR,France +201643,7,9264,4949,13579,14,7,21,FR,France +201642,7,7301,3877,10725,11,6,16,FR,France +201641,7,5849,2950,8748,9,5,13,FR,France +201640,7,5023,2267,7779,8,4,12,FR,France +201639,7,2437,595,4279,4,1,7,FR,France +201638,7,2550,0,5121,4,0,8,FR,France +201637,7,3031,501,5561,5,1,9,FR,France +201636,7,1621,33,3209,2,0,4,FR,France +201635,7,1554,38,3070,2,0,4,FR,France +201634,7,3089,711,5467,5,1,9,FR,France +201633,7,3373,671,6075,5,1,9,FR,France +201632,7,4670,936,8404,7,1,13,FR,France +201631,7,13619,5986,21252,21,9,33,FR,France +201630,7,14149,8423,19875,22,13,31,FR,France +201629,7,15769,9829,21709,24,15,33,FR,France +201628,7,19968,12709,27227,31,20,42,FR,France +201627,7,23790,16940,30640,37,26,48,FR,France +201626,7,26083,19873,32293,40,30,50,FR,France +201625,7,19250,13742,24758,30,22,38,FR,France +201624,7,16465,11779,21151,25,18,32,FR,France +201623,7,21642,16030,27254,33,24,42,FR,France +201622,7,21913,16307,27519,34,25,43,FR,France +201621,7,22707,16878,28536,35,26,44,FR,France +201620,7,20389,14741,26037,31,22,40,FR,France +201619,7,19685,14453,24917,30,22,38,FR,France +201618,7,19785,14138,25432,30,21,39,FR,France +201617,7,20489,14781,26197,31,22,40,FR,France +201616,7,23848,18353,29343,37,29,45,FR,France +201615,7,30982,24510,37454,48,38,58,FR,France +201614,7,30996,24507,37485,48,38,58,FR,France +201613,7,20260,15476,25044,31,24,38,FR,France +201612,7,19129,14501,23757,29,22,36,FR,France +201611,7,16660,12252,21068,26,19,33,FR,France +201610,7,16812,12677,20947,26,20,32,FR,France +201609,7,18118,13735,22501,28,21,35,FR,France +201608,7,17557,13397,21717,27,21,33,FR,France +201607,7,22222,17422,27022,34,27,41,FR,France +201606,7,24486,19563,29409,38,30,46,FR,France +201605,7,20906,16470,25342,32,25,39,FR,France +201604,7,17717,13394,22040,27,20,34,FR,France +201603,7,17146,13088,21204,26,20,32,FR,France +201602,7,9960,6845,13075,15,10,20,FR,France +201601,7,16221,12114,20328,25,19,31,FR,France +201553,7,14386,10110,18662,22,15,29,FR,France +201552,7,12550,8407,16693,19,13,25,FR,France +201551,7,16168,11913,20423,25,18,32,FR,France +201550,7,14600,10277,18923,23,16,30,FR,France +201549,7,10580,7148,14012,16,11,21,FR,France +201548,7,6694,3816,9572,10,6,14,FR,France +201547,7,7224,4543,9905,11,7,15,FR,France +201546,7,6377,3768,8986,10,6,14,FR,France +201545,7,7838,4650,11026,12,7,17,FR,France +201544,7,10638,7012,14264,16,10,22,FR,France +201543,7,8228,4766,11690,13,8,18,FR,France +201542,7,6730,3669,9791,10,5,15,FR,France +201541,7,8455,5347,11563,13,8,18,FR,France +201540,7,6242,3556,8928,10,6,14,FR,France +201539,7,5142,2663,7621,8,4,12,FR,France +201538,7,4845,2170,7520,8,4,12,FR,France +201537,7,1710,315,3105,3,1,5,FR,France +201536,7,3852,1413,6291,6,2,10,FR,France +201535,7,3158,1104,5212,5,2,8,FR,France +201534,7,6626,2734,10518,10,4,16,FR,France +201533,7,3005,815,5195,5,2,8,FR,France +201532,7,4592,1514,7670,7,2,12,FR,France +201531,7,5901,2320,9482,9,3,15,FR,France +201530,7,11437,6572,16302,18,10,26,FR,France +201529,7,16251,10104,22398,25,15,35,FR,France +201528,7,19181,12819,25543,30,20,40,FR,France +201527,7,20526,14918,26134,32,23,41,FR,France +201526,7,20491,15043,25939,32,24,40,FR,France +201525,7,18253,13349,23157,28,20,36,FR,France +201524,7,20522,15347,25697,32,24,40,FR,France +201523,7,22298,16988,27608,35,27,43,FR,France +201522,7,16681,11603,21759,26,18,34,FR,France +201521,7,19208,13976,24440,30,22,38,FR,France +201520,7,15791,10998,20584,24,17,31,FR,France +201519,7,17661,12845,22477,27,20,34,FR,France +201518,7,18126,13142,23110,28,20,36,FR,France +201517,7,22059,16386,27732,34,25,43,FR,France +201516,7,22837,17103,28571,35,26,44,FR,France +201515,7,20116,14743,25489,31,23,39,FR,France +201514,7,19969,14683,25255,31,23,39,FR,France +201513,7,14076,10028,18124,22,16,28,FR,France +201512,7,13120,9230,17010,20,14,26,FR,France +201511,7,12073,8302,15844,19,13,25,FR,France +201510,7,11340,7811,14869,18,13,23,FR,France +201509,7,9509,6202,12816,15,10,20,FR,France +201508,7,10045,6921,13169,16,11,21,FR,France +201507,7,13810,9930,17690,21,15,27,FR,France +201506,7,14586,10675,18497,23,17,29,FR,France +201505,7,8379,5519,11239,13,9,17,FR,France +201504,7,12373,8955,15791,19,14,24,FR,France +201503,7,8408,5545,11271,13,9,17,FR,France +201502,7,9656,6569,12743,15,10,20,FR,France +201501,7,15419,10638,20200,24,17,31,FR,France +201452,7,12109,7254,16964,19,11,27,FR,France +201451,7,13237,9282,17192,21,15,27,FR,France +201450,7,12272,8434,16110,19,13,25,FR,France +201449,7,6652,4023,9281,10,6,14,FR,France +201448,7,3785,1414,6156,6,2,10,FR,France +201447,7,4213,2058,6368,7,4,10,FR,France +201446,7,2638,808,4468,4,1,7,FR,France +201445,7,5138,2609,7667,8,4,12,FR,France +201444,7,7639,4394,10884,12,7,17,FR,France +201443,7,9721,6051,13391,15,9,21,FR,France +201442,7,7702,4827,10577,12,8,16,FR,France +201441,7,7853,4576,11130,12,7,17,FR,France +201440,7,5643,2875,8411,9,5,13,FR,France +201439,7,3067,959,5175,5,2,8,FR,France +201438,7,1431,130,2732,2,0,4,FR,France +201437,7,1034,0,2338,2,0,4,FR,France +201436,7,2765,707,4823,4,1,7,FR,France +201435,7,3052,734,5370,5,1,9,FR,France +201434,7,6443,1010,11876,10,2,18,FR,France +201433,7,5893,1698,10088,9,2,16,FR,France +201432,7,5574,1636,9512,9,3,15,FR,France +201431,7,11224,5825,16623,17,9,25,FR,France +201430,7,13856,7742,19970,22,12,32,FR,France +201429,7,13818,8249,19387,22,13,31,FR,France +201428,7,14452,8576,20328,23,14,32,FR,France +201427,7,10934,6552,15316,17,10,24,FR,France +201426,7,13972,9090,18854,22,14,30,FR,France +201425,7,15684,10131,21237,24,15,33,FR,France +201424,7,21981,15632,28330,34,24,44,FR,France +201423,7,24015,16956,31074,37,26,48,FR,France +201422,7,19748,13406,26090,31,21,41,FR,France +201421,7,18296,12087,24505,28,18,38,FR,France +201420,7,17693,11979,23407,28,19,37,FR,France +201419,7,18515,12667,24363,29,20,38,FR,France +201418,7,22172,15443,28901,35,25,45,FR,France +201417,7,22727,16224,29230,35,25,45,FR,France +201416,7,17010,11590,22430,26,18,34,FR,France +201415,7,20239,14242,26236,32,23,41,FR,France +201414,7,17565,12341,22789,27,19,35,FR,France +201413,7,17723,12128,23318,28,19,37,FR,France +201412,7,14097,9068,19126,22,14,30,FR,France +201411,7,15073,10122,20024,23,15,31,FR,France +201410,7,16941,11407,22475,26,17,35,FR,France +201409,7,15621,10397,20845,24,16,32,FR,France +201408,7,19870,14111,25629,31,22,40,FR,France +201407,7,15327,10359,20295,24,16,32,FR,France +201406,7,16534,11424,21644,26,18,34,FR,France +201405,7,12071,7897,16245,19,12,26,FR,France +201404,7,15767,10826,20708,25,17,33,FR,France +201403,7,12852,8190,17514,20,13,27,FR,France +201402,7,12465,7896,17034,19,12,26,FR,France +201401,7,22504,15572,29436,35,24,46,FR,France +201352,7,13843,8314,19372,22,13,31,FR,France +201351,7,12787,7843,17731,20,12,28,FR,France +201350,7,11421,7184,15658,18,11,25,FR,France +201349,7,10146,6171,14121,16,10,22,FR,France +201348,7,6708,3361,10055,11,6,16,FR,France +201347,7,9940,5667,14213,16,9,23,FR,France +201346,7,5110,2148,8072,8,3,13,FR,France +201345,7,7669,3726,11612,12,6,18,FR,France +201344,7,10655,5983,15327,17,10,24,FR,France +201343,7,8192,3927,12457,13,6,20,FR,France +201342,7,12324,7315,17333,19,11,27,FR,France +201341,7,9487,5101,13873,15,8,22,FR,France +201340,7,4114,1452,6776,6,2,10,FR,France +201339,7,5037,1810,8264,8,3,13,FR,France +201338,7,4449,1499,7399,7,2,12,FR,France +201337,7,5212,1954,8470,8,3,13,FR,France +201336,7,3481,606,6356,5,0,10,FR,France +201335,7,3486,281,6691,5,0,10,FR,France +201334,7,3994,670,7318,6,1,11,FR,France +201333,7,3758,372,7144,6,1,11,FR,France +201332,7,2986,635,5337,5,1,9,FR,France +201331,7,9137,3957,14317,14,6,22,FR,France +201330,7,13810,6870,20750,22,11,33,FR,France +201329,7,12278,6878,17678,19,11,27,FR,France +201328,7,17146,10622,23670,27,17,37,FR,France +201327,7,13859,8697,19021,22,14,30,FR,France +201326,7,17956,11585,24327,28,18,38,FR,France +201325,7,24609,17743,31475,39,28,50,FR,France +201324,7,23981,17469,30493,38,28,48,FR,France +201323,7,15848,10235,21461,25,16,34,FR,France +201322,7,12528,7759,17297,20,13,27,FR,France +201321,7,10637,6458,14816,17,10,24,FR,France +201320,7,12435,7726,17144,19,12,26,FR,France +201319,7,14230,8491,19969,22,13,31,FR,France +201318,7,17735,11898,23572,28,19,37,FR,France +201317,7,25213,18328,32098,39,28,50,FR,France +201316,7,23918,16084,31752,37,25,49,FR,France +201315,7,15307,10483,20131,24,16,32,FR,France +201314,7,19302,13484,25120,30,21,39,FR,France +201313,7,18224,11953,24495,29,19,39,FR,France +201312,7,17413,11819,23007,27,18,36,FR,France +201311,7,16229,10756,21702,25,16,34,FR,France +201310,7,16515,10966,22064,26,17,35,FR,France +201309,7,16338,11305,21371,26,18,34,FR,France +201308,7,17915,12458,23372,28,19,37,FR,France +201307,7,12245,7795,16695,19,12,26,FR,France +201306,7,13305,8249,18361,21,13,29,FR,France +201305,7,11184,6677,15691,18,11,25,FR,France +201304,7,16505,11326,21684,26,18,34,FR,France +201303,7,10434,6735,14133,16,10,22,FR,France +201302,7,14746,9924,19568,23,15,31,FR,France +201301,7,22537,16290,28784,35,25,45,FR,France +201252,7,14682,9011,20353,23,14,32,FR,France +201251,7,15811,10483,21139,25,17,33,FR,France +201250,7,19840,13797,25883,31,21,41,FR,France +201249,7,11967,7591,16343,19,12,26,FR,France +201248,7,12897,8376,17418,20,13,27,FR,France +201247,7,11934,7042,16826,19,11,27,FR,France +201246,7,10741,6201,15281,17,10,24,FR,France +201245,7,20339,12476,28202,32,20,44,FR,France +201244,7,8472,4834,12110,13,7,19,FR,France +201243,7,11375,7120,15630,18,11,25,FR,France +201242,7,11450,6987,15913,18,11,25,FR,France +201241,7,8700,4885,12515,14,8,20,FR,France +201240,7,9175,5327,13023,14,8,20,FR,France +201239,7,4058,1438,6678,6,2,10,FR,France +201238,7,2684,621,4747,4,1,7,FR,France +201237,7,2505,0,5339,4,0,8,FR,France +201236,7,3930,291,7569,6,0,12,FR,France +201235,7,3515,884,6146,6,2,10,FR,France +201234,7,5663,2195,9131,9,4,14,FR,France +201233,7,7969,3171,12767,13,5,21,FR,France +201232,7,9206,2073,16339,14,3,25,FR,France +201231,7,7579,3540,11618,12,6,18,FR,France +201230,7,11253,5812,16694,18,9,27,FR,France +201229,7,20711,13977,27445,33,22,44,FR,France +201228,7,16966,9789,24143,27,16,38,FR,France +201227,7,17733,11174,24292,28,18,38,FR,France +201226,7,20974,13153,28795,33,21,45,FR,France +201225,7,25480,17130,33830,40,27,53,FR,France +201224,7,17872,11690,24054,28,18,38,FR,France +201223,7,22034,15327,28741,35,24,46,FR,France +201222,7,18774,11901,25647,30,19,41,FR,France +201221,7,18515,9501,27529,29,15,43,FR,France +201220,7,17026,9608,24444,27,15,39,FR,France +201219,7,13599,8726,18472,21,13,29,FR,France +201218,7,16482,10836,22128,26,17,35,FR,France +201217,7,18041,12040,24042,28,19,37,FR,France +201216,7,16251,10239,22263,26,17,35,FR,France +201215,7,10203,5281,15125,16,8,24,FR,France +201214,7,7426,3526,11326,12,6,18,FR,France +201213,7,12507,5913,19101,20,10,30,FR,France +201212,7,12006,6344,17668,19,10,28,FR,France +201211,7,11997,7398,16596,19,12,26,FR,France +201210,7,15569,9700,21438,25,16,34,FR,France +201209,7,18085,12427,23743,28,19,37,FR,France +201208,7,13515,8822,18208,21,14,28,FR,France +201207,7,12594,7774,17414,20,12,28,FR,France +201206,7,15273,9953,20593,24,16,32,FR,France +201205,7,12192,7305,17079,19,11,27,FR,France +201204,7,10248,4996,15500,16,8,24,FR,France +201203,7,11474,6843,16105,18,11,25,FR,France +201202,7,13651,8191,19111,21,12,30,FR,France +201201,7,14028,9063,18993,22,14,30,FR,France +201152,7,21306,14321,28291,34,23,45,FR,France +201151,7,14945,8910,20980,24,14,34,FR,France +201150,7,10051,5417,14685,16,9,23,FR,France +201149,7,10075,5049,15101,16,8,24,FR,France +201148,7,9018,5083,12953,14,8,20,FR,France +201147,7,10055,4853,15257,16,8,24,FR,France +201146,7,7721,3993,11449,12,6,18,FR,France +201145,7,5764,1962,9566,9,3,15,FR,France +201144,7,6178,2704,9652,10,5,15,FR,France +201143,7,6168,2653,9683,10,4,16,FR,France +201142,7,6713,3036,10390,11,5,17,FR,France +201141,7,4184,1543,6825,7,3,11,FR,France +201140,7,3114,618,5610,5,1,9,FR,France +201139,7,2504,414,4594,4,1,7,FR,France +201138,7,3386,585,6187,5,1,9,FR,France +201137,7,1183,9,2357,2,0,4,FR,France +201136,7,3367,478,6256,5,0,10,FR,France +201135,7,5945,2380,9510,9,3,15,FR,France +201134,7,3180,891,5469,5,1,9,FR,France +201133,7,4960,1053,8867,8,2,14,FR,France +201132,7,7230,1500,12960,11,2,20,FR,France +201131,7,10789,4593,16985,17,7,27,FR,France +201130,7,23137,9828,36446,37,16,58,FR,France +201129,7,10056,4896,15216,16,8,24,FR,France +201128,7,13428,7761,19095,21,12,30,FR,France +201127,7,20770,13604,27936,33,22,44,FR,France +201126,7,16862,10623,23101,27,17,37,FR,France +201125,7,19411,12763,26059,31,20,42,FR,France +201124,7,18584,12337,24831,29,19,39,FR,France +201123,7,20707,14800,26614,33,24,42,FR,France +201122,7,16995,11552,22438,27,18,36,FR,France +201121,7,19179,12997,25361,30,20,40,FR,France +201120,7,21512,15082,27942,34,24,44,FR,France +201119,7,18038,12286,23790,29,20,38,FR,France +201118,7,18512,13142,23882,29,21,37,FR,France +201117,7,20715,14602,26828,33,23,43,FR,France +201116,7,18128,12859,23397,29,21,37,FR,France +201115,7,22169,16454,27884,35,26,44,FR,France +201114,7,17431,12573,22289,28,20,36,FR,France +201113,7,15637,10796,20478,25,17,33,FR,France +201112,7,14856,9810,19902,24,16,32,FR,France +201111,7,12156,7712,16600,19,12,26,FR,France +201110,7,12987,8644,17330,21,14,28,FR,France +201109,7,11971,7656,16286,19,12,26,FR,France +201108,7,17295,11843,22747,27,18,36,FR,France +201107,7,12488,7431,17545,20,12,28,FR,France +201106,7,9801,6179,13423,16,10,22,FR,France +201105,7,10857,7046,14668,17,11,23,FR,France +201104,7,13749,9496,18002,22,15,29,FR,France +201103,7,12936,8875,16997,20,14,26,FR,France +201102,7,9451,6208,12694,15,10,20,FR,France +201101,7,14380,10066,18694,23,16,30,FR,France +201052,7,13112,8997,17227,21,14,28,FR,France +201051,7,12055,8046,16064,19,13,25,FR,France +201050,7,8281,5242,11320,13,8,18,FR,France +201049,7,12525,8601,16449,20,14,26,FR,France +201048,7,9048,5627,12469,14,9,19,FR,France +201047,7,7329,4256,10402,12,7,17,FR,France +201046,7,8955,5377,12533,14,8,20,FR,France +201045,7,4800,2269,7331,8,4,12,FR,France +201044,7,11274,7155,15393,18,11,25,FR,France +201043,7,8144,4621,11667,13,7,19,FR,France +201042,7,9178,5507,12849,15,9,21,FR,France +201041,7,7110,3983,10237,11,6,16,FR,France +201040,7,5196,2450,7942,8,4,12,FR,France +201039,7,3415,964,5866,5,1,9,FR,France +201038,7,3057,681,5433,5,1,9,FR,France +201037,7,1056,0,2338,2,0,4,FR,France +201036,7,1629,241,3017,3,1,5,FR,France +201035,7,5847,1895,9799,9,3,15,FR,France +201034,7,4649,1665,7633,7,2,12,FR,France +201033,7,3972,1372,6572,6,2,10,FR,France +201032,7,4307,1345,7269,7,2,12,FR,France +201031,7,7403,3912,10894,12,6,18,FR,France +201030,7,8502,4404,12600,14,7,21,FR,France +201029,7,14481,8874,20088,23,14,32,FR,France +201028,7,28483,18947,38019,45,30,60,FR,France +201027,7,25965,18206,33724,41,29,53,FR,France +201026,7,22628,16253,29003,36,26,46,FR,France +201025,7,21027,15245,26809,33,24,42,FR,France +201024,7,26164,19503,32825,42,31,53,FR,France +201023,7,19858,14032,25684,32,23,41,FR,France +201022,7,22275,16460,28090,35,26,44,FR,France +201021,7,24815,18263,31367,40,30,50,FR,France +201020,7,22370,16020,28720,36,26,46,FR,France +201019,7,25552,18564,32540,41,30,52,FR,France +201018,7,18894,13264,24524,30,21,39,FR,France +201017,7,17512,12221,22803,28,20,36,FR,France +201016,7,21439,15519,27359,34,25,43,FR,France +201015,7,26362,19735,32989,42,31,53,FR,France +201014,7,20168,14274,26062,32,23,41,FR,France +201013,7,18917,13394,24440,30,21,39,FR,France +201012,7,18171,12995,23347,29,21,37,FR,France +201011,7,13401,9041,17761,21,14,28,FR,France +201010,7,18123,12614,23632,29,20,38,FR,France +201009,7,21145,14746,27544,34,24,44,FR,France +201008,7,30549,21013,40085,49,34,64,FR,France +201007,7,25017,17142,32892,40,27,53,FR,France +201006,7,22358,13688,31028,36,22,50,FR,France +201005,7,26817,18132,35502,43,29,57,FR,France +201004,7,14384,8912,19856,23,14,32,FR,France +201003,7,11821,7294,16348,19,12,26,FR,France +201002,7,12756,7177,18335,20,11,29,FR,France +201001,7,14182,9107,19257,23,15,31,FR,France +200953,7,28213,17662,38764,45,28,62,FR,France +200952,7,15203,9597,20809,24,15,33,FR,France +200951,7,17611,11223,23999,28,18,38,FR,France +200950,7,17430,9879,24981,28,16,40,FR,France +200949,7,7199,3960,10438,11,6,16,FR,France +200948,7,14656,9570,19742,23,15,31,FR,France +200947,7,7051,3901,10201,11,6,16,FR,France +200946,7,4662,2107,7217,7,3,11,FR,France +200945,7,15603,9790,21416,25,16,34,FR,France +200944,7,13165,6629,19701,21,11,31,FR,France +200943,7,9872,5298,14446,16,9,23,FR,France +200942,7,13992,7999,19985,22,12,32,FR,France +200941,7,7811,4267,11355,12,6,18,FR,France +200940,7,12414,7441,17387,20,12,28,FR,France +200939,7,4090,921,7259,7,2,12,FR,France +200938,7,2802,999,4605,4,1,7,FR,France +200937,7,1989,362,3616,3,0,6,FR,France +200936,7,1681,212,3150,3,1,5,FR,France +200935,7,3605,1131,6079,6,2,10,FR,France +200934,7,8863,3112,14614,14,5,23,FR,France +200933,7,6592,965,12219,10,1,19,FR,France +200932,7,9370,4069,14671,15,7,23,FR,France +200931,7,18728,0,38349,30,0,61,FR,France +200930,7,10418,5698,15138,17,9,25,FR,France +200929,7,14716,8450,20982,23,13,33,FR,France +200928,7,21297,14200,28394,34,23,45,FR,France +200927,7,22300,14361,30239,36,23,49,FR,France +200926,7,24817,17154,32480,40,28,52,FR,France +200925,7,22427,15617,29237,36,25,47,FR,France +200924,7,14666,9828,19504,23,15,31,FR,France +200923,7,18094,10701,25487,29,17,41,FR,France +200922,7,20358,14457,26259,32,23,41,FR,France +200921,7,23147,16066,30228,37,26,48,FR,France +200920,7,27753,19893,35613,44,31,57,FR,France +200919,7,29529,19088,39970,47,30,64,FR,France +200918,7,17676,11359,23993,28,18,38,FR,France +200917,7,21880,15613,28147,35,25,45,FR,France +200916,7,23899,16714,31084,38,27,49,FR,France +200915,7,21717,14784,28650,35,24,46,FR,France +200914,7,22143,14930,29356,35,24,46,FR,France +200913,7,23445,16436,30454,37,26,48,FR,France +200912,7,17997,11343,24651,29,18,40,FR,France +200911,7,22428,14154,30702,36,23,49,FR,France +200910,7,21362,13994,28730,34,22,46,FR,France +200909,7,26922,18447,35397,43,30,56,FR,France +200908,7,20424,13766,27082,33,22,44,FR,France +200907,7,23181,15024,31338,37,24,50,FR,France +200906,7,29147,20804,37490,46,33,59,FR,France +200905,7,14176,8933,19419,23,15,31,FR,France +200904,7,14887,10004,19770,24,16,32,FR,France +200903,7,12650,7578,17722,20,12,28,FR,France +200902,7,22806,13997,31615,36,22,50,FR,France +200901,7,27073,17648,36498,43,28,58,FR,France +200852,7,13485,8749,18221,22,14,30,FR,France +200851,7,10984,7406,14562,18,12,24,FR,France +200850,7,12868,7126,18610,21,12,30,FR,France +200849,7,11365,4402,18328,19,8,30,FR,France +200848,7,14199,5494,22904,23,9,37,FR,France +200847,7,15819,7899,23739,26,13,39,FR,France +200846,7,8147,4546,11748,13,7,19,FR,France +200845,7,10538,5244,15832,17,8,26,FR,France +200844,7,10753,6665,14841,18,11,25,FR,France +200843,7,9420,5654,13186,15,9,21,FR,France +200842,7,10865,5017,16713,18,8,28,FR,France +200841,7,8583,3541,13625,14,6,22,FR,France +200840,7,8164,3051,13277,13,5,21,FR,France +200839,7,5477,2331,8623,9,4,14,FR,France +200838,7,3780,1129,6431,6,2,10,FR,France +200837,7,4612,1860,7364,8,4,12,FR,France +200836,7,2821,365,5277,5,1,9,FR,France +200835,7,2304,0,4896,4,0,8,FR,France +200834,7,4452,915,7989,7,1,13,FR,France +200833,7,5347,1116,9578,9,2,16,FR,France +200832,7,5294,1512,9076,9,3,15,FR,France +200831,7,10207,5298,15116,17,9,25,FR,France +200830,7,10220,5331,15109,17,9,25,FR,France +200829,7,10071,5148,14994,16,8,24,FR,France +200828,7,9826,4460,15192,16,7,25,FR,France +200827,7,11768,6077,17459,19,10,28,FR,France +200826,7,15584,10821,20347,25,17,33,FR,France +200825,7,21617,15364,27870,35,25,45,FR,France +200824,7,18253,12292,24214,30,20,40,FR,France +200823,7,14388,8610,20166,23,14,32,FR,France +200822,7,13560,7829,19291,22,13,31,FR,France +200821,7,19074,4085,34063,31,7,55,FR,France +200820,7,18272,12040,24504,30,20,40,FR,France +200819,7,16110,10352,21868,26,17,35,FR,France +200818,7,17377,11105,23649,28,18,38,FR,France +200817,7,27000,19317,34683,44,31,57,FR,France +200816,7,23002,15304,30700,37,24,50,FR,France +200815,7,25454,15856,35052,41,25,57,FR,France +200814,7,22236,15623,28849,36,25,47,FR,France +200813,7,20308,13107,27509,33,21,45,FR,France +200812,7,22462,15587,29337,37,26,48,FR,France +200811,7,20505,13958,27052,33,22,44,FR,France +200810,7,18078,11784,24372,29,19,39,FR,France +200809,7,20474,14073,26875,33,23,43,FR,France +200808,7,21441,15042,27840,35,25,45,FR,France +200807,7,17894,12348,23440,29,20,38,FR,France +200806,7,16310,11091,21529,27,18,36,FR,France +200805,7,16684,11106,22262,27,18,36,FR,France +200804,7,20997,14662,27332,34,24,44,FR,France +200803,7,19263,11093,27433,31,18,44,FR,France +200802,7,20501,13032,27970,33,21,45,FR,France +200801,7,20780,14093,27467,34,23,45,FR,France +200752,7,18010,11329,24691,29,18,40,FR,France +200751,7,20052,12509,27595,33,21,45,FR,France +200750,7,19059,12513,25605,31,20,42,FR,France +200749,7,18394,12805,23983,30,21,39,FR,France +200748,7,10765,5871,15659,18,10,26,FR,France +200747,7,10703,1791,19615,17,2,32,FR,France +200746,7,12318,4207,20429,20,7,33,FR,France +200745,7,12352,0,29660,20,0,48,FR,France +200744,7,7897,3419,12375,13,6,20,FR,France +200743,7,5788,2306,9270,9,3,15,FR,France +200742,7,5993,2329,9657,10,4,16,FR,France +200741,7,7130,0,17274,12,0,29,FR,France +200740,7,8146,940,15352,13,1,25,FR,France +200739,7,3916,500,7332,6,0,12,FR,France +200738,7,2691,462,4920,4,0,8,FR,France +200737,7,4100,1263,6937,7,2,12,FR,France +200736,7,1580,0,3223,3,0,6,FR,France +200735,7,3471,0,7162,6,0,12,FR,France +200734,7,3333,0,6764,5,0,11,FR,France +200733,7,3241,451,6031,5,0,10,FR,France +200732,7,7321,2112,12530,12,4,20,FR,France +200731,7,9932,3688,16176,16,6,26,FR,France +200730,7,9879,3616,16142,16,6,26,FR,France +200729,7,17227,7803,26651,28,13,43,FR,France +200728,7,14874,7763,21985,24,12,36,FR,France +200727,7,13500,7382,19618,22,12,32,FR,France +200726,7,15454,9522,21386,25,15,35,FR,France +200725,7,20567,13847,27287,34,23,45,FR,France +200724,7,26470,18336,34604,43,30,56,FR,France +200723,7,23443,15824,31062,38,26,50,FR,France +200722,7,18811,11559,26063,31,19,43,FR,France +200721,7,15325,9347,21303,25,15,35,FR,France +200720,7,17507,11589,23425,29,19,39,FR,France +200719,7,22692,15113,30271,37,25,49,FR,France +200718,7,20630,13394,27866,34,22,46,FR,France +200717,7,23755,14388,33122,39,24,54,FR,France +200716,7,23388,16188,30588,38,26,50,FR,France +200715,7,25695,17711,33679,42,29,55,FR,France +200714,7,16974,9959,23989,28,17,39,FR,France +200713,7,24625,16598,32652,40,27,53,FR,France +200712,7,20303,11331,29275,33,18,48,FR,France +200711,7,33056,21724,44388,54,36,72,FR,France +200710,7,20775,12182,29368,34,20,48,FR,France +200709,7,18750,12252,25248,31,20,42,FR,France +200708,7,19458,12998,25918,32,21,43,FR,France +200707,7,20978,14822,27134,34,24,44,FR,France +200706,7,14466,9375,19557,24,16,32,FR,France +200705,7,15339,9771,20907,25,16,34,FR,France +200704,7,19661,13333,25989,32,22,42,FR,France +200703,7,16211,10323,22099,26,16,36,FR,France +200702,7,15631,10037,21225,25,16,34,FR,France +200701,7,16483,10582,22384,27,17,37,FR,France +200652,7,20472,13371,27573,34,22,46,FR,France +200651,7,20557,12905,28209,34,21,47,FR,France +200650,7,11364,6541,16187,19,11,27,FR,France +200649,7,12518,6273,18763,21,11,31,FR,France +200648,7,8028,2783,13273,13,4,22,FR,France +200647,7,6240,2268,10212,10,3,17,FR,France +200646,7,4953,1841,8065,8,3,13,FR,France +200645,7,4064,1178,6950,7,2,12,FR,France +200644,7,5300,1084,9516,9,2,16,FR,France +200643,7,3518,1027,6009,6,2,10,FR,France +200642,7,2885,539,5231,5,1,9,FR,France +200641,7,4405,123,8687,7,0,14,FR,France +200640,7,2513,0,5505,4,0,9,FR,France +200639,7,992,0,2812,2,0,5,FR,France +200638,7,1363,0,3045,2,0,5,FR,France +200637,7,992,0,2711,2,0,5,FR,France +200636,7,820,0,2313,1,0,3,FR,France +200635,7,614,0,1628,1,0,3,FR,France +200634,7,1149,0,2623,2,0,4,FR,France +200633,7,161,0,630,0,0,1,FR,France +200632,7,476,0,1785,1,0,3,FR,France +200631,7,6255,754,11756,10,1,19,FR,France +200630,7,7140,2123,12157,12,4,20,FR,France +200629,7,6227,2488,9966,10,4,16,FR,France +200628,7,13044,6388,19700,21,10,32,FR,France +200627,7,18263,9407,27119,30,15,45,FR,France +200626,7,12465,6504,18426,20,10,30,FR,France +200625,7,14114,8492,19736,23,14,32,FR,France +200624,7,14773,9362,20184,24,15,33,FR,France +200623,7,12338,7512,17164,20,12,28,FR,France +200622,7,12669,7540,17798,21,13,29,FR,France +200621,7,15426,9709,21143,25,16,34,FR,France +200620,7,10366,6001,14731,17,10,24,FR,France +200619,7,13862,8779,18945,23,15,31,FR,France +200618,7,11495,6482,16508,19,11,27,FR,France +200617,7,16230,9656,22804,27,16,38,FR,France +200616,7,17624,10886,24362,29,18,40,FR,France +200615,7,18171,11485,24857,30,19,41,FR,France +200614,7,19218,13041,25395,31,21,41,FR,France +200613,7,16805,11064,22546,28,19,37,FR,France +200612,7,17604,12029,23179,29,20,38,FR,France +200611,7,15789,10289,21289,26,17,35,FR,France +200610,7,16775,11238,22312,27,18,36,FR,France +200609,7,16734,11153,22315,27,18,36,FR,France +200608,7,16964,11317,22611,28,19,37,FR,France +200607,7,11878,7047,16709,19,11,27,FR,France +200606,7,18915,13000,24830,31,21,41,FR,France +200605,7,16029,10665,21393,26,17,35,FR,France +200604,7,11400,7136,15664,19,12,26,FR,France +200603,7,15577,10494,20660,26,18,34,FR,France +200602,7,10313,6274,14352,17,10,24,FR,France +200601,7,20058,13481,26635,33,22,44,FR,France +200552,7,16588,9246,23930,27,15,39,FR,France +200551,7,27150,14219,40081,45,24,66,FR,France +200550,7,14340,8527,20153,24,14,34,FR,France +200549,7,12056,6953,17159,20,12,28,FR,France +200548,7,15056,8846,21266,25,15,35,FR,France +200547,7,14805,7691,21919,24,12,36,FR,France +200546,7,8390,2583,14197,14,4,24,FR,France +200545,7,11513,3776,19250,19,6,32,FR,France +200544,7,10086,2788,17384,17,5,29,FR,France +200543,7,9316,2080,16552,15,3,27,FR,France +200542,7,8373,3760,12986,14,6,22,FR,France +200541,7,11587,6045,17129,19,10,28,FR,France +200540,7,12374,6622,18126,20,11,29,FR,France +200539,7,4450,1509,7391,7,2,12,FR,France +200538,7,2272,67,4477,4,0,8,FR,France +200537,7,1677,0,3664,3,0,6,FR,France +200536,7,3369,510,6228,6,1,11,FR,France +200535,7,3124,482,5766,5,1,9,FR,France +200534,7,6673,1394,11952,11,2,20,FR,France +200533,7,8588,1696,15480,14,3,25,FR,France +200532,7,7859,2362,13356,13,4,22,FR,France +200531,7,9570,3334,15806,16,6,26,FR,France +200530,7,6172,0,13912,10,0,23,FR,France +200529,7,12452,5092,19812,21,9,33,FR,France +200528,7,18277,5762,30792,30,9,51,FR,France +200527,7,17547,9967,25127,29,16,42,FR,France +200526,7,27248,18071,36425,45,30,60,FR,France +200525,7,14089,8408,19770,23,14,32,FR,France +200524,7,15632,9553,21711,26,16,36,FR,France +200523,7,20069,12360,27778,33,20,46,FR,France +200522,7,20392,9119,31665,34,15,53,FR,France +200521,7,13623,8254,18992,22,13,31,FR,France +200520,7,17482,10870,24094,29,18,40,FR,France +200519,7,12622,7407,17837,21,12,30,FR,France +200518,7,10630,5706,15554,18,10,26,FR,France +200517,7,14979,8429,21529,25,14,36,FR,France +200516,7,11520,6566,16474,19,11,27,FR,France +200515,7,9114,4530,13698,15,7,23,FR,France +200514,7,16876,10333,23419,28,17,39,FR,France +200513,7,12513,7324,17702,21,12,30,FR,France +200512,7,15395,9108,21682,25,15,35,FR,France +200511,7,12702,7588,17816,21,13,29,FR,France +200510,7,11279,6465,16093,19,11,27,FR,France +200509,7,13085,7767,18403,22,13,31,FR,France +200508,7,10359,6162,14556,17,10,24,FR,France +200507,7,18640,12932,24348,31,22,40,FR,France +200506,7,11814,7295,16333,20,13,27,FR,France +200505,7,15387,10293,20481,25,17,33,FR,France +200504,7,12525,7897,17153,21,13,29,FR,France +200503,7,15946,10225,21667,26,17,35,FR,France +200502,7,12669,7600,17738,21,13,29,FR,France +200501,7,14192,8841,19543,23,14,32,FR,France +200453,7,17869,11244,24494,30,19,41,FR,France +200452,7,16974,10864,23084,28,18,38,FR,France +200451,7,14890,9250,20530,25,16,34,FR,France +200450,7,17657,10659,24655,29,17,41,FR,France +200449,7,16219,8194,24244,27,14,40,FR,France +200448,7,7162,2532,11792,12,4,20,FR,France +200447,7,8816,4136,13496,15,7,23,FR,France +200446,7,6806,2939,10673,11,5,17,FR,France +200445,7,9065,2889,15241,15,5,25,FR,France +200444,7,9795,4169,15421,16,7,25,FR,France +200443,7,5673,2412,8934,9,4,14,FR,France +200442,7,3038,802,5274,5,1,9,FR,France +200441,7,5061,1296,8826,8,2,14,FR,France +200440,7,3409,690,6128,6,1,11,FR,France +200439,7,5226,1044,9408,9,2,16,FR,France +200438,7,3412,0,7137,6,0,12,FR,France +200437,7,4351,537,8165,7,1,13,FR,France +200436,7,5121,1260,8982,9,3,15,FR,France +200435,7,7279,2610,11948,12,4,20,FR,France +200434,7,6425,1962,10888,11,4,18,FR,France +200433,7,11183,5394,16972,19,9,29,FR,France +200432,7,15854,7918,23790,26,13,39,FR,France +200431,7,17793,5261,30325,30,9,51,FR,France +200430,7,23244,14352,32136,39,24,54,FR,France +200429,7,34645,23193,46097,58,39,77,FR,France +200428,7,19481,11767,27195,32,19,45,FR,France +200427,7,21322,8377,34267,35,13,57,FR,France +200426,7,17171,7899,26443,29,14,44,FR,France +200425,7,26606,17976,35236,44,30,58,FR,France +200424,7,26142,17142,35142,43,28,58,FR,France +200423,7,23643,15715,31571,39,26,52,FR,France +200422,7,16119,9794,22444,27,16,38,FR,France +200421,7,20283,12915,27651,34,22,46,FR,France +200420,7,15730,9735,21725,26,16,36,FR,France +200419,7,22791,15145,30437,38,25,51,FR,France +200418,7,17807,11014,24600,30,19,41,FR,France +200417,7,19913,12212,27614,33,20,46,FR,France +200416,7,19289,11424,27154,32,19,45,FR,France +200415,7,20587,13594,27580,34,22,46,FR,France +200414,7,24610,16629,32591,41,28,54,FR,France +200413,7,22910,15782,30038,38,26,50,FR,France +200412,7,23468,15220,31716,39,25,53,FR,France +200411,7,23977,16337,31617,40,27,53,FR,France +200410,7,25519,15764,35274,42,26,58,FR,France +200409,7,26592,17202,35982,44,28,60,FR,France +200408,7,22820,15102,30538,38,25,51,FR,France +200407,7,23871,16628,31114,40,28,52,FR,France +200406,7,24567,15700,33434,41,26,56,FR,France +200405,7,12869,7824,17914,21,13,29,FR,France +200404,7,13172,8314,18030,22,14,30,FR,France +200403,7,6442,3015,9869,11,5,17,FR,France +200402,7,11126,6305,15947,18,10,26,FR,France +200401,7,24971,13819,36123,41,22,60,FR,France +200352,7,4920,0,22288,8,0,37,FR,France +200351,7,10235,2435,18035,17,4,30,FR,France +200350,7,9805,5520,14090,16,9,23,FR,France +200349,7,11685,7721,15649,20,13,27,FR,France +200348,7,6201,3319,9083,10,5,15,FR,France +200347,7,4897,1842,7952,8,3,13,FR,France +200346,7,4596,1236,7956,8,2,14,FR,France +200345,7,3501,1090,5912,6,2,10,FR,France +200344,7,3469,894,6044,6,2,10,FR,France +200343,7,4671,1766,7576,8,3,13,FR,France +200342,7,3855,955,6755,6,1,11,FR,France +200341,7,3179,427,5931,5,0,10,FR,France +200340,7,6983,2852,11114,12,5,19,FR,France +200339,7,952,0,2308,2,0,4,FR,France +200338,7,1628,0,3406,3,0,6,FR,France +200337,7,2995,0,6029,5,0,10,FR,France +200336,7,3595,0,7784,6,0,13,FR,France +200335,7,1340,0,4253,2,0,7,FR,France +200334,7,3842,0,10414,6,0,17,FR,France +200333,7,7269,0,18830,12,0,31,FR,France +200332,7,2908,0,6463,5,0,11,FR,France +200331,7,2053,0,4640,3,0,7,FR,France +200330,7,5106,259,9953,9,1,17,FR,France +200329,7,8195,0,21289,14,0,36,FR,France +200328,7,9002,3511,14493,15,6,24,FR,France +200327,7,4902,1397,8407,8,2,14,FR,France +200326,7,17746,7867,27625,30,13,47,FR,France +200325,7,8190,3460,12920,14,6,22,FR,France +200324,7,33803,13366,54240,56,22,90,FR,France +200323,7,14278,6733,21823,24,11,37,FR,France +200322,7,13397,7140,19654,22,12,32,FR,France +200321,7,12113,3506,20720,20,6,34,FR,France +200320,7,10454,5534,15374,17,9,25,FR,France +200319,7,12833,6772,18894,21,11,31,FR,France +200318,7,25572,16325,34819,43,28,58,FR,France +200317,7,21556,11493,31619,36,19,53,FR,France +200316,7,20007,12091,27923,33,20,46,FR,France +200315,7,26837,18106,35568,45,30,60,FR,France +200314,7,19148,10594,27702,32,18,46,FR,France +200313,7,27087,16490,37684,45,27,63,FR,France +200312,7,24322,15256,33388,41,26,56,FR,France +200311,7,21652,12929,30375,36,21,51,FR,France +200310,7,29033,19506,38560,49,33,65,FR,France +200309,7,28198,17625,38771,47,29,65,FR,France +200308,7,36298,22548,50048,61,38,84,FR,France +200307,7,27050,14994,39106,45,25,65,FR,France +200306,7,25101,14828,35374,42,25,59,FR,France +200305,7,15588,7493,23683,26,12,40,FR,France +200304,7,17141,9713,24569,29,17,41,FR,France +200303,7,18329,11799,24859,31,20,42,FR,France +200302,7,18829,10035,27623,31,16,46,FR,France +200301,7,22582,11488,33676,38,19,57,FR,France +200252,7,20417,12258,28576,34,20,48,FR,France +200251,7,22444,14164,30724,38,24,52,FR,France +200250,7,10873,6406,15340,18,10,26,FR,France +200249,7,16468,2559,30377,28,5,51,FR,France +200248,7,10264,4123,16405,17,7,27,FR,France +200247,7,12129,4283,19975,20,7,33,FR,France +200246,7,5507,1186,9828,9,2,16,FR,France +200245,7,9335,4813,13857,16,8,24,FR,France +200244,7,9388,2462,16314,16,4,28,FR,France +200243,7,10756,4601,16911,18,8,28,FR,France +200242,7,8703,3946,13460,15,7,23,FR,France +200241,7,7695,3062,12328,13,5,21,FR,France +200240,7,7097,2512,11682,12,4,20,FR,France +200239,7,6215,2540,9890,10,4,16,FR,France +200238,7,4237,1165,7309,7,2,12,FR,France +200237,7,1210,0,2674,2,0,4,FR,France +200236,7,2671,314,5028,4,0,8,FR,France +200235,7,1193,0,3093,2,0,5,FR,France +200234,7,5394,1014,9774,9,2,16,FR,France +200233,7,5395,510,10280,9,1,17,FR,France +200232,7,11308,1117,21499,19,2,36,FR,France +200231,7,7163,1350,12976,12,2,22,FR,France +200230,7,10184,3615,16753,17,6,28,FR,France +200229,7,11146,5228,17064,19,9,29,FR,France +200228,7,15908,8318,23498,27,14,40,FR,France +200227,7,12124,441,23807,20,0,40,FR,France +200226,7,18706,4188,33224,31,7,55,FR,France +200225,7,18807,9408,28206,32,16,48,FR,France +200224,7,15035,9084,20986,25,15,35,FR,France +200223,7,12617,6916,18318,21,11,31,FR,France +200222,7,18851,10747,26955,32,18,46,FR,France +200221,7,14282,7527,21037,24,13,35,FR,France +200220,7,12558,6860,18256,21,11,31,FR,France +200219,7,18605,11518,25692,31,19,43,FR,France +200218,7,10857,5495,16219,18,9,27,FR,France +200217,7,16252,9537,22967,27,16,38,FR,France +200216,7,10284,5016,15552,17,8,26,FR,France +200215,7,19217,9502,28932,32,16,48,FR,France +200214,7,15585,6215,24955,26,10,42,FR,France +200213,7,29411,13274,45548,49,22,76,FR,France +200212,7,12354,7208,17500,21,12,30,FR,France +200211,7,11781,7053,16509,20,12,28,FR,France +200210,7,9450,5283,13617,16,9,23,FR,France +200209,7,11735,5297,18173,20,9,31,FR,France +200208,7,8153,3653,12653,14,6,22,FR,France +200207,7,6992,3354,10630,12,6,18,FR,France +200206,7,7857,3052,12662,13,5,21,FR,France +200205,7,7405,2868,11942,12,4,20,FR,France +200204,7,13562,7935,19189,23,14,32,FR,France +200203,7,8152,4543,11761,14,8,20,FR,France +200202,7,9486,4411,14561,16,7,25,FR,France +200201,7,6329,1565,11093,11,3,19,FR,France +200152,7,5566,2267,8865,9,3,15,FR,France +200151,7,6045,2630,9460,10,4,16,FR,France +200150,7,11601,4100,19102,20,7,33,FR,France +200149,7,5828,851,10805,10,2,18,FR,France +200148,7,9965,5007,14923,17,9,25,FR,France +200147,7,6292,2021,10563,11,4,18,FR,France +200146,7,5424,2218,8630,9,4,14,FR,France +200145,7,9468,5023,13913,16,8,24,FR,France +200144,7,4941,1881,8001,8,3,13,FR,France +200143,7,6978,3201,10755,12,6,18,FR,France +200142,7,6726,3147,10305,11,5,17,FR,France +200141,7,5410,1849,8971,9,3,15,FR,France +200140,7,3320,637,6003,6,1,11,FR,France +200139,7,1152,0,2569,2,0,4,FR,France +200138,7,864,0,2411,1,0,4,FR,France +200137,7,1234,0,3393,2,0,6,FR,France +200136,7,391,0,1256,1,0,2,FR,France +200135,7,2539,0,6274,4,0,10,FR,France +200134,7,1946,0,4439,3,0,7,FR,France +200133,7,655,0,2046,1,0,3,FR,France +200132,7,4619,0,10912,8,0,19,FR,France +200131,7,7622,1190,14054,13,2,24,FR,France +200130,7,13686,4678,22694,23,8,38,FR,France +200129,7,12966,4727,21205,22,8,36,FR,France +200128,7,20908,11957,29859,35,20,50,FR,France +200127,7,26634,17739,35529,45,30,60,FR,France +200126,7,13863,7666,20060,23,13,33,FR,France +200125,7,17329,9452,25206,29,16,42,FR,France +200124,7,10961,6673,15249,19,12,26,FR,France +200123,7,7892,3888,11896,13,6,20,FR,France +200122,7,10912,4621,17203,18,7,29,FR,France +200121,7,10194,5217,15171,17,9,25,FR,France +200120,7,10390,5710,15070,18,10,26,FR,France +200119,7,10976,5927,16025,19,10,28,FR,France +200118,7,11933,6833,17033,20,11,29,FR,France +200117,7,16250,9256,23244,27,15,39,FR,France +200116,7,14131,8691,19571,24,15,33,FR,France +200115,7,11033,6411,15655,19,11,27,FR,France +200114,7,18381,12349,24413,31,21,41,FR,France +200113,7,15253,9582,20924,26,16,36,FR,France +200112,7,12761,8155,17367,22,14,30,FR,France +200111,7,11592,6790,16394,20,12,28,FR,France +200110,7,11220,6697,15743,19,11,27,FR,France +200109,7,10984,6431,15537,19,11,27,FR,France +200108,7,18335,10145,26525,31,17,45,FR,France +200107,7,17404,10389,24419,29,17,41,FR,France +200106,7,18382,10498,26266,31,18,44,FR,France +200105,7,13455,7904,19006,23,14,32,FR,France +200104,7,16438,10780,22096,28,18,38,FR,France +200103,7,18174,12049,24299,31,21,41,FR,France +200102,7,22905,16080,29730,39,27,51,FR,France +200101,7,29487,21117,37857,50,36,64,FR,France +200052,7,17041,10342,23740,29,18,40,FR,France +200051,7,11749,7358,16140,20,13,27,FR,France +200050,7,14215,8706,19724,24,15,33,FR,France +200049,7,10172,5845,14499,17,10,24,FR,France +200048,7,13683,8322,19044,23,14,32,FR,France +200047,7,9924,5066,14782,17,9,25,FR,France +200046,7,11103,5449,16757,19,9,29,FR,France +200045,7,7870,3542,12198,13,6,20,FR,France +200044,7,11328,6118,16538,19,10,28,FR,France +200043,7,5292,1687,8897,9,3,15,FR,France +200042,7,4410,1293,7527,8,3,13,FR,France +200041,7,5242,1813,8671,9,3,15,FR,France +200040,7,4066,1351,6781,7,2,12,FR,France +200039,7,4574,885,8263,8,2,14,FR,France +200038,7,8241,3875,12607,14,7,21,FR,France +200037,7,3124,423,5825,5,0,10,FR,France +200036,7,731,0,2044,1,0,3,FR,France +200035,7,6605,959,12251,11,1,21,FR,France +200034,7,6924,931,12917,12,2,22,FR,France +200033,7,10713,3957,17469,18,7,29,FR,France +200032,7,15736,5003,26469,27,9,45,FR,France +200031,7,13088,5542,20634,22,9,35,FR,France +200030,7,16422,9062,23782,28,15,41,FR,France +200029,7,16543,8116,24970,28,14,42,FR,France +200028,7,12868,5178,20558,22,9,35,FR,France +200027,7,18228,10887,25569,31,19,43,FR,France +200026,7,17377,10789,23965,30,19,41,FR,France +200025,7,22600,15119,30081,38,25,51,FR,France +200024,7,16046,10504,21588,27,18,36,FR,France +200023,7,11887,6681,17093,20,11,29,FR,France +200022,7,26275,18762,33788,45,32,58,FR,France +200021,7,15921,9967,21875,27,17,37,FR,France +200020,7,19178,12565,25791,33,22,44,FR,France +200019,7,17152,10424,23880,29,18,40,FR,France +200018,7,17571,10754,24388,30,18,42,FR,France +200017,7,9999,5672,14326,17,10,24,FR,France +200016,7,17506,11461,23551,30,20,40,FR,France +200015,7,23333,14747,31919,40,25,55,FR,France +200014,7,15027,9838,20216,26,17,35,FR,France +200013,7,17924,12383,23465,30,21,39,FR,France +200012,7,15415,9917,20913,26,17,35,FR,France +200011,7,12359,7372,17346,21,13,29,FR,France +200010,7,13858,9167,18549,24,16,32,FR,France +200009,7,9096,5451,12741,15,9,21,FR,France +200008,7,10596,6574,14618,18,11,25,FR,France +200007,7,13593,8816,18370,23,15,31,FR,France +200006,7,9017,5391,12643,15,9,21,FR,France +200005,7,12681,7750,17612,22,14,30,FR,France +200004,7,11889,7253,16525,20,12,28,FR,France +200003,7,9171,5628,12714,16,10,22,FR,France +200002,7,10268,5957,14579,17,10,24,FR,France +200001,7,10986,6521,15451,19,11,27,FR,France +199952,7,10358,5667,15049,18,10,26,FR,France +199951,7,10099,6132,14066,17,10,24,FR,France +199950,7,10439,6481,14397,18,11,25,FR,France +199949,7,7736,4269,11203,13,7,19,FR,France +199948,7,11414,6754,16074,20,12,28,FR,France +199947,7,7639,2705,12573,13,5,21,FR,France +199946,7,6544,0,15074,11,0,26,FR,France +199945,7,11273,3165,19381,19,5,33,FR,France +199944,7,8049,3828,12270,14,7,21,FR,France +199943,7,7788,4226,11350,13,7,19,FR,France +199942,7,6779,3659,9899,12,7,17,FR,France +199941,7,5213,2646,7780,9,5,13,FR,France +199940,7,5018,2256,7780,9,4,14,FR,France +199939,7,3108,1141,5075,5,2,8,FR,France +199938,7,2095,143,4047,4,1,7,FR,France +199937,7,3611,1095,6127,6,2,10,FR,France +199936,7,2085,116,4054,4,1,7,FR,France +199935,7,1102,0,2231,2,0,4,FR,France +199934,7,2813,468,5158,5,1,9,FR,France +199933,7,7210,2996,11424,12,5,19,FR,France +199932,7,6981,2822,11140,12,5,19,FR,France +199931,7,6389,2284,10494,11,4,18,FR,France +199930,7,10567,4364,16770,18,7,29,FR,France +199929,7,18284,11145,25423,31,19,43,FR,France +199928,7,21079,13832,28326,36,24,48,FR,France +199927,7,18824,12647,25001,32,21,43,FR,France +199926,7,18098,12190,24006,31,21,41,FR,France +199925,7,23863,16911,30815,41,29,53,FR,France +199924,7,18038,12162,23914,31,21,41,FR,France +199923,7,19660,13601,25719,34,24,44,FR,France +199922,7,18093,12570,23616,31,22,40,FR,France +199921,7,15850,10129,21571,27,17,37,FR,France +199920,7,12241,7408,17074,21,13,29,FR,France +199919,7,10738,6273,15203,18,10,26,FR,France +199918,7,20739,14823,26655,35,25,45,FR,France +199917,7,13993,9229,18757,24,16,32,FR,France +199916,7,16199,10966,21432,28,19,37,FR,France +199915,7,19936,13939,25933,34,24,44,FR,France +199914,7,22907,15999,29815,39,27,51,FR,France +199913,7,18404,11277,25531,31,19,43,FR,France +199912,7,19242,13136,25348,33,23,43,FR,France +199911,7,14923,9872,19974,26,17,35,FR,France +199910,7,16058,10370,21746,27,17,37,FR,France +199909,7,11125,6841,15409,19,12,26,FR,France +199908,7,10840,7075,14605,19,13,25,FR,France +199907,7,13655,9263,18047,23,15,31,FR,France +199906,7,17654,12681,22627,30,21,39,FR,France +199905,7,16838,11942,21734,29,21,37,FR,France +199904,7,17056,12124,21988,29,21,37,FR,France +199903,7,18805,13967,23643,32,24,40,FR,France +199902,7,14863,10135,19591,25,17,33,FR,France +199901,7,13707,9075,18339,23,15,31,FR,France +199853,7,24797,17975,31619,43,31,55,FR,France +199852,7,23616,16902,30330,41,29,53,FR,France +199851,7,13919,9478,18360,24,16,32,FR,France +199850,7,20556,15164,25948,35,26,44,FR,France +199849,7,16232,11327,21137,28,20,36,FR,France +199848,7,11998,7691,16305,21,14,28,FR,France +199847,7,13617,8934,18300,23,15,31,FR,France +199846,7,7646,4419,10873,13,7,19,FR,France +199845,7,15930,10713,21147,27,18,36,FR,France +199844,7,14145,9390,18900,24,16,32,FR,France +199843,7,16707,11447,21967,29,20,38,FR,France +199842,7,12475,7806,17144,21,13,29,FR,France +199841,7,13018,8151,17885,22,14,30,FR,France +199840,7,7396,3653,11139,13,7,19,FR,France +199839,7,4467,1896,7038,8,4,12,FR,France +199838,7,3421,1176,5666,6,2,10,FR,France +199837,7,4489,2136,6842,8,4,12,FR,France +199836,7,6355,2914,9796,11,5,17,FR,France +199835,7,7689,3867,11511,13,6,20,FR,France +199834,7,7235,3191,11279,12,5,19,FR,France +199833,7,11431,6018,16844,20,11,29,FR,France +199832,7,20493,9237,31749,35,16,54,FR,France +199831,7,15619,9125,22113,27,16,38,FR,France +199830,7,19360,12617,26103,33,21,45,FR,France +199829,7,17816,11414,24218,31,20,42,FR,France +199828,7,20757,14385,27129,36,25,47,FR,France +199827,7,20714,14671,26757,36,26,46,FR,France +199826,7,24479,17611,31347,42,30,54,FR,France +199825,7,24462,17924,31000,42,31,53,FR,France +199824,7,18928,13945,23911,32,23,41,FR,France +199823,7,13478,8876,18080,23,15,31,FR,France +199822,7,13213,8997,17429,23,16,30,FR,France +199821,7,10741,6627,14855,18,11,25,FR,France +199820,7,23223,17217,29229,40,30,50,FR,France +199819,7,16130,10667,21593,28,19,37,FR,France +199818,7,15802,10374,21230,27,18,36,FR,France +199817,7,14119,8452,19786,24,14,34,FR,France +199816,7,11744,7632,15856,20,13,27,FR,France +199815,7,17422,12372,22472,30,21,39,FR,France +199814,7,20962,15699,26225,36,27,45,FR,France +199813,7,17029,12181,21877,29,21,37,FR,France +199812,7,14960,10393,19527,26,18,34,FR,France +199811,7,13687,9540,17834,23,16,30,FR,France +199810,7,14294,9623,18965,25,17,33,FR,France +199809,7,12550,8183,16917,22,15,29,FR,France +199808,7,15378,10656,20100,26,18,34,FR,France +199807,7,14618,10083,19153,25,17,33,FR,France +199806,7,15316,10683,19949,26,18,34,FR,France +199805,7,11805,7653,15957,20,13,27,FR,France +199804,7,15746,10733,20759,27,18,36,FR,France +199803,7,13085,8916,17254,22,15,29,FR,France +199802,7,10764,6882,14646,18,11,25,FR,France +199801,7,19222,13376,25068,33,23,43,FR,France +199752,7,18582,12576,24588,32,22,42,FR,France +199751,7,10933,6829,15037,19,12,26,FR,France +199750,7,9622,6005,13239,17,11,23,FR,France +199749,7,12183,8157,16209,21,14,28,FR,France +199748,7,7368,4022,10714,13,7,19,FR,France +199747,7,10482,6595,14369,18,11,25,FR,France +199746,7,8391,4342,12440,14,7,21,FR,France +199745,7,7499,3716,11282,13,6,20,FR,France +199744,7,5492,2442,8542,9,4,14,FR,France +199743,7,4829,2314,7344,8,4,12,FR,France +199742,7,4781,2027,7535,8,3,13,FR,France +199741,7,6622,3367,9877,11,5,17,FR,France +199740,7,2851,764,4938,5,1,9,FR,France +199739,7,3242,851,5633,6,2,10,FR,France +199738,7,2916,579,5253,5,1,9,FR,France +199737,7,4944,2248,7640,9,4,14,FR,France +199736,7,2767,679,4855,5,1,9,FR,France +199735,7,1245,12,2478,2,0,4,FR,France +199734,7,6971,2145,11797,12,4,20,FR,France +199733,7,11167,5245,17089,19,9,29,FR,France +199732,7,12349,6916,17782,21,12,30,FR,France +199731,7,13276,8068,18484,23,14,32,FR,France +199730,7,16463,10419,22507,28,18,38,FR,France +199729,7,12458,6536,18380,21,11,31,FR,France +199728,7,14155,8553,19757,24,14,34,FR,France +199727,7,16611,11473,21749,29,20,38,FR,France +199726,7,14303,10203,18403,25,18,32,FR,France +199725,7,11562,7487,15637,20,13,27,FR,France +199724,7,20722,15143,26301,36,26,46,FR,France +199723,7,11958,8064,15852,21,14,28,FR,France +199722,7,19175,14023,24327,33,24,42,FR,France +199721,7,15933,11074,20792,27,19,35,FR,France +199720,7,16512,11798,21226,28,20,36,FR,France +199719,7,14490,10231,18749,25,18,32,FR,France +199718,7,14033,9863,18203,24,17,31,FR,France +199717,7,17029,12579,21479,29,21,37,FR,France +199716,7,14686,10709,18663,25,18,32,FR,France +199715,7,19100,14311,23889,33,25,41,FR,France +199714,7,17746,13153,22339,31,23,39,FR,France +199713,7,17384,12873,21895,30,22,38,FR,France +199712,7,13589,9321,17857,23,16,30,FR,France +199711,7,16033,11789,20277,28,21,35,FR,France +199710,7,12351,8688,16014,21,15,27,FR,France +199709,7,16809,12329,21289,29,21,37,FR,France +199708,7,9660,6429,12891,17,11,23,FR,France +199707,7,16751,12377,21125,29,21,37,FR,France +199706,7,17151,13029,21273,30,23,37,FR,France +199705,7,12543,9128,15958,22,16,28,FR,France +199704,7,14475,10891,18059,25,19,31,FR,France +199703,7,12135,8727,15543,21,15,27,FR,France +199702,7,15541,11574,19508,27,20,34,FR,France +199701,7,14432,10701,18163,25,19,31,FR,France +199652,7,15556,11735,19377,27,20,34,FR,France +199651,7,14038,10500,17576,24,18,30,FR,France +199650,7,14236,10857,17615,25,19,31,FR,France +199649,7,10776,7924,13628,19,14,24,FR,France +199648,7,7489,4949,10029,13,9,17,FR,France +199647,7,11826,8573,15079,20,14,26,FR,France +199646,7,10269,7201,13337,18,13,23,FR,France +199645,7,17313,12967,21659,30,22,38,FR,France +199644,7,12095,8643,15547,21,15,27,FR,France +199643,7,14958,10739,19177,26,19,33,FR,France +199642,7,14106,10196,18016,24,17,31,FR,France +199641,7,10302,6968,13636,18,12,24,FR,France +199640,7,9514,5990,13038,16,10,22,FR,France +199639,7,6376,3651,9101,11,6,16,FR,France +199638,7,3835,1587,6083,7,3,11,FR,France +199637,7,2746,1100,4392,5,2,8,FR,France +199636,7,4577,2320,6834,8,4,12,FR,France +199635,7,2624,902,4346,5,2,8,FR,France +199634,7,6280,3139,9421,11,6,16,FR,France +199633,7,10194,5347,15041,18,10,26,FR,France +199632,7,10116,5942,14290,17,10,24,FR,France +199631,7,14292,9640,18944,25,17,33,FR,France +199630,7,20862,14786,26938,36,26,46,FR,France +199629,7,17243,12463,22023,30,22,38,FR,France +199628,7,16021,11796,20246,28,21,35,FR,France +199627,7,19880,14406,25354,34,25,43,FR,France +199626,7,12565,8783,16347,22,15,29,FR,France +199625,7,19360,14570,24150,33,25,41,FR,France +199624,7,20778,15610,25946,36,27,45,FR,France +199623,7,17991,13162,22820,31,23,39,FR,France +199622,7,18294,13971,22617,32,25,39,FR,France +199621,7,14000,10136,17864,24,17,31,FR,France +199620,7,16598,12361,20835,29,22,36,FR,France +199619,7,11710,8148,15272,20,14,26,FR,France +199618,7,12140,8325,15955,21,14,28,FR,France +199617,7,17984,13059,22909,31,22,40,FR,France +199616,7,10796,7250,14342,19,13,25,FR,France +199615,7,12766,9101,16431,22,16,28,FR,France +199614,7,14952,10656,19248,26,19,33,FR,France +199613,7,12861,9266,16456,22,16,28,FR,France +199612,7,11592,8202,14982,20,14,26,FR,France +199611,7,15991,12026,19956,28,21,35,FR,France +199610,7,13551,9873,17229,23,17,29,FR,France +199609,7,9737,6799,12675,17,12,22,FR,France +199608,7,11835,8569,15101,20,14,26,FR,France +199607,7,9296,6455,12137,16,11,21,FR,France +199606,7,11330,8078,14582,20,14,26,FR,France +199605,7,10249,7092,13406,18,13,23,FR,France +199604,7,9004,6336,11672,16,11,21,FR,France +199603,7,5904,3709,8099,10,6,14,FR,France +199602,7,6166,4027,8305,11,7,15,FR,France +199601,7,7238,4902,9574,12,8,16,FR,France +199552,7,7808,5225,10391,14,10,18,FR,France +199551,7,10505,7602,13408,18,13,23,FR,France +199550,7,9513,7014,12012,16,12,20,FR,France +199549,7,10263,7482,13044,18,13,23,FR,France +199548,7,9491,6551,12431,16,11,21,FR,France +199547,7,11221,8016,14426,19,13,25,FR,France +199546,7,5104,2852,7356,9,5,13,FR,France +199545,7,5017,2797,7237,9,5,13,FR,France +199544,7,8374,5440,11308,14,9,19,FR,France +199543,7,6365,3429,9301,11,6,16,FR,France +199542,7,5827,3427,8227,10,6,14,FR,France +199541,7,5884,3274,8494,10,5,15,FR,France +199540,7,4653,2571,6735,8,4,12,FR,France +199539,7,4334,2014,6654,8,4,12,FR,France +199538,7,3821,1909,5733,7,4,10,FR,France +199537,7,2297,884,3710,4,2,6,FR,France +199536,7,2317,870,3764,4,1,7,FR,France +199535,7,2531,1035,4027,4,1,7,FR,France +199534,7,5067,2070,8064,9,4,14,FR,France +199533,7,4709,1793,7625,8,3,13,FR,France +199532,7,8030,3945,12115,14,7,21,FR,France +199531,7,12034,7228,16840,21,13,29,FR,France +199530,7,16283,11419,21147,28,20,36,FR,France +199529,7,15520,11209,19831,27,20,34,FR,France +199528,7,21385,16186,26584,37,28,46,FR,France +199527,7,31707,25490,37924,55,44,66,FR,France +199526,7,23680,18921,28439,41,33,49,FR,France +199525,7,27941,22665,33217,48,39,57,FR,France +199524,7,24813,19263,30363,43,33,53,FR,France +199523,7,19371,14610,24132,34,26,42,FR,France +199522,7,16158,12114,20202,28,21,35,FR,France +199521,7,14986,10952,19020,26,19,33,FR,France +199520,7,12831,9059,16603,22,15,29,FR,France +199519,7,15806,11585,20027,27,20,34,FR,France +199518,7,15333,10987,19679,27,19,35,FR,France +199517,7,15551,11471,19631,27,20,34,FR,France +199516,7,15939,12349,19529,28,22,34,FR,France +199515,7,16126,12689,19563,28,22,34,FR,France +199514,7,15247,11965,18529,26,20,32,FR,France +199513,7,16864,13368,20360,29,23,35,FR,France +199512,7,15875,12429,19321,27,21,33,FR,France +199511,7,12844,9644,16044,22,16,28,FR,France +199510,7,15346,11782,18910,27,21,33,FR,France +199509,7,14754,11260,18248,26,20,32,FR,France +199508,7,14521,11077,17965,25,19,31,FR,France +199507,7,14315,10809,17821,25,19,31,FR,France +199506,7,18089,14383,21795,31,25,37,FR,France +199505,7,13414,10176,16652,23,17,29,FR,France +199504,7,15743,12316,19170,27,21,33,FR,France +199503,7,13763,10614,16912,24,19,29,FR,France +199502,7,11495,8490,14500,20,15,25,FR,France +199501,7,13733,10266,17200,24,18,30,FR,France +199452,7,12696,9453,15939,22,16,28,FR,France +199451,7,10390,7458,13322,18,13,23,FR,France +199450,7,8048,5524,10572,14,10,18,FR,France +199449,7,8212,5651,10773,14,10,18,FR,France +199448,7,6481,4250,8712,11,7,15,FR,France +199447,7,7140,4666,9614,12,8,16,FR,France +199446,7,5021,2972,7070,9,5,13,FR,France +199445,7,6759,4267,9251,12,8,16,FR,France +199444,7,9276,5996,12556,16,10,22,FR,France +199443,7,5622,3091,8153,10,6,14,FR,France +199442,7,5848,3383,8313,10,6,14,FR,France +199441,7,4921,2796,7046,9,5,13,FR,France +199440,7,5936,3694,8178,10,6,14,FR,France +199439,7,4090,2080,6100,7,4,10,FR,France +199438,7,2734,1164,4304,5,2,8,FR,France +199437,7,4364,1957,6771,8,4,12,FR,France +199436,7,1991,509,3473,3,0,6,FR,France +199435,7,3676,1494,5858,6,2,10,FR,France +199434,7,6830,3728,9932,12,7,17,FR,France +199433,7,6933,3534,10332,12,6,18,FR,France +199432,7,4851,2299,7403,8,4,12,FR,France +199431,7,7346,3935,10757,13,7,19,FR,France +199430,7,17674,12807,22541,31,23,39,FR,France +199429,7,17175,12461,21889,30,22,38,FR,France +199428,7,16743,12021,21465,29,21,37,FR,France +199427,7,22335,17343,27327,39,30,48,FR,France +199426,7,23679,18832,28526,41,33,49,FR,France +199425,7,24951,20263,29639,43,35,51,FR,France +199424,7,29139,22549,35729,51,40,62,FR,France +199423,7,13583,3641,23525,24,7,41,FR,France +199422,7,16336,4640,28032,28,8,48,FR,France +199421,7,16477,11025,21929,29,20,38,FR,France +199420,7,12872,9458,16286,22,16,28,FR,France +199419,7,13769,10440,17098,24,18,30,FR,France +199418,7,13066,9917,16215,23,18,28,FR,France +199417,7,18648,14838,22458,32,25,39,FR,France +199416,7,17629,13660,21598,31,24,38,FR,France +199415,7,23128,18550,27706,40,32,48,FR,France +199414,7,20128,15971,24285,35,28,42,FR,France +199413,7,16259,12721,19797,28,22,34,FR,France +199412,7,15215,11581,18849,26,20,32,FR,France +199411,7,16439,12812,20066,29,23,35,FR,France +199410,7,20681,16433,24929,36,29,43,FR,France +199409,7,22652,17519,27785,39,30,48,FR,France +199408,7,22067,17044,27090,38,29,47,FR,France +199407,7,15332,11563,19101,27,20,34,FR,France +199406,7,15321,11710,18932,27,21,33,FR,France +199405,7,15264,11523,19005,27,21,33,FR,France +199404,7,10871,7697,14045,19,13,25,FR,France +199403,7,10882,7808,13956,19,14,24,FR,France +199402,7,11834,8348,15320,21,15,27,FR,France +199401,7,11104,8142,14066,19,14,24,FR,France +199352,7,9874,6746,13002,17,12,22,FR,France +199351,7,9565,6818,12312,17,12,22,FR,France +199350,7,6195,4181,8209,11,7,15,FR,France +199349,7,10095,7443,12747,18,13,23,FR,France +199348,7,6413,4261,8565,11,7,15,FR,France +199347,7,7543,4934,10152,13,8,18,FR,France +199346,7,7862,5175,10549,14,9,19,FR,France +199345,7,5648,3511,7785,10,6,14,FR,France +199344,7,6964,4509,9419,12,8,16,FR,France +199343,7,5976,3632,8320,10,6,14,FR,France +199342,7,7669,4853,10485,13,8,18,FR,France +199341,7,9657,6648,12666,17,12,22,FR,France +199340,7,5725,3082,8368,10,5,15,FR,France +199339,7,5520,3207,7833,10,6,14,FR,France +199338,7,2179,888,3470,4,2,6,FR,France +199337,7,1762,557,2967,3,1,5,FR,France +199336,7,3214,1526,4902,6,3,9,FR,France +199335,7,2335,910,3760,4,2,6,FR,France +199334,7,3770,1712,5828,7,3,11,FR,France +199333,7,5925,3250,8600,10,5,15,FR,France +199332,7,12711,8079,17343,22,14,30,FR,France +199331,7,12481,7874,17088,22,14,30,FR,France +199330,7,12584,8619,16549,22,15,29,FR,France +199329,7,13179,8991,17367,23,16,30,FR,France +199328,7,15293,11335,19251,27,20,34,FR,France +199327,7,14134,9791,18477,25,17,33,FR,France +199326,7,17937,13577,22297,31,23,39,FR,France +199325,7,19581,14916,24246,34,26,42,FR,France +199324,7,18285,13450,23120,32,24,40,FR,France +199323,7,16003,11927,20079,28,21,35,FR,France +199322,7,12652,8597,16707,22,15,29,FR,France +199321,7,15218,10970,19466,27,20,34,FR,France +199320,7,11343,7655,15031,20,14,26,FR,France +199319,7,12086,8856,15316,21,15,27,FR,France +199318,7,18898,14305,23491,33,25,41,FR,France +199317,7,14969,10565,19373,26,18,34,FR,France +199316,7,15102,11226,18978,26,19,33,FR,France +199315,7,15058,11183,18933,26,19,33,FR,France +199314,7,12425,9045,15805,22,16,28,FR,France +199313,7,12266,8927,15605,21,15,27,FR,France +199312,7,10821,7884,13758,19,14,24,FR,France +199311,7,11021,8006,14036,19,14,24,FR,France +199310,7,15847,12158,19536,28,22,34,FR,France +199309,7,15084,11059,19109,26,19,33,FR,France +199308,7,16967,12936,20998,30,23,37,FR,France +199307,7,16057,12350,19764,28,22,34,FR,France +199306,7,15887,12275,19499,28,22,34,FR,France +199305,7,15954,12443,19465,28,22,34,FR,France +199304,7,12374,9426,15322,22,17,27,FR,France +199303,7,15283,11831,18735,27,21,33,FR,France +199302,7,13366,10262,16470,23,18,28,FR,France +199301,7,18678,14977,22379,33,27,39,FR,France +199253,7,17829,13827,21831,31,24,38,FR,France +199252,7,14330,10582,18078,25,18,32,FR,France +199251,7,14635,11262,18008,26,20,32,FR,France +199250,7,15252,11566,18938,27,21,33,FR,France +199249,7,14411,11187,17635,25,19,31,FR,France +199248,7,10048,7396,12700,18,13,23,FR,France +199247,7,13069,9752,16386,23,17,29,FR,France +199246,7,6900,4727,9073,12,8,16,FR,France +199245,7,10791,7794,13788,19,14,24,FR,France +199244,7,10205,7482,12928,18,13,23,FR,France +199243,7,7196,4908,9484,13,9,17,FR,France +199242,7,5748,3738,7758,10,6,14,FR,France +199241,7,3587,2045,5129,6,3,9,FR,France +199240,7,5654,3442,7866,10,6,14,FR,France +199239,7,4747,2751,6743,8,5,11,FR,France +199238,7,2842,1306,4378,5,2,8,FR,France +199237,7,4103,2203,6003,7,4,10,FR,France +199236,7,2801,1200,4402,5,2,8,FR,France +199235,7,6428,3717,9139,11,6,16,FR,France +199234,7,7517,4190,10844,13,7,19,FR,France +199233,7,9951,5955,13947,17,10,24,FR,France +199232,7,16090,11337,20843,28,20,36,FR,France +199231,7,17156,12441,21871,30,22,38,FR,France +199230,7,21780,16301,27259,38,28,48,FR,France +199229,7,18926,13397,24455,33,23,43,FR,France +199228,7,28144,20384,35904,49,35,63,FR,France +199227,7,29388,22331,36445,51,39,63,FR,France +199226,7,27933,21686,34180,49,38,60,FR,France +199225,7,26446,21153,31739,46,37,55,FR,France +199224,7,19614,14769,24459,34,26,42,FR,France +199223,7,23628,17852,29404,41,31,51,FR,France +199222,7,20438,14868,26008,36,26,46,FR,France +199221,7,22595,17395,27795,40,31,49,FR,France +199220,7,21092,15963,26221,37,28,46,FR,France +199219,7,19210,13934,24486,34,25,43,FR,France +199218,7,30273,22605,37941,53,40,66,FR,France +199217,7,19162,14251,24073,34,25,43,FR,France +199216,7,15583,11158,20008,27,19,35,FR,France +199215,7,15473,10723,20223,27,19,35,FR,France +199214,7,14455,10040,18870,25,17,33,FR,France +199213,7,17146,12105,22187,30,21,39,FR,France +199212,7,15838,10923,20753,28,19,37,FR,France +199211,7,20003,13824,26182,35,24,46,FR,France +199210,7,22906,16060,29752,40,28,52,FR,France +199209,7,21824,15687,27961,38,27,49,FR,France +199208,7,15243,10265,20221,27,18,36,FR,France +199207,7,22633,16160,29106,40,29,51,FR,France +199206,7,17009,12219,21799,30,22,38,FR,France +199205,7,15997,11590,20404,28,20,36,FR,France +199204,7,20690,15075,26305,36,26,46,FR,France +199203,7,18586,12684,24488,33,23,43,FR,France +199202,7,16588,10590,22586,29,18,40,FR,France +199201,7,23607,16552,30662,41,29,53,FR,France +199152,7,15184,10392,19976,27,19,35,FR,France +199151,7,15043,10624,19462,26,18,34,FR,France +199150,7,14115,9737,18493,25,17,33,FR,France +199149,7,13304,8548,18060,23,15,31,FR,France +199148,7,15370,10164,20576,27,18,36,FR,France +199147,7,12813,8139,17487,23,15,31,FR,France +199146,7,6453,3123,9783,11,5,17,FR,France +199145,7,8048,4083,12013,14,7,21,FR,France +199144,7,9882,5623,14141,17,10,24,FR,France +199143,7,14307,8645,19969,25,15,35,FR,France +199142,7,6419,3334,9504,11,6,16,FR,France +199141,7,6168,3113,9223,11,6,16,FR,France +199140,7,3615,1159,6071,6,2,10,FR,France +199139,7,3105,472,5738,5,0,10,FR,France +199138,7,4446,1435,7457,8,3,13,FR,France +199137,7,1457,0,3262,3,0,6,FR,France +199136,7,3053,29,6077,5,0,10,FR,France +199135,7,805,0,2556,1,0,4,FR,France +199134,7,5512,856,10168,10,2,18,FR,France +199133,7,7347,2903,11791,13,5,21,FR,France +199132,7,16099,7334,24864,28,13,43,FR,France +199131,7,16803,8145,25461,30,15,45,FR,France +199130,7,15915,6368,25462,28,11,45,FR,France +199129,7,23744,14703,32785,42,26,58,FR,France +199128,7,24222,15617,32827,43,28,58,FR,France +199127,7,20309,12868,27750,36,23,49,FR,France +199126,7,17608,11304,23912,31,20,42,FR,France +199125,7,16169,10700,21638,28,18,38,FR,France +199124,7,16171,10071,22271,28,17,39,FR,France +199123,7,11947,7671,16223,21,13,29,FR,France +199122,7,15452,9953,20951,27,17,37,FR,France +199121,7,14903,8975,20831,26,16,36,FR,France +199120,7,19053,12742,25364,34,23,45,FR,France +199119,7,16739,11246,22232,29,19,39,FR,France +199118,7,21385,13882,28888,38,25,51,FR,France +199117,7,13462,8877,18047,24,16,32,FR,France +199116,7,14857,10068,19646,26,18,34,FR,France +199115,7,13975,9781,18169,25,18,32,FR,France +199114,7,12265,7684,16846,22,14,30,FR,France +199113,7,9567,6041,13093,17,11,23,FR,France +199112,7,10864,7331,14397,19,13,25,FR,France +199111,7,15574,11184,19964,27,19,35,FR,France +199110,7,16643,11372,21914,29,20,38,FR,France +199109,7,13741,8780,18702,24,15,33,FR,France +199108,7,13289,8813,17765,23,15,31,FR,France +199107,7,12337,8077,16597,22,15,29,FR,France +199106,7,10877,7013,14741,19,12,26,FR,France +199105,7,10442,6544,14340,18,11,25,FR,France +199104,7,7913,4563,11263,14,8,20,FR,France +199103,7,15387,10484,20290,27,18,36,FR,France +199102,7,16277,11046,21508,29,20,38,FR,France +199101,7,15565,10271,20859,27,18,36,FR,France +199052,7,19375,13295,25455,34,23,45,FR,France +199051,7,19080,13807,24353,34,25,43,FR,France +199050,7,11079,6660,15498,20,12,28,FR,France +199049,7,1143,0,2610,2,0,5,FR,France