diff --git a/module3/exo1/analyse-syndrome-grippal.ipynb b/module3/exo1/analyse-syndrome-grippal.ipynb index 59d72b5b58a3ae26346460dd39e62a39c55243d7..bbb2e329344a01e1a2602c4522dde4b3d5ce0e18 100644 --- a/module3/exo1/analyse-syndrome-grippal.ipynb +++ b/module3/exo1/analyse-syndrome-grippal.ipynb @@ -9,7 +9,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -28,15 +28,44 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, + "execution_count": 2, + "metadata": {}, "outputs": [], "source": [ "data_url = \"http://www.sentiweb.fr/datasets/incidence-PAY-3.csv\"" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Si le fichier local n'existe pas, alors nous le téléchargeons depuis le site web de Sentinelles. Dans le cas contraire nous utilisons une copie locale déjà existante. Si le site web change ou que les données ne sont plus accessibles à l'adresse indiquée dans l'entrée ci-dessus nous aurons toujours une copie de travail pour effectuer l'étude." + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Le fichier existe déjà en local, pas besoin de le télécharger à nouveau\n" + ] + } + ], + "source": [ + "data_file = \"incidence-PAY-3.csv\"\n", + "import os\n", + "import urllib.request\n", + "if not os.path.exists(data_file):\n", + " print(\"Le fichier n'existe pas en local, téléchargement de celui-ci\")\n", + " urllib.request.urlretrieve(data_url, data_file)\n", + "else:\n", + " print(\"Le fichier existe déjà en local, pas besoin de le télécharger à nouveau\")" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -61,9 +90,976 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "metadata": {}, - "outputs": [], + "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
020203932004016074.024006.03024.036.0FRFrance
120203832556221142.029982.03932.046.0FRFrance
220203731848514649.022321.02822.034.0FRFrance
32020363103907646.013134.01612.020.0FRFrance
4202035399186842.012994.01510.020.0FRFrance
5202034360843090.09078.094.014.0FRFrance
6202033361063411.08801.095.013.0FRFrance
7202032359183330.08506.095.013.0FRFrance
8202031343512269.06433.074.010.0FRFrance
9202030381795442.010916.0128.016.0FRFrance
10202029386875860.011514.0139.017.0FRFrance
11202028383405701.010979.0139.017.0FRFrance
12202027340662406.05726.063.09.0FRFrance
13202026340392389.05689.063.09.0FRFrance
14202025328531488.04218.042.06.0FRFrance
15202024330581690.04426.053.07.0FRFrance
16202023341682468.05868.063.09.0FRFrance
17202022335801947.05213.053.07.0FRFrance
18202021361144026.08202.096.012.0FRFrance
19202020393156775.011855.01410.018.0FRFrance
202020193116798722.014636.01814.022.0FRFrance
2120201831639812851.019945.02520.030.0FRFrance
2220201731808214454.021710.02721.033.0FRFrance
2320201632416519893.028437.03731.043.0FRFrance
2420201534104935377.046721.06253.071.0FRFrance
2520201437166664531.078801.010998.0120.0FRFrance
26202013310774299187.0116297.0164151.0177.0FRFrance
27202012310728398610.0115956.0163150.0176.0FRFrance
28202011310170493652.0109756.0154142.0166.0FRFrance
29202010310497796650.0113304.0159146.0172.0FRFrance
.................................
184419852132609619621.032571.04735.059.0FRFrance
184519852032789620885.034907.05138.064.0FRFrance
184619851934315432821.053487.07859.097.0FRFrance
184719851834055529935.051175.07455.093.0FRFrance
184819851733405324366.043740.06244.080.0FRFrance
184919851635036236451.064273.09166.0116.0FRFrance
185019851536388145538.082224.011683.0149.0FRFrance
18511985143134545114400.0154690.0244207.0281.0FRFrance
18521985133197206176080.0218332.0357319.0395.0FRFrance
18531985123245240223304.0267176.0445405.0485.0FRFrance
18541985113276205252399.0300011.0501458.0544.0FRFrance
18551985103353231326279.0380183.0640591.0689.0FRFrance
18561985093369895341109.0398681.0670618.0722.0FRFrance
18571985083389886359529.0420243.0707652.0762.0FRFrance
18581985073471852432599.0511105.0855784.0926.0FRFrance
18591985063565825518011.0613639.01026939.01113.0FRFrance
18601985053637302592795.0681809.011551074.01236.0FRFrance
18611985043424937390794.0459080.0770708.0832.0FRFrance
18621985033213901174689.0253113.0388317.0459.0FRFrance
186319850239758680949.0114223.0177147.0207.0FRFrance
186419850138548965918.0105060.0155120.0190.0FRFrance
186519845238483060602.0109058.0154110.0198.0FRFrance
1866198451310172680242.0123210.0185146.0224.0FRFrance
18671984503123680101401.0145959.0225184.0266.0FRFrance
1868198449310107381684.0120462.0184149.0219.0FRFrance
186919844837862060634.096606.0143110.0176.0FRFrance
187019844737202954274.089784.013199.0163.0FRFrance
187119844638733067686.0106974.0159123.0195.0FRFrance
18721984453135223101414.0169032.0246184.0308.0FRFrance
187319844436842220056.0116788.012537.0213.0FRFrance
\n", + "

1874 rows × 10 columns

\n", + "
" + ], + "text/plain": [ + " week indicator inc inc_low inc_up inc100 inc100_low \\\n", + "0 202039 3 20040 16074.0 24006.0 30 24.0 \n", + "1 202038 3 25562 21142.0 29982.0 39 32.0 \n", + "2 202037 3 18485 14649.0 22321.0 28 22.0 \n", + "3 202036 3 10390 7646.0 13134.0 16 12.0 \n", + "4 202035 3 9918 6842.0 12994.0 15 10.0 \n", + "5 202034 3 6084 3090.0 9078.0 9 4.0 \n", + "6 202033 3 6106 3411.0 8801.0 9 5.0 \n", + "7 202032 3 5918 3330.0 8506.0 9 5.0 \n", + "8 202031 3 4351 2269.0 6433.0 7 4.0 \n", + "9 202030 3 8179 5442.0 10916.0 12 8.0 \n", + "10 202029 3 8687 5860.0 11514.0 13 9.0 \n", + "11 202028 3 8340 5701.0 10979.0 13 9.0 \n", + "12 202027 3 4066 2406.0 5726.0 6 3.0 \n", + "13 202026 3 4039 2389.0 5689.0 6 3.0 \n", + "14 202025 3 2853 1488.0 4218.0 4 2.0 \n", + "15 202024 3 3058 1690.0 4426.0 5 3.0 \n", + "16 202023 3 4168 2468.0 5868.0 6 3.0 \n", + "17 202022 3 3580 1947.0 5213.0 5 3.0 \n", + "18 202021 3 6114 4026.0 8202.0 9 6.0 \n", + "19 202020 3 9315 6775.0 11855.0 14 10.0 \n", + "20 202019 3 11679 8722.0 14636.0 18 14.0 \n", + "21 202018 3 16398 12851.0 19945.0 25 20.0 \n", + "22 202017 3 18082 14454.0 21710.0 27 21.0 \n", + "23 202016 3 24165 19893.0 28437.0 37 31.0 \n", + "24 202015 3 41049 35377.0 46721.0 62 53.0 \n", + "25 202014 3 71666 64531.0 78801.0 109 98.0 \n", + "26 202013 3 107742 99187.0 116297.0 164 151.0 \n", + "27 202012 3 107283 98610.0 115956.0 163 150.0 \n", + "28 202011 3 101704 93652.0 109756.0 154 142.0 \n", + "29 202010 3 104977 96650.0 113304.0 159 146.0 \n", + "... ... ... ... ... ... ... ... \n", + "1844 198521 3 26096 19621.0 32571.0 47 35.0 \n", + "1845 198520 3 27896 20885.0 34907.0 51 38.0 \n", + "1846 198519 3 43154 32821.0 53487.0 78 59.0 \n", + "1847 198518 3 40555 29935.0 51175.0 74 55.0 \n", + "1848 198517 3 34053 24366.0 43740.0 62 44.0 \n", + "1849 198516 3 50362 36451.0 64273.0 91 66.0 \n", + "1850 198515 3 63881 45538.0 82224.0 116 83.0 \n", + "1851 198514 3 134545 114400.0 154690.0 244 207.0 \n", + "1852 198513 3 197206 176080.0 218332.0 357 319.0 \n", + "1853 198512 3 245240 223304.0 267176.0 445 405.0 \n", + "1854 198511 3 276205 252399.0 300011.0 501 458.0 \n", + "1855 198510 3 353231 326279.0 380183.0 640 591.0 \n", + "1856 198509 3 369895 341109.0 398681.0 670 618.0 \n", + "1857 198508 3 389886 359529.0 420243.0 707 652.0 \n", + "1858 198507 3 471852 432599.0 511105.0 855 784.0 \n", + "1859 198506 3 565825 518011.0 613639.0 1026 939.0 \n", + "1860 198505 3 637302 592795.0 681809.0 1155 1074.0 \n", + "1861 198504 3 424937 390794.0 459080.0 770 708.0 \n", + "1862 198503 3 213901 174689.0 253113.0 388 317.0 \n", + "1863 198502 3 97586 80949.0 114223.0 177 147.0 \n", + "1864 198501 3 85489 65918.0 105060.0 155 120.0 \n", + "1865 198452 3 84830 60602.0 109058.0 154 110.0 \n", + "1866 198451 3 101726 80242.0 123210.0 185 146.0 \n", + "1867 198450 3 123680 101401.0 145959.0 225 184.0 \n", + "1868 198449 3 101073 81684.0 120462.0 184 149.0 \n", + "1869 198448 3 78620 60634.0 96606.0 143 110.0 \n", + "1870 198447 3 72029 54274.0 89784.0 131 99.0 \n", + "1871 198446 3 87330 67686.0 106974.0 159 123.0 \n", + "1872 198445 3 135223 101414.0 169032.0 246 184.0 \n", + "1873 198444 3 68422 20056.0 116788.0 125 37.0 \n", + "\n", + " inc100_up geo_insee geo_name \n", + "0 36.0 FR France \n", + "1 46.0 FR France \n", + "2 34.0 FR France \n", + "3 20.0 FR France \n", + "4 20.0 FR France \n", + "5 14.0 FR France \n", + "6 13.0 FR France \n", + "7 13.0 FR France \n", + "8 10.0 FR France \n", + "9 16.0 FR France \n", + "10 17.0 FR France \n", + "11 17.0 FR France \n", + "12 9.0 FR France \n", + "13 9.0 FR France \n", + "14 6.0 FR France \n", + "15 7.0 FR France \n", + "16 9.0 FR France \n", + "17 7.0 FR France \n", + "18 12.0 FR France \n", + "19 18.0 FR France \n", + "20 22.0 FR France \n", + "21 30.0 FR France \n", + "22 33.0 FR France \n", + "23 43.0 FR France \n", + "24 71.0 FR France \n", + "25 120.0 FR France \n", + "26 177.0 FR France \n", + "27 176.0 FR France \n", + "28 166.0 FR France \n", + "29 172.0 FR France \n", + "... ... ... ... \n", + "1844 59.0 FR France \n", + "1845 64.0 FR France \n", + "1846 97.0 FR France \n", + "1847 93.0 FR France \n", + "1848 80.0 FR France \n", + "1849 116.0 FR France \n", + "1850 149.0 FR France \n", + "1851 281.0 FR France \n", + "1852 395.0 FR France \n", + "1853 485.0 FR France \n", + "1854 544.0 FR France \n", + "1855 689.0 FR France \n", + "1856 722.0 FR France \n", + "1857 762.0 FR France \n", + "1858 926.0 FR France \n", + "1859 1113.0 FR France \n", + "1860 1236.0 FR France \n", + "1861 832.0 FR France \n", + "1862 459.0 FR France \n", + "1863 207.0 FR France \n", + "1864 190.0 FR France \n", + "1865 198.0 FR France \n", + "1866 224.0 FR France \n", + "1867 266.0 FR France \n", + "1868 219.0 FR France \n", + "1869 176.0 FR France \n", + "1870 163.0 FR France \n", + "1871 195.0 FR France \n", + "1872 308.0 FR France \n", + "1873 213.0 FR France \n", + "\n", + "[1874 rows x 10 columns]" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "raw_data = pd.read_csv(data_url, skiprows=1)\n", "raw_data" @@ -78,9 +1074,73 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "metadata": {}, - "outputs": [], + "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
163719891930NaNNaN0NaNNaNFRFrance
\n", + "
" + ], + "text/plain": [ + " week indicator inc inc_low inc_up inc100 inc100_low inc100_up \\\n", + "1637 198919 3 0 NaN NaN 0 NaN NaN \n", + "\n", + " geo_insee geo_name \n", + "1637 FR France " + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "raw_data[raw_data.isnull().any(axis=1)]" ] @@ -94,9 +1154,976 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "metadata": {}, - "outputs": [], + "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
020203932004016074.024006.03024.036.0FRFrance
120203832556221142.029982.03932.046.0FRFrance
220203731848514649.022321.02822.034.0FRFrance
32020363103907646.013134.01612.020.0FRFrance
4202035399186842.012994.01510.020.0FRFrance
5202034360843090.09078.094.014.0FRFrance
6202033361063411.08801.095.013.0FRFrance
7202032359183330.08506.095.013.0FRFrance
8202031343512269.06433.074.010.0FRFrance
9202030381795442.010916.0128.016.0FRFrance
10202029386875860.011514.0139.017.0FRFrance
11202028383405701.010979.0139.017.0FRFrance
12202027340662406.05726.063.09.0FRFrance
13202026340392389.05689.063.09.0FRFrance
14202025328531488.04218.042.06.0FRFrance
15202024330581690.04426.053.07.0FRFrance
16202023341682468.05868.063.09.0FRFrance
17202022335801947.05213.053.07.0FRFrance
18202021361144026.08202.096.012.0FRFrance
19202020393156775.011855.01410.018.0FRFrance
202020193116798722.014636.01814.022.0FRFrance
2120201831639812851.019945.02520.030.0FRFrance
2220201731808214454.021710.02721.033.0FRFrance
2320201632416519893.028437.03731.043.0FRFrance
2420201534104935377.046721.06253.071.0FRFrance
2520201437166664531.078801.010998.0120.0FRFrance
26202013310774299187.0116297.0164151.0177.0FRFrance
27202012310728398610.0115956.0163150.0176.0FRFrance
28202011310170493652.0109756.0154142.0166.0FRFrance
29202010310497796650.0113304.0159146.0172.0FRFrance
.................................
184419852132609619621.032571.04735.059.0FRFrance
184519852032789620885.034907.05138.064.0FRFrance
184619851934315432821.053487.07859.097.0FRFrance
184719851834055529935.051175.07455.093.0FRFrance
184819851733405324366.043740.06244.080.0FRFrance
184919851635036236451.064273.09166.0116.0FRFrance
185019851536388145538.082224.011683.0149.0FRFrance
18511985143134545114400.0154690.0244207.0281.0FRFrance
18521985133197206176080.0218332.0357319.0395.0FRFrance
18531985123245240223304.0267176.0445405.0485.0FRFrance
18541985113276205252399.0300011.0501458.0544.0FRFrance
18551985103353231326279.0380183.0640591.0689.0FRFrance
18561985093369895341109.0398681.0670618.0722.0FRFrance
18571985083389886359529.0420243.0707652.0762.0FRFrance
18581985073471852432599.0511105.0855784.0926.0FRFrance
18591985063565825518011.0613639.01026939.01113.0FRFrance
18601985053637302592795.0681809.011551074.01236.0FRFrance
18611985043424937390794.0459080.0770708.0832.0FRFrance
18621985033213901174689.0253113.0388317.0459.0FRFrance
186319850239758680949.0114223.0177147.0207.0FRFrance
186419850138548965918.0105060.0155120.0190.0FRFrance
186519845238483060602.0109058.0154110.0198.0FRFrance
1866198451310172680242.0123210.0185146.0224.0FRFrance
18671984503123680101401.0145959.0225184.0266.0FRFrance
1868198449310107381684.0120462.0184149.0219.0FRFrance
186919844837862060634.096606.0143110.0176.0FRFrance
187019844737202954274.089784.013199.0163.0FRFrance
187119844638733067686.0106974.0159123.0195.0FRFrance
18721984453135223101414.0169032.0246184.0308.0FRFrance
187319844436842220056.0116788.012537.0213.0FRFrance
\n", + "

1873 rows × 10 columns

\n", + "
" + ], + "text/plain": [ + " week indicator inc inc_low inc_up inc100 inc100_low \\\n", + "0 202039 3 20040 16074.0 24006.0 30 24.0 \n", + "1 202038 3 25562 21142.0 29982.0 39 32.0 \n", + "2 202037 3 18485 14649.0 22321.0 28 22.0 \n", + "3 202036 3 10390 7646.0 13134.0 16 12.0 \n", + "4 202035 3 9918 6842.0 12994.0 15 10.0 \n", + "5 202034 3 6084 3090.0 9078.0 9 4.0 \n", + "6 202033 3 6106 3411.0 8801.0 9 5.0 \n", + "7 202032 3 5918 3330.0 8506.0 9 5.0 \n", + "8 202031 3 4351 2269.0 6433.0 7 4.0 \n", + "9 202030 3 8179 5442.0 10916.0 12 8.0 \n", + "10 202029 3 8687 5860.0 11514.0 13 9.0 \n", + "11 202028 3 8340 5701.0 10979.0 13 9.0 \n", + "12 202027 3 4066 2406.0 5726.0 6 3.0 \n", + "13 202026 3 4039 2389.0 5689.0 6 3.0 \n", + "14 202025 3 2853 1488.0 4218.0 4 2.0 \n", + "15 202024 3 3058 1690.0 4426.0 5 3.0 \n", + "16 202023 3 4168 2468.0 5868.0 6 3.0 \n", + "17 202022 3 3580 1947.0 5213.0 5 3.0 \n", + "18 202021 3 6114 4026.0 8202.0 9 6.0 \n", + "19 202020 3 9315 6775.0 11855.0 14 10.0 \n", + "20 202019 3 11679 8722.0 14636.0 18 14.0 \n", + "21 202018 3 16398 12851.0 19945.0 25 20.0 \n", + "22 202017 3 18082 14454.0 21710.0 27 21.0 \n", + "23 202016 3 24165 19893.0 28437.0 37 31.0 \n", + "24 202015 3 41049 35377.0 46721.0 62 53.0 \n", + "25 202014 3 71666 64531.0 78801.0 109 98.0 \n", + "26 202013 3 107742 99187.0 116297.0 164 151.0 \n", + "27 202012 3 107283 98610.0 115956.0 163 150.0 \n", + "28 202011 3 101704 93652.0 109756.0 154 142.0 \n", + "29 202010 3 104977 96650.0 113304.0 159 146.0 \n", + "... ... ... ... ... ... ... ... \n", + "1844 198521 3 26096 19621.0 32571.0 47 35.0 \n", + "1845 198520 3 27896 20885.0 34907.0 51 38.0 \n", + "1846 198519 3 43154 32821.0 53487.0 78 59.0 \n", + "1847 198518 3 40555 29935.0 51175.0 74 55.0 \n", + "1848 198517 3 34053 24366.0 43740.0 62 44.0 \n", + "1849 198516 3 50362 36451.0 64273.0 91 66.0 \n", + "1850 198515 3 63881 45538.0 82224.0 116 83.0 \n", + "1851 198514 3 134545 114400.0 154690.0 244 207.0 \n", + "1852 198513 3 197206 176080.0 218332.0 357 319.0 \n", + "1853 198512 3 245240 223304.0 267176.0 445 405.0 \n", + "1854 198511 3 276205 252399.0 300011.0 501 458.0 \n", + "1855 198510 3 353231 326279.0 380183.0 640 591.0 \n", + "1856 198509 3 369895 341109.0 398681.0 670 618.0 \n", + "1857 198508 3 389886 359529.0 420243.0 707 652.0 \n", + "1858 198507 3 471852 432599.0 511105.0 855 784.0 \n", + "1859 198506 3 565825 518011.0 613639.0 1026 939.0 \n", + "1860 198505 3 637302 592795.0 681809.0 1155 1074.0 \n", + "1861 198504 3 424937 390794.0 459080.0 770 708.0 \n", + "1862 198503 3 213901 174689.0 253113.0 388 317.0 \n", + "1863 198502 3 97586 80949.0 114223.0 177 147.0 \n", + "1864 198501 3 85489 65918.0 105060.0 155 120.0 \n", + "1865 198452 3 84830 60602.0 109058.0 154 110.0 \n", + "1866 198451 3 101726 80242.0 123210.0 185 146.0 \n", + "1867 198450 3 123680 101401.0 145959.0 225 184.0 \n", + "1868 198449 3 101073 81684.0 120462.0 184 149.0 \n", + "1869 198448 3 78620 60634.0 96606.0 143 110.0 \n", + "1870 198447 3 72029 54274.0 89784.0 131 99.0 \n", + "1871 198446 3 87330 67686.0 106974.0 159 123.0 \n", + "1872 198445 3 135223 101414.0 169032.0 246 184.0 \n", + "1873 198444 3 68422 20056.0 116788.0 125 37.0 \n", + "\n", + " inc100_up geo_insee geo_name \n", + "0 36.0 FR France \n", + "1 46.0 FR France \n", + "2 34.0 FR France \n", + "3 20.0 FR France \n", + "4 20.0 FR France \n", + "5 14.0 FR France \n", + "6 13.0 FR France \n", + "7 13.0 FR France \n", + "8 10.0 FR France \n", + "9 16.0 FR France \n", + "10 17.0 FR France \n", + "11 17.0 FR France \n", + "12 9.0 FR France \n", + "13 9.0 FR France \n", + "14 6.0 FR France \n", + "15 7.0 FR France \n", + "16 9.0 FR France \n", + "17 7.0 FR France \n", + "18 12.0 FR France \n", + "19 18.0 FR France \n", + "20 22.0 FR France \n", + "21 30.0 FR France \n", + "22 33.0 FR France \n", + "23 43.0 FR France \n", + "24 71.0 FR France \n", + "25 120.0 FR France \n", + "26 177.0 FR France \n", + "27 176.0 FR France \n", + "28 166.0 FR France \n", + "29 172.0 FR France \n", + "... ... ... ... \n", + "1844 59.0 FR France \n", + "1845 64.0 FR France \n", + "1846 97.0 FR France \n", + "1847 93.0 FR France \n", + "1848 80.0 FR France \n", + "1849 116.0 FR France \n", + "1850 149.0 FR France \n", + "1851 281.0 FR France \n", + "1852 395.0 FR France \n", + "1853 485.0 FR France \n", + "1854 544.0 FR France \n", + "1855 689.0 FR France \n", + "1856 722.0 FR France \n", + "1857 762.0 FR France \n", + "1858 926.0 FR France \n", + "1859 1113.0 FR France \n", + "1860 1236.0 FR France \n", + "1861 832.0 FR France \n", + "1862 459.0 FR France \n", + "1863 207.0 FR France \n", + "1864 190.0 FR France \n", + "1865 198.0 FR France \n", + "1866 224.0 FR France \n", + "1867 266.0 FR France \n", + "1868 219.0 FR France \n", + "1869 176.0 FR France \n", + "1870 163.0 FR France \n", + "1871 195.0 FR France \n", + "1872 308.0 FR France \n", + "1873 213.0 FR France \n", + "\n", + "[1873 rows x 10 columns]" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "data = raw_data.dropna().copy()\n", "data" @@ -122,7 +2149,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -152,10 +2179,8 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, + "execution_count": 8, + "metadata": {}, "outputs": [], "source": [ "sorted_data = data.set_index('period').sort_index()" @@ -179,9 +2204,17 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "metadata": {}, - "outputs": [], + "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", @@ -199,9 +2232,32 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "sorted_data['inc'].plot()" ] @@ -215,9 +2271,32 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "sorted_data['inc'][-200:].plot()" ] @@ -252,10 +2331,8 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, + "execution_count": 12, + "metadata": {}, "outputs": [], "source": [ "first_august_week = [pd.Period(pd.Timestamp(y, 8, 1), 'W')\n", @@ -274,7 +2351,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "metadata": {}, "outputs": [], "source": [ @@ -298,9 +2375,32 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 14, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "yearly_incidence.plot(style='*')" ] @@ -314,9 +2414,54 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 15, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "2014 1600941\n", + "1991 1659249\n", + "1995 1840410\n", + "2012 2175217\n", + "2003 2234584\n", + "2019 2254386\n", + "2006 2307352\n", + "2017 2321583\n", + "2001 2529279\n", + "1992 2574578\n", + "1993 2703886\n", + "2018 2705325\n", + "1988 2765617\n", + "2007 2780164\n", + "1987 2855570\n", + "2016 2856393\n", + "2011 2857040\n", + "2008 2973918\n", + "1998 3034904\n", + "2002 3125418\n", + "2009 3444020\n", + "1994 3514763\n", + "1996 3539413\n", + "2004 3567744\n", + "1997 3620066\n", + "2015 3654892\n", + "2000 3826372\n", + "2005 3835025\n", + "1999 3908112\n", + "2010 4111392\n", + "2013 4182691\n", + "1986 5115251\n", + "1990 5235827\n", + "1989 5466192\n", + "dtype: int64" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "yearly_incidence.sort_values()" ] @@ -331,9 +2476,32 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 16, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "yearly_incidence.hist(xrot=20)" ] @@ -341,9 +2509,7 @@ { "cell_type": "code", "execution_count": null, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [] } @@ -364,7 +2530,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.1" + "version": "3.6.4" } }, "nbformat": 4, diff --git a/module3/exo1/incidence-PAY-3.csv b/module3/exo1/incidence-PAY-3.csv new file mode 100644 index 0000000000000000000000000000000000000000..edca09dea8d55ddd86a0d33241d2e553de1181c0 --- /dev/null +++ b/module3/exo1/incidence-PAY-3.csv @@ -0,0 +1,1876 @@ +# @source="réseau Sentinelles, INSERM, Sorbonne Université, http://www.sentiweb.fr", @meta={"period":[198444,202039],"geo":["PAY","1"],"geo_ref":"insee","indicator":"3","type":"all","conf_int":true,"compact":false}, @date=2020-10-06T23:59:15+02:00 +week,indicator,inc,inc_low,inc_up,inc100,inc100_low,inc100_up,geo_insee,geo_name +202039,3,20040,16074,24006,30,24,36,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