diff --git a/module3/exo1/Untitled.ipynb b/module3/exo1/Untitled.ipynb new file mode 100644 index 0000000000000000000000000000000000000000..8f84fbba6a4a7f47c1ce6fc88186ad2840923166 --- /dev/null +++ b/module3/exo1/Untitled.ipynb @@ -0,0 +1,3347 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Incidence du syndrome-grippal**" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "import isoweek" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "data_url = \"http://www.sentiweb.fr/datasets/incidence-PAY-3.csv\"" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In order to protect us in case the Réseau Sentinelles Web server disappears or is modified, we make a local copy of this dataset that we store together with our analysis. It is unnecessary and even risky to download the data at each execution, because in case of a malfunction we might be replacing our file by a corrupted version. Therefore we download the data only if no local copy exists." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "data_file = \"syndrome-grippal.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." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "| Nom de colonne | Libellé de colonne |" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "raw_data = pd.read_csv(data_file, skiprows=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
weekindicatorincinc_lowinc_upinc100inc100_lowinc100_upgeo_inseegeo_name
020204831423610977.017495.02217.027.0FRFrance
120204731908515285.022885.02923.035.0FRFrance
220204632480120503.029099.03831.045.0FRFrance
320204534251636857.048175.06556.074.0FRFrance
420204434456738521.050613.06859.077.0FRFrance
520204334373737523.049951.06657.075.0FRFrance
620204233514529812.040478.05345.061.0FRFrance
720204132787723206.032548.04235.049.0FRFrance
820204032044316381.024505.03125.037.0FRFrance
920203931981015900.023720.03024.036.0FRFrance
1020203832556221142.029982.03932.046.0FRFrance
1120203731848514649.022321.02822.034.0FRFrance
122020363103907646.013134.01612.020.0FRFrance
13202035399186842.012994.01510.020.0FRFrance
14202034360843090.09078.094.014.0FRFrance
15202033361063411.08801.095.013.0FRFrance
16202032359183330.08506.095.013.0FRFrance
17202031343512269.06433.074.010.0FRFrance
18202030381795442.010916.0128.016.0FRFrance
19202029386875860.011514.0139.017.0FRFrance
20202028383405701.010979.0139.017.0FRFrance
21202027340662406.05726.063.09.0FRFrance
22202026340392389.05689.063.09.0FRFrance
23202025328531488.04218.042.06.0FRFrance
24202024330581690.04426.053.07.0FRFrance
25202023341682468.05868.063.09.0FRFrance
26202022335801947.05213.053.07.0FRFrance
27202021361144026.08202.096.012.0FRFrance
28202020393156775.011855.01410.018.0FRFrance
292020193116798722.014636.01814.022.0FRFrance
.................................
185319852132609619621.032571.04735.059.0FRFrance
185419852032789620885.034907.05138.064.0FRFrance
185519851934315432821.053487.07859.097.0FRFrance
185619851834055529935.051175.07455.093.0FRFrance
185719851733405324366.043740.06244.080.0FRFrance
185819851635036236451.064273.09166.0116.0FRFrance
185919851536388145538.082224.011683.0149.0FRFrance
18601985143134545114400.0154690.0244207.0281.0FRFrance
18611985133197206176080.0218332.0357319.0395.0FRFrance
18621985123245240223304.0267176.0445405.0485.0FRFrance
18631985113276205252399.0300011.0501458.0544.0FRFrance
18641985103353231326279.0380183.0640591.0689.0FRFrance
18651985093369895341109.0398681.0670618.0722.0FRFrance
18661985083389886359529.0420243.0707652.0762.0FRFrance
18671985073471852432599.0511105.0855784.0926.0FRFrance
18681985063565825518011.0613639.01026939.01113.0FRFrance
18691985053637302592795.0681809.011551074.01236.0FRFrance
18701985043424937390794.0459080.0770708.0832.0FRFrance
18711985033213901174689.0253113.0388317.0459.0FRFrance
187219850239758680949.0114223.0177147.0207.0FRFrance
187319850138548965918.0105060.0155120.0190.0FRFrance
187419845238483060602.0109058.0154110.0198.0FRFrance
1875198451310172680242.0123210.0185146.0224.0FRFrance
18761984503123680101401.0145959.0225184.0266.0FRFrance
1877198449310107381684.0120462.0184149.0219.0FRFrance
187819844837862060634.096606.0143110.0176.0FRFrance
187919844737202954274.089784.013199.0163.0FRFrance
188019844638733067686.0106974.0159123.0195.0FRFrance
18811984453135223101414.0169032.0246184.0308.0FRFrance
188219844436842220056.0116788.012537.0213.0FRFrance
\n", + "

1883 rows × 10 columns

\n", + "
" + ], + "text/plain": [ + " week indicator inc inc_low inc_up inc100 inc100_low \\\n", + "0 202048 3 14236 10977.0 17495.0 22 17.0 \n", + "1 202047 3 19085 15285.0 22885.0 29 23.0 \n", + "2 202046 3 24801 20503.0 29099.0 38 31.0 \n", + "3 202045 3 42516 36857.0 48175.0 65 56.0 \n", + "4 202044 3 44567 38521.0 50613.0 68 59.0 \n", + "5 202043 3 43737 37523.0 49951.0 66 57.0 \n", + "6 202042 3 35145 29812.0 40478.0 53 45.0 \n", + "7 202041 3 27877 23206.0 32548.0 42 35.0 \n", + "8 202040 3 20443 16381.0 24505.0 31 25.0 \n", + "9 202039 3 19810 15900.0 23720.0 30 24.0 \n", + "10 202038 3 25562 21142.0 29982.0 39 32.0 \n", + "11 202037 3 18485 14649.0 22321.0 28 22.0 \n", + "12 202036 3 10390 7646.0 13134.0 16 12.0 \n", + "13 202035 3 9918 6842.0 12994.0 15 10.0 \n", + "14 202034 3 6084 3090.0 9078.0 9 4.0 \n", + "15 202033 3 6106 3411.0 8801.0 9 5.0 \n", + "16 202032 3 5918 3330.0 8506.0 9 5.0 \n", + "17 202031 3 4351 2269.0 6433.0 7 4.0 \n", + "18 202030 3 8179 5442.0 10916.0 12 8.0 \n", + "19 202029 3 8687 5860.0 11514.0 13 9.0 \n", + "20 202028 3 8340 5701.0 10979.0 13 9.0 \n", + "21 202027 3 4066 2406.0 5726.0 6 3.0 \n", + "22 202026 3 4039 2389.0 5689.0 6 3.0 \n", + "23 202025 3 2853 1488.0 4218.0 4 2.0 \n", + "24 202024 3 3058 1690.0 4426.0 5 3.0 \n", + "25 202023 3 4168 2468.0 5868.0 6 3.0 \n", + "26 202022 3 3580 1947.0 5213.0 5 3.0 \n", + "27 202021 3 6114 4026.0 8202.0 9 6.0 \n", + "28 202020 3 9315 6775.0 11855.0 14 10.0 \n", + "29 202019 3 11679 8722.0 14636.0 18 14.0 \n", + "... ... ... ... ... ... ... ... \n", + "1853 198521 3 26096 19621.0 32571.0 47 35.0 \n", + "1854 198520 3 27896 20885.0 34907.0 51 38.0 \n", + "1855 198519 3 43154 32821.0 53487.0 78 59.0 \n", + "1856 198518 3 40555 29935.0 51175.0 74 55.0 \n", + "1857 198517 3 34053 24366.0 43740.0 62 44.0 \n", + "1858 198516 3 50362 36451.0 64273.0 91 66.0 \n", + "1859 198515 3 63881 45538.0 82224.0 116 83.0 \n", + "1860 198514 3 134545 114400.0 154690.0 244 207.0 \n", + "1861 198513 3 197206 176080.0 218332.0 357 319.0 \n", + "1862 198512 3 245240 223304.0 267176.0 445 405.0 \n", + "1863 198511 3 276205 252399.0 300011.0 501 458.0 \n", + "1864 198510 3 353231 326279.0 380183.0 640 591.0 \n", + "1865 198509 3 369895 341109.0 398681.0 670 618.0 \n", + "1866 198508 3 389886 359529.0 420243.0 707 652.0 \n", + "1867 198507 3 471852 432599.0 511105.0 855 784.0 \n", + "1868 198506 3 565825 518011.0 613639.0 1026 939.0 \n", + "1869 198505 3 637302 592795.0 681809.0 1155 1074.0 \n", + "1870 198504 3 424937 390794.0 459080.0 770 708.0 \n", + "1871 198503 3 213901 174689.0 253113.0 388 317.0 \n", + "1872 198502 3 97586 80949.0 114223.0 177 147.0 \n", + "1873 198501 3 85489 65918.0 105060.0 155 120.0 \n", + "1874 198452 3 84830 60602.0 109058.0 154 110.0 \n", + "1875 198451 3 101726 80242.0 123210.0 185 146.0 \n", + "1876 198450 3 123680 101401.0 145959.0 225 184.0 \n", + "1877 198449 3 101073 81684.0 120462.0 184 149.0 \n", + "1878 198448 3 78620 60634.0 96606.0 143 110.0 \n", + "1879 198447 3 72029 54274.0 89784.0 131 99.0 \n", + "1880 198446 3 87330 67686.0 106974.0 159 123.0 \n", + "1881 198445 3 135223 101414.0 169032.0 246 184.0 \n", + "1882 198444 3 68422 20056.0 116788.0 125 37.0 \n", + "\n", + " inc100_up geo_insee geo_name \n", + "0 27.0 FR France \n", + "1 35.0 FR France \n", + "2 45.0 FR France \n", + "3 74.0 FR France \n", + "4 77.0 FR France \n", + "5 75.0 FR France \n", + "6 61.0 FR France \n", + "7 49.0 FR France \n", + "8 37.0 FR France \n", + "9 36.0 FR France \n", + "10 46.0 FR France \n", + "11 34.0 FR France \n", + "12 20.0 FR France \n", + "13 20.0 FR France \n", + "14 14.0 FR France \n", + "15 13.0 FR France \n", + "16 13.0 FR France \n", + "17 10.0 FR France \n", + "18 16.0 FR France \n", + "19 17.0 FR France \n", + "20 17.0 FR France \n", + "21 9.0 FR France \n", + "22 9.0 FR France \n", + "23 6.0 FR France \n", + "24 7.0 FR France \n", + "25 9.0 FR France \n", + "26 7.0 FR France \n", + "27 12.0 FR France \n", + "28 18.0 FR France \n", + "29 22.0 FR France \n", + "... ... ... ... \n", + "1853 59.0 FR France \n", + "1854 64.0 FR France \n", + "1855 97.0 FR France \n", + "1856 93.0 FR France \n", + "1857 80.0 FR France \n", + "1858 116.0 FR France \n", + "1859 149.0 FR France \n", + "1860 281.0 FR France \n", + "1861 395.0 FR France \n", + "1862 485.0 FR France \n", + "1863 544.0 FR France \n", + "1864 689.0 FR France \n", + "1865 722.0 FR France \n", + "1866 762.0 FR France \n", + "1867 926.0 FR France \n", + "1868 1113.0 FR France \n", + "1869 1236.0 FR France \n", + "1870 832.0 FR France \n", + "1871 459.0 FR France \n", + "1872 207.0 FR France \n", + "1873 190.0 FR France \n", + "1874 198.0 FR France \n", + "1875 224.0 FR France \n", + "1876 266.0 FR France \n", + "1877 219.0 FR France \n", + "1878 176.0 FR France \n", + "1879 163.0 FR France \n", + "1880 195.0 FR France \n", + "1881 308.0 FR France \n", + "1882 213.0 FR France \n", + "\n", + "[1883 rows x 10 columns]" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "raw_data" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "raw_data = pd.read_csv(data_url, skiprows=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "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
020204831423610977.017495.02217.027.0FRFrance
120204731908515285.022885.02923.035.0FRFrance
220204632480120503.029099.03831.045.0FRFrance
320204534251636857.048175.06556.074.0FRFrance
420204434456738521.050613.06859.077.0FRFrance
520204334373737523.049951.06657.075.0FRFrance
620204233514529812.040478.05345.061.0FRFrance
720204132787723206.032548.04235.049.0FRFrance
820204032044316381.024505.03125.037.0FRFrance
920203931981015900.023720.03024.036.0FRFrance
1020203832556221142.029982.03932.046.0FRFrance
1120203731848514649.022321.02822.034.0FRFrance
122020363103907646.013134.01612.020.0FRFrance
13202035399186842.012994.01510.020.0FRFrance
14202034360843090.09078.094.014.0FRFrance
15202033361063411.08801.095.013.0FRFrance
16202032359183330.08506.095.013.0FRFrance
17202031343512269.06433.074.010.0FRFrance
18202030381795442.010916.0128.016.0FRFrance
19202029386875860.011514.0139.017.0FRFrance
20202028383405701.010979.0139.017.0FRFrance
21202027340662406.05726.063.09.0FRFrance
22202026340392389.05689.063.09.0FRFrance
23202025328531488.04218.042.06.0FRFrance
24202024330581690.04426.053.07.0FRFrance
25202023341682468.05868.063.09.0FRFrance
26202022335801947.05213.053.07.0FRFrance
27202021361144026.08202.096.012.0FRFrance
28202020393156775.011855.01410.018.0FRFrance
292020193116798722.014636.01814.022.0FRFrance
.................................
185319852132609619621.032571.04735.059.0FRFrance
185419852032789620885.034907.05138.064.0FRFrance
185519851934315432821.053487.07859.097.0FRFrance
185619851834055529935.051175.07455.093.0FRFrance
185719851733405324366.043740.06244.080.0FRFrance
185819851635036236451.064273.09166.0116.0FRFrance
185919851536388145538.082224.011683.0149.0FRFrance
18601985143134545114400.0154690.0244207.0281.0FRFrance
18611985133197206176080.0218332.0357319.0395.0FRFrance
18621985123245240223304.0267176.0445405.0485.0FRFrance
18631985113276205252399.0300011.0501458.0544.0FRFrance
18641985103353231326279.0380183.0640591.0689.0FRFrance
18651985093369895341109.0398681.0670618.0722.0FRFrance
18661985083389886359529.0420243.0707652.0762.0FRFrance
18671985073471852432599.0511105.0855784.0926.0FRFrance
18681985063565825518011.0613639.01026939.01113.0FRFrance
18691985053637302592795.0681809.011551074.01236.0FRFrance
18701985043424937390794.0459080.0770708.0832.0FRFrance
18711985033213901174689.0253113.0388317.0459.0FRFrance
187219850239758680949.0114223.0177147.0207.0FRFrance
187319850138548965918.0105060.0155120.0190.0FRFrance
187419845238483060602.0109058.0154110.0198.0FRFrance
1875198451310172680242.0123210.0185146.0224.0FRFrance
18761984503123680101401.0145959.0225184.0266.0FRFrance
1877198449310107381684.0120462.0184149.0219.0FRFrance
187819844837862060634.096606.0143110.0176.0FRFrance
187919844737202954274.089784.013199.0163.0FRFrance
188019844638733067686.0106974.0159123.0195.0FRFrance
18811984453135223101414.0169032.0246184.0308.0FRFrance
188219844436842220056.0116788.012537.0213.0FRFrance
\n", + "

1883 rows × 10 columns

\n", + "
" + ], + "text/plain": [ + " week indicator inc inc_low inc_up inc100 inc100_low \\\n", + "0 202048 3 14236 10977.0 17495.0 22 17.0 \n", + "1 202047 3 19085 15285.0 22885.0 29 23.0 \n", + "2 202046 3 24801 20503.0 29099.0 38 31.0 \n", + "3 202045 3 42516 36857.0 48175.0 65 56.0 \n", + "4 202044 3 44567 38521.0 50613.0 68 59.0 \n", + "5 202043 3 43737 37523.0 49951.0 66 57.0 \n", + "6 202042 3 35145 29812.0 40478.0 53 45.0 \n", + "7 202041 3 27877 23206.0 32548.0 42 35.0 \n", + "8 202040 3 20443 16381.0 24505.0 31 25.0 \n", + "9 202039 3 19810 15900.0 23720.0 30 24.0 \n", + "10 202038 3 25562 21142.0 29982.0 39 32.0 \n", + "11 202037 3 18485 14649.0 22321.0 28 22.0 \n", + "12 202036 3 10390 7646.0 13134.0 16 12.0 \n", + "13 202035 3 9918 6842.0 12994.0 15 10.0 \n", + "14 202034 3 6084 3090.0 9078.0 9 4.0 \n", + "15 202033 3 6106 3411.0 8801.0 9 5.0 \n", + "16 202032 3 5918 3330.0 8506.0 9 5.0 \n", + "17 202031 3 4351 2269.0 6433.0 7 4.0 \n", + "18 202030 3 8179 5442.0 10916.0 12 8.0 \n", + "19 202029 3 8687 5860.0 11514.0 13 9.0 \n", + "20 202028 3 8340 5701.0 10979.0 13 9.0 \n", + "21 202027 3 4066 2406.0 5726.0 6 3.0 \n", + "22 202026 3 4039 2389.0 5689.0 6 3.0 \n", + "23 202025 3 2853 1488.0 4218.0 4 2.0 \n", + "24 202024 3 3058 1690.0 4426.0 5 3.0 \n", + "25 202023 3 4168 2468.0 5868.0 6 3.0 \n", + "26 202022 3 3580 1947.0 5213.0 5 3.0 \n", + "27 202021 3 6114 4026.0 8202.0 9 6.0 \n", + "28 202020 3 9315 6775.0 11855.0 14 10.0 \n", + "29 202019 3 11679 8722.0 14636.0 18 14.0 \n", + "... ... ... ... ... ... ... ... \n", + "1853 198521 3 26096 19621.0 32571.0 47 35.0 \n", + "1854 198520 3 27896 20885.0 34907.0 51 38.0 \n", + "1855 198519 3 43154 32821.0 53487.0 78 59.0 \n", + "1856 198518 3 40555 29935.0 51175.0 74 55.0 \n", + "1857 198517 3 34053 24366.0 43740.0 62 44.0 \n", + "1858 198516 3 50362 36451.0 64273.0 91 66.0 \n", + "1859 198515 3 63881 45538.0 82224.0 116 83.0 \n", + "1860 198514 3 134545 114400.0 154690.0 244 207.0 \n", + "1861 198513 3 197206 176080.0 218332.0 357 319.0 \n", + "1862 198512 3 245240 223304.0 267176.0 445 405.0 \n", + "1863 198511 3 276205 252399.0 300011.0 501 458.0 \n", + "1864 198510 3 353231 326279.0 380183.0 640 591.0 \n", + "1865 198509 3 369895 341109.0 398681.0 670 618.0 \n", + "1866 198508 3 389886 359529.0 420243.0 707 652.0 \n", + "1867 198507 3 471852 432599.0 511105.0 855 784.0 \n", + "1868 198506 3 565825 518011.0 613639.0 1026 939.0 \n", + "1869 198505 3 637302 592795.0 681809.0 1155 1074.0 \n", + "1870 198504 3 424937 390794.0 459080.0 770 708.0 \n", + "1871 198503 3 213901 174689.0 253113.0 388 317.0 \n", + "1872 198502 3 97586 80949.0 114223.0 177 147.0 \n", + "1873 198501 3 85489 65918.0 105060.0 155 120.0 \n", + "1874 198452 3 84830 60602.0 109058.0 154 110.0 \n", + "1875 198451 3 101726 80242.0 123210.0 185 146.0 \n", + "1876 198450 3 123680 101401.0 145959.0 225 184.0 \n", + "1877 198449 3 101073 81684.0 120462.0 184 149.0 \n", + "1878 198448 3 78620 60634.0 96606.0 143 110.0 \n", + "1879 198447 3 72029 54274.0 89784.0 131 99.0 \n", + "1880 198446 3 87330 67686.0 106974.0 159 123.0 \n", + "1881 198445 3 135223 101414.0 169032.0 246 184.0 \n", + "1882 198444 3 68422 20056.0 116788.0 125 37.0 \n", + "\n", + " inc100_up geo_insee geo_name \n", + "0 27.0 FR France \n", + "1 35.0 FR France \n", + "2 45.0 FR France \n", + "3 74.0 FR France \n", + "4 77.0 FR France \n", + "5 75.0 FR France \n", + "6 61.0 FR France \n", + "7 49.0 FR France \n", + "8 37.0 FR France \n", + "9 36.0 FR France \n", + "10 46.0 FR France \n", + "11 34.0 FR France \n", + "12 20.0 FR France \n", + "13 20.0 FR France \n", + "14 14.0 FR France \n", + "15 13.0 FR France \n", + "16 13.0 FR France \n", + "17 10.0 FR France \n", + "18 16.0 FR France \n", + "19 17.0 FR France \n", + "20 17.0 FR France \n", + "21 9.0 FR France \n", + "22 9.0 FR France \n", + "23 6.0 FR France \n", + "24 7.0 FR France \n", + "25 9.0 FR France \n", + "26 7.0 FR France \n", + "27 12.0 FR France \n", + "28 18.0 FR France \n", + "29 22.0 FR France \n", + "... ... ... ... \n", + "1853 59.0 FR France \n", + "1854 64.0 FR France \n", + "1855 97.0 FR France \n", + "1856 93.0 FR France \n", + "1857 80.0 FR France \n", + "1858 116.0 FR France \n", + "1859 149.0 FR France \n", + "1860 281.0 FR France \n", + "1861 395.0 FR France \n", + "1862 485.0 FR France \n", + "1863 544.0 FR France \n", + "1864 689.0 FR France \n", + "1865 722.0 FR France \n", + "1866 762.0 FR France \n", + "1867 926.0 FR France \n", + "1868 1113.0 FR France \n", + "1869 1236.0 FR France \n", + "1870 832.0 FR France \n", + "1871 459.0 FR France \n", + "1872 207.0 FR France \n", + "1873 190.0 FR France \n", + "1874 198.0 FR France \n", + "1875 224.0 FR France \n", + "1876 266.0 FR France \n", + "1877 219.0 FR France \n", + "1878 176.0 FR France \n", + "1879 163.0 FR France \n", + "1880 195.0 FR France \n", + "1881 308.0 FR France \n", + "1882 213.0 FR France \n", + "\n", + "[1883 rows x 10 columns]" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "raw_data" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "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
164619891930NaNNaN0NaNNaNFRFrance
\n", + "
" + ], + "text/plain": [ + " week indicator inc inc_low inc_up inc100 inc100_low inc100_up \\\n", + "1646 198919 3 0 NaN NaN 0 NaN NaN \n", + "\n", + " geo_insee geo_name \n", + "1646 FR France " + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "raw_data[raw_data.isnull().any(axis=1)]" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "data = raw_data.dropna().copy()" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "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
020204831423610977.017495.02217.027.0FRFrance
120204731908515285.022885.02923.035.0FRFrance
220204632480120503.029099.03831.045.0FRFrance
320204534251636857.048175.06556.074.0FRFrance
420204434456738521.050613.06859.077.0FRFrance
520204334373737523.049951.06657.075.0FRFrance
620204233514529812.040478.05345.061.0FRFrance
720204132787723206.032548.04235.049.0FRFrance
820204032044316381.024505.03125.037.0FRFrance
920203931981015900.023720.03024.036.0FRFrance
1020203832556221142.029982.03932.046.0FRFrance
1120203731848514649.022321.02822.034.0FRFrance
122020363103907646.013134.01612.020.0FRFrance
13202035399186842.012994.01510.020.0FRFrance
14202034360843090.09078.094.014.0FRFrance
15202033361063411.08801.095.013.0FRFrance
16202032359183330.08506.095.013.0FRFrance
17202031343512269.06433.074.010.0FRFrance
18202030381795442.010916.0128.016.0FRFrance
19202029386875860.011514.0139.017.0FRFrance
20202028383405701.010979.0139.017.0FRFrance
21202027340662406.05726.063.09.0FRFrance
22202026340392389.05689.063.09.0FRFrance
23202025328531488.04218.042.06.0FRFrance
24202024330581690.04426.053.07.0FRFrance
25202023341682468.05868.063.09.0FRFrance
26202022335801947.05213.053.07.0FRFrance
27202021361144026.08202.096.012.0FRFrance
28202020393156775.011855.01410.018.0FRFrance
292020193116798722.014636.01814.022.0FRFrance
.................................
185319852132609619621.032571.04735.059.0FRFrance
185419852032789620885.034907.05138.064.0FRFrance
185519851934315432821.053487.07859.097.0FRFrance
185619851834055529935.051175.07455.093.0FRFrance
185719851733405324366.043740.06244.080.0FRFrance
185819851635036236451.064273.09166.0116.0FRFrance
185919851536388145538.082224.011683.0149.0FRFrance
18601985143134545114400.0154690.0244207.0281.0FRFrance
18611985133197206176080.0218332.0357319.0395.0FRFrance
18621985123245240223304.0267176.0445405.0485.0FRFrance
18631985113276205252399.0300011.0501458.0544.0FRFrance
18641985103353231326279.0380183.0640591.0689.0FRFrance
18651985093369895341109.0398681.0670618.0722.0FRFrance
18661985083389886359529.0420243.0707652.0762.0FRFrance
18671985073471852432599.0511105.0855784.0926.0FRFrance
18681985063565825518011.0613639.01026939.01113.0FRFrance
18691985053637302592795.0681809.011551074.01236.0FRFrance
18701985043424937390794.0459080.0770708.0832.0FRFrance
18711985033213901174689.0253113.0388317.0459.0FRFrance
187219850239758680949.0114223.0177147.0207.0FRFrance
187319850138548965918.0105060.0155120.0190.0FRFrance
187419845238483060602.0109058.0154110.0198.0FRFrance
1875198451310172680242.0123210.0185146.0224.0FRFrance
18761984503123680101401.0145959.0225184.0266.0FRFrance
1877198449310107381684.0120462.0184149.0219.0FRFrance
187819844837862060634.096606.0143110.0176.0FRFrance
187919844737202954274.089784.013199.0163.0FRFrance
188019844638733067686.0106974.0159123.0195.0FRFrance
18811984453135223101414.0169032.0246184.0308.0FRFrance
188219844436842220056.0116788.012537.0213.0FRFrance
\n", + "

1882 rows × 10 columns

\n", + "
" + ], + "text/plain": [ + " week indicator inc inc_low inc_up inc100 inc100_low \\\n", + "0 202048 3 14236 10977.0 17495.0 22 17.0 \n", + "1 202047 3 19085 15285.0 22885.0 29 23.0 \n", + "2 202046 3 24801 20503.0 29099.0 38 31.0 \n", + "3 202045 3 42516 36857.0 48175.0 65 56.0 \n", + "4 202044 3 44567 38521.0 50613.0 68 59.0 \n", + "5 202043 3 43737 37523.0 49951.0 66 57.0 \n", + "6 202042 3 35145 29812.0 40478.0 53 45.0 \n", + "7 202041 3 27877 23206.0 32548.0 42 35.0 \n", + "8 202040 3 20443 16381.0 24505.0 31 25.0 \n", + "9 202039 3 19810 15900.0 23720.0 30 24.0 \n", + "10 202038 3 25562 21142.0 29982.0 39 32.0 \n", + "11 202037 3 18485 14649.0 22321.0 28 22.0 \n", + "12 202036 3 10390 7646.0 13134.0 16 12.0 \n", + "13 202035 3 9918 6842.0 12994.0 15 10.0 \n", + "14 202034 3 6084 3090.0 9078.0 9 4.0 \n", + "15 202033 3 6106 3411.0 8801.0 9 5.0 \n", + "16 202032 3 5918 3330.0 8506.0 9 5.0 \n", + "17 202031 3 4351 2269.0 6433.0 7 4.0 \n", + "18 202030 3 8179 5442.0 10916.0 12 8.0 \n", + "19 202029 3 8687 5860.0 11514.0 13 9.0 \n", + "20 202028 3 8340 5701.0 10979.0 13 9.0 \n", + "21 202027 3 4066 2406.0 5726.0 6 3.0 \n", + "22 202026 3 4039 2389.0 5689.0 6 3.0 \n", + "23 202025 3 2853 1488.0 4218.0 4 2.0 \n", + "24 202024 3 3058 1690.0 4426.0 5 3.0 \n", + "25 202023 3 4168 2468.0 5868.0 6 3.0 \n", + "26 202022 3 3580 1947.0 5213.0 5 3.0 \n", + "27 202021 3 6114 4026.0 8202.0 9 6.0 \n", + "28 202020 3 9315 6775.0 11855.0 14 10.0 \n", + "29 202019 3 11679 8722.0 14636.0 18 14.0 \n", + "... ... ... ... ... ... ... ... \n", + "1853 198521 3 26096 19621.0 32571.0 47 35.0 \n", + "1854 198520 3 27896 20885.0 34907.0 51 38.0 \n", + "1855 198519 3 43154 32821.0 53487.0 78 59.0 \n", + "1856 198518 3 40555 29935.0 51175.0 74 55.0 \n", + "1857 198517 3 34053 24366.0 43740.0 62 44.0 \n", + "1858 198516 3 50362 36451.0 64273.0 91 66.0 \n", + "1859 198515 3 63881 45538.0 82224.0 116 83.0 \n", + "1860 198514 3 134545 114400.0 154690.0 244 207.0 \n", + "1861 198513 3 197206 176080.0 218332.0 357 319.0 \n", + "1862 198512 3 245240 223304.0 267176.0 445 405.0 \n", + "1863 198511 3 276205 252399.0 300011.0 501 458.0 \n", + "1864 198510 3 353231 326279.0 380183.0 640 591.0 \n", + "1865 198509 3 369895 341109.0 398681.0 670 618.0 \n", + "1866 198508 3 389886 359529.0 420243.0 707 652.0 \n", + "1867 198507 3 471852 432599.0 511105.0 855 784.0 \n", + "1868 198506 3 565825 518011.0 613639.0 1026 939.0 \n", + "1869 198505 3 637302 592795.0 681809.0 1155 1074.0 \n", + "1870 198504 3 424937 390794.0 459080.0 770 708.0 \n", + "1871 198503 3 213901 174689.0 253113.0 388 317.0 \n", + "1872 198502 3 97586 80949.0 114223.0 177 147.0 \n", + "1873 198501 3 85489 65918.0 105060.0 155 120.0 \n", + "1874 198452 3 84830 60602.0 109058.0 154 110.0 \n", + "1875 198451 3 101726 80242.0 123210.0 185 146.0 \n", + "1876 198450 3 123680 101401.0 145959.0 225 184.0 \n", + "1877 198449 3 101073 81684.0 120462.0 184 149.0 \n", + "1878 198448 3 78620 60634.0 96606.0 143 110.0 \n", + "1879 198447 3 72029 54274.0 89784.0 131 99.0 \n", + "1880 198446 3 87330 67686.0 106974.0 159 123.0 \n", + "1881 198445 3 135223 101414.0 169032.0 246 184.0 \n", + "1882 198444 3 68422 20056.0 116788.0 125 37.0 \n", + "\n", + " inc100_up geo_insee geo_name \n", + "0 27.0 FR France \n", + "1 35.0 FR France \n", + "2 45.0 FR France \n", + "3 74.0 FR France \n", + "4 77.0 FR France \n", + "5 75.0 FR France \n", + "6 61.0 FR France \n", + "7 49.0 FR France \n", + "8 37.0 FR France \n", + "9 36.0 FR France \n", + "10 46.0 FR France \n", + "11 34.0 FR France \n", + "12 20.0 FR France \n", + "13 20.0 FR France \n", + "14 14.0 FR France \n", + "15 13.0 FR France \n", + "16 13.0 FR France \n", + "17 10.0 FR France \n", + "18 16.0 FR France \n", + "19 17.0 FR France \n", + "20 17.0 FR France \n", + "21 9.0 FR France \n", + "22 9.0 FR France \n", + "23 6.0 FR France \n", + "24 7.0 FR France \n", + "25 9.0 FR France \n", + "26 7.0 FR France \n", + "27 12.0 FR France \n", + "28 18.0 FR France \n", + "29 22.0 FR France \n", + "... ... ... ... \n", + "1853 59.0 FR France \n", + "1854 64.0 FR France \n", + "1855 97.0 FR France \n", + "1856 93.0 FR France \n", + "1857 80.0 FR France \n", + "1858 116.0 FR France \n", + "1859 149.0 FR France \n", + "1860 281.0 FR France \n", + "1861 395.0 FR France \n", + "1862 485.0 FR France \n", + "1863 544.0 FR France \n", + "1864 689.0 FR France \n", + "1865 722.0 FR France \n", + "1866 762.0 FR France \n", + "1867 926.0 FR France \n", + "1868 1113.0 FR France \n", + "1869 1236.0 FR France \n", + "1870 832.0 FR France \n", + "1871 459.0 FR France \n", + "1872 207.0 FR France \n", + "1873 190.0 FR France \n", + "1874 198.0 FR France \n", + "1875 224.0 FR France \n", + "1876 266.0 FR France \n", + "1877 219.0 FR France \n", + "1878 176.0 FR France \n", + "1879 163.0 FR France \n", + "1880 195.0 FR France \n", + "1881 308.0 FR France \n", + "1882 213.0 FR France \n", + "\n", + "[1882 rows x 10 columns]" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "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": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "sorted_data = data.set_index('period').sort_index()" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "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": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sorted_data['inc'].plot()" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 18, + "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": "code", + "execution_count": 19, + "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": "code", + "execution_count": 20, + "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": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 21, + "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": "code", + "execution_count": 22, + "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": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "yearly_incidence.sort_values()" + ] + }, + { + "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": 4 +} diff --git a/module3/exo1/syndrome-grippal.csv b/module3/exo1/syndrome-grippal.csv new file mode 100644 index 0000000000000000000000000000000000000000..32a9f7f418edfce99896e357ec52e68892dfdb23 --- /dev/null +++ b/module3/exo1/syndrome-grippal.csv @@ -0,0 +1,1885 @@ +# @source="réseau Sentinelles, INSERM, Sorbonne Université, http://www.sentiweb.fr", @meta={"period":[198444,202048],"geo":["PAY","1"],"geo_ref":"insee","indicator":"3","type":"all","conf_int":true,"compact":false}, @date=2020-12-09T17:33:24+01:00 +week,indicator,inc,inc_low,inc_up,inc100,inc100_low,inc100_up,geo_insee,geo_name +202048,3,14236,10977,17495,22,17,27,FR,France +202047,3,19085,15285,22885,29,23,35,FR,France +202046,3,24801,20503,29099,38,31,45,FR,France +202045,3,42516,36857,48175,65,56,74,FR,France +202044,3,44567,38521,50613,68,59,77,FR,France +202043,3,43737,37523,49951,66,57,75,FR,France +202042,3,35145,29812,40478,53,45,61,FR,France +202041,3,27877,23206,32548,42,35,49,FR,France +202040,3,20443,16381,24505,31,25,37,FR,France +202039,3,19810,15900,23720,30,24,36,FR,France +202038,3,25562,21142,29982,39,32,46,FR,France +202037,3,18485,14649,22321,28,22,34,FR,France +202036,3,10390,7646,13134,16,12,20,FR,France +202035,3,9918,6842,12994,15,10,20,FR,France +202034,3,6084,3090,9078,9,4,14,FR,France +202033,3,6106,3411,8801,9,5,13,FR,France +202032,3,5918,3330,8506,9,5,13,FR,France +202031,3,4351,2269,6433,7,4,10,FR,France +202030,3,8179,5442,10916,12,8,16,FR,France +202029,3,8687,5860,11514,13,9,17,FR,France +202028,3,8340,5701,10979,13,9,17,FR,France +202027,3,4066,2406,5726,6,3,9,FR,France +202026,3,4039,2389,5689,6,3,9,FR,France +202025,3,2853,1488,4218,4,2,6,FR,France +202024,3,3058,1690,4426,5,3,7,FR,France +202023,3,4168,2468,5868,6,3,9,FR,France +202022,3,3580,1947,5213,5,3,7,FR,France +202021,3,6114,4026,8202,9,6,12,FR,France +202020,3,9315,6775,11855,14,10,18,FR,France +202019,3,11679,8722,14636,18,14,22,FR,France +202018,3,16398,12851,19945,25,20,30,FR,France +202017,3,18082,14454,21710,27,21,33,FR,France +202016,3,24165,19893,28437,37,31,43,FR,France +202015,3,41049,35377,46721,62,53,71,FR,France +202014,3,71666,64531,78801,109,98,120,FR,France +202013,3,107742,99187,116297,164,151,177,FR,France +202012,3,107283,98610,115956,163,150,176,FR,France +202011,3,101704,93652,109756,154,142,166,FR,France +202010,3,104977,96650,113304,159,146,172,FR,France +202009,3,110696,102066,119326,168,155,181,FR,France +202008,3,143753,133984,153522,218,203,233,FR,France +202007,3,183610,172812,194408,279,263,295,FR,France +202006,3,206669,195481,217857,314,297,331,FR,France +202005,3,187957,177445,198469,285,269,301,FR,France +202004,3,122331,113492,131170,186,173,199,FR,France +202003,3,78413,71330,85496,119,108,130,FR,France +202002,3,53614,47654,59574,81,72,90,FR,France +202001,3,36850,31608,42092,56,48,64,FR,France +201952,3,28135,23220,33050,43,36,50,FR,France +201951,3,29786,25042,34530,45,38,52,FR,France +201950,3,34223,29156,39290,52,44,60,FR,France +201949,3,25662,21414,29910,39,33,45,FR,France +201948,3,22367,18055,26679,34,27,41,FR,France +201947,3,18669,14759,22579,28,22,34,FR,France +201946,3,16030,12567,19493,24,19,29,FR,France +201945,3,10138,7160,13116,15,10,20,FR,France +201944,3,7822,5010,10634,12,8,16,FR,France +201943,3,9487,6448,12526,14,9,19,FR,France +201942,3,7747,5243,10251,12,8,16,FR,France +201941,3,7122,4720,9524,11,7,15,FR,France +201940,3,8505,5784,11226,13,9,17,FR,France +201939,3,7091,4462,9720,11,7,15,FR,France +201938,3,4897,2891,6903,7,4,10,FR,France +201937,3,3172,1367,4977,5,2,8,FR,France +201936,3,2295,728,3862,3,1,5,FR,France +201935,3,1010,2,2018,2,0,4,FR,France +201934,3,1672,279,3065,3,1,5,FR,France +201933,3,1593,68,3118,2,0,4,FR,France +201932,3,1592,71,3113,2,0,4,FR,France +201931,3,2337,695,3979,4,2,6,FR,France +201930,3,1944,415,3473,3,1,5,FR,France +201929,3,2096,420,3772,3,0,6,FR,France +201928,3,1195,125,2265,2,0,4,FR,France +201927,3,2466,848,4084,4,2,6,FR,France +201926,3,1798,402,3194,3,1,5,FR,France +201925,3,1544,389,2699,2,0,4,FR,France +201924,3,876,17,1735,1,0,2,FR,France +201923,3,2004,748,3260,3,1,5,FR,France +201922,3,2181,602,3760,3,1,5,FR,France +201921,3,2585,1102,4068,4,2,6,FR,France +201920,3,2891,1202,4580,4,1,7,FR,France +201919,3,3221,1509,4933,5,2,8,FR,France +201918,3,1385,278,2492,2,0,4,FR,France +201917,3,3166,1348,4984,5,2,8,FR,France +201916,3,3842,1973,5711,6,3,9,FR,France +201915,3,5932,3669,8195,9,6,12,FR,France +201914,3,12675,9167,16183,19,14,24,FR,France +201913,3,16513,12530,20496,25,19,31,FR,France +201912,3,22184,17786,26582,34,27,41,FR,France +201911,3,31553,26556,36550,48,40,56,FR,France +201910,3,49742,43268,56216,76,66,86,FR,France +201909,3,88354,79564,97144,134,121,147,FR,France +201908,3,172604,160024,185184,262,243,281,FR,France +201907,3,307338,291220,323456,467,443,491,FR,France +201906,3,394286,376782,411790,599,572,626,FR,France +201905,3,355785,339295,372275,540,515,565,FR,France +201904,3,241090,227261,254919,366,345,387,FR,France +201903,3,147063,135890,158236,223,206,240,FR,France +201902,3,75548,67632,83464,115,103,127,FR,France +201901,3,50295,43525,57065,76,66,86,FR,France +201852,3,37903,31375,44431,58,48,68,FR,France +201851,3,39259,32977,45541,60,50,70,FR,France +201850,3,27781,22638,32924,42,34,50,FR,France +201849,3,19738,15481,23995,30,24,36,FR,France +201848,3,19501,15275,23727,30,24,36,FR,France +201847,3,15949,12105,19793,24,18,30,FR,France +201846,3,11278,7957,14599,17,12,22,FR,France +201845,3,11065,7791,14339,17,12,22,FR,France +201844,3,6586,3875,9297,10,6,14,FR,France +201843,3,6550,3988,9112,10,6,14,FR,France +201842,3,7787,5129,10445,12,8,16,FR,France +201841,3,8048,5098,10998,12,8,16,FR,France +201840,3,7409,4717,10101,11,7,15,FR,France +201839,3,7174,4235,10113,11,7,15,FR,France +201838,3,7349,4399,10299,11,7,15,FR,France +201837,3,4915,2386,7444,7,3,11,FR,France +201836,3,3215,1349,5081,5,2,8,FR,France +201835,3,1506,239,2773,2,0,4,FR,France +201834,3,1368,116,2620,2,0,4,FR,France +201833,3,1962,5,3919,3,0,6,FR,France +201832,3,1839,183,3495,3,0,6,FR,France +201831,3,2048,242,3854,3,0,6,FR,France +201830,3,1951,202,3700,3,0,6,FR,France +201829,3,1951,252,3650,3,0,6,FR,France +201828,3,1654,52,3256,3,1,5,FR,France +201827,3,3266,1145,5387,5,2,8,FR,France +201826,3,3758,1493,6023,6,3,9,FR,France +201825,3,4580,2220,6940,7,3,11,FR,France +201824,3,3223,1351,5095,5,2,8,FR,France +201823,3,1207,136,2278,2,0,4,FR,France +201822,3,3202,1330,5074,5,2,8,FR,France +201821,3,2537,763,4311,4,1,7,FR,France +201820,3,2694,967,4421,4,1,7,FR,France +201819,3,1025,0,2098,2,0,4,FR,France +201818,3,3541,1416,5666,5,2,8,FR,France +201817,3,2573,1003,4143,4,2,6,FR,France +201816,3,4818,2724,6912,7,4,10,FR,France +201815,3,16311,12168,20454,25,19,31,FR,France +201814,3,22666,18092,27240,35,28,42,FR,France +201813,3,32680,25536,39824,50,39,61,FR,France +201812,3,52040,44590,59490,79,68,90,FR,France +201811,3,65159,56506,73812,99,86,112,FR,France +201810,3,93512,83989,103035,142,128,156,FR,France +201809,3,108545,98645,118445,165,150,180,FR,France +201808,3,131870,120950,142790,201,184,218,FR,France +201807,3,141138,130177,152099,215,198,232,FR,France +201806,3,138810,128164,149456,211,195,227,FR,France +201805,3,157839,146646,169032,240,223,257,FR,France +201804,3,175483,163835,187131,267,249,285,FR,France +201803,3,178329,166640,190018,271,253,289,FR,France +201802,3,198079,185663,210495,302,283,321,FR,France +201801,3,235493,220941,250045,358,336,380,FR,France +201752,3,299114,279359,318869,459,429,489,FR,France +201751,3,229448,214366,244530,352,329,375,FR,France +201750,3,129535,118787,140283,199,183,215,FR,France +201749,3,63789,56120,71458,98,86,110,FR,France +201748,3,37568,31541,43595,58,49,67,FR,France +201747,3,24972,19923,30021,38,30,46,FR,France +201746,3,13398,9948,16848,21,16,26,FR,France +201745,3,14035,8091,19979,22,13,31,FR,France +201744,3,8544,5318,11770,13,8,18,FR,France +201743,3,7300,4402,10198,11,7,15,FR,France +201742,3,9966,6503,13429,15,10,20,FR,France +201741,3,12434,8718,16150,19,13,25,FR,France +201740,3,12725,8690,16760,20,14,26,FR,France +201739,3,14949,10534,19364,23,16,30,FR,France +201738,3,11463,7438,15488,18,12,24,FR,France +201737,3,9716,6364,13068,15,10,20,FR,France +201736,3,2815,917,4713,4,1,7,FR,France +201735,3,2794,850,4738,4,1,7,FR,France +201734,3,2497,879,4115,4,2,6,FR,France +201733,3,2406,766,4046,4,1,7,FR,France +201732,3,2667,879,4455,4,1,7,FR,France +201731,3,3256,1158,5354,5,2,8,FR,France +201730,3,3759,1299,6219,6,2,10,FR,France +201729,3,5014,1989,8039,8,3,13,FR,France +201728,3,5271,2576,7966,8,4,12,FR,France +201727,3,3924,1432,6416,6,2,10,FR,France +201726,3,3171,1166,5176,5,2,8,FR,France +201725,3,837,0,1721,1,0,2,FR,France +201724,3,1566,248,2884,2,0,4,FR,France +201723,3,1664,203,3125,3,1,5,FR,France +201722,3,1305,92,2518,2,0,4,FR,France +201721,3,971,0,2046,1,0,3,FR,France +201720,3,2686,793,4579,4,1,7,FR,France +201719,3,3461,1490,5432,5,2,8,FR,France +201718,3,2102,515,3689,3,1,5,FR,France +201717,3,2071,428,3714,3,0,6,FR,France +201716,3,1380,222,2538,2,0,4,FR,France +201715,3,479,0,1242,1,0,2,FR,France +201714,3,1110,0,2549,2,0,4,FR,France +201713,3,7594,3808,11380,12,6,18,FR,France +201712,3,8780,4834,12726,13,7,19,FR,France +201711,3,7814,4329,11299,12,7,17,FR,France +201710,3,11802,7964,15640,18,12,24,FR,France +201709,3,13111,9099,17123,20,14,26,FR,France +201708,3,29545,23136,35954,45,35,55,FR,France +201707,3,59590,49764,69416,91,76,106,FR,France +201706,3,93628,82560,104696,144,127,161,FR,France +201705,3,193677,179255,208099,297,275,319,FR,France +201704,3,256428,240618,272238,394,370,418,FR,France +201703,3,267276,251345,283207,410,386,434,FR,France +201702,3,260588,245070,276106,400,376,424,FR,France +201701,3,255535,239743,271327,392,368,416,FR,France +201652,3,224489,207799,241179,345,319,371,FR,France +201651,3,187704,172655,202753,288,265,311,FR,France +201650,3,126570,115081,138059,194,176,212,FR,France +201649,3,76390,67374,85406,117,103,131,FR,France +201648,3,40502,33949,47055,62,52,72,FR,France +201647,3,22270,17612,26928,34,27,41,FR,France +201646,3,20816,16125,25507,32,25,39,FR,France +201645,3,15957,11448,20466,24,17,31,FR,France +201644,3,15145,10357,19933,23,16,30,FR,France +201643,3,9378,5830,12926,14,9,19,FR,France +201642,3,12920,9044,16796,20,14,26,FR,France +201641,3,13909,9709,18109,21,15,27,FR,France +201640,3,13379,8969,17789,21,14,28,FR,France +201639,3,10598,6814,14382,16,10,22,FR,France +201638,3,5969,3073,8865,9,5,13,FR,France +201637,3,4065,1538,6592,6,2,10,FR,France +201636,3,2372,473,4271,4,1,7,FR,France +201635,3,3420,1350,5490,5,2,8,FR,France +201634,3,2233,0,4643,3,0,7,FR,France +201633,3,1567,0,3938,2,0,6,FR,France +201632,3,2100,93,4107,3,0,6,FR,France +201631,3,3691,0,9120,6,0,14,FR,France +201630,3,3209,644,5774,5,1,9,FR,France +201629,3,1469,0,3073,2,0,4,FR,France +201628,3,2725,357,5093,4,0,8,FR,France +201627,3,5905,2343,9467,9,4,14,FR,France +201626,3,4186,1636,6736,6,2,10,FR,France +201625,3,4611,1560,7662,7,2,12,FR,France +201624,3,4977,2404,7550,8,4,12,FR,France +201623,3,4893,2416,7370,8,4,12,FR,France +201622,3,5667,3015,8319,9,5,13,FR,France +201621,3,5603,2475,8731,9,4,14,FR,France +201620,3,3908,1679,6137,6,3,9,FR,France +201619,3,4738,2308,7168,7,3,11,FR,France +201618,3,8204,4394,12014,13,7,19,FR,France +201617,3,13385,8822,17948,21,14,28,FR,France +201616,3,25670,19632,31708,39,30,48,FR,France +201615,3,48441,39824,57058,74,61,87,FR,France +201614,3,92603,81261,103945,142,125,159,FR,France +201613,3,170654,156387,184921,262,240,284,FR,France +201612,3,272174,254338,290010,418,391,445,FR,France +201611,3,304543,286453,322633,467,439,495,FR,France +201610,3,261822,245799,277845,402,377,427,FR,France +201609,3,229943,214533,245353,353,329,377,FR,France +201608,3,195067,180874,209260,299,277,321,FR,France +201607,3,207359,193223,221495,318,296,340,FR,France +201606,3,196143,182672,209614,301,280,322,FR,France +201605,3,178963,166296,191630,275,256,294,FR,France +201604,3,148473,136591,160355,228,210,246,FR,France +201603,3,75277,66630,83924,116,103,129,FR,France +201602,3,44617,37821,51413,68,58,78,FR,France +201601,3,42263,35556,48970,65,55,75,FR,France +201553,3,24835,19106,30564,38,29,47,FR,France +201552,3,19495,14319,24671,30,22,38,FR,France +201551,3,29080,23014,35146,45,36,54,FR,France +201550,3,25043,19812,30274,39,31,47,FR,France +201549,3,21479,16686,26272,33,26,40,FR,France +201548,3,16428,12273,20583,25,19,31,FR,France +201547,3,14959,10856,19062,23,17,29,FR,France +201546,3,12599,8237,16961,20,13,27,FR,France +201545,3,13577,9192,17962,21,14,28,FR,France +201544,3,14596,10025,19167,23,16,30,FR,France +201543,3,16749,11745,21753,26,18,34,FR,France +201542,3,18675,13613,23737,29,21,37,FR,France +201541,3,13585,9830,17340,21,15,27,FR,France +201540,3,13100,9349,16851,20,14,26,FR,France +201539,3,8595,5671,11519,13,8,18,FR,France +201538,3,8402,4929,11875,13,8,18,FR,France +201537,3,8817,4089,13545,14,7,21,FR,France +201536,3,1922,440,3404,3,1,5,FR,France +201535,3,229,0,644,0,0,1,FR,France +201534,3,760,0,1618,1,0,2,FR,France +201533,3,1537,208,2866,2,0,4,FR,France +201532,3,1594,66,3122,2,0,4,FR,France +201531,3,2845,475,5215,4,0,8,FR,France +201530,3,2447,353,4541,4,1,7,FR,France +201529,3,2389,332,4446,4,1,7,FR,France +201528,3,2089,105,4073,3,0,6,FR,France +201527,3,2257,393,4121,3,0,6,FR,France +201526,3,2536,774,4298,4,1,7,FR,France +201525,3,2607,680,4534,4,1,7,FR,France +201524,3,2849,1000,4698,4,1,7,FR,France +201523,3,2702,857,4547,4,1,7,FR,France +201522,3,4262,1989,6535,7,3,11,FR,France +201521,3,5547,2875,8219,9,5,13,FR,France +201520,3,4594,2040,7148,7,3,11,FR,France +201519,3,6307,3256,9358,10,5,15,FR,France +201518,3,3664,1544,5784,6,3,9,FR,France +201517,3,6382,3523,9241,10,6,14,FR,France +201516,3,12098,7913,16283,19,13,25,FR,France +201515,3,19458,14192,24724,30,22,38,FR,France +201514,3,30940,24617,37263,48,38,58,FR,France +201513,3,49563,41986,57140,77,65,89,FR,France +201512,3,70024,61079,78969,109,95,123,FR,France +201511,3,99295,88838,109752,154,138,170,FR,France +201510,3,143931,131682,156180,223,204,242,FR,France +201509,3,238947,222902,254992,370,345,395,FR,France +201508,3,409972,388670,431274,635,602,668,FR,France +201507,3,517750,494301,541199,802,766,838,FR,France +201506,3,533317,510627,556007,827,792,862,FR,France +201505,3,457911,436964,478858,710,678,742,FR,France +201504,3,292161,275491,308831,453,427,479,FR,France +201503,3,153931,141290,166572,239,219,259,FR,France +201502,3,104096,93358,114834,161,144,178,FR,France +201501,3,70962,60505,81419,110,94,126,FR,France +201452,3,63168,52705,73631,98,82,114,FR,France +201451,3,45346,38002,52690,71,60,82,FR,France +201450,3,42182,35049,49315,66,55,77,FR,France +201449,3,33537,27281,39793,52,42,62,FR,France +201448,3,28156,21896,34416,44,34,54,FR,France +201447,3,18158,13186,23130,28,20,36,FR,France +201446,3,14764,10174,19354,23,16,30,FR,France +201445,3,16172,11449,20895,25,18,32,FR,France +201444,3,15500,10464,20536,24,16,32,FR,France +201443,3,16011,10653,21369,25,17,33,FR,France +201442,3,21651,15828,27474,34,25,43,FR,France +201441,3,22486,16295,28677,35,25,45,FR,France +201440,3,16526,11583,21469,26,18,34,FR,France +201439,3,8583,5054,12112,13,8,18,FR,France +201438,3,10567,6496,14638,16,10,22,FR,France +201437,3,7714,3780,11648,12,6,18,FR,France +201436,3,5018,1949,8087,8,3,13,FR,France +201435,3,2268,355,4181,4,1,7,FR,France +201434,3,2367,250,4484,4,1,7,FR,France +201433,3,2358,0,4875,4,0,8,FR,France +201432,3,3229,447,6011,5,1,9,FR,France +201431,3,4143,349,7937,6,0,12,FR,France +201430,3,4631,902,8360,7,1,13,FR,France +201429,3,5122,1258,8986,8,2,14,FR,France +201428,3,4145,1200,7090,6,1,11,FR,France +201427,3,4823,1997,7649,8,4,12,FR,France +201426,3,3858,1235,6481,6,2,10,FR,France +201425,3,4564,1276,7852,7,2,12,FR,France +201424,3,2007,249,3765,3,0,6,FR,France +201423,3,5164,1853,8475,8,3,13,FR,France +201422,3,6907,1856,11958,11,3,19,FR,France +201421,3,4523,1039,8007,7,2,12,FR,France +201420,3,5881,2432,9330,9,4,14,FR,France +201419,3,3588,1277,5899,6,2,10,FR,France +201418,3,4708,1654,7762,7,2,12,FR,France +201417,3,2989,625,5353,5,1,9,FR,France +201416,3,7057,3381,10733,11,5,17,FR,France +201415,3,10800,6762,14838,17,11,23,FR,France +201414,3,19217,13490,24944,30,21,39,FR,France +201413,3,21577,15435,27719,34,24,44,FR,France +201412,3,23524,17260,29788,37,27,47,FR,France +201411,3,44513,35939,53087,69,56,82,FR,France +201410,3,86105,73497,98713,134,114,154,FR,France +201409,3,147035,131889,162181,229,205,253,FR,France +201408,3,188419,171950,204888,293,267,319,FR,France +201407,3,208726,191283,226169,325,298,352,FR,France +201406,3,160403,145280,175526,250,226,274,FR,France +201405,3,120261,107176,133346,187,167,207,FR,France +201404,3,85280,74414,96146,133,116,150,FR,France +201403,3,64159,54089,74229,100,84,116,FR,France +201402,3,46850,38202,55498,73,60,86,FR,France +201401,3,35624,27451,43797,55,42,68,FR,France +201352,3,30142,22721,37563,47,35,59,FR,France +201351,3,29787,23215,36359,47,37,57,FR,France +201350,3,24055,18214,29896,38,29,47,FR,France +201349,3,18071,13058,23084,28,20,36,FR,France +201348,3,17606,12195,23017,28,20,36,FR,France +201347,3,22636,16343,28929,35,25,45,FR,France +201346,3,13340,8367,18313,21,13,29,FR,France +201345,3,10596,6057,15135,17,10,24,FR,France +201344,3,10193,5622,14764,16,9,23,FR,France +201343,3,15780,9497,22063,25,15,35,FR,France +201342,3,14830,9545,20115,23,15,31,FR,France +201341,3,12391,7265,17517,19,11,27,FR,France +201340,3,9794,5140,14448,15,8,22,FR,France +201339,3,5371,1704,9038,8,2,14,FR,France +201338,3,9324,4198,14450,15,7,23,FR,France +201337,3,5027,1752,8302,8,3,13,FR,France +201336,3,4639,1425,7853,7,2,12,FR,France +201335,3,1291,0,3112,2,0,5,FR,France +201334,3,1889,0,4912,3,0,8,FR,France +201333,3,4740,348,9132,7,0,14,FR,France +201332,3,4709,549,8869,7,0,14,FR,France +201331,3,2270,0,5811,4,0,10,FR,France +201330,3,2169,0,4630,3,0,7,FR,France +201329,3,1696,0,3558,3,0,6,FR,France +201328,3,983,0,2168,2,0,4,FR,France +201327,3,4278,1327,7229,7,2,12,FR,France +201326,3,3488,839,6137,5,1,9,FR,France +201325,3,2735,0,5826,4,0,9,FR,France +201324,3,7245,2997,11493,11,4,18,FR,France +201323,3,16094,8918,23270,25,14,36,FR,France +201322,3,7245,2923,11567,11,4,18,FR,France +201321,3,5974,2401,9547,9,3,15,FR,France +201320,3,3831,1245,6417,6,2,10,FR,France +201319,3,1166,0,2680,2,0,4,FR,France +201318,3,3415,757,6073,5,1,9,FR,France +201317,3,7941,2950,12932,12,4,20,FR,France +201316,3,9520,4758,14282,15,8,22,FR,France +201315,3,19357,13311,25403,30,21,39,FR,France +201314,3,36855,27737,45973,58,44,72,FR,France +201313,3,43236,34048,52424,68,54,82,FR,France +201312,3,60822,50414,71230,95,79,111,FR,France +201311,3,84308,72456,96160,132,113,151,FR,France +201310,3,165558,148471,182645,259,232,286,FR,France +201309,3,259984,239067,280901,407,374,440,FR,France +201308,3,351626,327537,375715,550,512,588,FR,France +201307,3,470076,443682,496470,736,695,777,FR,France +201306,3,471647,445112,498182,738,696,780,FR,France +201305,3,492026,464729,519323,770,727,813,FR,France +201304,3,391525,367182,415868,613,575,651,FR,France +201303,3,224661,207134,242188,352,325,379,FR,France +201302,3,184159,168343,199975,288,263,313,FR,France +201301,3,163491,147340,179642,256,231,281,FR,France +201252,3,159290,141978,176602,251,224,278,FR,France +201251,3,113901,99835,127967,179,157,201,FR,France +201250,3,79918,68086,91750,126,107,145,FR,France +201249,3,47537,38711,56363,75,61,89,FR,France +201248,3,43006,32863,53149,68,52,84,FR,France +201247,3,39223,29140,49306,62,46,78,FR,France +201246,3,26436,18286,34586,42,29,55,FR,France +201245,3,18893,12799,24987,30,20,40,FR,France +201244,3,13106,8784,17428,21,14,28,FR,France +201243,3,17791,11284,24298,28,18,38,FR,France +201242,3,13096,8369,17823,21,14,28,FR,France +201241,3,18675,12010,25340,29,19,39,FR,France +201240,3,17873,11545,24201,28,18,38,FR,France +201239,3,20257,14180,26334,32,22,42,FR,France +201238,3,14715,9178,20252,23,14,32,FR,France +201237,3,7775,3509,12041,12,5,19,FR,France +201236,3,6384,2420,10348,10,4,16,FR,France +201235,3,8277,2206,14348,13,3,23,FR,France +201234,3,3858,0,8641,6,0,14,FR,France +201233,3,6492,840,12144,10,1,19,FR,France +201232,3,6381,0,14034,10,0,22,FR,France +201231,3,2696,0,5763,4,0,9,FR,France +201230,3,1834,0,4194,3,0,7,FR,France +201229,3,6329,1424,11234,10,2,18,FR,France +201228,3,4628,1091,8165,7,1,13,FR,France +201227,3,4162,1487,6837,7,3,11,FR,France +201226,3,4819,1097,8541,8,2,14,FR,France +201225,3,2669,530,4808,4,1,7,FR,France +201224,3,5977,2335,9619,9,3,15,FR,France +201223,3,2361,576,4146,4,1,7,FR,France +201222,3,5772,2435,9109,9,4,14,FR,France +201221,3,3722,821,6623,6,1,11,FR,France +201220,3,2731,897,4565,4,1,7,FR,France +201219,3,3267,1317,5217,5,2,8,FR,France +201218,3,2328,569,4087,4,1,7,FR,France +201217,3,6982,2701,11263,11,4,18,FR,France +201216,3,11455,6874,16036,18,11,25,FR,France +201215,3,20437,13435,27439,32,21,43,FR,France +201214,3,36740,27799,45681,58,44,72,FR,France +201213,3,62917,50171,75663,99,79,119,FR,France +201212,3,84738,71566,97910,133,112,154,FR,France +201211,3,128945,113778,144112,203,179,227,FR,France +201210,3,174704,157337,192071,275,248,302,FR,France +201209,3,225648,206810,244486,355,325,385,FR,France +201208,3,287293,264901,309685,452,417,487,FR,France +201207,3,263557,242711,284403,415,382,448,FR,France +201206,3,175123,158942,191304,276,251,301,FR,France +201205,3,106110,92524,119696,167,146,188,FR,France +201204,3,67778,56784,78772,107,90,124,FR,France +201203,3,49440,40981,57899,78,65,91,FR,France +201202,3,40507,32652,48362,64,52,76,FR,France +201201,3,45104,35640,54568,71,56,86,FR,France +201152,3,36532,28367,44697,58,45,71,FR,France +201151,3,25835,19002,32668,41,30,52,FR,France +201150,3,24155,18145,30165,38,28,48,FR,France +201149,3,27209,20376,34042,43,32,54,FR,France +201148,3,32358,24451,40265,51,38,64,FR,France +201147,3,17627,11780,23474,28,19,37,FR,France +201146,3,22368,15730,29006,35,24,46,FR,France +201145,3,18104,11995,24213,29,19,39,FR,France +201144,3,14050,8471,19629,22,13,31,FR,France +201143,3,21522,14251,28793,34,22,46,FR,France +201142,3,16932,11363,22501,27,18,36,FR,France +201141,3,7486,4024,10948,12,7,17,FR,France +201140,3,14053,8659,19447,22,13,31,FR,France +201139,3,17021,11062,22980,27,18,36,FR,France +201138,3,14007,8465,19549,22,13,31,FR,France +201137,3,8365,4174,12556,13,6,20,FR,France +201136,3,4606,1714,7498,7,2,12,FR,France +201135,3,4178,1634,6722,7,3,11,FR,France +201134,3,3312,683,5941,5,1,9,FR,France +201133,3,2421,0,5277,4,0,9,FR,France +201132,3,2590,119,5061,4,0,8,FR,France +201131,3,2409,320,4498,4,1,7,FR,France +201130,3,3972,1395,6549,6,2,10,FR,France +201129,3,2265,717,3813,4,2,6,FR,France +201128,3,1977,255,3699,3,0,6,FR,France +201127,3,3524,551,6497,6,1,11,FR,France +201126,3,1155,0,2685,2,0,4,FR,France +201125,3,3791,1006,6576,6,2,10,FR,France +201124,3,3507,1149,5865,6,2,10,FR,France +201123,3,3406,1170,5642,5,1,9,FR,France +201122,3,3122,1125,5119,5,2,8,FR,France +201121,3,2694,769,4619,4,1,7,FR,France +201120,3,3951,1443,6459,6,2,10,FR,France +201119,3,5416,1995,8837,9,4,14,FR,France +201118,3,5306,1815,8797,8,2,14,FR,France +201117,3,2659,310,5008,4,0,8,FR,France +201116,3,5061,1988,8134,8,3,13,FR,France +201115,3,6557,3038,10076,10,4,16,FR,France +201114,3,7352,3784,10920,12,6,18,FR,France +201113,3,8749,5213,12285,14,8,20,FR,France +201112,3,12491,7845,17137,20,13,27,FR,France +201111,3,14619,10009,19229,23,16,30,FR,France +201110,3,33628,26073,41183,53,41,65,FR,France +201109,3,54522,46057,62987,86,73,99,FR,France +201108,3,78392,67885,88899,124,107,141,FR,France +201107,3,149219,134798,163640,236,213,259,FR,France +201106,3,216579,200236,232922,343,317,369,FR,France +201105,3,278192,260235,296149,440,412,468,FR,France +201104,3,278218,259626,296810,440,411,469,FR,France +201103,3,275882,257313,294451,437,408,466,FR,France +201102,3,308949,288320,329578,489,456,522,FR,France +201101,3,309933,288190,331676,490,456,524,FR,France +201052,3,228105,208046,248164,363,331,395,FR,France +201051,3,158957,142576,175338,253,227,279,FR,France +201050,3,104874,91639,118109,167,146,188,FR,France +201049,3,54971,46418,63524,88,74,102,FR,France +201048,3,36982,29304,44660,59,47,71,FR,France +201047,3,26598,20123,33073,42,32,52,FR,France +201046,3,15465,10915,20015,25,18,32,FR,France +201045,3,9040,5772,12308,14,9,19,FR,France +201044,3,15833,10255,21411,25,16,34,FR,France +201043,3,16002,11001,21003,25,17,33,FR,France +201042,3,18709,13376,24042,30,22,38,FR,France +201041,3,17352,12182,22522,28,20,36,FR,France +201040,3,18331,12824,23838,29,20,38,FR,France +201039,3,11978,7913,16043,19,13,25,FR,France +201038,3,8936,4906,12966,14,8,20,FR,France +201037,3,5318,2551,8085,8,4,12,FR,France +201036,3,4954,2058,7850,8,3,13,FR,France +201035,3,4279,1604,6954,7,3,11,FR,France +201034,3,4926,566,9286,8,1,15,FR,France +201033,3,2950,0,6507,5,0,11,FR,France +201032,3,671,0,1522,1,0,2,FR,France +201031,3,2732,509,4955,4,0,8,FR,France +201030,3,3989,1068,6910,6,1,11,FR,France +201029,3,4123,1531,6715,7,3,11,FR,France +201028,3,1209,0,2640,2,0,4,FR,France +201027,3,2494,433,4555,4,1,7,FR,France +201026,3,5808,2454,9162,9,4,14,FR,France +201025,3,8019,4395,11643,13,7,19,FR,France +201024,3,3584,1657,5511,6,3,9,FR,France +201023,3,4016,1905,6127,6,3,9,FR,France +201022,3,6251,3664,8838,10,6,14,FR,France +201021,3,3860,1636,6084,6,2,10,FR,France +201020,3,2470,442,4498,4,1,7,FR,France +201019,3,2273,636,3910,4,1,7,FR,France +201018,3,4095,1639,6551,7,3,11,FR,France +201017,3,2216,817,3615,4,2,6,FR,France +201016,3,3471,1085,5857,6,2,10,FR,France +201015,3,3990,1376,6604,6,2,10,FR,France +201014,3,6188,3191,9185,10,5,15,FR,France +201013,3,6705,3665,9745,11,6,16,FR,France +201012,3,6727,3582,9872,11,6,16,FR,France +201011,3,8692,5002,12382,14,8,20,FR,France +201010,3,8844,5465,12223,14,9,19,FR,France +201009,3,12081,7334,16828,19,11,27,FR,France +201008,3,15433,10422,20444,25,17,33,FR,France +201007,3,19690,11728,27652,31,18,44,FR,France +201006,3,27858,18883,36833,44,30,58,FR,France +201005,3,22197,17019,27375,35,27,43,FR,France +201004,3,33817,26151,41483,54,42,66,FR,France +201003,3,36236,27936,44536,58,45,71,FR,France +201002,3,40691,32891,48491,65,53,77,FR,France +201001,3,66574,56164,76984,106,89,123,FR,France +200953,3,96141,81818,110464,153,130,176,FR,France +200952,3,172872,153238,192506,275,244,306,FR,France +200951,3,247809,229140,266478,395,365,425,FR,France +200950,3,379424,355974,402874,604,567,641,FR,France +200949,3,473718,447756,499680,754,713,795,FR,France +200948,3,467551,441506,493596,744,703,785,FR,France +200947,3,378924,355752,402096,603,566,640,FR,France +200946,3,223847,203918,243776,356,324,388,FR,France +200945,3,147046,131155,162937,234,209,259,FR,France +200944,3,170231,151298,189164,271,241,301,FR,France +200943,3,131408,114883,147933,209,183,235,FR,France +200942,3,99387,84491,114283,158,134,182,FR,France +200941,3,100802,86381,115223,160,137,183,FR,France +200940,3,111587,97628,125546,178,156,200,FR,France +200939,3,121267,106153,136381,193,169,217,FR,France +200938,3,137924,121242,154606,220,193,247,FR,France +200937,3,101332,87522,115142,161,139,183,FR,France +200936,3,46024,36435,55613,73,58,88,FR,France +200935,3,31660,23669,39651,50,37,63,FR,France +200934,3,24985,17699,32271,40,28,52,FR,France +200933,3,24435,16308,32562,39,26,52,FR,France +200932,3,23151,14624,31678,37,23,51,FR,France +200931,3,30255,9818,50692,48,15,81,FR,France +200930,3,13868,7861,19875,22,12,32,FR,France +200929,3,10704,5314,16094,17,8,26,FR,France +200928,3,15516,273,30759,25,1,49,FR,France +200927,3,10354,2760,17948,16,4,28,FR,France +200926,3,9932,5257,14607,16,9,23,FR,France +200925,3,7619,4026,11212,12,6,18,FR,France +200924,3,7794,3409,12179,12,5,19,FR,France +200923,3,4342,1975,6709,7,3,11,FR,France +200922,3,6390,3020,9760,10,5,15,FR,France +200921,3,7118,3704,10532,11,6,16,FR,France +200920,3,9482,5804,13160,15,9,21,FR,France +200919,3,7538,4299,10777,12,7,17,FR,France +200918,3,9627,5121,14133,15,8,22,FR,France +200917,3,9537,5267,13807,15,8,22,FR,France +200916,3,14666,9218,20114,23,14,32,FR,France +200915,3,17533,12137,22929,28,19,37,FR,France +200914,3,26324,19150,33498,42,31,53,FR,France +200913,3,27737,20781,34693,44,33,55,FR,France +200912,3,38811,29935,47687,62,48,76,FR,France +200911,3,40410,30705,50115,64,49,79,FR,France +200910,3,53395,41943,64847,85,67,103,FR,France +200909,3,70558,57400,83716,112,91,133,FR,France +200908,3,109100,94840,123360,174,151,197,FR,France +200907,3,141531,125101,157961,225,199,251,FR,France +200906,3,276274,252759,299789,440,403,477,FR,France +200905,3,401868,375032,428704,640,597,683,FR,France +200904,3,545313,512892,577734,868,816,920,FR,France +200903,3,520957,487271,554643,829,775,883,FR,France +200902,3,287145,262869,311421,457,418,496,FR,France +200901,3,200349,180878,219820,319,288,350,FR,France +200852,3,198418,115769,281067,323,188,458,FR,France +200851,3,112588,96656,128520,184,158,210,FR,France +200850,3,51746,43319,60173,84,70,98,FR,France +200849,3,34950,27527,42373,57,45,69,FR,France +200848,3,25604,18563,32645,42,31,53,FR,France +200847,3,18706,10838,26574,30,17,43,FR,France +200846,3,10899,5461,16337,18,9,27,FR,France +200845,3,12472,7082,17862,20,11,29,FR,France +200844,3,9772,5661,13883,16,9,23,FR,France +200843,3,9345,5541,13149,15,9,21,FR,France +200842,3,9087,5572,12602,15,9,21,FR,France +200841,3,9925,5637,14213,16,9,23,FR,France +200840,3,7869,4535,11203,13,8,18,FR,France +200839,3,2195,506,3884,4,1,7,FR,France +200838,3,3679,1481,5877,6,2,10,FR,France +200837,3,2429,561,4297,4,1,7,FR,France +200836,3,2512,492,4532,4,1,7,FR,France +200835,3,1901,0,4869,3,0,8,FR,France +200834,3,2552,0,6509,4,0,10,FR,France +200833,3,7229,0,16106,12,0,26,FR,France +200832,3,4378,107,8649,7,0,14,FR,France +200831,3,3972,621,7323,6,1,11,FR,France +200830,3,3821,643,6999,6,1,11,FR,France +200829,3,2055,0,4225,3,0,7,FR,France +200828,3,3257,208,6306,5,0,10,FR,France +200827,3,2862,474,5250,5,1,9,FR,France +200826,3,897,0,2062,1,0,3,FR,France +200825,3,2006,360,3652,3,0,6,FR,France +200824,3,3217,823,5611,5,1,9,FR,France +200823,3,2906,1006,4806,5,2,8,FR,France +200822,3,1792,451,3133,3,1,5,FR,France +200821,3,3642,925,6359,6,2,10,FR,France +200820,3,6452,2790,10114,11,5,17,FR,France +200819,3,5173,1485,8861,8,2,14,FR,France +200818,3,5315,1770,8860,9,3,15,FR,France +200817,3,10150,5835,14465,17,10,24,FR,France +200816,3,11876,7054,16698,19,11,27,FR,France +200815,3,22871,16253,29489,37,26,48,FR,France +200814,3,45610,27907,63313,74,45,103,FR,France +200813,3,38600,29300,47900,63,48,78,FR,France +200812,3,53169,43299,63039,87,71,103,FR,France +200811,3,62014,50430,73598,101,82,120,FR,France +200810,3,90342,75729,104955,147,123,171,FR,France +200809,3,119696,104205,135187,195,170,220,FR,France +200808,3,198688,180749,216627,324,295,353,FR,France +200807,3,286498,264535,308461,467,431,503,FR,France +200806,3,377097,350714,403480,615,572,658,FR,France +200805,3,344050,320436,367664,561,523,599,FR,France +200804,3,290196,268193,312199,473,437,509,FR,France +200803,3,260268,233385,287151,424,380,468,FR,France +200802,3,160872,145311,176433,262,237,287,FR,France +200801,3,102562,88547,116577,167,144,190,FR,France +200752,3,86742,72295,101189,141,117,165,FR,France +200751,3,61954,51764,72144,101,84,118,FR,France +200750,3,45366,36923,53809,74,60,88,FR,France +200749,3,38351,26177,50525,63,43,83,FR,France +200748,3,48174,35418,60930,79,58,100,FR,France +200747,3,30716,23351,38081,50,38,62,FR,France +200746,3,18204,12267,24141,30,20,40,FR,France +200745,3,15521,10195,20847,25,16,34,FR,France +200744,3,13904,9072,18736,23,15,31,FR,France +200743,3,16212,10778,21646,26,17,35,FR,France +200742,3,20197,13955,26439,33,23,43,FR,France +200741,3,12987,8464,17510,21,14,28,FR,France +200740,3,13517,2983,24051,22,5,39,FR,France +200739,3,15985,7519,24451,26,12,40,FR,France +200738,3,4769,837,8701,8,2,14,FR,France +200737,3,1449,300,2598,2,0,4,FR,France +200736,3,1100,0,2424,2,0,4,FR,France +200735,3,1177,0,2872,2,0,5,FR,France +200734,3,3353,654,6052,5,1,9,FR,France +200733,3,4189,360,8018,7,1,13,FR,France +200732,3,132,0,688,0,0,1,FR,France +200731,3,1965,0,4461,3,0,7,FR,France +200730,3,2158,0,4583,4,0,8,FR,France +200729,3,3406,240,6572,6,1,11,FR,France +200728,3,1459,0,3467,2,0,5,FR,France +200727,3,1453,0,3382,2,0,5,FR,France +200726,3,157,0,513,0,0,1,FR,France +200725,3,3699,0,7778,6,0,13,FR,France +200724,3,2854,481,5227,5,1,9,FR,France +200723,3,5343,2164,8522,9,4,14,FR,France +200722,3,7689,4224,11154,13,7,19,FR,France +200721,3,4319,1659,6979,7,3,11,FR,France +200720,3,6400,2685,10115,10,4,16,FR,France +200719,3,3012,703,5321,5,1,9,FR,France +200718,3,2232,348,4116,4,1,7,FR,France +200717,3,4705,1736,7674,8,3,13,FR,France +200716,3,3817,1438,6196,6,2,10,FR,France +200715,3,4757,717,8797,8,1,15,FR,France +200714,3,11377,6957,15797,19,12,26,FR,France +200713,3,21271,13093,29449,35,22,48,FR,France +200712,3,25433,17717,33149,41,28,54,FR,France +200711,3,30764,23356,38172,50,38,62,FR,France +200710,3,49469,40368,58570,81,66,96,FR,France +200709,3,138901,117018,160784,226,190,262,FR,France +200708,3,316747,284988,348506,516,464,568,FR,France +200707,3,417698,386505,448891,681,630,732,FR,France +200706,3,500016,466668,533364,815,761,869,FR,France +200705,3,375457,346822,404092,612,565,659,FR,France +200704,3,209878,189332,230424,342,309,375,FR,France +200703,3,126161,110596,141726,206,181,231,FR,France +200702,3,82849,69493,96205,135,113,157,FR,France +200701,3,70842,58613,83071,115,95,135,FR,France +200652,3,78190,64191,92189,128,105,151,FR,France +200651,3,62734,50210,75258,103,82,124,FR,France +200650,3,35668,27280,44056,58,44,72,FR,France +200649,3,18773,13164,24382,31,22,40,FR,France +200648,3,16439,11225,21653,27,18,36,FR,France +200647,3,16104,9343,22865,26,15,37,FR,France +200646,3,14032,5590,22474,23,9,37,FR,France +200645,3,12285,7745,16825,20,13,27,FR,France +200644,3,8031,4172,11890,13,7,19,FR,France +200643,3,21157,12483,29831,35,21,49,FR,France +200642,3,16673,8249,25097,27,13,41,FR,France +200641,3,13920,9081,18759,23,15,31,FR,France +200640,3,11950,7132,16768,20,12,28,FR,France +200639,3,8945,4333,13557,15,7,23,FR,France +200638,3,2532,138,4926,4,0,8,FR,France +200637,3,1786,233,3339,3,0,6,FR,France +200636,3,1107,0,2346,2,0,4,FR,France +200635,3,2170,0,4760,4,0,8,FR,France +200634,3,1572,0,3756,3,0,7,FR,France +200633,3,0,0,0,0,0,0,FR,France +200632,3,0,0,0,0,0,0,FR,France +200631,3,1773,0,3892,3,0,6,FR,France +200630,3,665,0,1614,1,0,3,FR,France +200629,3,1339,0,3260,2,0,5,FR,France +200628,3,843,0,2245,1,0,3,FR,France +200627,3,1351,0,3031,2,0,5,FR,France +200626,3,4564,1506,7622,7,2,12,FR,France +200625,3,6259,2072,10446,10,3,17,FR,France +200624,3,4279,964,7594,7,2,12,FR,France +200623,3,4532,1489,7575,7,2,12,FR,France +200622,3,5807,2667,8947,10,5,15,FR,France +200621,3,4661,1761,7561,8,3,13,FR,France +200620,3,8859,4754,12964,15,8,22,FR,France +200619,3,5083,2011,8155,8,3,13,FR,France +200618,3,4454,1632,7276,7,2,12,FR,France +200617,3,17762,11802,23722,29,19,39,FR,France +200616,3,22096,15420,28772,36,25,47,FR,France +200615,3,26969,19631,34307,44,32,56,FR,France +200614,3,40321,31022,49620,66,51,81,FR,France +200613,3,77053,63531,90575,126,104,148,FR,France +200612,3,108004,93005,123003,177,152,202,FR,France +200611,3,122437,106388,138486,201,175,227,FR,France +200610,3,124749,109104,140394,204,178,230,FR,France +200609,3,164150,146099,182201,269,239,299,FR,France +200608,3,199088,178830,219346,326,293,359,FR,France +200607,3,243908,221071,266745,400,363,437,FR,France +200606,3,256758,235190,278326,421,386,456,FR,France +200605,3,184928,166901,202955,303,273,333,FR,France +200604,3,104620,90909,118331,171,149,193,FR,France +200603,3,66255,55727,76783,109,92,126,FR,France +200602,3,39211,31418,47004,64,51,77,FR,France +200601,3,34603,26269,42937,57,43,71,FR,France +200552,3,32132,24389,39875,53,40,66,FR,France +200551,3,40344,28397,52291,67,47,87,FR,France +200550,3,36880,28635,45125,61,47,75,FR,France +200549,3,27589,20576,34602,46,34,58,FR,France +200548,3,24860,17839,31881,41,29,53,FR,France +200547,3,26884,19810,33958,44,32,56,FR,France +200546,3,23967,17155,30779,40,29,51,FR,France +200545,3,14609,8709,20509,24,14,34,FR,France +200544,3,20481,13625,27337,34,23,45,FR,France +200543,3,18045,11916,24174,30,20,40,FR,France +200542,3,23653,15209,32097,39,25,53,FR,France +200541,3,26466,18270,34662,44,30,58,FR,France +200540,3,26647,18088,35206,44,30,58,FR,France +200539,3,23994,15381,32607,40,26,54,FR,France +200538,3,21881,13979,29783,36,23,49,FR,France +200537,3,10347,5384,15310,17,9,25,FR,France +200536,3,7082,2806,11358,12,5,19,FR,France +200535,3,2448,0,4987,4,0,8,FR,France +200534,3,5281,539,10023,9,1,17,FR,France +200533,3,2815,0,6252,5,0,11,FR,France +200532,3,1572,0,3690,3,0,6,FR,France +200531,3,3767,0,10955,6,0,18,FR,France +200530,3,2203,0,5072,4,0,9,FR,France +200529,3,3965,739,7191,7,2,12,FR,France +200528,3,1988,96,3880,3,0,6,FR,France +200527,3,2305,0,4713,4,0,8,FR,France +200526,3,4720,1385,8055,8,2,14,FR,France +200525,3,2354,0,4747,4,0,8,FR,France +200524,3,5892,2029,9755,10,4,16,FR,France +200523,3,5246,1722,8770,9,3,15,FR,France +200522,3,3935,1031,6839,6,1,11,FR,France +200521,3,4284,474,8094,7,1,13,FR,France +200520,3,7841,3611,12071,13,6,20,FR,France +200519,3,7638,3346,11930,13,6,20,FR,France +200518,3,2755,388,5122,5,1,9,FR,France +200517,3,7166,3530,10802,12,6,18,FR,France +200516,3,9741,5344,14138,16,9,23,FR,France +200515,3,14881,9018,20744,25,15,35,FR,France +200514,3,21988,14834,29142,36,24,48,FR,France +200513,3,42971,33053,52889,71,55,87,FR,France +200512,3,90040,75374,104706,149,125,173,FR,France +200511,3,183032,161407,204657,302,266,338,FR,France +200510,3,222526,199990,245062,367,330,404,FR,France +200509,3,251784,229464,274104,416,379,453,FR,France +200508,3,277423,254825,300021,458,421,495,FR,France +200507,3,459444,430026,488862,759,710,808,FR,France +200506,3,568610,536207,601013,939,885,993,FR,France +200505,3,568285,534912,601658,938,883,993,FR,France +200504,3,316856,292011,341701,523,482,564,FR,France +200503,3,154208,137061,171355,255,227,283,FR,France +200502,3,88853,75576,102130,147,125,169,FR,France +200501,3,55801,45339,66263,92,75,109,FR,France +200453,3,40695,31926,49464,68,53,83,FR,France +200452,3,32687,24316,41058,54,40,68,FR,France +200451,3,46209,36017,56401,77,60,94,FR,France +200450,3,42358,31865,52851,70,53,87,FR,France +200449,3,27092,17910,36274,45,30,60,FR,France +200448,3,30522,21236,39808,51,36,66,FR,France +200447,3,21148,13386,28910,35,22,48,FR,France +200446,3,13934,8335,19533,23,14,32,FR,France +200445,3,15658,9703,21613,26,16,36,FR,France +200444,3,23166,14852,31480,38,24,52,FR,France +200443,3,16780,10545,23015,28,18,38,FR,France +200442,3,20480,13909,27051,34,23,45,FR,France +200441,3,15852,9789,21915,26,16,36,FR,France +200440,3,25639,17291,33987,43,29,57,FR,France +200439,3,22680,13222,32138,38,22,54,FR,France +200438,3,17483,9417,25549,29,16,42,FR,France +200437,3,9103,4768,13438,15,8,22,FR,France +200436,3,7753,3596,11910,13,6,20,FR,France +200435,3,4408,775,8041,7,1,13,FR,France +200434,3,4501,610,8392,7,1,13,FR,France +200433,3,1697,0,4046,3,0,7,FR,France +200432,3,3496,0,8181,6,0,14,FR,France +200431,3,2949,20,5878,5,0,10,FR,France +200430,3,3557,642,6472,6,1,11,FR,France +200429,3,5164,1162,9166,9,2,16,FR,France +200428,3,6358,2224,10492,11,4,18,FR,France +200427,3,7486,3040,11932,12,5,19,FR,France +200426,3,7113,0,14709,12,0,25,FR,France +200425,3,3275,508,6042,5,0,10,FR,France +200424,3,6737,2394,11080,11,4,18,FR,France +200423,3,9792,807,18777,16,1,31,FR,France +200422,3,8077,3482,12672,13,5,21,FR,France +200421,3,8073,3588,12558,13,6,20,FR,France +200420,3,7885,3454,12316,13,6,20,FR,France +200419,3,7235,3101,11369,12,5,19,FR,France +200418,3,5108,1830,8386,8,3,13,FR,France +200417,3,3647,523,6771,6,1,11,FR,France +200416,3,5265,1359,9171,9,3,15,FR,France +200415,3,8272,3655,12889,14,6,22,FR,France +200414,3,15657,8888,22426,26,15,37,FR,France +200413,3,8316,4067,12565,14,7,21,FR,France +200412,3,12482,6899,18065,21,12,30,FR,France +200411,3,13964,7879,20049,23,13,33,FR,France +200410,3,22531,14164,30898,37,23,51,FR,France +200409,3,12618,7283,17953,21,12,30,FR,France +200408,3,17738,11055,24421,29,18,40,FR,France +200407,3,25484,17228,33740,42,28,56,FR,France +200406,3,27452,19505,35399,46,33,59,FR,France +200405,3,35110,25869,44351,58,43,73,FR,France +200404,3,44571,35266,53876,74,59,89,FR,France +200403,3,60482,50389,70575,100,83,117,FR,France +200402,3,95234,81407,109061,158,135,181,FR,France +200401,3,109116,84565,133667,181,140,222,FR,France +200352,3,72239,5520,138958,121,10,232,FR,France +200351,3,445464,389214,501714,744,650,838,FR,France +200350,3,522427,491781,553073,873,822,924,FR,France +200349,3,555492,524706,586278,928,877,979,FR,France +200348,3,514668,485364,543972,860,811,909,FR,France +200347,3,332927,305972,359882,556,511,601,FR,France +200346,3,146101,126840,165362,244,212,276,FR,France +200345,3,95565,80900,110230,160,135,185,FR,France +200344,3,54703,43193,66213,91,72,110,FR,France +200343,3,45834,36611,55057,77,62,92,FR,France +200342,3,39010,28885,49135,65,48,82,FR,France +200341,3,29579,21478,37680,49,35,63,FR,France +200340,3,30862,19484,42240,52,33,71,FR,France +200339,3,26592,18927,34257,44,31,57,FR,France +200338,3,14811,8777,20845,25,15,35,FR,France +200337,3,14735,7495,21975,25,13,37,FR,France +200336,3,10951,3732,18170,18,6,30,FR,France +200335,3,1504,0,3349,3,0,6,FR,France +200334,3,2194,0,4889,4,0,9,FR,France +200333,3,1504,0,3921,3,0,7,FR,France +200332,3,1619,0,4072,3,0,7,FR,France +200331,3,5164,0,10601,9,0,18,FR,France +200330,3,3183,28,6338,5,0,10,FR,France +200329,3,6801,450,13152,11,0,22,FR,France +200328,3,3975,609,7341,7,1,13,FR,France +200327,3,2293,0,4605,4,0,8,FR,France +200326,3,5333,2138,8528,9,4,14,FR,France +200325,3,2602,0,5228,4,0,8,FR,France +200324,3,8429,0,19483,14,0,32,FR,France +200323,3,4821,1479,8163,8,2,14,FR,France +200322,3,2573,158,4988,4,0,8,FR,France +200321,3,5563,2465,8661,9,4,14,FR,France +200320,3,7554,3748,11360,13,7,19,FR,France +200319,3,8325,3777,12873,14,6,22,FR,France +200318,3,12268,6392,18144,20,10,30,FR,France +200317,3,46253,36234,56272,77,60,94,FR,France +200316,3,50759,39835,61683,85,67,103,FR,France +200315,3,69269,55778,82760,116,93,139,FR,France +200314,3,70084,55374,84794,117,92,142,FR,France +200313,3,70335,56370,84300,118,95,141,FR,France +200312,3,88582,73568,103596,148,123,173,FR,France +200311,3,99729,83353,116105,167,140,194,FR,France +200310,3,121516,104361,138671,203,174,232,FR,France +200309,3,177255,151800,202710,296,253,339,FR,France +200308,3,222638,194269,251007,372,325,419,FR,France +200307,3,237104,207851,266357,396,347,445,FR,France +200306,3,206955,177973,235937,346,298,394,FR,France +200305,3,151864,125877,177851,254,211,297,FR,France +200304,3,95356,76211,114501,159,127,191,FR,France +200303,3,50983,38264,63702,85,64,106,FR,France +200302,3,31447,21706,41188,53,37,69,FR,France +200301,3,31228,19202,43254,52,32,72,FR,France +200252,3,47016,33692,60340,79,57,101,FR,France +200251,3,47629,36912,58346,80,62,98,FR,France +200250,3,35221,26217,44225,59,44,74,FR,France +200249,3,24656,16900,32412,41,28,54,FR,France +200248,3,19799,12868,26730,33,21,45,FR,France +200247,3,16449,9214,23684,28,16,40,FR,France +200246,3,12753,5779,19727,21,9,33,FR,France +200245,3,19304,8475,30133,32,14,50,FR,France +200244,3,18082,10671,25493,30,18,42,FR,France +200243,3,14326,7548,21104,24,13,35,FR,France +200242,3,13774,7800,19748,23,13,33,FR,France +200241,3,11036,5650,16422,19,10,28,FR,France +200240,3,8137,3375,12899,14,6,22,FR,France +200239,3,15989,9892,22086,27,17,37,FR,France +200238,3,7067,3299,10835,12,6,18,FR,France +200237,3,12409,4981,19837,21,9,33,FR,France +200236,3,1679,0,4072,3,0,7,FR,France +200235,3,2126,0,6301,4,0,11,FR,France +200234,3,2843,0,7483,5,0,13,FR,France +200233,3,2670,0,5462,4,0,9,FR,France +200232,3,1087,0,3003,2,0,5,FR,France +200231,3,5455,399,10511,9,1,17,FR,France +200230,3,3601,0,7836,6,0,13,FR,France +200229,3,5576,379,10773,9,0,18,FR,France +200228,3,6602,0,14289,11,0,24,FR,France +200227,3,1882,0,6151,3,0,10,FR,France +200226,3,4523,0,12320,8,0,21,FR,France +200225,3,4765,1076,8454,8,2,14,FR,France +200224,3,12063,7174,16952,20,12,28,FR,France +200223,3,15468,9806,21130,26,16,36,FR,France +200222,3,4854,1696,8012,8,3,13,FR,France +200221,3,5901,2212,9590,10,4,16,FR,France +200220,3,3803,1215,6391,6,2,10,FR,France +200219,3,6139,2598,9680,10,4,16,FR,France +200218,3,6083,2646,9520,10,4,16,FR,France +200217,3,7223,2678,11768,12,4,20,FR,France +200216,3,17762,9887,25637,30,17,43,FR,France +200215,3,21654,13662,29646,36,23,49,FR,France +200214,3,23877,15709,32045,40,26,54,FR,France +200213,3,27497,16289,38705,46,27,65,FR,France +200212,3,33510,20938,46082,56,35,77,FR,France +200211,3,40426,29171,51681,68,49,87,FR,France +200210,3,42915,24537,61293,72,41,103,FR,France +200209,3,63735,48368,79102,107,81,133,FR,France +200208,3,117204,95548,138860,197,161,233,FR,France +200207,3,170251,137065,203437,286,230,342,FR,France +200206,3,325084,296111,354057,546,497,595,FR,France +200205,3,456186,422559,489813,767,710,824,FR,France +200204,3,504715,470859,538571,848,791,905,FR,France +200203,3,383720,353019,414421,645,593,697,FR,France +200202,3,244028,217752,270304,410,366,454,FR,France +200201,3,115422,95696,135148,194,161,227,FR,France +200152,3,57999,43225,72773,98,73,123,FR,France +200151,3,45961,36017,55905,78,61,95,FR,France +200150,3,31309,22878,39740,53,39,67,FR,France +200149,3,34792,23268,46316,59,40,78,FR,France +200148,3,43283,20164,66402,73,34,112,FR,France +200147,3,27455,20021,34889,46,33,59,FR,France +200146,3,21127,14294,27960,36,24,48,FR,France +200145,3,20766,13979,27553,35,24,46,FR,France +200144,3,11410,6593,16227,19,11,27,FR,France +200143,3,23311,15652,30970,39,26,52,FR,France +200142,3,18963,11652,26274,32,20,44,FR,France +200141,3,20241,14032,26450,34,24,44,FR,France +200140,3,18113,9971,26255,31,17,45,FR,France +200139,3,25407,7785,43029,43,13,73,FR,France +200138,3,9736,4985,14487,16,8,24,FR,France +200137,3,8025,3527,12523,14,6,22,FR,France +200136,3,4663,654,8672,8,1,15,FR,France +200135,3,4399,0,9810,7,0,16,FR,France +200134,3,2990,0,6419,5,0,11,FR,France +200133,3,0,0,0,0,0,0,FR,France +200132,3,0,0,0,0,0,0,FR,France +200131,3,18999,4286,33712,32,7,57,FR,France +200130,3,2144,0,5670,4,0,10,FR,France +200129,3,2408,0,5215,4,0,9,FR,France +200128,3,3555,553,6557,6,1,11,FR,France +200127,3,4739,1122,8356,8,2,14,FR,France +200126,3,3335,466,6204,6,1,11,FR,France +200125,3,2643,527,4759,4,0,8,FR,France +200124,3,4784,2158,7410,8,4,12,FR,France +200123,3,6299,3161,9437,11,6,16,FR,France +200122,3,4544,2006,7082,8,4,12,FR,France +200121,3,8925,4094,13756,15,7,23,FR,France +200120,3,15269,8883,21655,26,15,37,FR,France +200119,3,17369,10575,24163,29,18,40,FR,France +200118,3,21043,14262,27824,36,25,47,FR,France +200117,3,25787,19109,32465,44,33,55,FR,France +200116,3,24025,16833,31217,41,29,53,FR,France +200115,3,24188,17340,31036,41,29,53,FR,France +200114,3,40429,31774,49084,68,53,83,FR,France +200113,3,48644,39517,57771,82,67,97,FR,France +200112,3,45411,35780,55042,77,61,93,FR,France +200111,3,49809,40534,59084,84,68,100,FR,France +200110,3,46649,37240,56058,79,63,95,FR,France +200109,3,58623,47346,69900,99,80,118,FR,France +200108,3,77423,63237,91609,131,107,155,FR,France +200107,3,126970,107898,146042,215,183,247,FR,France +200106,3,225969,198142,253796,382,335,429,FR,France +200105,3,278674,249486,307862,471,422,520,FR,France +200104,3,209193,189129,229257,354,320,388,FR,France +200103,3,139823,124243,155403,236,210,262,FR,France +200102,3,105356,92392,118320,178,156,200,FR,France +200101,3,98930,84599,113261,167,143,191,FR,France +200052,3,143525,124203,162847,244,211,277,FR,France +200051,3,125224,108719,141729,213,185,241,FR,France +200050,3,99177,84857,113497,169,145,193,FR,France +200049,3,74170,54196,94144,126,92,160,FR,France +200048,3,43642,34064,53220,74,58,90,FR,France +200047,3,64848,11322,118374,110,19,201,FR,France +200046,3,20598,14053,27143,35,24,46,FR,France +200045,3,25375,17229,33521,43,29,57,FR,France +200044,3,16330,9762,22898,28,17,39,FR,France +200043,3,36951,27693,46209,63,47,79,FR,France +200042,3,41200,30772,51628,70,52,88,FR,France +200041,3,40022,30939,49105,68,53,83,FR,France +200040,3,27237,19986,34488,46,34,58,FR,France +200039,3,19338,12649,26027,33,22,44,FR,France +200038,3,7417,3193,11641,13,6,20,FR,France +200037,3,2243,0,4722,4,0,8,FR,France +200036,3,2990,0,6416,5,0,11,FR,France +200035,3,5590,0,12003,10,0,21,FR,France +200034,3,5188,0,12418,9,0,21,FR,France +200033,3,1690,0,3859,3,0,7,FR,France +200032,3,1405,0,4239,2,0,7,FR,France +200031,3,2159,0,4744,4,0,8,FR,France +200030,3,218,0,783,0,0,1,FR,France +200029,3,1532,0,3751,3,0,7,FR,France +200028,3,1071,0,2881,2,0,5,FR,France +200027,3,2427,150,4704,4,0,8,FR,France +200026,3,1997,0,4996,3,0,8,FR,France +200025,3,4239,221,8257,7,0,14,FR,France +200024,3,5411,1122,9700,9,2,16,FR,France +200023,3,8757,4101,13413,15,7,23,FR,France +200022,3,4966,1694,8238,8,2,14,FR,France +200021,3,4271,1389,7153,7,2,12,FR,France +200020,3,4520,1478,7562,8,3,13,FR,France +200019,3,13867,8548,19186,24,15,33,FR,France +200018,3,5386,2261,8511,9,4,14,FR,France +200017,3,7018,1581,12455,12,3,21,FR,France +200016,3,5328,1433,9223,9,2,16,FR,France +200015,3,12020,6436,17604,20,11,29,FR,France +200014,3,10942,5691,16193,19,10,28,FR,France +200013,3,8572,3443,13701,15,6,24,FR,France +200012,3,7081,3097,11065,12,5,19,FR,France +200011,3,12172,7447,16897,21,13,29,FR,France +200010,3,9091,5450,12732,15,9,21,FR,France +200009,3,14631,9200,20062,25,16,34,FR,France +200008,3,23647,17172,30122,40,29,51,FR,France +200007,3,59173,48440,69906,101,83,119,FR,France +200006,3,146517,129961,163073,249,221,277,FR,France +200005,3,261687,239983,283391,445,408,482,FR,France +200004,3,374822,349785,399859,637,594,680,FR,France +200003,3,484233,456706,511760,824,777,871,FR,France +200002,3,521069,492185,549953,886,837,935,FR,France +200001,3,541945,511326,572564,922,870,974,FR,France +199952,3,387655,360652,414658,663,617,709,FR,France +199951,3,272075,250906,293244,465,429,501,FR,France +199950,3,181113,164571,197655,310,282,338,FR,France +199949,3,112328,99058,125598,192,169,215,FR,France +199948,3,58710,48651,68769,100,83,117,FR,France +199947,3,35912,23462,48362,61,40,82,FR,France +199946,3,8601,1503,15699,15,3,27,FR,France +199945,3,17781,10817,24745,30,18,42,FR,France +199944,3,18238,12870,23606,31,22,40,FR,France +199943,3,18135,12601,23669,31,22,40,FR,France +199942,3,19183,13258,25108,33,23,43,FR,France +199941,3,25171,18689,31653,43,32,54,FR,France +199940,3,24185,16184,32186,41,27,55,FR,France +199939,3,28553,20776,36330,49,36,62,FR,France +199938,3,12430,7759,17101,21,13,29,FR,France +199937,3,7543,4283,10803,13,7,19,FR,France +199936,3,8191,2827,13555,14,5,23,FR,France +199935,3,3334,1188,5480,6,2,10,FR,France +199934,3,7600,0,27730,13,0,47,FR,France +199933,3,9757,354,19160,17,1,33,FR,France +199932,3,7149,0,15077,12,0,26,FR,France +199931,3,2640,0,5463,5,0,10,FR,France +199930,3,1478,0,3153,3,0,6,FR,France +199929,3,3983,498,7468,7,1,13,FR,France +199928,3,3731,712,6750,6,1,11,FR,France +199927,3,5004,1597,8411,9,3,15,FR,France +199926,3,3459,699,6219,6,1,11,FR,France +199925,3,5302,2057,8547,9,3,15,FR,France +199924,3,4327,1646,7008,7,2,12,FR,France +199923,3,5370,2374,8366,9,4,14,FR,France +199922,3,4404,1643,7165,8,3,13,FR,France +199921,3,4180,1485,6875,7,2,12,FR,France +199920,3,6073,2775,9371,10,4,16,FR,France +199919,3,6241,3220,9262,11,6,16,FR,France +199918,3,3057,678,5436,5,1,9,FR,France +199917,3,2904,701,5107,5,1,9,FR,France +199916,3,7539,3360,11718,13,6,20,FR,France +199915,3,11535,6814,16256,20,12,28,FR,France +199914,3,18730,13131,24329,32,22,42,FR,France +199913,3,38453,29560,47346,66,51,81,FR,France +199912,3,58090,48072,68108,99,82,116,FR,France +199911,3,91329,78686,103972,156,134,178,FR,France +199910,3,147976,131058,164894,253,224,282,FR,France +199909,3,207450,188710,226190,355,323,387,FR,France +199908,3,313293,292280,334306,536,500,572,FR,France +199907,3,524136,496702,551570,896,849,943,FR,France +199906,3,493908,466605,521211,844,797,891,FR,France +199905,3,476884,449696,504072,815,769,861,FR,France +199904,3,368514,345131,391897,630,590,670,FR,France +199903,3,242388,224208,260568,414,383,445,FR,France +199902,3,160657,145209,176105,275,249,301,FR,France +199901,3,130133,115125,145141,222,196,248,FR,France +199853,3,107611,92301,122921,185,159,211,FR,France +199852,3,72373,61032,83714,124,105,143,FR,France +199851,3,78179,67156,89202,134,115,153,FR,France +199850,3,54775,45478,64072,94,78,110,FR,France +199849,3,33385,26332,40438,57,45,69,FR,France +199848,3,22636,16668,28604,39,29,49,FR,France +199847,3,14505,9746,19264,25,17,33,FR,France +199846,3,13804,9049,18559,24,16,32,FR,France +199845,3,13021,8113,17929,22,14,30,FR,France +199844,3,12631,7410,17852,22,13,31,FR,France +199843,3,12180,7125,17235,21,12,30,FR,France +199842,3,18885,12726,25044,32,21,43,FR,France +199841,3,24196,17506,30886,42,31,53,FR,France +199840,3,20235,14114,26356,35,25,45,FR,France +199839,3,17075,11538,22612,29,20,38,FR,France +199838,3,10837,6336,15338,19,11,27,FR,France +199837,3,6968,3227,10709,12,6,18,FR,France +199836,3,3033,580,5486,5,1,9,FR,France +199835,3,2491,0,5022,4,0,8,FR,France +199834,3,3853,589,7117,7,1,13,FR,France +199833,3,2934,0,6598,5,0,11,FR,France +199832,3,1308,0,2894,2,0,5,FR,France +199831,3,12147,0,29237,21,0,50,FR,France +199830,3,5309,1628,8990,9,3,15,FR,France +199829,3,6486,2465,10507,11,4,18,FR,France +199828,3,9577,4464,14690,16,7,25,FR,France +199827,3,12358,7158,17558,21,12,30,FR,France +199826,3,10415,6547,14283,18,11,25,FR,France +199825,3,18246,13050,23442,31,22,40,FR,France +199824,3,16263,11126,21400,28,19,37,FR,France +199823,3,8553,4911,12195,15,9,21,FR,France +199822,3,5181,2669,7693,9,5,13,FR,France +199821,3,4751,2416,7086,8,4,12,FR,France +199820,3,12129,8099,16159,21,14,28,FR,France +199819,3,24118,17906,30330,41,30,52,FR,France +199818,3,31612,24512,38712,54,42,66,FR,France +199817,3,61148,51894,70402,105,89,121,FR,France +199816,3,123195,109878,136512,211,188,234,FR,France +199815,3,171603,156715,186491,294,268,320,FR,France +199814,3,319092,298398,339786,547,512,582,FR,France +199813,3,298212,278513,317911,512,478,546,FR,France +199812,3,263585,246356,280814,452,422,482,FR,France +199811,3,220578,204894,236262,378,351,405,FR,France +199810,3,202354,186304,218404,347,319,375,FR,France +199809,3,227553,209970,245136,390,360,420,FR,France +199808,3,271362,252005,290719,465,432,498,FR,France +199807,3,190187,173694,206680,326,298,354,FR,France +199806,3,88217,76829,99605,151,131,171,FR,France +199805,3,45180,36970,53390,77,63,91,FR,France +199804,3,30005,23272,36738,51,39,63,FR,France +199803,3,23900,18221,29579,41,31,51,FR,France +199802,3,31143,23994,38292,53,41,65,FR,France +199801,3,24809,17786,31832,43,31,55,FR,France +199752,3,29039,21984,36094,50,38,62,FR,France +199751,3,34924,27737,42111,60,48,72,FR,France +199750,3,33527,26388,40666,58,46,70,FR,France +199749,3,15978,11147,20809,27,19,35,FR,France +199748,3,11507,7744,15270,20,14,26,FR,France +199747,3,11059,7151,14967,19,12,26,FR,France +199746,3,8073,4613,11533,14,8,20,FR,France +199745,3,18202,13113,23291,31,22,40,FR,France +199744,3,19770,14405,25135,34,25,43,FR,France +199743,3,16707,11945,21469,29,21,37,FR,France +199742,3,15340,10351,20329,26,17,35,FR,France +199741,3,16933,11941,21925,29,20,38,FR,France +199740,3,13292,8709,17875,23,15,31,FR,France +199739,3,10189,6279,14099,18,11,25,FR,France +199738,3,3231,1061,5401,6,2,10,FR,France +199737,3,4542,1949,7135,8,4,12,FR,France +199736,3,5131,2205,8057,9,4,14,FR,France +199735,3,1842,0,3740,3,0,6,FR,France +199734,3,3226,0,6717,6,0,12,FR,France +199733,3,1799,0,4368,3,0,7,FR,France +199732,3,2086,0,4411,4,0,8,FR,France +199731,3,1386,0,3332,2,0,5,FR,France +199730,3,2116,0,4919,4,0,9,FR,France +199729,3,1973,0,4347,3,0,7,FR,France +199728,3,1560,216,2904,3,1,5,FR,France +199727,3,2540,754,4326,4,1,7,FR,France +199726,3,5582,2699,8465,10,5,15,FR,France +199725,3,4012,1090,6934,7,2,12,FR,France +199724,3,4696,1824,7568,8,3,13,FR,France +199723,3,4709,2136,7282,8,4,12,FR,France +199722,3,2283,665,3901,4,1,7,FR,France +199721,3,2108,664,3552,4,2,6,FR,France +199720,3,3257,1519,4995,6,3,9,FR,France +199719,3,4646,2436,6856,8,4,12,FR,France +199718,3,5246,2764,7728,9,5,13,FR,France +199717,3,14236,9906,18566,24,17,31,FR,France +199716,3,12169,8111,16227,21,14,28,FR,France +199715,3,9516,6192,12840,16,10,22,FR,France +199714,3,13602,9659,17545,23,16,30,FR,France +199713,3,18032,13345,22719,31,23,39,FR,France +199712,3,17199,12707,21691,30,22,38,FR,France +199711,3,19988,15419,24557,34,26,42,FR,France +199710,3,21903,17338,26468,38,30,46,FR,France +199709,3,29860,24261,35459,51,41,61,FR,France +199708,3,55445,47857,63033,95,82,108,FR,France +199707,3,70876,62518,79234,122,108,136,FR,France +199706,3,76906,68152,85660,132,117,147,FR,France +199705,3,95900,86095,105705,165,148,182,FR,France +199704,3,96896,87079,106713,167,150,184,FR,France +199703,3,143844,131917,155771,248,227,269,FR,France +199702,3,211578,197395,225761,364,340,388,FR,France +199701,3,280440,263783,297097,483,454,512,FR,France +199652,3,388201,369211,407191,670,637,703,FR,France +199651,3,640627,617388,663866,1106,1066,1146,FR,France +199650,3,535205,514568,555842,924,888,960,FR,France +199649,3,411498,393335,429661,710,679,741,FR,France +199648,3,195568,182563,208573,338,316,360,FR,France +199647,3,71980,63619,80341,124,110,138,FR,France +199646,3,32138,26358,37918,55,45,65,FR,France +199645,3,25551,20136,30966,44,35,53,FR,France +199644,3,10753,7230,14276,19,13,25,FR,France +199643,3,12971,9311,16631,22,16,28,FR,France +199642,3,11929,8472,15386,21,15,27,FR,France +199641,3,9918,6674,13162,17,11,23,FR,France +199640,3,10765,7067,14463,19,13,25,FR,France +199639,3,8377,5183,11571,14,8,20,FR,France +199638,3,9470,5965,12975,16,10,22,FR,France +199637,3,2925,829,5021,5,1,9,FR,France +199636,3,1122,23,2221,2,0,4,FR,France +199635,3,1674,93,3255,3,0,6,FR,France +199634,3,1273,122,2424,2,0,4,FR,France +199633,3,540,0,1246,1,0,2,FR,France +199632,3,1453,176,2730,3,1,5,FR,France +199631,3,3010,752,5268,5,1,9,FR,France +199630,3,2992,706,5278,5,1,9,FR,France +199629,3,1559,144,2974,3,1,5,FR,France +199628,3,3109,541,5677,5,1,9,FR,France +199627,3,4456,1595,7317,8,3,13,FR,France +199626,3,2871,1138,4604,5,2,8,FR,France +199625,3,2308,856,3760,4,1,7,FR,France +199624,3,2490,1067,3913,4,2,6,FR,France +199623,3,2819,1262,4376,5,2,8,FR,France +199622,3,4005,1984,6026,7,4,10,FR,France +199621,3,7042,4291,9793,12,7,17,FR,France +199620,3,10619,7365,13873,18,12,24,FR,France +199619,3,11898,8065,15731,21,14,28,FR,France +199618,3,18338,13352,23324,32,23,41,FR,France +199617,3,24954,19100,30808,43,33,53,FR,France +199616,3,29313,23868,34758,51,42,60,FR,France +199615,3,51703,43644,59762,89,75,103,FR,France +199614,3,44414,36774,52054,77,64,90,FR,France +199613,3,30622,25062,36182,53,43,63,FR,France +199612,3,31818,25852,37784,55,45,65,FR,France +199611,3,24427,19499,29355,42,33,51,FR,France +199610,3,20910,16198,25622,36,28,44,FR,France +199609,3,19594,15228,23960,34,26,42,FR,France +199608,3,19046,14850,23242,33,26,40,FR,France +199607,3,23041,18338,27744,40,32,48,FR,France +199606,3,21810,17153,26467,38,30,46,FR,France +199605,3,25275,20410,30140,44,36,52,FR,France +199604,3,43359,36948,49770,75,64,86,FR,France +199603,3,54691,48016,61366,94,82,106,FR,France +199602,3,105606,96106,115106,182,166,198,FR,France +199601,3,223830,209274,238386,386,361,411,FR,France +199552,3,397122,378252,415992,688,655,721,FR,France +199551,3,749988,725434,774542,1299,1256,1342,FR,France +199550,3,604926,583100,626752,1047,1009,1085,FR,France +199549,3,375500,358200,392800,650,620,680,FR,France +199548,3,206446,193457,219435,357,335,379,FR,France +199547,3,120472,110526,130418,209,192,226,FR,France +199546,3,62380,55042,69718,108,95,121,FR,France +199545,3,29791,24523,35059,52,43,61,FR,France +199544,3,13168,9820,16516,23,17,29,FR,France +199543,3,16188,12389,19987,28,21,35,FR,France +199542,3,15178,11387,18969,26,19,33,FR,France +199541,3,14980,10851,19109,26,19,33,FR,France +199540,3,16245,11610,20880,28,20,36,FR,France +199539,3,18499,13844,23154,32,24,40,FR,France +199538,3,13123,9410,16836,23,17,29,FR,France +199537,3,4895,2666,7124,8,4,12,FR,France +199536,3,3659,1574,5744,6,2,10,FR,France +199535,3,2496,644,4348,4,1,7,FR,France +199534,3,1887,214,3560,3,0,6,FR,France +199533,3,905,0,2007,2,0,4,FR,France +199532,3,700,0,1699,1,0,3,FR,France +199531,3,1946,92,3800,3,0,6,FR,France +199530,3,1898,46,3750,3,0,6,FR,France +199529,3,2148,687,3609,4,1,7,FR,France +199528,3,3312,1430,5194,6,3,9,FR,France +199527,3,4853,2683,7023,8,4,12,FR,France +199526,3,4986,2911,7061,9,5,13,FR,France +199525,3,4571,2520,6622,8,4,12,FR,France +199524,3,8058,5054,11062,14,9,19,FR,France +199523,3,13820,9801,17839,24,17,31,FR,France +199522,3,14124,9999,18249,24,17,31,FR,France +199521,3,11931,8655,15207,21,15,27,FR,France +199520,3,18846,14311,23381,33,25,41,FR,France +199519,3,26261,21488,31034,45,37,53,FR,France +199518,3,39231,33258,45204,68,58,78,FR,France +199517,3,88640,79343,97937,153,137,169,FR,France +199516,3,140488,129439,151537,243,224,262,FR,France +199515,3,181007,169110,192904,313,292,334,FR,France +199514,3,248704,235144,262264,431,408,454,FR,France +199513,3,209839,197191,222487,363,341,385,FR,France +199512,3,122434,112497,132371,212,195,229,FR,France +199511,3,81730,73346,90114,142,127,157,FR,France +199510,3,49387,42703,56071,86,74,98,FR,France +199509,3,39696,33259,46133,69,58,80,FR,France +199508,3,38008,32225,43791,66,56,76,FR,France +199507,3,30550,25479,35621,53,44,62,FR,France +199506,3,37351,32007,42695,65,56,74,FR,France +199505,3,27876,23218,32534,48,40,56,FR,France +199504,3,27643,22818,32468,48,40,56,FR,France +199503,3,24844,20391,29297,43,35,51,FR,France +199502,3,23480,19249,27711,41,34,48,FR,France +199501,3,26556,21916,31196,46,38,54,FR,France +199452,3,22036,17495,26577,38,30,46,FR,France +199451,3,26912,21750,32074,47,38,56,FR,France +199450,3,28831,23470,34192,50,41,59,FR,France +199449,3,21161,16559,25763,37,29,45,FR,France +199448,3,18487,14456,22518,32,25,39,FR,France +199447,3,15206,11578,18834,26,20,32,FR,France +199446,3,14252,10525,17979,25,19,31,FR,France +199445,3,12152,8448,15856,21,15,27,FR,France +199444,3,11307,7688,14926,20,14,26,FR,France +199443,3,11254,8002,14506,20,14,26,FR,France +199442,3,14406,10653,18159,25,18,32,FR,France +199441,3,14073,10341,17805,24,18,30,FR,France +199440,3,15962,11850,20074,28,21,35,FR,France +199439,3,15878,11643,20113,28,21,35,FR,France +199438,3,15366,11100,19632,27,20,34,FR,France +199437,3,5949,3561,8337,10,6,14,FR,France +199436,3,2806,1133,4479,5,2,8,FR,France +199435,3,4556,2358,6754,8,4,12,FR,France +199434,3,3459,1444,5474,6,2,10,FR,France +199433,3,4272,977,7567,7,1,13,FR,France +199432,3,4786,1613,7959,8,2,14,FR,France +199431,3,5027,1580,8474,9,3,15,FR,France +199430,3,2100,520,3680,4,1,7,FR,France +199429,3,1188,0,2384,2,0,4,FR,France +199428,3,1581,316,2846,3,1,5,FR,France +199427,3,713,0,1459,1,0,2,FR,France +199426,3,990,80,1900,2,0,4,FR,France +199425,3,5431,3222,7640,9,5,13,FR,France +199424,3,6288,3723,8853,11,7,15,FR,France +199423,3,6440,1052,11828,11,2,20,FR,France +199422,3,845,0,2449,1,0,4,FR,France +199421,3,2197,395,3999,4,1,7,FR,France +199420,3,2217,852,3582,4,2,6,FR,France +199419,3,1483,406,2560,3,1,5,FR,France +199418,3,3705,1940,5470,6,3,9,FR,France +199417,3,2288,1064,3512,4,2,6,FR,France +199416,3,5156,3176,7136,9,6,12,FR,France +199415,3,6952,4678,9226,12,8,16,FR,France +199414,3,4671,2784,6558,8,5,11,FR,France +199413,3,3343,1641,5045,6,3,9,FR,France +199412,3,4305,2412,6198,7,4,10,FR,France +199411,3,5399,3327,7471,9,5,13,FR,France +199410,3,4548,2529,6567,8,4,12,FR,France +199409,3,5635,3251,8019,10,6,14,FR,France +199408,3,9539,6652,12426,17,12,22,FR,France +199407,3,14639,11188,18090,25,19,31,FR,France +199406,3,17308,13395,21221,30,23,37,FR,France +199405,3,18489,14290,22688,32,25,39,FR,France +199404,3,23712,19048,28376,41,33,49,FR,France +199403,3,29882,24817,34947,52,43,61,FR,France +199402,3,47402,41415,53389,82,72,92,FR,France +199401,3,118119,108182,128056,205,188,222,FR,France +199352,3,233137,218608,247666,406,381,431,FR,France +199351,3,377472,359792,395152,658,627,689,FR,France +199350,3,627639,607097,648181,1094,1058,1130,FR,France +199349,3,898045,873419,922671,1565,1522,1608,FR,France +199348,3,527582,507752,547412,920,885,955,FR,France +199347,3,241371,226769,255973,421,396,446,FR,France +199346,3,76034,68003,84065,133,119,147,FR,France +199345,3,32289,27022,37556,56,47,65,FR,France +199344,3,17832,14015,21649,31,24,38,FR,France +199343,3,15098,11333,18863,26,19,33,FR,France +199342,3,19187,14893,23481,33,26,40,FR,France +199341,3,18285,14384,22186,32,25,39,FR,France +199340,3,13805,10348,17262,24,18,30,FR,France +199339,3,14783,11173,18393,26,20,32,FR,France +199338,3,10492,7329,13655,18,12,24,FR,France +199337,3,7023,4503,9543,12,8,16,FR,France +199336,3,4361,2445,6277,8,5,11,FR,France +199335,3,5589,3066,8112,10,6,14,FR,France +199334,3,2984,1209,4759,5,2,8,FR,France +199333,3,3217,758,5676,6,2,10,FR,France +199332,3,3755,1051,6459,7,2,12,FR,France +199331,3,4163,1768,6558,7,3,11,FR,France +199330,3,4055,1907,6203,7,3,11,FR,France +199329,3,3714,1668,5760,6,2,10,FR,France +199328,3,1774,484,3064,3,1,5,FR,France +199327,3,2574,918,4230,4,1,7,FR,France +199326,3,3048,1450,4646,5,2,8,FR,France +199325,3,8348,5260,11436,15,10,20,FR,France +199324,3,6624,3747,9501,12,7,17,FR,France +199323,3,7424,4302,10546,13,8,18,FR,France +199322,3,3432,1849,5015,6,3,9,FR,France +199321,3,5942,3670,8214,10,6,14,FR,France +199320,3,5137,3157,7117,9,6,12,FR,France +199319,3,4593,2725,6461,8,5,11,FR,France +199318,3,5027,3075,6979,9,6,12,FR,France +199317,3,8111,5138,11084,14,9,19,FR,France +199316,3,24932,19468,30396,43,33,53,FR,France +199315,3,22181,17147,27215,39,30,48,FR,France +199314,3,38266,30865,45667,67,54,80,FR,France +199313,3,62987,54506,71468,110,95,125,FR,France +199312,3,63493,55956,71030,111,98,124,FR,France +199311,3,80548,72628,88468,140,126,154,FR,France +199310,3,127910,117688,138132,223,205,241,FR,France +199309,3,184150,171378,196922,321,299,343,FR,France +199308,3,222932,209051,236813,389,365,413,FR,France +199307,3,248494,234936,262052,433,409,457,FR,France +199306,3,286939,271830,302048,500,474,526,FR,France +199305,3,255890,241516,270264,446,421,471,FR,France +199304,3,193107,181261,204953,337,316,358,FR,France +199303,3,147854,137256,158452,258,240,276,FR,France +199302,3,90269,82164,98374,157,143,171,FR,France +199301,3,75288,67244,83332,131,117,145,FR,France +199253,3,56622,49107,64137,99,86,112,FR,France +199252,3,49588,42568,56608,87,75,99,FR,France +199251,3,41156,35024,47288,72,61,83,FR,France +199250,3,40100,34699,45501,70,61,79,FR,France +199249,3,39146,33847,44445,69,60,78,FR,France +199248,3,32392,27499,37285,57,48,66,FR,France +199247,3,26276,21797,30755,46,38,54,FR,France +199246,3,22758,18462,27054,40,32,48,FR,France +199245,3,22023,17804,26242,39,32,46,FR,France +199244,3,27619,22945,32293,48,40,56,FR,France +199243,3,24969,20704,29234,44,37,51,FR,France +199242,3,29980,25261,34699,52,44,60,FR,France +199241,3,24091,19953,28229,42,35,49,FR,France +199240,3,17593,13885,21301,31,25,37,FR,France +199239,3,13535,10301,16769,24,18,30,FR,France +199238,3,9837,7106,12568,17,12,22,FR,France +199237,3,7480,5130,9830,13,9,17,FR,France +199236,3,5155,2958,7352,9,5,13,FR,France +199235,3,6383,3687,9079,11,6,16,FR,France +199234,3,2953,922,4984,5,1,9,FR,France +199233,3,4046,1549,6543,7,3,11,FR,France +199232,3,4963,2215,7711,9,4,14,FR,France +199231,3,4233,1733,6733,7,3,11,FR,France +199230,3,3091,1145,5037,5,2,8,FR,France +199229,3,3586,1583,5589,6,2,10,FR,France +199228,3,4179,2133,6225,7,3,11,FR,France +199227,3,5568,3134,8002,10,6,14,FR,France +199226,3,5886,3229,8543,10,5,15,FR,France +199225,3,5304,2805,7803,9,5,13,FR,France +199224,3,5928,3482,8374,10,6,14,FR,France +199223,3,3914,1855,5973,7,3,11,FR,France +199222,3,4899,2641,7157,9,5,13,FR,France +199221,3,5059,2889,7229,9,5,13,FR,France +199220,3,4308,2226,6390,8,4,12,FR,France +199219,3,2982,1181,4783,5,2,8,FR,France +199218,3,3887,1777,5997,7,3,11,FR,France +199217,3,3614,1216,6012,6,2,10,FR,France +199216,3,5460,2934,7986,10,6,14,FR,France +199215,3,8642,5029,12255,15,9,21,FR,France +199214,3,11346,7536,15156,20,13,27,FR,France +199213,3,11693,8096,15290,20,14,26,FR,France +199212,3,11752,7834,15670,21,14,28,FR,France +199211,3,11689,7575,15803,20,13,27,FR,France +199210,3,19224,12971,25477,34,23,45,FR,France +199209,3,26629,20275,32983,47,36,58,FR,France +199208,3,37667,30887,44447,66,54,78,FR,France +199207,3,57312,48777,65847,100,85,115,FR,France +199206,3,112450,99989,124911,197,175,219,FR,France +199205,3,165474,151342,179606,290,265,315,FR,France +199204,3,147959,133595,162323,259,234,284,FR,France +199203,3,137893,122944,152842,241,215,267,FR,France +199202,3,185852,166558,205146,325,291,359,FR,France +199201,3,247688,222574,272802,434,390,478,FR,France +199152,3,349815,325499,374131,615,572,658,FR,France +199151,3,378413,355928,400898,666,626,706,FR,France +199150,3,198721,182878,214564,350,322,378,FR,France +199149,3,93903,82992,104814,165,146,184,FR,France +199148,3,45173,37384,52962,79,65,93,FR,France +199147,3,35691,28224,43158,63,50,76,FR,France +199146,3,23685,17531,29839,42,31,53,FR,France +199145,3,19565,13551,25579,34,23,45,FR,France +199144,3,21571,15477,27665,38,27,49,FR,France +199143,3,28842,21958,35726,51,39,63,FR,France +199142,3,27483,20385,34581,48,36,60,FR,France +199141,3,28185,20655,35715,50,37,63,FR,France +199140,3,26740,16049,37431,47,28,66,FR,France +199139,3,14373,8734,20012,25,15,35,FR,France +199138,3,7460,3700,11220,13,6,20,FR,France +199137,3,2429,434,4424,4,0,8,FR,France +199136,3,2380,0,4882,4,0,8,FR,France +199135,3,2372,0,5025,4,0,9,FR,France +199134,3,2099,0,5104,4,0,9,FR,France +199133,3,1654,0,4102,3,0,7,FR,France +199132,3,625,0,2190,1,0,4,FR,France +199131,3,2464,0,5830,4,0,10,FR,France +199130,3,2382,0,6857,4,0,12,FR,France +199129,3,3837,40,7634,7,0,14,FR,France +199128,3,3297,152,6442,6,0,12,FR,France +199127,3,3164,934,5394,6,2,10,FR,France +199126,3,6376,3324,9428,11,6,16,FR,France +199125,3,8218,4776,11660,14,8,20,FR,France +199124,3,8223,4660,11786,14,8,20,FR,France +199123,3,6801,3596,10006,12,6,18,FR,France +199122,3,6050,2682,9418,11,5,17,FR,France +199121,3,6391,3385,9397,11,6,16,FR,France +199120,3,8633,4683,12583,15,8,22,FR,France +199119,3,7785,3986,11584,14,7,21,FR,France +199118,3,10856,6457,15255,19,11,27,FR,France +199117,3,15603,10950,20256,27,19,35,FR,France +199116,3,15665,11184,20146,28,20,36,FR,France +199115,3,15062,10715,19409,26,18,34,FR,France +199114,3,27862,21583,34141,49,38,60,FR,France +199113,3,32179,25829,38529,57,46,68,FR,France +199112,3,27873,22312,33434,49,39,59,FR,France +199111,3,46186,38876,53496,81,68,94,FR,France +199110,3,88750,77784,99716,156,137,175,FR,France +199109,3,139093,124326,153860,245,219,271,FR,France +199108,3,216369,198630,234108,381,350,412,FR,France +199107,3,208836,191789,225883,367,337,397,FR,France +199106,3,134737,121280,148194,237,213,261,FR,France +199105,3,73564,62716,84412,129,110,148,FR,France +199104,3,48253,39031,57475,85,69,101,FR,France +199103,3,29382,22258,36506,52,39,65,FR,France +199102,3,29759,22044,37474,52,38,66,FR,France +199101,3,42927,33706,52148,76,60,92,FR,France +199052,3,41262,31607,50917,73,56,90,FR,France +199051,3,46924,37544,56304,83,66,100,FR,France +199050,3,44125,36137,52113,78,64,92,FR,France +199049,3,38379,30603,46155,68,54,82,FR,France +199048,3,29571,22315,36827,52,39,65,FR,France +199047,3,23358,15890,30826,41,28,54,FR,France +199046,3,20246,7930,32562,36,14,58,FR,France +199045,3,17571,11591,23551,31,20,42,FR,France +199044,3,16182,10305,22059,29,19,39,FR,France +199043,3,17579,11588,23570,31,20,42,FR,France +199042,3,13011,7875,18147,23,14,32,FR,France +199041,3,19723,13330,26116,35,24,46,FR,France +199040,3,20433,14614,26252,36,26,46,FR,France +199039,3,15618,10315,20921,28,19,37,FR,France +199038,3,11146,6197,16095,20,11,29,FR,France +199037,3,4051,1022,7080,7,2,12,FR,France +199036,3,2542,124,4960,4,0,8,FR,France +199035,3,934,0,2681,2,0,5,FR,France +199034,3,201,0,595,0,0,1,FR,France +199033,3,0,0,0,0,0,0,FR,France +199032,3,1399,0,3849,2,0,6,FR,France +199031,3,881,0,2206,2,0,4,FR,France +199030,3,425,0,1262,1,0,2,FR,France +199029,3,1077,0,2643,2,0,5,FR,France +199028,3,959,0,2252,2,0,4,FR,France +199027,3,2948,793,5103,5,1,9,FR,France +199026,3,7236,2651,11821,13,5,21,FR,France +199025,3,7879,3136,12622,14,6,22,FR,France +199024,3,5727,2460,8994,10,4,16,FR,France +199023,3,3655,1043,6267,6,1,11,FR,France +199022,3,4196,1292,7100,7,2,12,FR,France +199021,3,1004,0,2367,2,0,4,FR,France +199020,3,4506,1771,7241,8,3,13,FR,France +199019,3,5897,2440,9354,10,4,16,FR,France +199018,3,1738,141,3335,3,0,6,FR,France +199017,3,5278,2197,8359,9,4,14,FR,France +199016,3,8129,3754,12504,14,6,22,FR,France +199015,3,11707,5831,17583,21,11,31,FR,France +199014,3,12862,8177,17547,23,15,31,FR,France +199013,3,21879,15088,28670,39,27,51,FR,France +199012,3,17035,11135,22935,30,20,40,FR,France +199011,3,20018,14311,25725,35,25,45,FR,France +199010,3,16294,11045,21543,29,20,38,FR,France +199009,3,21793,15460,28126,39,28,50,FR,France +199008,3,26110,19342,32878,46,34,58,FR,France +199007,3,61742,49720,73764,109,88,130,FR,France +199006,3,399984,353345,446623,707,625,789,FR,France +199005,3,161765,146354,177176,286,259,313,FR,France +199004,3,287771,267698,307844,509,474,544,FR,France +199003,3,315466,296550,334382,558,525,591,FR,France +199002,3,345060,326087,364033,610,576,644,FR,France +199001,3,483600,460913,506287,855,815,895,FR,France +198952,3,581149,556023,606275,1035,990,1080,FR,France +198951,3,821540,793846,849234,1463,1414,1512,FR,France +198950,3,749283,723633,774933,1334,1288,1380,FR,France +198949,3,358043,340053,376033,638,606,670,FR,France +198948,3,119087,108253,129921,212,193,231,FR,France +198947,3,40963,33897,48029,73,60,86,FR,France +198946,3,23547,17952,29142,42,32,52,FR,France +198945,3,22711,16999,28423,40,30,50,FR,France +198944,3,23405,17475,29335,42,31,53,FR,France +198943,3,29549,23287,35811,53,42,64,FR,France +198942,3,39410,32172,46648,70,57,83,FR,France +198941,3,43763,35245,52281,78,63,93,FR,France +198940,3,31453,24288,38618,56,43,69,FR,France +198939,3,24622,18425,30819,44,33,55,FR,France +198938,3,18296,13483,23109,33,24,42,FR,France +198937,3,12022,8082,15962,21,14,28,FR,France +198936,3,4769,2299,7239,8,4,12,FR,France +198935,3,4661,1696,7626,8,3,13,FR,France +198934,3,6039,2185,9893,11,4,18,FR,France +198933,3,7940,3858,12022,14,7,21,FR,France +198932,3,7114,2361,11867,13,5,21,FR,France +198931,3,2721,0,5478,5,0,10,FR,France +198930,3,3168,561,5775,6,1,11,FR,France +198929,3,3909,1504,6314,7,3,11,FR,France +198928,3,1284,105,2463,2,0,4,FR,France +198927,3,3641,1350,5932,6,2,10,FR,France +198926,3,5753,2885,8621,10,5,15,FR,France +198925,3,6299,3454,9144,11,6,16,FR,France +198924,3,6337,3537,9137,11,6,16,FR,France +198923,3,11779,7984,15574,21,14,28,FR,France +198922,3,9104,4764,13444,16,8,24,FR,France +198921,3,9554,4316,14792,17,8,26,FR,France +198920,3,6093,1023,11163,11,2,20,FR,France +198919,3,0,,,0,,,FR,France +198918,3,13452,1365,25539,24,2,46,FR,France +198917,3,10949,7147,14751,19,12,26,FR,France +198916,3,10908,7494,14322,19,13,25,FR,France +198915,3,9667,6209,13125,17,11,23,FR,France +198914,3,15230,10469,19991,27,19,35,FR,France +198913,3,10564,6767,14361,19,12,26,FR,France +198912,3,13419,9542,17296,24,17,31,FR,France +198911,3,16633,12140,21126,30,22,38,FR,France +198910,3,12387,8750,16024,22,16,28,FR,France +198909,3,12895,9183,16607,23,16,30,FR,France +198908,3,19746,15258,24234,35,27,43,FR,France +198907,3,27277,21760,32794,49,39,59,FR,France +198906,3,47844,40320,55368,85,72,98,FR,France +198905,3,52840,45665,60015,94,81,107,FR,France +198904,3,54942,47750,62134,98,85,111,FR,France +198903,3,66010,58065,73955,118,104,132,FR,France +198902,3,112284,102003,122565,200,182,218,FR,France +198901,3,202266,188305,216227,360,335,385,FR,France +198852,3,467971,447033,488909,837,800,874,FR,France +198851,3,872748,846468,899028,1562,1515,1609,FR,France +198850,3,1001824,974799,1028849,1793,1745,1841,FR,France +198849,3,966523,940068,992978,1729,1682,1776,FR,France +198848,3,637811,614785,660837,1141,1100,1182,FR,France +198847,3,246062,231234,260890,440,413,467,FR,France +198846,3,92484,83160,101808,165,148,182,FR,France +198845,3,53940,46148,61732,97,83,111,FR,France +198844,3,42106,35336,48876,75,63,87,FR,France +198843,3,38252,31909,44595,68,57,79,FR,France +198842,3,45495,38467,52523,81,68,94,FR,France +198841,3,46336,39344,53328,83,70,96,FR,France +198840,3,39882,33507,46257,71,60,82,FR,France +198839,3,43730,36755,50705,78,66,90,FR,France +198838,3,35243,29367,41119,63,52,74,FR,France +198837,3,15537,11911,19163,28,22,34,FR,France +198836,3,7539,4840,10238,13,8,18,FR,France +198835,3,7797,4762,10832,14,9,19,FR,France +198834,3,4950,2005,7895,9,4,14,FR,France +198833,3,7937,3861,12013,14,7,21,FR,France +198832,3,7033,2595,11471,13,5,21,FR,France +198831,3,8758,3591,13925,16,7,25,FR,France +198830,3,4205,1224,7186,8,3,13,FR,France +198829,3,6103,1013,11193,11,2,20,FR,France +198828,3,8562,3483,13641,15,6,24,FR,France +198827,3,4690,2196,7184,8,4,12,FR,France +198826,3,7065,3905,10225,13,7,19,FR,France +198825,3,7657,4664,10650,14,9,19,FR,France +198824,3,6676,3978,9374,12,7,17,FR,France +198823,3,8695,5755,11635,16,11,21,FR,France +198822,3,11566,8282,14850,21,15,27,FR,France +198821,3,11107,7742,14472,20,14,26,FR,France +198820,3,14118,10223,18013,25,18,32,FR,France +198819,3,18260,13847,22673,33,25,41,FR,France +198818,3,20415,16281,24549,37,30,44,FR,France +198817,3,21750,17436,26064,39,31,47,FR,France +198816,3,33730,27496,39964,60,49,71,FR,France +198815,3,70616,61754,79478,126,110,142,FR,France +198814,3,123868,113211,134525,222,203,241,FR,France +198813,3,193710,181519,205901,347,325,369,FR,France +198812,3,283445,268834,298056,507,481,533,FR,France +198811,3,316175,300858,331492,566,539,593,FR,France +198810,3,235142,222004,248280,421,397,445,FR,France +198809,3,135564,125263,145865,243,225,261,FR,France +198808,3,87753,78449,97057,157,140,174,FR,France +198807,3,77099,68423,85775,138,122,154,FR,France +198806,3,69349,61502,77196,124,110,138,FR,France +198805,3,72705,64952,80458,130,116,144,FR,France +198804,3,72818,64944,80692,130,116,144,FR,France +198803,3,68869,60922,76816,123,109,137,FR,France +198802,3,59743,51907,67579,107,93,121,FR,France +198801,3,60929,52573,69285,109,94,124,FR,France +198753,3,47257,38170,56344,85,69,101,FR,France +198752,3,11935,2353,21517,21,4,38,FR,France +198751,3,47744,34266,61222,86,62,110,FR,France +198750,3,57767,50181,65353,104,90,118,FR,France +198749,3,49380,42461,56299,89,77,101,FR,France +198748,3,41871,35115,48627,75,63,87,FR,France +198747,3,29688,23465,35911,53,42,64,FR,France +198746,3,37216,30199,44233,67,54,80,FR,France +198745,3,35456,29024,41888,64,52,76,FR,France +198744,3,41024,33829,48219,74,61,87,FR,France +198743,3,46356,38370,54342,83,69,97,FR,France +198742,3,38021,30236,45806,68,54,82,FR,France +198741,3,42021,32016,52026,76,58,94,FR,France +198740,3,24641,15930,33352,44,28,60,FR,France +198739,3,32328,23548,41108,58,42,74,FR,France +198738,3,16782,11870,21694,30,21,39,FR,France +198737,3,11208,6542,15874,20,12,28,FR,France +198736,3,7906,4014,11798,14,7,21,FR,France +198735,3,6149,2970,9328,11,5,17,FR,France +198734,3,6631,2734,10528,12,5,19,FR,France +198733,3,6404,1834,10974,12,4,20,FR,France +198732,3,7215,2353,12077,13,4,22,FR,France +198731,3,8233,3655,12811,15,7,23,FR,France +198730,3,4642,1301,7983,8,2,14,FR,France +198729,3,4389,913,7865,8,2,14,FR,France +198728,3,2702,138,5266,5,0,10,FR,France +198727,3,10171,5904,14438,18,10,26,FR,France +198726,3,12341,7824,16858,22,14,30,FR,France +198725,3,23413,15490,31336,42,28,56,FR,France +198724,3,11289,7282,15296,20,13,27,FR,France +198723,3,15857,10943,20771,29,20,38,FR,France +198722,3,14887,9743,20031,27,18,36,FR,France +198721,3,17619,12649,22589,32,23,41,FR,France +198720,3,10344,6454,14234,19,12,26,FR,France +198719,3,12539,7943,17135,23,15,31,FR,France +198718,3,16095,10330,21860,29,19,39,FR,France +198717,3,21256,14850,27662,38,26,50,FR,France +198716,3,32416,25100,39732,58,45,71,FR,France +198715,3,44292,36456,52128,80,66,94,FR,France +198714,3,50642,41866,59418,91,75,107,FR,France +198713,3,62246,52749,71743,112,95,129,FR,France +198712,3,59625,50653,68597,107,91,123,FR,France +198711,3,53561,45035,62087,96,81,111,FR,France +198710,3,93067,80519,105615,167,144,190,FR,France +198709,3,147006,133519,160493,264,240,288,FR,France +198708,3,217779,202179,233379,391,363,419,FR,France +198707,3,288180,270718,305642,518,487,549,FR,France +198706,3,296702,279051,314353,533,501,565,FR,France +198705,3,236046,219483,252609,424,394,454,FR,France +198704,3,158333,143625,173041,285,259,311,FR,France +198703,3,103841,91699,115983,187,165,209,FR,France +198702,3,74213,64014,84412,133,115,151,FR,France +198701,3,69745,59207,80283,125,106,144,FR,France +198652,3,76263,64958,87568,138,118,158,FR,France +198651,3,72920,63047,82793,132,114,150,FR,France +198650,3,73413,64019,82807,133,116,150,FR,France +198649,3,56296,48229,64363,102,87,117,FR,France +198648,3,46031,38578,53484,83,70,96,FR,France +198647,3,36740,29710,43770,66,53,79,FR,France +198646,3,32134,25327,38941,58,46,70,FR,France +198645,3,38964,31382,46546,70,56,84,FR,France +198644,3,28646,22048,35244,52,40,64,FR,France +198643,3,27532,20842,34222,50,38,62,FR,France +198642,3,31815,25124,38506,57,45,69,FR,France +198641,3,32864,25939,39789,59,47,71,FR,France +198640,3,33516,26776,40256,60,48,72,FR,France +198639,3,28665,22477,34853,52,41,63,FR,France +198638,3,26615,20479,32751,48,37,59,FR,France +198637,3,15998,10802,21194,29,20,38,FR,France +198636,3,9182,4982,13382,17,9,25,FR,France +198635,3,10587,4470,16704,19,8,30,FR,France +198634,3,5762,858,10666,10,1,19,FR,France +198633,3,3115,554,5676,6,1,11,FR,France +198632,3,1027,0,2311,2,0,4,FR,France +198631,3,2247,0,4574,4,0,8,FR,France +198630,3,2346,141,4551,4,0,8,FR,France +198629,3,3654,931,6377,7,2,12,FR,France +198628,3,2327,0,5318,4,0,9,FR,France +198627,3,7529,3353,11705,14,6,22,FR,France +198626,3,8778,5106,12450,16,9,23,FR,France +198625,3,11075,6804,15346,20,12,28,FR,France +198624,3,11160,7252,15068,20,13,27,FR,France +198623,3,14372,9896,18848,26,18,34,FR,France +198622,3,9717,5594,13840,18,11,25,FR,France +198621,3,14460,9575,19345,26,17,35,FR,France +198620,3,17133,12106,22160,31,22,40,FR,France +198619,3,22177,16008,28346,40,29,51,FR,France +198618,3,31736,24115,39357,57,43,71,FR,France +198617,3,34874,27440,42308,63,50,76,FR,France +198616,3,41196,32894,49498,74,59,89,FR,France +198615,3,42659,33537,51781,77,61,93,FR,France +198614,3,49792,39728,59856,90,72,108,FR,France +198613,3,87249,63562,110936,157,114,200,FR,France +198612,3,124777,97237,152317,225,175,275,FR,France +198611,3,168146,151035,185257,303,272,334,FR,France +198610,3,257305,231225,283385,464,417,511,FR,France +198609,3,321140,296644,345636,580,536,624,FR,France +198608,3,448786,419219,478353,810,757,863,FR,France +198607,3,490723,460150,521296,886,831,941,FR,France +198606,3,439300,411764,466836,793,743,843,FR,France +198605,3,364727,339868,389586,658,613,703,FR,France +198604,3,348509,322464,374554,629,582,676,FR,France +198603,3,271539,248654,294424,490,449,531,FR,France +198602,3,178138,159344,196932,322,288,356,FR,France +198601,3,112614,96539,128689,203,174,232,FR,France +198552,3,86452,72250,100654,157,131,183,FR,France +198551,3,114666,99538,129794,208,181,235,FR,France +198550,3,86031,73604,98458,156,133,179,FR,France +198549,3,65931,55326,76536,120,101,139,FR,France +198548,3,68291,57581,79001,124,105,143,FR,France +198547,3,66177,55221,77133,120,100,140,FR,France +198546,3,70534,58788,82280,128,107,149,FR,France +198545,3,57514,47167,67861,104,85,123,FR,France +198544,3,67356,55744,78968,122,101,143,FR,France +198543,3,87402,74208,100596,158,134,182,FR,France +198542,3,76218,64604,87832,138,117,159,FR,France +198541,3,45712,36755,54669,83,67,99,FR,France +198540,3,49739,40335,59143,90,73,107,FR,France +198539,3,39819,31234,48404,72,56,88,FR,France +198538,3,27605,20614,34596,50,37,63,FR,France +198537,3,22219,15626,28812,40,28,52,FR,France +198536,3,27986,18992,36980,51,35,67,FR,France +198535,3,30215,18546,41884,55,34,76,FR,France +198534,3,40389,24786,55992,73,45,101,FR,France +198533,3,22611,8819,36403,41,16,66,FR,France +198532,3,7488,1851,13125,14,4,24,FR,France +198531,3,16958,8479,25437,31,16,46,FR,France +198530,3,11598,5507,17689,21,10,32,FR,France +198529,3,13054,6474,19634,24,12,36,FR,France +198528,3,14588,7659,21517,26,13,39,FR,France +198527,3,19670,11761,27579,36,22,50,FR,France +198526,3,18609,12637,24581,34,23,45,FR,France +198525,3,19362,12454,26270,35,22,48,FR,France +198524,3,19855,13577,26133,36,25,47,FR,France +198523,3,19373,10010,28736,35,18,52,FR,France +198522,3,24099,17190,31008,44,31,57,FR,France +198521,3,26096,19621,32571,47,35,59,FR,France +198520,3,27896,20885,34907,51,38,64,FR,France +198519,3,43154,32821,53487,78,59,97,FR,France +198518,3,40555,29935,51175,74,55,93,FR,France +198517,3,34053,24366,43740,62,44,80,FR,France +198516,3,50362,36451,64273,91,66,116,FR,France +198515,3,63881,45538,82224,116,83,149,FR,France +198514,3,134545,114400,154690,244,207,281,FR,France +198513,3,197206,176080,218332,357,319,395,FR,France +198512,3,245240,223304,267176,445,405,485,FR,France +198511,3,276205,252399,300011,501,458,544,FR,France +198510,3,353231,326279,380183,640,591,689,FR,France +198509,3,369895,341109,398681,670,618,722,FR,France +198508,3,389886,359529,420243,707,652,762,FR,France +198507,3,471852,432599,511105,855,784,926,FR,France +198506,3,565825,518011,613639,1026,939,1113,FR,France +198505,3,637302,592795,681809,1155,1074,1236,FR,France +198504,3,424937,390794,459080,770,708,832,FR,France +198503,3,213901,174689,253113,388,317,459,FR,France +198502,3,97586,80949,114223,177,147,207,FR,France +198501,3,85489,65918,105060,155,120,190,FR,France +198452,3,84830,60602,109058,154,110,198,FR,France +198451,3,101726,80242,123210,185,146,224,FR,France +198450,3,123680,101401,145959,225,184,266,FR,France +198449,3,101073,81684,120462,184,149,219,FR,France +198448,3,78620,60634,96606,143,110,176,FR,France +198447,3,72029,54274,89784,131,99,163,FR,France +198446,3,87330,67686,106974,159,123,195,FR,France +198445,3,135223,101414,169032,246,184,308,FR,France +198444,3,68422,20056,116788,125,37,213,FR,France