diff --git a/module2/exo5/exo5_fr.ipynb b/module2/exo5/exo5_fr.ipynb index 26ad6d94fa840f788a57621b06dc6af83a848391..00894067f0c51f8db5a62bf8df1f6ba29eb0dc21 100644 --- a/module2/exo5/exo5_fr.ipynb +++ b/module2/exo5/exo5_fr.ipynb @@ -705,7 +705,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.3" + "version": "3.6.4" } }, "nbformat": 4, diff --git a/module3/exo1/analyse-syndrome-grippal.ipynb b/module3/exo1/analyse-syndrome-grippal.ipynb index 59d72b5b58a3ae26346460dd39e62a39c55243d7..a03be28c96d66bcb9b8d682c1246febe8cdb9482 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": 39, "metadata": {}, "outputs": [], "source": [ @@ -28,10 +28,8 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, + "execution_count": 40, + "metadata": {}, "outputs": [], "source": [ "data_url = \"http://www.sentiweb.fr/datasets/incidence-PAY-3.csv\"" @@ -59,13 +57,1001 @@ "La première ligne du fichier CSV est un commentaire, que nous ignorons en précisant `skiprows=1`." ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Pour éviter des problèmes liés à l'indisponibilité et à l'altération des données, on récupère les données dans un fichier local et on effectue le téléchargement uniquement si le fichier local n'existe pas." + ] + }, { "cell_type": "code", - "execution_count": null, + "execution_count": 41, "metadata": {}, "outputs": [], "source": [ - "raw_data = pd.read_csv(data_url, skiprows=1)\n", + "data_file = \"data-syndrome-grippal.csv\"\n", + "\n", + "import os\n", + "import urllib.request\n", + "if not os.path.exists(data_file):\n", + " urllib.request.urlretrieve(data_url, data_file)" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
weekindicatorincinc_lowinc_upinc100inc100_lowinc100_upgeo_inseegeo_name
020210332813922926.033352.04335.051.0FRFrance
120210231801014474.021546.02722.032.0FRFrance
220210132180917786.025832.03327.039.0FRFrance
320205332122016498.025942.03225.039.0FRFrance
420205231642812285.020571.02519.031.0FRFrance
520205132161917370.025868.03327.039.0FRFrance
620205031684513220.020470.02620.032.0FRFrance
72020493129399923.015955.02015.025.0FRFrance
820204831380410641.016967.02116.026.0FRFrance
920204731908515285.022885.02923.035.0FRFrance
1020204632480120503.029099.03831.045.0FRFrance
1120204534251636857.048175.06556.074.0FRFrance
1220204434456738521.050613.06859.077.0FRFrance
1320204334373737523.049951.06657.075.0FRFrance
1420204233514529812.040478.05345.061.0FRFrance
1520204132787723206.032548.04235.049.0FRFrance
1620204032044316381.024505.03125.037.0FRFrance
1720203931981015900.023720.03024.036.0FRFrance
1820203832556221142.029982.03932.046.0FRFrance
1920203731848514649.022321.02822.034.0FRFrance
202020363103907646.013134.01612.020.0FRFrance
21202035399186842.012994.01510.020.0FRFrance
22202034360843090.09078.094.014.0FRFrance
23202033361063411.08801.095.013.0FRFrance
24202032359183330.08506.095.013.0FRFrance
25202031343512269.06433.074.010.0FRFrance
26202030381795442.010916.0128.016.0FRFrance
27202029386875860.011514.0139.017.0FRFrance
28202028383405701.010979.0139.017.0FRFrance
29202027340662406.05726.063.09.0FRFrance
.................................
186119852132609619621.032571.04735.059.0FRFrance
186219852032789620885.034907.05138.064.0FRFrance
186319851934315432821.053487.07859.097.0FRFrance
186419851834055529935.051175.07455.093.0FRFrance
186519851733405324366.043740.06244.080.0FRFrance
186619851635036236451.064273.09166.0116.0FRFrance
186719851536388145538.082224.011683.0149.0FRFrance
18681985143134545114400.0154690.0244207.0281.0FRFrance
18691985133197206176080.0218332.0357319.0395.0FRFrance
18701985123245240223304.0267176.0445405.0485.0FRFrance
18711985113276205252399.0300011.0501458.0544.0FRFrance
18721985103353231326279.0380183.0640591.0689.0FRFrance
18731985093369895341109.0398681.0670618.0722.0FRFrance
18741985083389886359529.0420243.0707652.0762.0FRFrance
18751985073471852432599.0511105.0855784.0926.0FRFrance
18761985063565825518011.0613639.01026939.01113.0FRFrance
18771985053637302592795.0681809.011551074.01236.0FRFrance
18781985043424937390794.0459080.0770708.0832.0FRFrance
18791985033213901174689.0253113.0388317.0459.0FRFrance
188019850239758680949.0114223.0177147.0207.0FRFrance
188119850138548965918.0105060.0155120.0190.0FRFrance
188219845238483060602.0109058.0154110.0198.0FRFrance
1883198451310172680242.0123210.0185146.0224.0FRFrance
18841984503123680101401.0145959.0225184.0266.0FRFrance
1885198449310107381684.0120462.0184149.0219.0FRFrance
188619844837862060634.096606.0143110.0176.0FRFrance
188719844737202954274.089784.013199.0163.0FRFrance
188819844638733067686.0106974.0159123.0195.0FRFrance
18891984453135223101414.0169032.0246184.0308.0FRFrance
189019844436842220056.0116788.012537.0213.0FRFrance
\n", + "

1891 rows × 10 columns

\n", + "
" + ], + "text/plain": [ + " week indicator inc inc_low inc_up inc100 inc100_low \\\n", + "0 202103 3 28139 22926.0 33352.0 43 35.0 \n", + "1 202102 3 18010 14474.0 21546.0 27 22.0 \n", + "2 202101 3 21809 17786.0 25832.0 33 27.0 \n", + "3 202053 3 21220 16498.0 25942.0 32 25.0 \n", + "4 202052 3 16428 12285.0 20571.0 25 19.0 \n", + "5 202051 3 21619 17370.0 25868.0 33 27.0 \n", + "6 202050 3 16845 13220.0 20470.0 26 20.0 \n", + "7 202049 3 12939 9923.0 15955.0 20 15.0 \n", + "8 202048 3 13804 10641.0 16967.0 21 16.0 \n", + "9 202047 3 19085 15285.0 22885.0 29 23.0 \n", + "10 202046 3 24801 20503.0 29099.0 38 31.0 \n", + "11 202045 3 42516 36857.0 48175.0 65 56.0 \n", + "12 202044 3 44567 38521.0 50613.0 68 59.0 \n", + "13 202043 3 43737 37523.0 49951.0 66 57.0 \n", + "14 202042 3 35145 29812.0 40478.0 53 45.0 \n", + "15 202041 3 27877 23206.0 32548.0 42 35.0 \n", + "16 202040 3 20443 16381.0 24505.0 31 25.0 \n", + "17 202039 3 19810 15900.0 23720.0 30 24.0 \n", + "18 202038 3 25562 21142.0 29982.0 39 32.0 \n", + "19 202037 3 18485 14649.0 22321.0 28 22.0 \n", + "20 202036 3 10390 7646.0 13134.0 16 12.0 \n", + "21 202035 3 9918 6842.0 12994.0 15 10.0 \n", + "22 202034 3 6084 3090.0 9078.0 9 4.0 \n", + "23 202033 3 6106 3411.0 8801.0 9 5.0 \n", + "24 202032 3 5918 3330.0 8506.0 9 5.0 \n", + "25 202031 3 4351 2269.0 6433.0 7 4.0 \n", + "26 202030 3 8179 5442.0 10916.0 12 8.0 \n", + "27 202029 3 8687 5860.0 11514.0 13 9.0 \n", + "28 202028 3 8340 5701.0 10979.0 13 9.0 \n", + "29 202027 3 4066 2406.0 5726.0 6 3.0 \n", + "... ... ... ... ... ... ... ... \n", + "1861 198521 3 26096 19621.0 32571.0 47 35.0 \n", + "1862 198520 3 27896 20885.0 34907.0 51 38.0 \n", + "1863 198519 3 43154 32821.0 53487.0 78 59.0 \n", + "1864 198518 3 40555 29935.0 51175.0 74 55.0 \n", + "1865 198517 3 34053 24366.0 43740.0 62 44.0 \n", + "1866 198516 3 50362 36451.0 64273.0 91 66.0 \n", + "1867 198515 3 63881 45538.0 82224.0 116 83.0 \n", + "1868 198514 3 134545 114400.0 154690.0 244 207.0 \n", + "1869 198513 3 197206 176080.0 218332.0 357 319.0 \n", + "1870 198512 3 245240 223304.0 267176.0 445 405.0 \n", + "1871 198511 3 276205 252399.0 300011.0 501 458.0 \n", + "1872 198510 3 353231 326279.0 380183.0 640 591.0 \n", + "1873 198509 3 369895 341109.0 398681.0 670 618.0 \n", + "1874 198508 3 389886 359529.0 420243.0 707 652.0 \n", + "1875 198507 3 471852 432599.0 511105.0 855 784.0 \n", + "1876 198506 3 565825 518011.0 613639.0 1026 939.0 \n", + "1877 198505 3 637302 592795.0 681809.0 1155 1074.0 \n", + "1878 198504 3 424937 390794.0 459080.0 770 708.0 \n", + "1879 198503 3 213901 174689.0 253113.0 388 317.0 \n", + "1880 198502 3 97586 80949.0 114223.0 177 147.0 \n", + "1881 198501 3 85489 65918.0 105060.0 155 120.0 \n", + "1882 198452 3 84830 60602.0 109058.0 154 110.0 \n", + "1883 198451 3 101726 80242.0 123210.0 185 146.0 \n", + "1884 198450 3 123680 101401.0 145959.0 225 184.0 \n", + "1885 198449 3 101073 81684.0 120462.0 184 149.0 \n", + "1886 198448 3 78620 60634.0 96606.0 143 110.0 \n", + "1887 198447 3 72029 54274.0 89784.0 131 99.0 \n", + "1888 198446 3 87330 67686.0 106974.0 159 123.0 \n", + "1889 198445 3 135223 101414.0 169032.0 246 184.0 \n", + "1890 198444 3 68422 20056.0 116788.0 125 37.0 \n", + "\n", + " inc100_up geo_insee geo_name \n", + "0 51.0 FR France \n", + "1 32.0 FR France \n", + "2 39.0 FR France \n", + "3 39.0 FR France \n", + "4 31.0 FR France \n", + "5 39.0 FR France \n", + "6 32.0 FR France \n", + "7 25.0 FR France \n", + "8 26.0 FR France \n", + "9 35.0 FR France \n", + "10 45.0 FR France \n", + "11 74.0 FR France \n", + "12 77.0 FR France \n", + "13 75.0 FR France \n", + "14 61.0 FR France \n", + "15 49.0 FR France \n", + "16 37.0 FR France \n", + "17 36.0 FR France \n", + "18 46.0 FR France \n", + "19 34.0 FR France \n", + "20 20.0 FR France \n", + "21 20.0 FR France \n", + "22 14.0 FR France \n", + "23 13.0 FR France \n", + "24 13.0 FR France \n", + "25 10.0 FR France \n", + "26 16.0 FR France \n", + "27 17.0 FR France \n", + "28 17.0 FR France \n", + "29 9.0 FR France \n", + "... ... ... ... \n", + "1861 59.0 FR France \n", + "1862 64.0 FR France \n", + "1863 97.0 FR France \n", + "1864 93.0 FR France \n", + "1865 80.0 FR France \n", + "1866 116.0 FR France \n", + "1867 149.0 FR France \n", + "1868 281.0 FR France \n", + "1869 395.0 FR France \n", + "1870 485.0 FR France \n", + "1871 544.0 FR France \n", + "1872 689.0 FR France \n", + "1873 722.0 FR France \n", + "1874 762.0 FR France \n", + "1875 926.0 FR France \n", + "1876 1113.0 FR France \n", + "1877 1236.0 FR France \n", + "1878 832.0 FR France \n", + "1879 459.0 FR France \n", + "1880 207.0 FR France \n", + "1881 190.0 FR France \n", + "1882 198.0 FR France \n", + "1883 224.0 FR France \n", + "1884 266.0 FR France \n", + "1885 219.0 FR France \n", + "1886 176.0 FR France \n", + "1887 163.0 FR France \n", + "1888 195.0 FR France \n", + "1889 308.0 FR France \n", + "1890 213.0 FR France \n", + "\n", + "[1891 rows x 10 columns]" + ] + }, + "execution_count": 42, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "raw_data = pd.read_csv(data_file, skiprows=1)\n", "raw_data" ] }, @@ -78,9 +1064,73 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 43, "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
165419891930NaNNaN0NaNNaNFRFrance
\n", + "
" + ], + "text/plain": [ + " week indicator inc inc_low inc_up inc100 inc100_low inc100_up \\\n", + "1654 198919 3 0 NaN NaN 0 NaN NaN \n", + "\n", + " geo_insee geo_name \n", + "1654 FR France " + ] + }, + "execution_count": 43, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "raw_data[raw_data.isnull().any(axis=1)]" ] @@ -94,9 +1144,976 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 44, "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
020210332813922926.033352.04335.051.0FRFrance
120210231801014474.021546.02722.032.0FRFrance
220210132180917786.025832.03327.039.0FRFrance
320205332122016498.025942.03225.039.0FRFrance
420205231642812285.020571.02519.031.0FRFrance
520205132161917370.025868.03327.039.0FRFrance
620205031684513220.020470.02620.032.0FRFrance
72020493129399923.015955.02015.025.0FRFrance
820204831380410641.016967.02116.026.0FRFrance
920204731908515285.022885.02923.035.0FRFrance
1020204632480120503.029099.03831.045.0FRFrance
1120204534251636857.048175.06556.074.0FRFrance
1220204434456738521.050613.06859.077.0FRFrance
1320204334373737523.049951.06657.075.0FRFrance
1420204233514529812.040478.05345.061.0FRFrance
1520204132787723206.032548.04235.049.0FRFrance
1620204032044316381.024505.03125.037.0FRFrance
1720203931981015900.023720.03024.036.0FRFrance
1820203832556221142.029982.03932.046.0FRFrance
1920203731848514649.022321.02822.034.0FRFrance
202020363103907646.013134.01612.020.0FRFrance
21202035399186842.012994.01510.020.0FRFrance
22202034360843090.09078.094.014.0FRFrance
23202033361063411.08801.095.013.0FRFrance
24202032359183330.08506.095.013.0FRFrance
25202031343512269.06433.074.010.0FRFrance
26202030381795442.010916.0128.016.0FRFrance
27202029386875860.011514.0139.017.0FRFrance
28202028383405701.010979.0139.017.0FRFrance
29202027340662406.05726.063.09.0FRFrance
.................................
186119852132609619621.032571.04735.059.0FRFrance
186219852032789620885.034907.05138.064.0FRFrance
186319851934315432821.053487.07859.097.0FRFrance
186419851834055529935.051175.07455.093.0FRFrance
186519851733405324366.043740.06244.080.0FRFrance
186619851635036236451.064273.09166.0116.0FRFrance
186719851536388145538.082224.011683.0149.0FRFrance
18681985143134545114400.0154690.0244207.0281.0FRFrance
18691985133197206176080.0218332.0357319.0395.0FRFrance
18701985123245240223304.0267176.0445405.0485.0FRFrance
18711985113276205252399.0300011.0501458.0544.0FRFrance
18721985103353231326279.0380183.0640591.0689.0FRFrance
18731985093369895341109.0398681.0670618.0722.0FRFrance
18741985083389886359529.0420243.0707652.0762.0FRFrance
18751985073471852432599.0511105.0855784.0926.0FRFrance
18761985063565825518011.0613639.01026939.01113.0FRFrance
18771985053637302592795.0681809.011551074.01236.0FRFrance
18781985043424937390794.0459080.0770708.0832.0FRFrance
18791985033213901174689.0253113.0388317.0459.0FRFrance
188019850239758680949.0114223.0177147.0207.0FRFrance
188119850138548965918.0105060.0155120.0190.0FRFrance
188219845238483060602.0109058.0154110.0198.0FRFrance
1883198451310172680242.0123210.0185146.0224.0FRFrance
18841984503123680101401.0145959.0225184.0266.0FRFrance
1885198449310107381684.0120462.0184149.0219.0FRFrance
188619844837862060634.096606.0143110.0176.0FRFrance
188719844737202954274.089784.013199.0163.0FRFrance
188819844638733067686.0106974.0159123.0195.0FRFrance
18891984453135223101414.0169032.0246184.0308.0FRFrance
189019844436842220056.0116788.012537.0213.0FRFrance
\n", + "

1890 rows × 10 columns

\n", + "
" + ], + "text/plain": [ + " week indicator inc inc_low inc_up inc100 inc100_low \\\n", + "0 202103 3 28139 22926.0 33352.0 43 35.0 \n", + "1 202102 3 18010 14474.0 21546.0 27 22.0 \n", + "2 202101 3 21809 17786.0 25832.0 33 27.0 \n", + "3 202053 3 21220 16498.0 25942.0 32 25.0 \n", + "4 202052 3 16428 12285.0 20571.0 25 19.0 \n", + "5 202051 3 21619 17370.0 25868.0 33 27.0 \n", + "6 202050 3 16845 13220.0 20470.0 26 20.0 \n", + "7 202049 3 12939 9923.0 15955.0 20 15.0 \n", + "8 202048 3 13804 10641.0 16967.0 21 16.0 \n", + "9 202047 3 19085 15285.0 22885.0 29 23.0 \n", + "10 202046 3 24801 20503.0 29099.0 38 31.0 \n", + "11 202045 3 42516 36857.0 48175.0 65 56.0 \n", + "12 202044 3 44567 38521.0 50613.0 68 59.0 \n", + "13 202043 3 43737 37523.0 49951.0 66 57.0 \n", + "14 202042 3 35145 29812.0 40478.0 53 45.0 \n", + "15 202041 3 27877 23206.0 32548.0 42 35.0 \n", + "16 202040 3 20443 16381.0 24505.0 31 25.0 \n", + "17 202039 3 19810 15900.0 23720.0 30 24.0 \n", + "18 202038 3 25562 21142.0 29982.0 39 32.0 \n", + "19 202037 3 18485 14649.0 22321.0 28 22.0 \n", + "20 202036 3 10390 7646.0 13134.0 16 12.0 \n", + "21 202035 3 9918 6842.0 12994.0 15 10.0 \n", + "22 202034 3 6084 3090.0 9078.0 9 4.0 \n", + "23 202033 3 6106 3411.0 8801.0 9 5.0 \n", + "24 202032 3 5918 3330.0 8506.0 9 5.0 \n", + "25 202031 3 4351 2269.0 6433.0 7 4.0 \n", + "26 202030 3 8179 5442.0 10916.0 12 8.0 \n", + "27 202029 3 8687 5860.0 11514.0 13 9.0 \n", + "28 202028 3 8340 5701.0 10979.0 13 9.0 \n", + "29 202027 3 4066 2406.0 5726.0 6 3.0 \n", + "... ... ... ... ... ... ... ... \n", + "1861 198521 3 26096 19621.0 32571.0 47 35.0 \n", + "1862 198520 3 27896 20885.0 34907.0 51 38.0 \n", + "1863 198519 3 43154 32821.0 53487.0 78 59.0 \n", + "1864 198518 3 40555 29935.0 51175.0 74 55.0 \n", + "1865 198517 3 34053 24366.0 43740.0 62 44.0 \n", + "1866 198516 3 50362 36451.0 64273.0 91 66.0 \n", + "1867 198515 3 63881 45538.0 82224.0 116 83.0 \n", + "1868 198514 3 134545 114400.0 154690.0 244 207.0 \n", + "1869 198513 3 197206 176080.0 218332.0 357 319.0 \n", + "1870 198512 3 245240 223304.0 267176.0 445 405.0 \n", + "1871 198511 3 276205 252399.0 300011.0 501 458.0 \n", + "1872 198510 3 353231 326279.0 380183.0 640 591.0 \n", + "1873 198509 3 369895 341109.0 398681.0 670 618.0 \n", + "1874 198508 3 389886 359529.0 420243.0 707 652.0 \n", + "1875 198507 3 471852 432599.0 511105.0 855 784.0 \n", + "1876 198506 3 565825 518011.0 613639.0 1026 939.0 \n", + "1877 198505 3 637302 592795.0 681809.0 1155 1074.0 \n", + "1878 198504 3 424937 390794.0 459080.0 770 708.0 \n", + "1879 198503 3 213901 174689.0 253113.0 388 317.0 \n", + "1880 198502 3 97586 80949.0 114223.0 177 147.0 \n", + "1881 198501 3 85489 65918.0 105060.0 155 120.0 \n", + "1882 198452 3 84830 60602.0 109058.0 154 110.0 \n", + "1883 198451 3 101726 80242.0 123210.0 185 146.0 \n", + "1884 198450 3 123680 101401.0 145959.0 225 184.0 \n", + "1885 198449 3 101073 81684.0 120462.0 184 149.0 \n", + "1886 198448 3 78620 60634.0 96606.0 143 110.0 \n", + "1887 198447 3 72029 54274.0 89784.0 131 99.0 \n", + "1888 198446 3 87330 67686.0 106974.0 159 123.0 \n", + "1889 198445 3 135223 101414.0 169032.0 246 184.0 \n", + "1890 198444 3 68422 20056.0 116788.0 125 37.0 \n", + "\n", + " inc100_up geo_insee geo_name \n", + "0 51.0 FR France \n", + "1 32.0 FR France \n", + "2 39.0 FR France \n", + "3 39.0 FR France \n", + "4 31.0 FR France \n", + "5 39.0 FR France \n", + "6 32.0 FR France \n", + "7 25.0 FR France \n", + "8 26.0 FR France \n", + "9 35.0 FR France \n", + "10 45.0 FR France \n", + "11 74.0 FR France \n", + "12 77.0 FR France \n", + "13 75.0 FR France \n", + "14 61.0 FR France \n", + "15 49.0 FR France \n", + "16 37.0 FR France \n", + "17 36.0 FR France \n", + "18 46.0 FR France \n", + "19 34.0 FR France \n", + "20 20.0 FR France \n", + "21 20.0 FR France \n", + "22 14.0 FR France \n", + "23 13.0 FR France \n", + "24 13.0 FR France \n", + "25 10.0 FR France \n", + "26 16.0 FR France \n", + "27 17.0 FR France \n", + "28 17.0 FR France \n", + "29 9.0 FR France \n", + "... ... ... ... \n", + "1861 59.0 FR France \n", + "1862 64.0 FR France \n", + "1863 97.0 FR France \n", + "1864 93.0 FR France \n", + "1865 80.0 FR France \n", + "1866 116.0 FR France \n", + "1867 149.0 FR France \n", + "1868 281.0 FR France \n", + "1869 395.0 FR France \n", + "1870 485.0 FR France \n", + "1871 544.0 FR France \n", + "1872 689.0 FR France \n", + "1873 722.0 FR France \n", + "1874 762.0 FR France \n", + "1875 926.0 FR France \n", + "1876 1113.0 FR France \n", + "1877 1236.0 FR France \n", + "1878 832.0 FR France \n", + "1879 459.0 FR France \n", + "1880 207.0 FR France \n", + "1881 190.0 FR France \n", + "1882 198.0 FR France \n", + "1883 224.0 FR France \n", + "1884 266.0 FR France \n", + "1885 219.0 FR France \n", + "1886 176.0 FR France \n", + "1887 163.0 FR France \n", + "1888 195.0 FR France \n", + "1889 308.0 FR France \n", + "1890 213.0 FR France \n", + "\n", + "[1890 rows x 10 columns]" + ] + }, + "execution_count": 44, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "data = raw_data.dropna().copy()\n", "data" @@ -122,7 +2139,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 45, "metadata": {}, "outputs": [], "source": [ @@ -152,10 +2169,8 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, + "execution_count": 46, + "metadata": {}, "outputs": [], "source": [ "sorted_data = data.set_index('period').sort_index()" @@ -179,9 +2194,17 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 47, "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 +2222,32 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 48, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 48, + "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 +2261,32 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 49, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 49, + "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 +2321,8 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, + "execution_count": 50, + "metadata": {}, "outputs": [], "source": [ "first_august_week = [pd.Period(pd.Timestamp(y, 8, 1), 'W')\n", @@ -274,7 +2341,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 51, "metadata": {}, "outputs": [], "source": [ @@ -298,9 +2365,32 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 52, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 52, + "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 +2404,55 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 53, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "2014 1600941\n", + "1991 1659249\n", + "1995 1840410\n", + "2020 2042389\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": 53, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "yearly_incidence.sort_values()" ] @@ -331,9 +2467,32 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 54, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 54, + "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 +2500,7 @@ { "cell_type": "code", "execution_count": null, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [] } @@ -364,7 +2521,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.1" + "version": "3.6.4" } }, "nbformat": 4, diff --git a/module3/exo1/data-syndrome-grippal.csv b/module3/exo1/data-syndrome-grippal.csv new file mode 100644 index 0000000000000000000000000000000000000000..a3f0d66ece45847f813fabd331c46dde9e22d608 --- /dev/null +++ b/module3/exo1/data-syndrome-grippal.csv @@ -0,0 +1,1893 @@ +# @source="réseau Sentinelles, INSERM, Sorbonne Université, http://www.sentiweb.fr", @meta={"period":[198444,202103],"geo":["PAY","1"],"geo_ref":"insee","indicator":"3","type":"all","conf_int":true,"compact":false}, @date=2021-01-31T17:11:27+01:00 +week,indicator,inc,inc_low,inc_up,inc100,inc100_low,inc100_up,geo_insee,geo_name +202103,3,28139,22926,33352,43,35,51,FR,France +202102,3,18010,14474,21546,27,22,32,FR,France +202101,3,21809,17786,25832,33,27,39,FR,France +202053,3,21220,16498,25942,32,25,39,FR,France +202052,3,16428,12285,20571,25,19,31,FR,France +202051,3,21619,17370,25868,33,27,39,FR,France +202050,3,16845,13220,20470,26,20,32,FR,France +202049,3,12939,9923,15955,20,15,25,FR,France +202048,3,13804,10641,16967,21,16,26,FR,France +202047,3,19085,15285,22885,29,23,35,FR,France +202046,3,24801,20503,29099,38,31,45,FR,France +202045,3,42516,36857,48175,65,56,74,FR,France +202044,3,44567,38521,50613,68,59,77,FR,France +202043,3,43737,37523,49951,66,57,75,FR,France +202042,3,35145,29812,40478,53,45,61,FR,France +202041,3,27877,23206,32548,42,35,49,FR,France +202040,3,20443,16381,24505,31,25,37,FR,France +202039,3,19810,15900,23720,30,24,36,FR,France +202038,3,25562,21142,29982,39,32,46,FR,France +202037,3,18485,14649,22321,28,22,34,FR,France +202036,3,10390,7646,13134,16,12,20,FR,France +202035,3,9918,6842,12994,15,10,20,FR,France +202034,3,6084,3090,9078,9,4,14,FR,France +202033,3,6106,3411,8801,9,5,13,FR,France +202032,3,5918,3330,8506,9,5,13,FR,France +202031,3,4351,2269,6433,7,4,10,FR,France +202030,3,8179,5442,10916,12,8,16,FR,France +202029,3,8687,5860,11514,13,9,17,FR,France +202028,3,8340,5701,10979,13,9,17,FR,France +202027,3,4066,2406,5726,6,3,9,FR,France +202026,3,4039,2389,5689,6,3,9,FR,France +202025,3,2853,1488,4218,4,2,6,FR,France +202024,3,3058,1690,4426,5,3,7,FR,France +202023,3,4168,2468,5868,6,3,9,FR,France +202022,3,3580,1947,5213,5,3,7,FR,France +202021,3,6114,4026,8202,9,6,12,FR,France +202020,3,9315,6775,11855,14,10,18,FR,France +202019,3,11679,8722,14636,18,14,22,FR,France +202018,3,16398,12851,19945,25,20,30,FR,France +202017,3,18082,14454,21710,27,21,33,FR,France +202016,3,24165,19893,28437,37,31,43,FR,France +202015,3,41049,35377,46721,62,53,71,FR,France +202014,3,71666,64531,78801,109,98,120,FR,France +202013,3,107742,99187,116297,164,151,177,FR,France +202012,3,107283,98610,115956,163,150,176,FR,France +202011,3,101704,93652,109756,154,142,166,FR,France +202010,3,104977,96650,113304,159,146,172,FR,France +202009,3,110696,102066,119326,168,155,181,FR,France +202008,3,143753,133984,153522,218,203,233,FR,France +202007,3,183610,172812,194408,279,263,295,FR,France +202006,3,206669,195481,217857,314,297,331,FR,France +202005,3,187957,177445,198469,285,269,301,FR,France +202004,3,122331,113492,131170,186,173,199,FR,France +202003,3,78413,71330,85496,119,108,130,FR,France +202002,3,53614,47654,59574,81,72,90,FR,France +202001,3,36850,31608,42092,56,48,64,FR,France +201952,3,28135,23220,33050,43,36,50,FR,France +201951,3,29786,25042,34530,45,38,52,FR,France +201950,3,34223,29156,39290,52,44,60,FR,France +201949,3,25662,21414,29910,39,33,45,FR,France +201948,3,22367,18055,26679,34,27,41,FR,France +201947,3,18669,14759,22579,28,22,34,FR,France +201946,3,16030,12567,19493,24,19,29,FR,France +201945,3,10138,7160,13116,15,10,20,FR,France +201944,3,7822,5010,10634,12,8,16,FR,France +201943,3,9487,6448,12526,14,9,19,FR,France +201942,3,7747,5243,10251,12,8,16,FR,France +201941,3,7122,4720,9524,11,7,15,FR,France +201940,3,8505,5784,11226,13,9,17,FR,France +201939,3,7091,4462,9720,11,7,15,FR,France +201938,3,4897,2891,6903,7,4,10,FR,France +201937,3,3172,1367,4977,5,2,8,FR,France +201936,3,2295,728,3862,3,1,5,FR,France +201935,3,1010,2,2018,2,0,4,FR,France +201934,3,1672,279,3065,3,1,5,FR,France +201933,3,1593,68,3118,2,0,4,FR,France +201932,3,1592,71,3113,2,0,4,FR,France +201931,3,2337,695,3979,4,2,6,FR,France +201930,3,1944,415,3473,3,1,5,FR,France +201929,3,2096,420,3772,3,0,6,FR,France +201928,3,1195,125,2265,2,0,4,FR,France +201927,3,2466,848,4084,4,2,6,FR,France +201926,3,1798,402,3194,3,1,5,FR,France +201925,3,1544,389,2699,2,0,4,FR,France +201924,3,876,17,1735,1,0,2,FR,France +201923,3,2004,748,3260,3,1,5,FR,France +201922,3,2181,602,3760,3,1,5,FR,France +201921,3,2585,1102,4068,4,2,6,FR,France +201920,3,2891,1202,4580,4,1,7,FR,France +201919,3,3221,1509,4933,5,2,8,FR,France +201918,3,1385,278,2492,2,0,4,FR,France +201917,3,3166,1348,4984,5,2,8,FR,France +201916,3,3842,1973,5711,6,3,9,FR,France +201915,3,5932,3669,8195,9,6,12,FR,France +201914,3,12675,9167,16183,19,14,24,FR,France +201913,3,16513,12530,20496,25,19,31,FR,France +201912,3,22184,17786,26582,34,27,41,FR,France +201911,3,31553,26556,36550,48,40,56,FR,France +201910,3,49742,43268,56216,76,66,86,FR,France +201909,3,88354,79564,97144,134,121,147,FR,France +201908,3,172604,160024,185184,262,243,281,FR,France +201907,3,307338,291220,323456,467,443,491,FR,France +201906,3,394286,376782,411790,599,572,626,FR,France +201905,3,355785,339295,372275,540,515,565,FR,France +201904,3,241090,227261,254919,366,345,387,FR,France +201903,3,147063,135890,158236,223,206,240,FR,France +201902,3,75548,67632,83464,115,103,127,FR,France +201901,3,50295,43525,57065,76,66,86,FR,France +201852,3,37903,31375,44431,58,48,68,FR,France +201851,3,39259,32977,45541,60,50,70,FR,France +201850,3,27781,22638,32924,42,34,50,FR,France +201849,3,19738,15481,23995,30,24,36,FR,France +201848,3,19501,15275,23727,30,24,36,FR,France +201847,3,15949,12105,19793,24,18,30,FR,France +201846,3,11278,7957,14599,17,12,22,FR,France +201845,3,11065,7791,14339,17,12,22,FR,France +201844,3,6586,3875,9297,10,6,14,FR,France +201843,3,6550,3988,9112,10,6,14,FR,France +201842,3,7787,5129,10445,12,8,16,FR,France +201841,3,8048,5098,10998,12,8,16,FR,France +201840,3,7409,4717,10101,11,7,15,FR,France +201839,3,7174,4235,10113,11,7,15,FR,France +201838,3,7349,4399,10299,11,7,15,FR,France +201837,3,4915,2386,7444,7,3,11,FR,France +201836,3,3215,1349,5081,5,2,8,FR,France +201835,3,1506,239,2773,2,0,4,FR,France +201834,3,1368,116,2620,2,0,4,FR,France +201833,3,1962,5,3919,3,0,6,FR,France +201832,3,1839,183,3495,3,0,6,FR,France +201831,3,2048,242,3854,3,0,6,FR,France +201830,3,1951,202,3700,3,0,6,FR,France +201829,3,1951,252,3650,3,0,6,FR,France +201828,3,1654,52,3256,3,1,5,FR,France +201827,3,3266,1145,5387,5,2,8,FR,France +201826,3,3758,1493,6023,6,3,9,FR,France +201825,3,4580,2220,6940,7,3,11,FR,France +201824,3,3223,1351,5095,5,2,8,FR,France +201823,3,1207,136,2278,2,0,4,FR,France +201822,3,3202,1330,5074,5,2,8,FR,France +201821,3,2537,763,4311,4,1,7,FR,France +201820,3,2694,967,4421,4,1,7,FR,France +201819,3,1025,0,2098,2,0,4,FR,France +201818,3,3541,1416,5666,5,2,8,FR,France +201817,3,2573,1003,4143,4,2,6,FR,France +201816,3,4818,2724,6912,7,4,10,FR,France +201815,3,16311,12168,20454,25,19,31,FR,France +201814,3,22666,18092,27240,35,28,42,FR,France +201813,3,32680,25536,39824,50,39,61,FR,France +201812,3,52040,44590,59490,79,68,90,FR,France +201811,3,65159,56506,73812,99,86,112,FR,France +201810,3,93512,83989,103035,142,128,156,FR,France +201809,3,108545,98645,118445,165,150,180,FR,France +201808,3,131870,120950,142790,201,184,218,FR,France +201807,3,141138,130177,152099,215,198,232,FR,France +201806,3,138810,128164,149456,211,195,227,FR,France +201805,3,157839,146646,169032,240,223,257,FR,France +201804,3,175483,163835,187131,267,249,285,FR,France +201803,3,178329,166640,190018,271,253,289,FR,France +201802,3,198079,185663,210495,302,283,321,FR,France +201801,3,235493,220941,250045,358,336,380,FR,France +201752,3,299114,279359,318869,459,429,489,FR,France +201751,3,229448,214366,244530,352,329,375,FR,France +201750,3,129535,118787,140283,199,183,215,FR,France +201749,3,63789,56120,71458,98,86,110,FR,France +201748,3,37568,31541,43595,58,49,67,FR,France +201747,3,24972,19923,30021,38,30,46,FR,France +201746,3,13398,9948,16848,21,16,26,FR,France +201745,3,14035,8091,19979,22,13,31,FR,France +201744,3,8544,5318,11770,13,8,18,FR,France +201743,3,7300,4402,10198,11,7,15,FR,France +201742,3,9966,6503,13429,15,10,20,FR,France +201741,3,12434,8718,16150,19,13,25,FR,France +201740,3,12725,8690,16760,20,14,26,FR,France +201739,3,14949,10534,19364,23,16,30,FR,France +201738,3,11463,7438,15488,18,12,24,FR,France +201737,3,9716,6364,13068,15,10,20,FR,France +201736,3,2815,917,4713,4,1,7,FR,France +201735,3,2794,850,4738,4,1,7,FR,France +201734,3,2497,879,4115,4,2,6,FR,France +201733,3,2406,766,4046,4,1,7,FR,France +201732,3,2667,879,4455,4,1,7,FR,France +201731,3,3256,1158,5354,5,2,8,FR,France +201730,3,3759,1299,6219,6,2,10,FR,France +201729,3,5014,1989,8039,8,3,13,FR,France +201728,3,5271,2576,7966,8,4,12,FR,France +201727,3,3924,1432,6416,6,2,10,FR,France +201726,3,3171,1166,5176,5,2,8,FR,France +201725,3,837,0,1721,1,0,2,FR,France +201724,3,1566,248,2884,2,0,4,FR,France +201723,3,1664,203,3125,3,1,5,FR,France +201722,3,1305,92,2518,2,0,4,FR,France +201721,3,971,0,2046,1,0,3,FR,France +201720,3,2686,793,4579,4,1,7,FR,France +201719,3,3461,1490,5432,5,2,8,FR,France +201718,3,2102,515,3689,3,1,5,FR,France +201717,3,2071,428,3714,3,0,6,FR,France +201716,3,1380,222,2538,2,0,4,FR,France +201715,3,479,0,1242,1,0,2,FR,France +201714,3,1110,0,2549,2,0,4,FR,France +201713,3,7594,3808,11380,12,6,18,FR,France +201712,3,8780,4834,12726,13,7,19,FR,France +201711,3,7814,4329,11299,12,7,17,FR,France +201710,3,11802,7964,15640,18,12,24,FR,France +201709,3,13111,9099,17123,20,14,26,FR,France +201708,3,29545,23136,35954,45,35,55,FR,France +201707,3,59590,49764,69416,91,76,106,FR,France +201706,3,93628,82560,104696,144,127,161,FR,France +201705,3,193677,179255,208099,297,275,319,FR,France +201704,3,256428,240618,272238,394,370,418,FR,France +201703,3,267276,251345,283207,410,386,434,FR,France +201702,3,260588,245070,276106,400,376,424,FR,France +201701,3,255535,239743,271327,392,368,416,FR,France +201652,3,224489,207799,241179,345,319,371,FR,France +201651,3,187704,172655,202753,288,265,311,FR,France +201650,3,126570,115081,138059,194,176,212,FR,France +201649,3,76390,67374,85406,117,103,131,FR,France +201648,3,40502,33949,47055,62,52,72,FR,France +201647,3,22270,17612,26928,34,27,41,FR,France +201646,3,20816,16125,25507,32,25,39,FR,France +201645,3,15957,11448,20466,24,17,31,FR,France +201644,3,15145,10357,19933,23,16,30,FR,France +201643,3,9378,5830,12926,14,9,19,FR,France +201642,3,12920,9044,16796,20,14,26,FR,France +201641,3,13909,9709,18109,21,15,27,FR,France +201640,3,13379,8969,17789,21,14,28,FR,France +201639,3,10598,6814,14382,16,10,22,FR,France +201638,3,5969,3073,8865,9,5,13,FR,France +201637,3,4065,1538,6592,6,2,10,FR,France +201636,3,2372,473,4271,4,1,7,FR,France +201635,3,3420,1350,5490,5,2,8,FR,France +201634,3,2233,0,4643,3,0,7,FR,France +201633,3,1567,0,3938,2,0,6,FR,France +201632,3,2100,93,4107,3,0,6,FR,France +201631,3,3691,0,9120,6,0,14,FR,France +201630,3,3209,644,5774,5,1,9,FR,France +201629,3,1469,0,3073,2,0,4,FR,France +201628,3,2725,357,5093,4,0,8,FR,France +201627,3,5905,2343,9467,9,4,14,FR,France +201626,3,4186,1636,6736,6,2,10,FR,France +201625,3,4611,1560,7662,7,2,12,FR,France +201624,3,4977,2404,7550,8,4,12,FR,France +201623,3,4893,2416,7370,8,4,12,FR,France +201622,3,5667,3015,8319,9,5,13,FR,France +201621,3,5603,2475,8731,9,4,14,FR,France +201620,3,3908,1679,6137,6,3,9,FR,France +201619,3,4738,2308,7168,7,3,11,FR,France +201618,3,8204,4394,12014,13,7,19,FR,France +201617,3,13385,8822,17948,21,14,28,FR,France +201616,3,25670,19632,31708,39,30,48,FR,France +201615,3,48441,39824,57058,74,61,87,FR,France +201614,3,92603,81261,103945,142,125,159,FR,France +201613,3,170654,156387,184921,262,240,284,FR,France +201612,3,272174,254338,290010,418,391,445,FR,France +201611,3,304543,286453,322633,467,439,495,FR,France +201610,3,261822,245799,277845,402,377,427,FR,France +201609,3,229943,214533,245353,353,329,377,FR,France +201608,3,195067,180874,209260,299,277,321,FR,France +201607,3,207359,193223,221495,318,296,340,FR,France +201606,3,196143,182672,209614,301,280,322,FR,France +201605,3,178963,166296,191630,275,256,294,FR,France +201604,3,148473,136591,160355,228,210,246,FR,France +201603,3,75277,66630,83924,116,103,129,FR,France +201602,3,44617,37821,51413,68,58,78,FR,France +201601,3,42263,35556,48970,65,55,75,FR,France +201553,3,24835,19106,30564,38,29,47,FR,France +201552,3,19495,14319,24671,30,22,38,FR,France +201551,3,29080,23014,35146,45,36,54,FR,France +201550,3,25043,19812,30274,39,31,47,FR,France +201549,3,21479,16686,26272,33,26,40,FR,France +201548,3,16428,12273,20583,25,19,31,FR,France +201547,3,14959,10856,19062,23,17,29,FR,France +201546,3,12599,8237,16961,20,13,27,FR,France +201545,3,13577,9192,17962,21,14,28,FR,France +201544,3,14596,10025,19167,23,16,30,FR,France +201543,3,16749,11745,21753,26,18,34,FR,France +201542,3,18675,13613,23737,29,21,37,FR,France +201541,3,13585,9830,17340,21,15,27,FR,France +201540,3,13100,9349,16851,20,14,26,FR,France +201539,3,8595,5671,11519,13,8,18,FR,France +201538,3,8402,4929,11875,13,8,18,FR,France +201537,3,8817,4089,13545,14,7,21,FR,France +201536,3,1922,440,3404,3,1,5,FR,France +201535,3,229,0,644,0,0,1,FR,France +201534,3,760,0,1618,1,0,2,FR,France +201533,3,1537,208,2866,2,0,4,FR,France +201532,3,1594,66,3122,2,0,4,FR,France +201531,3,2845,475,5215,4,0,8,FR,France +201530,3,2447,353,4541,4,1,7,FR,France +201529,3,2389,332,4446,4,1,7,FR,France +201528,3,2089,105,4073,3,0,6,FR,France +201527,3,2257,393,4121,3,0,6,FR,France +201526,3,2536,774,4298,4,1,7,FR,France +201525,3,2607,680,4534,4,1,7,FR,France +201524,3,2849,1000,4698,4,1,7,FR,France +201523,3,2702,857,4547,4,1,7,FR,France +201522,3,4262,1989,6535,7,3,11,FR,France +201521,3,5547,2875,8219,9,5,13,FR,France +201520,3,4594,2040,7148,7,3,11,FR,France +201519,3,6307,3256,9358,10,5,15,FR,France +201518,3,3664,1544,5784,6,3,9,FR,France +201517,3,6382,3523,9241,10,6,14,FR,France +201516,3,12098,7913,16283,19,13,25,FR,France +201515,3,19458,14192,24724,30,22,38,FR,France +201514,3,30940,24617,37263,48,38,58,FR,France +201513,3,49563,41986,57140,77,65,89,FR,France +201512,3,70024,61079,78969,109,95,123,FR,France +201511,3,99295,88838,109752,154,138,170,FR,France +201510,3,143931,131682,156180,223,204,242,FR,France +201509,3,238947,222902,254992,370,345,395,FR,France +201508,3,409972,388670,431274,635,602,668,FR,France +201507,3,517750,494301,541199,802,766,838,FR,France +201506,3,533317,510627,556007,827,792,862,FR,France +201505,3,457911,436964,478858,710,678,742,FR,France +201504,3,292161,275491,308831,453,427,479,FR,France +201503,3,153931,141290,166572,239,219,259,FR,France +201502,3,104096,93358,114834,161,144,178,FR,France +201501,3,70962,60505,81419,110,94,126,FR,France +201452,3,63168,52705,73631,98,82,114,FR,France +201451,3,45346,38002,52690,71,60,82,FR,France +201450,3,42182,35049,49315,66,55,77,FR,France +201449,3,33537,27281,39793,52,42,62,FR,France +201448,3,28156,21896,34416,44,34,54,FR,France +201447,3,18158,13186,23130,28,20,36,FR,France +201446,3,14764,10174,19354,23,16,30,FR,France +201445,3,16172,11449,20895,25,18,32,FR,France +201444,3,15500,10464,20536,24,16,32,FR,France +201443,3,16011,10653,21369,25,17,33,FR,France +201442,3,21651,15828,27474,34,25,43,FR,France +201441,3,22486,16295,28677,35,25,45,FR,France +201440,3,16526,11583,21469,26,18,34,FR,France +201439,3,8583,5054,12112,13,8,18,FR,France +201438,3,10567,6496,14638,16,10,22,FR,France +201437,3,7714,3780,11648,12,6,18,FR,France +201436,3,5018,1949,8087,8,3,13,FR,France +201435,3,2268,355,4181,4,1,7,FR,France +201434,3,2367,250,4484,4,1,7,FR,France +201433,3,2358,0,4875,4,0,8,FR,France +201432,3,3229,447,6011,5,1,9,FR,France +201431,3,4143,349,7937,6,0,12,FR,France +201430,3,4631,902,8360,7,1,13,FR,France +201429,3,5122,1258,8986,8,2,14,FR,France +201428,3,4145,1200,7090,6,1,11,FR,France +201427,3,4823,1997,7649,8,4,12,FR,France +201426,3,3858,1235,6481,6,2,10,FR,France +201425,3,4564,1276,7852,7,2,12,FR,France +201424,3,2007,249,3765,3,0,6,FR,France +201423,3,5164,1853,8475,8,3,13,FR,France +201422,3,6907,1856,11958,11,3,19,FR,France +201421,3,4523,1039,8007,7,2,12,FR,France +201420,3,5881,2432,9330,9,4,14,FR,France +201419,3,3588,1277,5899,6,2,10,FR,France +201418,3,4708,1654,7762,7,2,12,FR,France +201417,3,2989,625,5353,5,1,9,FR,France +201416,3,7057,3381,10733,11,5,17,FR,France +201415,3,10800,6762,14838,17,11,23,FR,France +201414,3,19217,13490,24944,30,21,39,FR,France +201413,3,21577,15435,27719,34,24,44,FR,France +201412,3,23524,17260,29788,37,27,47,FR,France +201411,3,44513,35939,53087,69,56,82,FR,France +201410,3,86105,73497,98713,134,114,154,FR,France +201409,3,147035,131889,162181,229,205,253,FR,France +201408,3,188419,171950,204888,293,267,319,FR,France +201407,3,208726,191283,226169,325,298,352,FR,France +201406,3,160403,145280,175526,250,226,274,FR,France +201405,3,120261,107176,133346,187,167,207,FR,France +201404,3,85280,74414,96146,133,116,150,FR,France +201403,3,64159,54089,74229,100,84,116,FR,France +201402,3,46850,38202,55498,73,60,86,FR,France +201401,3,35624,27451,43797,55,42,68,FR,France +201352,3,30142,22721,37563,47,35,59,FR,France +201351,3,29787,23215,36359,47,37,57,FR,France +201350,3,24055,18214,29896,38,29,47,FR,France +201349,3,18071,13058,23084,28,20,36,FR,France +201348,3,17606,12195,23017,28,20,36,FR,France +201347,3,22636,16343,28929,35,25,45,FR,France +201346,3,13340,8367,18313,21,13,29,FR,France +201345,3,10596,6057,15135,17,10,24,FR,France +201344,3,10193,5622,14764,16,9,23,FR,France +201343,3,15780,9497,22063,25,15,35,FR,France +201342,3,14830,9545,20115,23,15,31,FR,France +201341,3,12391,7265,17517,19,11,27,FR,France +201340,3,9794,5140,14448,15,8,22,FR,France +201339,3,5371,1704,9038,8,2,14,FR,France +201338,3,9324,4198,14450,15,7,23,FR,France +201337,3,5027,1752,8302,8,3,13,FR,France +201336,3,4639,1425,7853,7,2,12,FR,France +201335,3,1291,0,3112,2,0,5,FR,France +201334,3,1889,0,4912,3,0,8,FR,France +201333,3,4740,348,9132,7,0,14,FR,France +201332,3,4709,549,8869,7,0,14,FR,France +201331,3,2270,0,5811,4,0,10,FR,France +201330,3,2169,0,4630,3,0,7,FR,France +201329,3,1696,0,3558,3,0,6,FR,France +201328,3,983,0,2168,2,0,4,FR,France +201327,3,4278,1327,7229,7,2,12,FR,France +201326,3,3488,839,6137,5,1,9,FR,France +201325,3,2735,0,5826,4,0,9,FR,France +201324,3,7245,2997,11493,11,4,18,FR,France +201323,3,16094,8918,23270,25,14,36,FR,France +201322,3,7245,2923,11567,11,4,18,FR,France +201321,3,5974,2401,9547,9,3,15,FR,France +201320,3,3831,1245,6417,6,2,10,FR,France +201319,3,1166,0,2680,2,0,4,FR,France +201318,3,3415,757,6073,5,1,9,FR,France +201317,3,7941,2950,12932,12,4,20,FR,France +201316,3,9520,4758,14282,15,8,22,FR,France +201315,3,19357,13311,25403,30,21,39,FR,France +201314,3,36855,27737,45973,58,44,72,FR,France +201313,3,43236,34048,52424,68,54,82,FR,France +201312,3,60822,50414,71230,95,79,111,FR,France +201311,3,84308,72456,96160,132,113,151,FR,France +201310,3,165558,148471,182645,259,232,286,FR,France +201309,3,259984,239067,280901,407,374,440,FR,France +201308,3,351626,327537,375715,550,512,588,FR,France +201307,3,470076,443682,496470,736,695,777,FR,France +201306,3,471647,445112,498182,738,696,780,FR,France +201305,3,492026,464729,519323,770,727,813,FR,France +201304,3,391525,367182,415868,613,575,651,FR,France +201303,3,224661,207134,242188,352,325,379,FR,France +201302,3,184159,168343,199975,288,263,313,FR,France +201301,3,163491,147340,179642,256,231,281,FR,France +201252,3,159290,141978,176602,251,224,278,FR,France +201251,3,113901,99835,127967,179,157,201,FR,France +201250,3,79918,68086,91750,126,107,145,FR,France +201249,3,47537,38711,56363,75,61,89,FR,France +201248,3,43006,32863,53149,68,52,84,FR,France +201247,3,39223,29140,49306,62,46,78,FR,France +201246,3,26436,18286,34586,42,29,55,FR,France +201245,3,18893,12799,24987,30,20,40,FR,France +201244,3,13106,8784,17428,21,14,28,FR,France +201243,3,17791,11284,24298,28,18,38,FR,France +201242,3,13096,8369,17823,21,14,28,FR,France +201241,3,18675,12010,25340,29,19,39,FR,France +201240,3,17873,11545,24201,28,18,38,FR,France +201239,3,20257,14180,26334,32,22,42,FR,France +201238,3,14715,9178,20252,23,14,32,FR,France +201237,3,7775,3509,12041,12,5,19,FR,France +201236,3,6384,2420,10348,10,4,16,FR,France +201235,3,8277,2206,14348,13,3,23,FR,France +201234,3,3858,0,8641,6,0,14,FR,France +201233,3,6492,840,12144,10,1,19,FR,France +201232,3,6381,0,14034,10,0,22,FR,France +201231,3,2696,0,5763,4,0,9,FR,France +201230,3,1834,0,4194,3,0,7,FR,France +201229,3,6329,1424,11234,10,2,18,FR,France +201228,3,4628,1091,8165,7,1,13,FR,France +201227,3,4162,1487,6837,7,3,11,FR,France +201226,3,4819,1097,8541,8,2,14,FR,France +201225,3,2669,530,4808,4,1,7,FR,France +201224,3,5977,2335,9619,9,3,15,FR,France +201223,3,2361,576,4146,4,1,7,FR,France +201222,3,5772,2435,9109,9,4,14,FR,France +201221,3,3722,821,6623,6,1,11,FR,France +201220,3,2731,897,4565,4,1,7,FR,France +201219,3,3267,1317,5217,5,2,8,FR,France +201218,3,2328,569,4087,4,1,7,FR,France +201217,3,6982,2701,11263,11,4,18,FR,France +201216,3,11455,6874,16036,18,11,25,FR,France +201215,3,20437,13435,27439,32,21,43,FR,France +201214,3,36740,27799,45681,58,44,72,FR,France +201213,3,62917,50171,75663,99,79,119,FR,France +201212,3,84738,71566,97910,133,112,154,FR,France +201211,3,128945,113778,144112,203,179,227,FR,France +201210,3,174704,157337,192071,275,248,302,FR,France +201209,3,225648,206810,244486,355,325,385,FR,France +201208,3,287293,264901,309685,452,417,487,FR,France +201207,3,263557,242711,284403,415,382,448,FR,France +201206,3,175123,158942,191304,276,251,301,FR,France +201205,3,106110,92524,119696,167,146,188,FR,France +201204,3,67778,56784,78772,107,90,124,FR,France +201203,3,49440,40981,57899,78,65,91,FR,France +201202,3,40507,32652,48362,64,52,76,FR,France +201201,3,45104,35640,54568,71,56,86,FR,France +201152,3,36532,28367,44697,58,45,71,FR,France +201151,3,25835,19002,32668,41,30,52,FR,France +201150,3,24155,18145,30165,38,28,48,FR,France +201149,3,27209,20376,34042,43,32,54,FR,France +201148,3,32358,24451,40265,51,38,64,FR,France +201147,3,17627,11780,23474,28,19,37,FR,France +201146,3,22368,15730,29006,35,24,46,FR,France +201145,3,18104,11995,24213,29,19,39,FR,France +201144,3,14050,8471,19629,22,13,31,FR,France +201143,3,21522,14251,28793,34,22,46,FR,France +201142,3,16932,11363,22501,27,18,36,FR,France +201141,3,7486,4024,10948,12,7,17,FR,France +201140,3,14053,8659,19447,22,13,31,FR,France +201139,3,17021,11062,22980,27,18,36,FR,France +201138,3,14007,8465,19549,22,13,31,FR,France +201137,3,8365,4174,12556,13,6,20,FR,France +201136,3,4606,1714,7498,7,2,12,FR,France +201135,3,4178,1634,6722,7,3,11,FR,France +201134,3,3312,683,5941,5,1,9,FR,France +201133,3,2421,0,5277,4,0,9,FR,France +201132,3,2590,119,5061,4,0,8,FR,France +201131,3,2409,320,4498,4,1,7,FR,France +201130,3,3972,1395,6549,6,2,10,FR,France +201129,3,2265,717,3813,4,2,6,FR,France +201128,3,1977,255,3699,3,0,6,FR,France +201127,3,3524,551,6497,6,1,11,FR,France +201126,3,1155,0,2685,2,0,4,FR,France +201125,3,3791,1006,6576,6,2,10,FR,France +201124,3,3507,1149,5865,6,2,10,FR,France +201123,3,3406,1170,5642,5,1,9,FR,France +201122,3,3122,1125,5119,5,2,8,FR,France +201121,3,2694,769,4619,4,1,7,FR,France +201120,3,3951,1443,6459,6,2,10,FR,France +201119,3,5416,1995,8837,9,4,14,FR,France +201118,3,5306,1815,8797,8,2,14,FR,France +201117,3,2659,310,5008,4,0,8,FR,France +201116,3,5061,1988,8134,8,3,13,FR,France +201115,3,6557,3038,10076,10,4,16,FR,France +201114,3,7352,3784,10920,12,6,18,FR,France +201113,3,8749,5213,12285,14,8,20,FR,France +201112,3,12491,7845,17137,20,13,27,FR,France +201111,3,14619,10009,19229,23,16,30,FR,France +201110,3,33628,26073,41183,53,41,65,FR,France +201109,3,54522,46057,62987,86,73,99,FR,France +201108,3,78392,67885,88899,124,107,141,FR,France +201107,3,149219,134798,163640,236,213,259,FR,France +201106,3,216579,200236,232922,343,317,369,FR,France +201105,3,278192,260235,296149,440,412,468,FR,France +201104,3,278218,259626,296810,440,411,469,FR,France +201103,3,275882,257313,294451,437,408,466,FR,France +201102,3,308949,288320,329578,489,456,522,FR,France +201101,3,309933,288190,331676,490,456,524,FR,France +201052,3,228105,208046,248164,363,331,395,FR,France +201051,3,158957,142576,175338,253,227,279,FR,France +201050,3,104874,91639,118109,167,146,188,FR,France +201049,3,54971,46418,63524,88,74,102,FR,France +201048,3,36982,29304,44660,59,47,71,FR,France +201047,3,26598,20123,33073,42,32,52,FR,France +201046,3,15465,10915,20015,25,18,32,FR,France +201045,3,9040,5772,12308,14,9,19,FR,France +201044,3,15833,10255,21411,25,16,34,FR,France +201043,3,16002,11001,21003,25,17,33,FR,France +201042,3,18709,13376,24042,30,22,38,FR,France +201041,3,17352,12182,22522,28,20,36,FR,France +201040,3,18331,12824,23838,29,20,38,FR,France +201039,3,11978,7913,16043,19,13,25,FR,France +201038,3,8936,4906,12966,14,8,20,FR,France +201037,3,5318,2551,8085,8,4,12,FR,France +201036,3,4954,2058,7850,8,3,13,FR,France +201035,3,4279,1604,6954,7,3,11,FR,France +201034,3,4926,566,9286,8,1,15,FR,France +201033,3,2950,0,6507,5,0,11,FR,France +201032,3,671,0,1522,1,0,2,FR,France +201031,3,2732,509,4955,4,0,8,FR,France +201030,3,3989,1068,6910,6,1,11,FR,France +201029,3,4123,1531,6715,7,3,11,FR,France +201028,3,1209,0,2640,2,0,4,FR,France +201027,3,2494,433,4555,4,1,7,FR,France +201026,3,5808,2454,9162,9,4,14,FR,France +201025,3,8019,4395,11643,13,7,19,FR,France +201024,3,3584,1657,5511,6,3,9,FR,France +201023,3,4016,1905,6127,6,3,9,FR,France +201022,3,6251,3664,8838,10,6,14,FR,France +201021,3,3860,1636,6084,6,2,10,FR,France +201020,3,2470,442,4498,4,1,7,FR,France +201019,3,2273,636,3910,4,1,7,FR,France +201018,3,4095,1639,6551,7,3,11,FR,France +201017,3,2216,817,3615,4,2,6,FR,France +201016,3,3471,1085,5857,6,2,10,FR,France +201015,3,3990,1376,6604,6,2,10,FR,France +201014,3,6188,3191,9185,10,5,15,FR,France +201013,3,6705,3665,9745,11,6,16,FR,France +201012,3,6727,3582,9872,11,6,16,FR,France +201011,3,8692,5002,12382,14,8,20,FR,France +201010,3,8844,5465,12223,14,9,19,FR,France +201009,3,12081,7334,16828,19,11,27,FR,France +201008,3,15433,10422,20444,25,17,33,FR,France +201007,3,19690,11728,27652,31,18,44,FR,France +201006,3,27858,18883,36833,44,30,58,FR,France +201005,3,22197,17019,27375,35,27,43,FR,France +201004,3,33817,26151,41483,54,42,66,FR,France +201003,3,36236,27936,44536,58,45,71,FR,France +201002,3,40691,32891,48491,65,53,77,FR,France +201001,3,66574,56164,76984,106,89,123,FR,France +200953,3,96141,81818,110464,153,130,176,FR,France +200952,3,172872,153238,192506,275,244,306,FR,France +200951,3,247809,229140,266478,395,365,425,FR,France +200950,3,379424,355974,402874,604,567,641,FR,France +200949,3,473718,447756,499680,754,713,795,FR,France +200948,3,467551,441506,493596,744,703,785,FR,France +200947,3,378924,355752,402096,603,566,640,FR,France +200946,3,223847,203918,243776,356,324,388,FR,France +200945,3,147046,131155,162937,234,209,259,FR,France +200944,3,170231,151298,189164,271,241,301,FR,France +200943,3,131408,114883,147933,209,183,235,FR,France +200942,3,99387,84491,114283,158,134,182,FR,France +200941,3,100802,86381,115223,160,137,183,FR,France +200940,3,111587,97628,125546,178,156,200,FR,France +200939,3,121267,106153,136381,193,169,217,FR,France +200938,3,137924,121242,154606,220,193,247,FR,France +200937,3,101332,87522,115142,161,139,183,FR,France +200936,3,46024,36435,55613,73,58,88,FR,France +200935,3,31660,23669,39651,50,37,63,FR,France +200934,3,24985,17699,32271,40,28,52,FR,France +200933,3,24435,16308,32562,39,26,52,FR,France +200932,3,23151,14624,31678,37,23,51,FR,France +200931,3,30255,9818,50692,48,15,81,FR,France +200930,3,13868,7861,19875,22,12,32,FR,France +200929,3,10704,5314,16094,17,8,26,FR,France +200928,3,15516,273,30759,25,1,49,FR,France +200927,3,10354,2760,17948,16,4,28,FR,France +200926,3,9932,5257,14607,16,9,23,FR,France +200925,3,7619,4026,11212,12,6,18,FR,France +200924,3,7794,3409,12179,12,5,19,FR,France +200923,3,4342,1975,6709,7,3,11,FR,France +200922,3,6390,3020,9760,10,5,15,FR,France +200921,3,7118,3704,10532,11,6,16,FR,France +200920,3,9482,5804,13160,15,9,21,FR,France +200919,3,7538,4299,10777,12,7,17,FR,France +200918,3,9627,5121,14133,15,8,22,FR,France +200917,3,9537,5267,13807,15,8,22,FR,France +200916,3,14666,9218,20114,23,14,32,FR,France +200915,3,17533,12137,22929,28,19,37,FR,France +200914,3,26324,19150,33498,42,31,53,FR,France +200913,3,27737,20781,34693,44,33,55,FR,France +200912,3,38811,29935,47687,62,48,76,FR,France +200911,3,40410,30705,50115,64,49,79,FR,France +200910,3,53395,41943,64847,85,67,103,FR,France +200909,3,70558,57400,83716,112,91,133,FR,France +200908,3,109100,94840,123360,174,151,197,FR,France +200907,3,141531,125101,157961,225,199,251,FR,France +200906,3,276274,252759,299789,440,403,477,FR,France +200905,3,401868,375032,428704,640,597,683,FR,France +200904,3,545313,512892,577734,868,816,920,FR,France +200903,3,520957,487271,554643,829,775,883,FR,France +200902,3,287145,262869,311421,457,418,496,FR,France +200901,3,200349,180878,219820,319,288,350,FR,France +200852,3,198418,115769,281067,323,188,458,FR,France +200851,3,112588,96656,128520,184,158,210,FR,France +200850,3,51746,43319,60173,84,70,98,FR,France +200849,3,34950,27527,42373,57,45,69,FR,France +200848,3,25604,18563,32645,42,31,53,FR,France +200847,3,18706,10838,26574,30,17,43,FR,France +200846,3,10899,5461,16337,18,9,27,FR,France +200845,3,12472,7082,17862,20,11,29,FR,France +200844,3,9772,5661,13883,16,9,23,FR,France +200843,3,9345,5541,13149,15,9,21,FR,France +200842,3,9087,5572,12602,15,9,21,FR,France +200841,3,9925,5637,14213,16,9,23,FR,France +200840,3,7869,4535,11203,13,8,18,FR,France +200839,3,2195,506,3884,4,1,7,FR,France +200838,3,3679,1481,5877,6,2,10,FR,France +200837,3,2429,561,4297,4,1,7,FR,France +200836,3,2512,492,4532,4,1,7,FR,France +200835,3,1901,0,4869,3,0,8,FR,France +200834,3,2552,0,6509,4,0,10,FR,France +200833,3,7229,0,16106,12,0,26,FR,France +200832,3,4378,107,8649,7,0,14,FR,France +200831,3,3972,621,7323,6,1,11,FR,France +200830,3,3821,643,6999,6,1,11,FR,France +200829,3,2055,0,4225,3,0,7,FR,France +200828,3,3257,208,6306,5,0,10,FR,France +200827,3,2862,474,5250,5,1,9,FR,France +200826,3,897,0,2062,1,0,3,FR,France +200825,3,2006,360,3652,3,0,6,FR,France +200824,3,3217,823,5611,5,1,9,FR,France +200823,3,2906,1006,4806,5,2,8,FR,France +200822,3,1792,451,3133,3,1,5,FR,France +200821,3,3642,925,6359,6,2,10,FR,France +200820,3,6452,2790,10114,11,5,17,FR,France +200819,3,5173,1485,8861,8,2,14,FR,France +200818,3,5315,1770,8860,9,3,15,FR,France +200817,3,10150,5835,14465,17,10,24,FR,France +200816,3,11876,7054,16698,19,11,27,FR,France +200815,3,22871,16253,29489,37,26,48,FR,France +200814,3,45610,27907,63313,74,45,103,FR,France +200813,3,38600,29300,47900,63,48,78,FR,France +200812,3,53169,43299,63039,87,71,103,FR,France +200811,3,62014,50430,73598,101,82,120,FR,France +200810,3,90342,75729,104955,147,123,171,FR,France +200809,3,119696,104205,135187,195,170,220,FR,France +200808,3,198688,180749,216627,324,295,353,FR,France +200807,3,286498,264535,308461,467,431,503,FR,France +200806,3,377097,350714,403480,615,572,658,FR,France +200805,3,344050,320436,367664,561,523,599,FR,France +200804,3,290196,268193,312199,473,437,509,FR,France +200803,3,260268,233385,287151,424,380,468,FR,France +200802,3,160872,145311,176433,262,237,287,FR,France +200801,3,102562,88547,116577,167,144,190,FR,France +200752,3,86742,72295,101189,141,117,165,FR,France +200751,3,61954,51764,72144,101,84,118,FR,France +200750,3,45366,36923,53809,74,60,88,FR,France +200749,3,38351,26177,50525,63,43,83,FR,France +200748,3,48174,35418,60930,79,58,100,FR,France +200747,3,30716,23351,38081,50,38,62,FR,France +200746,3,18204,12267,24141,30,20,40,FR,France +200745,3,15521,10195,20847,25,16,34,FR,France +200744,3,13904,9072,18736,23,15,31,FR,France +200743,3,16212,10778,21646,26,17,35,FR,France +200742,3,20197,13955,26439,33,23,43,FR,France +200741,3,12987,8464,17510,21,14,28,FR,France +200740,3,13517,2983,24051,22,5,39,FR,France +200739,3,15985,7519,24451,26,12,40,FR,France +200738,3,4769,837,8701,8,2,14,FR,France +200737,3,1449,300,2598,2,0,4,FR,France +200736,3,1100,0,2424,2,0,4,FR,France +200735,3,1177,0,2872,2,0,5,FR,France +200734,3,3353,654,6052,5,1,9,FR,France +200733,3,4189,360,8018,7,1,13,FR,France +200732,3,132,0,688,0,0,1,FR,France +200731,3,1965,0,4461,3,0,7,FR,France +200730,3,2158,0,4583,4,0,8,FR,France +200729,3,3406,240,6572,6,1,11,FR,France +200728,3,1459,0,3467,2,0,5,FR,France +200727,3,1453,0,3382,2,0,5,FR,France +200726,3,157,0,513,0,0,1,FR,France +200725,3,3699,0,7778,6,0,13,FR,France +200724,3,2854,481,5227,5,1,9,FR,France +200723,3,5343,2164,8522,9,4,14,FR,France +200722,3,7689,4224,11154,13,7,19,FR,France +200721,3,4319,1659,6979,7,3,11,FR,France +200720,3,6400,2685,10115,10,4,16,FR,France +200719,3,3012,703,5321,5,1,9,FR,France +200718,3,2232,348,4116,4,1,7,FR,France +200717,3,4705,1736,7674,8,3,13,FR,France +200716,3,3817,1438,6196,6,2,10,FR,France +200715,3,4757,717,8797,8,1,15,FR,France +200714,3,11377,6957,15797,19,12,26,FR,France +200713,3,21271,13093,29449,35,22,48,FR,France +200712,3,25433,17717,33149,41,28,54,FR,France +200711,3,30764,23356,38172,50,38,62,FR,France +200710,3,49469,40368,58570,81,66,96,FR,France +200709,3,138901,117018,160784,226,190,262,FR,France +200708,3,316747,284988,348506,516,464,568,FR,France +200707,3,417698,386505,448891,681,630,732,FR,France +200706,3,500016,466668,533364,815,761,869,FR,France +200705,3,375457,346822,404092,612,565,659,FR,France +200704,3,209878,189332,230424,342,309,375,FR,France +200703,3,126161,110596,141726,206,181,231,FR,France +200702,3,82849,69493,96205,135,113,157,FR,France +200701,3,70842,58613,83071,115,95,135,FR,France +200652,3,78190,64191,92189,128,105,151,FR,France +200651,3,62734,50210,75258,103,82,124,FR,France +200650,3,35668,27280,44056,58,44,72,FR,France +200649,3,18773,13164,24382,31,22,40,FR,France +200648,3,16439,11225,21653,27,18,36,FR,France +200647,3,16104,9343,22865,26,15,37,FR,France +200646,3,14032,5590,22474,23,9,37,FR,France +200645,3,12285,7745,16825,20,13,27,FR,France +200644,3,8031,4172,11890,13,7,19,FR,France +200643,3,21157,12483,29831,35,21,49,FR,France +200642,3,16673,8249,25097,27,13,41,FR,France +200641,3,13920,9081,18759,23,15,31,FR,France +200640,3,11950,7132,16768,20,12,28,FR,France +200639,3,8945,4333,13557,15,7,23,FR,France +200638,3,2532,138,4926,4,0,8,FR,France +200637,3,1786,233,3339,3,0,6,FR,France +200636,3,1107,0,2346,2,0,4,FR,France +200635,3,2170,0,4760,4,0,8,FR,France +200634,3,1572,0,3756,3,0,7,FR,France +200633,3,0,0,0,0,0,0,FR,France +200632,3,0,0,0,0,0,0,FR,France +200631,3,1773,0,3892,3,0,6,FR,France +200630,3,665,0,1614,1,0,3,FR,France +200629,3,1339,0,3260,2,0,5,FR,France +200628,3,843,0,2245,1,0,3,FR,France +200627,3,1351,0,3031,2,0,5,FR,France +200626,3,4564,1506,7622,7,2,12,FR,France +200625,3,6259,2072,10446,10,3,17,FR,France +200624,3,4279,964,7594,7,2,12,FR,France +200623,3,4532,1489,7575,7,2,12,FR,France +200622,3,5807,2667,8947,10,5,15,FR,France +200621,3,4661,1761,7561,8,3,13,FR,France +200620,3,8859,4754,12964,15,8,22,FR,France +200619,3,5083,2011,8155,8,3,13,FR,France +200618,3,4454,1632,7276,7,2,12,FR,France +200617,3,17762,11802,23722,29,19,39,FR,France +200616,3,22096,15420,28772,36,25,47,FR,France +200615,3,26969,19631,34307,44,32,56,FR,France +200614,3,40321,31022,49620,66,51,81,FR,France +200613,3,77053,63531,90575,126,104,148,FR,France +200612,3,108004,93005,123003,177,152,202,FR,France +200611,3,122437,106388,138486,201,175,227,FR,France +200610,3,124749,109104,140394,204,178,230,FR,France +200609,3,164150,146099,182201,269,239,299,FR,France +200608,3,199088,178830,219346,326,293,359,FR,France +200607,3,243908,221071,266745,400,363,437,FR,France +200606,3,256758,235190,278326,421,386,456,FR,France +200605,3,184928,166901,202955,303,273,333,FR,France +200604,3,104620,90909,118331,171,149,193,FR,France +200603,3,66255,55727,76783,109,92,126,FR,France +200602,3,39211,31418,47004,64,51,77,FR,France +200601,3,34603,26269,42937,57,43,71,FR,France +200552,3,32132,24389,39875,53,40,66,FR,France +200551,3,40344,28397,52291,67,47,87,FR,France +200550,3,36880,28635,45125,61,47,75,FR,France +200549,3,27589,20576,34602,46,34,58,FR,France +200548,3,24860,17839,31881,41,29,53,FR,France +200547,3,26884,19810,33958,44,32,56,FR,France +200546,3,23967,17155,30779,40,29,51,FR,France +200545,3,14609,8709,20509,24,14,34,FR,France +200544,3,20481,13625,27337,34,23,45,FR,France +200543,3,18045,11916,24174,30,20,40,FR,France +200542,3,23653,15209,32097,39,25,53,FR,France +200541,3,26466,18270,34662,44,30,58,FR,France +200540,3,26647,18088,35206,44,30,58,FR,France +200539,3,23994,15381,32607,40,26,54,FR,France +200538,3,21881,13979,29783,36,23,49,FR,France +200537,3,10347,5384,15310,17,9,25,FR,France +200536,3,7082,2806,11358,12,5,19,FR,France +200535,3,2448,0,4987,4,0,8,FR,France +200534,3,5281,539,10023,9,1,17,FR,France +200533,3,2815,0,6252,5,0,11,FR,France +200532,3,1572,0,3690,3,0,6,FR,France +200531,3,3767,0,10955,6,0,18,FR,France +200530,3,2203,0,5072,4,0,9,FR,France +200529,3,3965,739,7191,7,2,12,FR,France +200528,3,1988,96,3880,3,0,6,FR,France +200527,3,2305,0,4713,4,0,8,FR,France +200526,3,4720,1385,8055,8,2,14,FR,France +200525,3,2354,0,4747,4,0,8,FR,France +200524,3,5892,2029,9755,10,4,16,FR,France +200523,3,5246,1722,8770,9,3,15,FR,France +200522,3,3935,1031,6839,6,1,11,FR,France +200521,3,4284,474,8094,7,1,13,FR,France +200520,3,7841,3611,12071,13,6,20,FR,France +200519,3,7638,3346,11930,13,6,20,FR,France +200518,3,2755,388,5122,5,1,9,FR,France +200517,3,7166,3530,10802,12,6,18,FR,France +200516,3,9741,5344,14138,16,9,23,FR,France +200515,3,14881,9018,20744,25,15,35,FR,France +200514,3,21988,14834,29142,36,24,48,FR,France +200513,3,42971,33053,52889,71,55,87,FR,France +200512,3,90040,75374,104706,149,125,173,FR,France +200511,3,183032,161407,204657,302,266,338,FR,France +200510,3,222526,199990,245062,367,330,404,FR,France +200509,3,251784,229464,274104,416,379,453,FR,France +200508,3,277423,254825,300021,458,421,495,FR,France +200507,3,459444,430026,488862,759,710,808,FR,France +200506,3,568610,536207,601013,939,885,993,FR,France +200505,3,568285,534912,601658,938,883,993,FR,France +200504,3,316856,292011,341701,523,482,564,FR,France +200503,3,154208,137061,171355,255,227,283,FR,France +200502,3,88853,75576,102130,147,125,169,FR,France +200501,3,55801,45339,66263,92,75,109,FR,France +200453,3,40695,31926,49464,68,53,83,FR,France +200452,3,32687,24316,41058,54,40,68,FR,France +200451,3,46209,36017,56401,77,60,94,FR,France +200450,3,42358,31865,52851,70,53,87,FR,France +200449,3,27092,17910,36274,45,30,60,FR,France +200448,3,30522,21236,39808,51,36,66,FR,France +200447,3,21148,13386,28910,35,22,48,FR,France +200446,3,13934,8335,19533,23,14,32,FR,France +200445,3,15658,9703,21613,26,16,36,FR,France +200444,3,23166,14852,31480,38,24,52,FR,France +200443,3,16780,10545,23015,28,18,38,FR,France +200442,3,20480,13909,27051,34,23,45,FR,France +200441,3,15852,9789,21915,26,16,36,FR,France +200440,3,25639,17291,33987,43,29,57,FR,France +200439,3,22680,13222,32138,38,22,54,FR,France +200438,3,17483,9417,25549,29,16,42,FR,France +200437,3,9103,4768,13438,15,8,22,FR,France +200436,3,7753,3596,11910,13,6,20,FR,France +200435,3,4408,775,8041,7,1,13,FR,France +200434,3,4501,610,8392,7,1,13,FR,France +200433,3,1697,0,4046,3,0,7,FR,France +200432,3,3496,0,8181,6,0,14,FR,France +200431,3,2949,20,5878,5,0,10,FR,France +200430,3,3557,642,6472,6,1,11,FR,France +200429,3,5164,1162,9166,9,2,16,FR,France +200428,3,6358,2224,10492,11,4,18,FR,France +200427,3,7486,3040,11932,12,5,19,FR,France +200426,3,7113,0,14709,12,0,25,FR,France +200425,3,3275,508,6042,5,0,10,FR,France +200424,3,6737,2394,11080,11,4,18,FR,France +200423,3,9792,807,18777,16,1,31,FR,France +200422,3,8077,3482,12672,13,5,21,FR,France +200421,3,8073,3588,12558,13,6,20,FR,France +200420,3,7885,3454,12316,13,6,20,FR,France +200419,3,7235,3101,11369,12,5,19,FR,France +200418,3,5108,1830,8386,8,3,13,FR,France +200417,3,3647,523,6771,6,1,11,FR,France +200416,3,5265,1359,9171,9,3,15,FR,France +200415,3,8272,3655,12889,14,6,22,FR,France +200414,3,15657,8888,22426,26,15,37,FR,France +200413,3,8316,4067,12565,14,7,21,FR,France +200412,3,12482,6899,18065,21,12,30,FR,France +200411,3,13964,7879,20049,23,13,33,FR,France +200410,3,22531,14164,30898,37,23,51,FR,France +200409,3,12618,7283,17953,21,12,30,FR,France +200408,3,17738,11055,24421,29,18,40,FR,France +200407,3,25484,17228,33740,42,28,56,FR,France +200406,3,27452,19505,35399,46,33,59,FR,France +200405,3,35110,25869,44351,58,43,73,FR,France +200404,3,44571,35266,53876,74,59,89,FR,France +200403,3,60482,50389,70575,100,83,117,FR,France +200402,3,95234,81407,109061,158,135,181,FR,France +200401,3,109116,84565,133667,181,140,222,FR,France +200352,3,72239,5520,138958,121,10,232,FR,France +200351,3,445464,389214,501714,744,650,838,FR,France +200350,3,522427,491781,553073,873,822,924,FR,France +200349,3,555492,524706,586278,928,877,979,FR,France +200348,3,514668,485364,543972,860,811,909,FR,France +200347,3,332927,305972,359882,556,511,601,FR,France +200346,3,146101,126840,165362,244,212,276,FR,France +200345,3,95565,80900,110230,160,135,185,FR,France +200344,3,54703,43193,66213,91,72,110,FR,France +200343,3,45834,36611,55057,77,62,92,FR,France +200342,3,39010,28885,49135,65,48,82,FR,France +200341,3,29579,21478,37680,49,35,63,FR,France +200340,3,30862,19484,42240,52,33,71,FR,France +200339,3,26592,18927,34257,44,31,57,FR,France +200338,3,14811,8777,20845,25,15,35,FR,France +200337,3,14735,7495,21975,25,13,37,FR,France +200336,3,10951,3732,18170,18,6,30,FR,France +200335,3,1504,0,3349,3,0,6,FR,France +200334,3,2194,0,4889,4,0,9,FR,France +200333,3,1504,0,3921,3,0,7,FR,France +200332,3,1619,0,4072,3,0,7,FR,France +200331,3,5164,0,10601,9,0,18,FR,France +200330,3,3183,28,6338,5,0,10,FR,France +200329,3,6801,450,13152,11,0,22,FR,France +200328,3,3975,609,7341,7,1,13,FR,France +200327,3,2293,0,4605,4,0,8,FR,France +200326,3,5333,2138,8528,9,4,14,FR,France +200325,3,2602,0,5228,4,0,8,FR,France +200324,3,8429,0,19483,14,0,32,FR,France +200323,3,4821,1479,8163,8,2,14,FR,France +200322,3,2573,158,4988,4,0,8,FR,France +200321,3,5563,2465,8661,9,4,14,FR,France +200320,3,7554,3748,11360,13,7,19,FR,France +200319,3,8325,3777,12873,14,6,22,FR,France +200318,3,12268,6392,18144,20,10,30,FR,France +200317,3,46253,36234,56272,77,60,94,FR,France +200316,3,50759,39835,61683,85,67,103,FR,France +200315,3,69269,55778,82760,116,93,139,FR,France +200314,3,70084,55374,84794,117,92,142,FR,France +200313,3,70335,56370,84300,118,95,141,FR,France +200312,3,88582,73568,103596,148,123,173,FR,France +200311,3,99729,83353,116105,167,140,194,FR,France +200310,3,121516,104361,138671,203,174,232,FR,France +200309,3,177255,151800,202710,296,253,339,FR,France +200308,3,222638,194269,251007,372,325,419,FR,France +200307,3,237104,207851,266357,396,347,445,FR,France +200306,3,206955,177973,235937,346,298,394,FR,France +200305,3,151864,125877,177851,254,211,297,FR,France +200304,3,95356,76211,114501,159,127,191,FR,France +200303,3,50983,38264,63702,85,64,106,FR,France +200302,3,31447,21706,41188,53,37,69,FR,France +200301,3,31228,19202,43254,52,32,72,FR,France +200252,3,47016,33692,60340,79,57,101,FR,France +200251,3,47629,36912,58346,80,62,98,FR,France +200250,3,35221,26217,44225,59,44,74,FR,France +200249,3,24656,16900,32412,41,28,54,FR,France +200248,3,19799,12868,26730,33,21,45,FR,France +200247,3,16449,9214,23684,28,16,40,FR,France +200246,3,12753,5779,19727,21,9,33,FR,France +200245,3,19304,8475,30133,32,14,50,FR,France +200244,3,18082,10671,25493,30,18,42,FR,France +200243,3,14326,7548,21104,24,13,35,FR,France +200242,3,13774,7800,19748,23,13,33,FR,France +200241,3,11036,5650,16422,19,10,28,FR,France +200240,3,8137,3375,12899,14,6,22,FR,France +200239,3,15989,9892,22086,27,17,37,FR,France +200238,3,7067,3299,10835,12,6,18,FR,France +200237,3,12409,4981,19837,21,9,33,FR,France +200236,3,1679,0,4072,3,0,7,FR,France +200235,3,2126,0,6301,4,0,11,FR,France +200234,3,2843,0,7483,5,0,13,FR,France +200233,3,2670,0,5462,4,0,9,FR,France +200232,3,1087,0,3003,2,0,5,FR,France +200231,3,5455,399,10511,9,1,17,FR,France +200230,3,3601,0,7836,6,0,13,FR,France +200229,3,5576,379,10773,9,0,18,FR,France +200228,3,6602,0,14289,11,0,24,FR,France +200227,3,1882,0,6151,3,0,10,FR,France +200226,3,4523,0,12320,8,0,21,FR,France +200225,3,4765,1076,8454,8,2,14,FR,France +200224,3,12063,7174,16952,20,12,28,FR,France +200223,3,15468,9806,21130,26,16,36,FR,France +200222,3,4854,1696,8012,8,3,13,FR,France +200221,3,5901,2212,9590,10,4,16,FR,France +200220,3,3803,1215,6391,6,2,10,FR,France +200219,3,6139,2598,9680,10,4,16,FR,France +200218,3,6083,2646,9520,10,4,16,FR,France +200217,3,7223,2678,11768,12,4,20,FR,France +200216,3,17762,9887,25637,30,17,43,FR,France +200215,3,21654,13662,29646,36,23,49,FR,France +200214,3,23877,15709,32045,40,26,54,FR,France +200213,3,27497,16289,38705,46,27,65,FR,France +200212,3,33510,20938,46082,56,35,77,FR,France +200211,3,40426,29171,51681,68,49,87,FR,France +200210,3,42915,24537,61293,72,41,103,FR,France +200209,3,63735,48368,79102,107,81,133,FR,France +200208,3,117204,95548,138860,197,161,233,FR,France +200207,3,170251,137065,203437,286,230,342,FR,France +200206,3,325084,296111,354057,546,497,595,FR,France +200205,3,456186,422559,489813,767,710,824,FR,France +200204,3,504715,470859,538571,848,791,905,FR,France +200203,3,383720,353019,414421,645,593,697,FR,France +200202,3,244028,217752,270304,410,366,454,FR,France +200201,3,115422,95696,135148,194,161,227,FR,France +200152,3,57999,43225,72773,98,73,123,FR,France +200151,3,45961,36017,55905,78,61,95,FR,France +200150,3,31309,22878,39740,53,39,67,FR,France +200149,3,34792,23268,46316,59,40,78,FR,France +200148,3,43283,20164,66402,73,34,112,FR,France +200147,3,27455,20021,34889,46,33,59,FR,France +200146,3,21127,14294,27960,36,24,48,FR,France +200145,3,20766,13979,27553,35,24,46,FR,France +200144,3,11410,6593,16227,19,11,27,FR,France +200143,3,23311,15652,30970,39,26,52,FR,France +200142,3,18963,11652,26274,32,20,44,FR,France +200141,3,20241,14032,26450,34,24,44,FR,France +200140,3,18113,9971,26255,31,17,45,FR,France +200139,3,25407,7785,43029,43,13,73,FR,France +200138,3,9736,4985,14487,16,8,24,FR,France +200137,3,8025,3527,12523,14,6,22,FR,France +200136,3,4663,654,8672,8,1,15,FR,France +200135,3,4399,0,9810,7,0,16,FR,France +200134,3,2990,0,6419,5,0,11,FR,France +200133,3,0,0,0,0,0,0,FR,France +200132,3,0,0,0,0,0,0,FR,France +200131,3,18999,4286,33712,32,7,57,FR,France +200130,3,2144,0,5670,4,0,10,FR,France +200129,3,2408,0,5215,4,0,9,FR,France +200128,3,3555,553,6557,6,1,11,FR,France +200127,3,4739,1122,8356,8,2,14,FR,France +200126,3,3335,466,6204,6,1,11,FR,France +200125,3,2643,527,4759,4,0,8,FR,France +200124,3,4784,2158,7410,8,4,12,FR,France +200123,3,6299,3161,9437,11,6,16,FR,France +200122,3,4544,2006,7082,8,4,12,FR,France +200121,3,8925,4094,13756,15,7,23,FR,France +200120,3,15269,8883,21655,26,15,37,FR,France +200119,3,17369,10575,24163,29,18,40,FR,France +200118,3,21043,14262,27824,36,25,47,FR,France +200117,3,25787,19109,32465,44,33,55,FR,France +200116,3,24025,16833,31217,41,29,53,FR,France +200115,3,24188,17340,31036,41,29,53,FR,France +200114,3,40429,31774,49084,68,53,83,FR,France +200113,3,48644,39517,57771,82,67,97,FR,France +200112,3,45411,35780,55042,77,61,93,FR,France +200111,3,49809,40534,59084,84,68,100,FR,France +200110,3,46649,37240,56058,79,63,95,FR,France +200109,3,58623,47346,69900,99,80,118,FR,France +200108,3,77423,63237,91609,131,107,155,FR,France +200107,3,126970,107898,146042,215,183,247,FR,France +200106,3,225969,198142,253796,382,335,429,FR,France +200105,3,278674,249486,307862,471,422,520,FR,France +200104,3,209193,189129,229257,354,320,388,FR,France +200103,3,139823,124243,155403,236,210,262,FR,France +200102,3,105356,92392,118320,178,156,200,FR,France +200101,3,98930,84599,113261,167,143,191,FR,France +200052,3,143525,124203,162847,244,211,277,FR,France +200051,3,125224,108719,141729,213,185,241,FR,France +200050,3,99177,84857,113497,169,145,193,FR,France +200049,3,74170,54196,94144,126,92,160,FR,France +200048,3,43642,34064,53220,74,58,90,FR,France +200047,3,64848,11322,118374,110,19,201,FR,France +200046,3,20598,14053,27143,35,24,46,FR,France +200045,3,25375,17229,33521,43,29,57,FR,France +200044,3,16330,9762,22898,28,17,39,FR,France +200043,3,36951,27693,46209,63,47,79,FR,France +200042,3,41200,30772,51628,70,52,88,FR,France +200041,3,40022,30939,49105,68,53,83,FR,France +200040,3,27237,19986,34488,46,34,58,FR,France +200039,3,19338,12649,26027,33,22,44,FR,France +200038,3,7417,3193,11641,13,6,20,FR,France +200037,3,2243,0,4722,4,0,8,FR,France +200036,3,2990,0,6416,5,0,11,FR,France +200035,3,5590,0,12003,10,0,21,FR,France +200034,3,5188,0,12418,9,0,21,FR,France +200033,3,1690,0,3859,3,0,7,FR,France +200032,3,1405,0,4239,2,0,7,FR,France +200031,3,2159,0,4744,4,0,8,FR,France +200030,3,218,0,783,0,0,1,FR,France +200029,3,1532,0,3751,3,0,7,FR,France +200028,3,1071,0,2881,2,0,5,FR,France +200027,3,2427,150,4704,4,0,8,FR,France +200026,3,1997,0,4996,3,0,8,FR,France +200025,3,4239,221,8257,7,0,14,FR,France +200024,3,5411,1122,9700,9,2,16,FR,France +200023,3,8757,4101,13413,15,7,23,FR,France +200022,3,4966,1694,8238,8,2,14,FR,France +200021,3,4271,1389,7153,7,2,12,FR,France +200020,3,4520,1478,7562,8,3,13,FR,France +200019,3,13867,8548,19186,24,15,33,FR,France +200018,3,5386,2261,8511,9,4,14,FR,France +200017,3,7018,1581,12455,12,3,21,FR,France +200016,3,5328,1433,9223,9,2,16,FR,France +200015,3,12020,6436,17604,20,11,29,FR,France +200014,3,10942,5691,16193,19,10,28,FR,France +200013,3,8572,3443,13701,15,6,24,FR,France +200012,3,7081,3097,11065,12,5,19,FR,France +200011,3,12172,7447,16897,21,13,29,FR,France +200010,3,9091,5450,12732,15,9,21,FR,France +200009,3,14631,9200,20062,25,16,34,FR,France +200008,3,23647,17172,30122,40,29,51,FR,France +200007,3,59173,48440,69906,101,83,119,FR,France +200006,3,146517,129961,163073,249,221,277,FR,France +200005,3,261687,239983,283391,445,408,482,FR,France +200004,3,374822,349785,399859,637,594,680,FR,France +200003,3,484233,456706,511760,824,777,871,FR,France +200002,3,521069,492185,549953,886,837,935,FR,France +200001,3,541945,511326,572564,922,870,974,FR,France +199952,3,387655,360652,414658,663,617,709,FR,France +199951,3,272075,250906,293244,465,429,501,FR,France +199950,3,181113,164571,197655,310,282,338,FR,France +199949,3,112328,99058,125598,192,169,215,FR,France +199948,3,58710,48651,68769,100,83,117,FR,France +199947,3,35912,23462,48362,61,40,82,FR,France +199946,3,8601,1503,15699,15,3,27,FR,France +199945,3,17781,10817,24745,30,18,42,FR,France +199944,3,18238,12870,23606,31,22,40,FR,France +199943,3,18135,12601,23669,31,22,40,FR,France +199942,3,19183,13258,25108,33,23,43,FR,France +199941,3,25171,18689,31653,43,32,54,FR,France +199940,3,24185,16184,32186,41,27,55,FR,France +199939,3,28553,20776,36330,49,36,62,FR,France +199938,3,12430,7759,17101,21,13,29,FR,France +199937,3,7543,4283,10803,13,7,19,FR,France +199936,3,8191,2827,13555,14,5,23,FR,France +199935,3,3334,1188,5480,6,2,10,FR,France +199934,3,7600,0,27730,13,0,47,FR,France +199933,3,9757,354,19160,17,1,33,FR,France +199932,3,7149,0,15077,12,0,26,FR,France +199931,3,2640,0,5463,5,0,10,FR,France +199930,3,1478,0,3153,3,0,6,FR,France +199929,3,3983,498,7468,7,1,13,FR,France +199928,3,3731,712,6750,6,1,11,FR,France +199927,3,5004,1597,8411,9,3,15,FR,France +199926,3,3459,699,6219,6,1,11,FR,France +199925,3,5302,2057,8547,9,3,15,FR,France +199924,3,4327,1646,7008,7,2,12,FR,France +199923,3,5370,2374,8366,9,4,14,FR,France +199922,3,4404,1643,7165,8,3,13,FR,France +199921,3,4180,1485,6875,7,2,12,FR,France +199920,3,6073,2775,9371,10,4,16,FR,France +199919,3,6241,3220,9262,11,6,16,FR,France +199918,3,3057,678,5436,5,1,9,FR,France +199917,3,2904,701,5107,5,1,9,FR,France +199916,3,7539,3360,11718,13,6,20,FR,France +199915,3,11535,6814,16256,20,12,28,FR,France +199914,3,18730,13131,24329,32,22,42,FR,France +199913,3,38453,29560,47346,66,51,81,FR,France +199912,3,58090,48072,68108,99,82,116,FR,France +199911,3,91329,78686,103972,156,134,178,FR,France +199910,3,147976,131058,164894,253,224,282,FR,France +199909,3,207450,188710,226190,355,323,387,FR,France +199908,3,313293,292280,334306,536,500,572,FR,France +199907,3,524136,496702,551570,896,849,943,FR,France +199906,3,493908,466605,521211,844,797,891,FR,France +199905,3,476884,449696,504072,815,769,861,FR,France +199904,3,368514,345131,391897,630,590,670,FR,France +199903,3,242388,224208,260568,414,383,445,FR,France +199902,3,160657,145209,176105,275,249,301,FR,France +199901,3,130133,115125,145141,222,196,248,FR,France +199853,3,107611,92301,122921,185,159,211,FR,France +199852,3,72373,61032,83714,124,105,143,FR,France +199851,3,78179,67156,89202,134,115,153,FR,France +199850,3,54775,45478,64072,94,78,110,FR,France +199849,3,33385,26332,40438,57,45,69,FR,France +199848,3,22636,16668,28604,39,29,49,FR,France +199847,3,14505,9746,19264,25,17,33,FR,France +199846,3,13804,9049,18559,24,16,32,FR,France +199845,3,13021,8113,17929,22,14,30,FR,France +199844,3,12631,7410,17852,22,13,31,FR,France +199843,3,12180,7125,17235,21,12,30,FR,France +199842,3,18885,12726,25044,32,21,43,FR,France +199841,3,24196,17506,30886,42,31,53,FR,France +199840,3,20235,14114,26356,35,25,45,FR,France +199839,3,17075,11538,22612,29,20,38,FR,France +199838,3,10837,6336,15338,19,11,27,FR,France +199837,3,6968,3227,10709,12,6,18,FR,France +199836,3,3033,580,5486,5,1,9,FR,France +199835,3,2491,0,5022,4,0,8,FR,France +199834,3,3853,589,7117,7,1,13,FR,France +199833,3,2934,0,6598,5,0,11,FR,France +199832,3,1308,0,2894,2,0,5,FR,France +199831,3,12147,0,29237,21,0,50,FR,France +199830,3,5309,1628,8990,9,3,15,FR,France +199829,3,6486,2465,10507,11,4,18,FR,France +199828,3,9577,4464,14690,16,7,25,FR,France +199827,3,12358,7158,17558,21,12,30,FR,France +199826,3,10415,6547,14283,18,11,25,FR,France +199825,3,18246,13050,23442,31,22,40,FR,France +199824,3,16263,11126,21400,28,19,37,FR,France +199823,3,8553,4911,12195,15,9,21,FR,France +199822,3,5181,2669,7693,9,5,13,FR,France +199821,3,4751,2416,7086,8,4,12,FR,France +199820,3,12129,8099,16159,21,14,28,FR,France +199819,3,24118,17906,30330,41,30,52,FR,France +199818,3,31612,24512,38712,54,42,66,FR,France +199817,3,61148,51894,70402,105,89,121,FR,France +199816,3,123195,109878,136512,211,188,234,FR,France +199815,3,171603,156715,186491,294,268,320,FR,France +199814,3,319092,298398,339786,547,512,582,FR,France +199813,3,298212,278513,317911,512,478,546,FR,France +199812,3,263585,246356,280814,452,422,482,FR,France +199811,3,220578,204894,236262,378,351,405,FR,France +199810,3,202354,186304,218404,347,319,375,FR,France +199809,3,227553,209970,245136,390,360,420,FR,France +199808,3,271362,252005,290719,465,432,498,FR,France +199807,3,190187,173694,206680,326,298,354,FR,France +199806,3,88217,76829,99605,151,131,171,FR,France +199805,3,45180,36970,53390,77,63,91,FR,France +199804,3,30005,23272,36738,51,39,63,FR,France +199803,3,23900,18221,29579,41,31,51,FR,France +199802,3,31143,23994,38292,53,41,65,FR,France +199801,3,24809,17786,31832,43,31,55,FR,France +199752,3,29039,21984,36094,50,38,62,FR,France +199751,3,34924,27737,42111,60,48,72,FR,France +199750,3,33527,26388,40666,58,46,70,FR,France +199749,3,15978,11147,20809,27,19,35,FR,France +199748,3,11507,7744,15270,20,14,26,FR,France +199747,3,11059,7151,14967,19,12,26,FR,France +199746,3,8073,4613,11533,14,8,20,FR,France +199745,3,18202,13113,23291,31,22,40,FR,France +199744,3,19770,14405,25135,34,25,43,FR,France +199743,3,16707,11945,21469,29,21,37,FR,France +199742,3,15340,10351,20329,26,17,35,FR,France +199741,3,16933,11941,21925,29,20,38,FR,France +199740,3,13292,8709,17875,23,15,31,FR,France +199739,3,10189,6279,14099,18,11,25,FR,France +199738,3,3231,1061,5401,6,2,10,FR,France +199737,3,4542,1949,7135,8,4,12,FR,France +199736,3,5131,2205,8057,9,4,14,FR,France +199735,3,1842,0,3740,3,0,6,FR,France +199734,3,3226,0,6717,6,0,12,FR,France +199733,3,1799,0,4368,3,0,7,FR,France +199732,3,2086,0,4411,4,0,8,FR,France +199731,3,1386,0,3332,2,0,5,FR,France +199730,3,2116,0,4919,4,0,9,FR,France +199729,3,1973,0,4347,3,0,7,FR,France +199728,3,1560,216,2904,3,1,5,FR,France +199727,3,2540,754,4326,4,1,7,FR,France +199726,3,5582,2699,8465,10,5,15,FR,France +199725,3,4012,1090,6934,7,2,12,FR,France +199724,3,4696,1824,7568,8,3,13,FR,France +199723,3,4709,2136,7282,8,4,12,FR,France +199722,3,2283,665,3901,4,1,7,FR,France +199721,3,2108,664,3552,4,2,6,FR,France +199720,3,3257,1519,4995,6,3,9,FR,France +199719,3,4646,2436,6856,8,4,12,FR,France +199718,3,5246,2764,7728,9,5,13,FR,France +199717,3,14236,9906,18566,24,17,31,FR,France +199716,3,12169,8111,16227,21,14,28,FR,France +199715,3,9516,6192,12840,16,10,22,FR,France +199714,3,13602,9659,17545,23,16,30,FR,France +199713,3,18032,13345,22719,31,23,39,FR,France +199712,3,17199,12707,21691,30,22,38,FR,France +199711,3,19988,15419,24557,34,26,42,FR,France +199710,3,21903,17338,26468,38,30,46,FR,France +199709,3,29860,24261,35459,51,41,61,FR,France +199708,3,55445,47857,63033,95,82,108,FR,France +199707,3,70876,62518,79234,122,108,136,FR,France +199706,3,76906,68152,85660,132,117,147,FR,France +199705,3,95900,86095,105705,165,148,182,FR,France +199704,3,96896,87079,106713,167,150,184,FR,France +199703,3,143844,131917,155771,248,227,269,FR,France +199702,3,211578,197395,225761,364,340,388,FR,France +199701,3,280440,263783,297097,483,454,512,FR,France +199652,3,388201,369211,407191,670,637,703,FR,France +199651,3,640627,617388,663866,1106,1066,1146,FR,France +199650,3,535205,514568,555842,924,888,960,FR,France +199649,3,411498,393335,429661,710,679,741,FR,France +199648,3,195568,182563,208573,338,316,360,FR,France +199647,3,71980,63619,80341,124,110,138,FR,France +199646,3,32138,26358,37918,55,45,65,FR,France +199645,3,25551,20136,30966,44,35,53,FR,France +199644,3,10753,7230,14276,19,13,25,FR,France +199643,3,12971,9311,16631,22,16,28,FR,France +199642,3,11929,8472,15386,21,15,27,FR,France +199641,3,9918,6674,13162,17,11,23,FR,France +199640,3,10765,7067,14463,19,13,25,FR,France +199639,3,8377,5183,11571,14,8,20,FR,France +199638,3,9470,5965,12975,16,10,22,FR,France +199637,3,2925,829,5021,5,1,9,FR,France +199636,3,1122,23,2221,2,0,4,FR,France +199635,3,1674,93,3255,3,0,6,FR,France +199634,3,1273,122,2424,2,0,4,FR,France +199633,3,540,0,1246,1,0,2,FR,France +199632,3,1453,176,2730,3,1,5,FR,France +199631,3,3010,752,5268,5,1,9,FR,France +199630,3,2992,706,5278,5,1,9,FR,France +199629,3,1559,144,2974,3,1,5,FR,France +199628,3,3109,541,5677,5,1,9,FR,France +199627,3,4456,1595,7317,8,3,13,FR,France +199626,3,2871,1138,4604,5,2,8,FR,France +199625,3,2308,856,3760,4,1,7,FR,France +199624,3,2490,1067,3913,4,2,6,FR,France +199623,3,2819,1262,4376,5,2,8,FR,France +199622,3,4005,1984,6026,7,4,10,FR,France +199621,3,7042,4291,9793,12,7,17,FR,France +199620,3,10619,7365,13873,18,12,24,FR,France +199619,3,11898,8065,15731,21,14,28,FR,France +199618,3,18338,13352,23324,32,23,41,FR,France +199617,3,24954,19100,30808,43,33,53,FR,France +199616,3,29313,23868,34758,51,42,60,FR,France +199615,3,51703,43644,59762,89,75,103,FR,France +199614,3,44414,36774,52054,77,64,90,FR,France +199613,3,30622,25062,36182,53,43,63,FR,France +199612,3,31818,25852,37784,55,45,65,FR,France +199611,3,24427,19499,29355,42,33,51,FR,France +199610,3,20910,16198,25622,36,28,44,FR,France +199609,3,19594,15228,23960,34,26,42,FR,France +199608,3,19046,14850,23242,33,26,40,FR,France +199607,3,23041,18338,27744,40,32,48,FR,France +199606,3,21810,17153,26467,38,30,46,FR,France +199605,3,25275,20410,30140,44,36,52,FR,France +199604,3,43359,36948,49770,75,64,86,FR,France +199603,3,54691,48016,61366,94,82,106,FR,France +199602,3,105606,96106,115106,182,166,198,FR,France +199601,3,223830,209274,238386,386,361,411,FR,France +199552,3,397122,378252,415992,688,655,721,FR,France +199551,3,749988,725434,774542,1299,1256,1342,FR,France +199550,3,604926,583100,626752,1047,1009,1085,FR,France +199549,3,375500,358200,392800,650,620,680,FR,France +199548,3,206446,193457,219435,357,335,379,FR,France +199547,3,120472,110526,130418,209,192,226,FR,France +199546,3,62380,55042,69718,108,95,121,FR,France +199545,3,29791,24523,35059,52,43,61,FR,France +199544,3,13168,9820,16516,23,17,29,FR,France +199543,3,16188,12389,19987,28,21,35,FR,France +199542,3,15178,11387,18969,26,19,33,FR,France +199541,3,14980,10851,19109,26,19,33,FR,France +199540,3,16245,11610,20880,28,20,36,FR,France +199539,3,18499,13844,23154,32,24,40,FR,France +199538,3,13123,9410,16836,23,17,29,FR,France +199537,3,4895,2666,7124,8,4,12,FR,France +199536,3,3659,1574,5744,6,2,10,FR,France +199535,3,2496,644,4348,4,1,7,FR,France +199534,3,1887,214,3560,3,0,6,FR,France +199533,3,905,0,2007,2,0,4,FR,France +199532,3,700,0,1699,1,0,3,FR,France +199531,3,1946,92,3800,3,0,6,FR,France +199530,3,1898,46,3750,3,0,6,FR,France +199529,3,2148,687,3609,4,1,7,FR,France +199528,3,3312,1430,5194,6,3,9,FR,France +199527,3,4853,2683,7023,8,4,12,FR,France +199526,3,4986,2911,7061,9,5,13,FR,France +199525,3,4571,2520,6622,8,4,12,FR,France +199524,3,8058,5054,11062,14,9,19,FR,France +199523,3,13820,9801,17839,24,17,31,FR,France +199522,3,14124,9999,18249,24,17,31,FR,France +199521,3,11931,8655,15207,21,15,27,FR,France +199520,3,18846,14311,23381,33,25,41,FR,France +199519,3,26261,21488,31034,45,37,53,FR,France +199518,3,39231,33258,45204,68,58,78,FR,France +199517,3,88640,79343,97937,153,137,169,FR,France +199516,3,140488,129439,151537,243,224,262,FR,France +199515,3,181007,169110,192904,313,292,334,FR,France +199514,3,248704,235144,262264,431,408,454,FR,France +199513,3,209839,197191,222487,363,341,385,FR,France +199512,3,122434,112497,132371,212,195,229,FR,France +199511,3,81730,73346,90114,142,127,157,FR,France +199510,3,49387,42703,56071,86,74,98,FR,France +199509,3,39696,33259,46133,69,58,80,FR,France +199508,3,38008,32225,43791,66,56,76,FR,France +199507,3,30550,25479,35621,53,44,62,FR,France +199506,3,37351,32007,42695,65,56,74,FR,France +199505,3,27876,23218,32534,48,40,56,FR,France +199504,3,27643,22818,32468,48,40,56,FR,France +199503,3,24844,20391,29297,43,35,51,FR,France +199502,3,23480,19249,27711,41,34,48,FR,France +199501,3,26556,21916,31196,46,38,54,FR,France +199452,3,22036,17495,26577,38,30,46,FR,France +199451,3,26912,21750,32074,47,38,56,FR,France +199450,3,28831,23470,34192,50,41,59,FR,France +199449,3,21161,16559,25763,37,29,45,FR,France +199448,3,18487,14456,22518,32,25,39,FR,France +199447,3,15206,11578,18834,26,20,32,FR,France +199446,3,14252,10525,17979,25,19,31,FR,France +199445,3,12152,8448,15856,21,15,27,FR,France +199444,3,11307,7688,14926,20,14,26,FR,France +199443,3,11254,8002,14506,20,14,26,FR,France +199442,3,14406,10653,18159,25,18,32,FR,France +199441,3,14073,10341,17805,24,18,30,FR,France +199440,3,15962,11850,20074,28,21,35,FR,France +199439,3,15878,11643,20113,28,21,35,FR,France +199438,3,15366,11100,19632,27,20,34,FR,France +199437,3,5949,3561,8337,10,6,14,FR,France +199436,3,2806,1133,4479,5,2,8,FR,France +199435,3,4556,2358,6754,8,4,12,FR,France +199434,3,3459,1444,5474,6,2,10,FR,France +199433,3,4272,977,7567,7,1,13,FR,France +199432,3,4786,1613,7959,8,2,14,FR,France +199431,3,5027,1580,8474,9,3,15,FR,France +199430,3,2100,520,3680,4,1,7,FR,France +199429,3,1188,0,2384,2,0,4,FR,France +199428,3,1581,316,2846,3,1,5,FR,France +199427,3,713,0,1459,1,0,2,FR,France +199426,3,990,80,1900,2,0,4,FR,France +199425,3,5431,3222,7640,9,5,13,FR,France +199424,3,6288,3723,8853,11,7,15,FR,France +199423,3,6440,1052,11828,11,2,20,FR,France +199422,3,845,0,2449,1,0,4,FR,France +199421,3,2197,395,3999,4,1,7,FR,France +199420,3,2217,852,3582,4,2,6,FR,France +199419,3,1483,406,2560,3,1,5,FR,France +199418,3,3705,1940,5470,6,3,9,FR,France +199417,3,2288,1064,3512,4,2,6,FR,France +199416,3,5156,3176,7136,9,6,12,FR,France +199415,3,6952,4678,9226,12,8,16,FR,France +199414,3,4671,2784,6558,8,5,11,FR,France +199413,3,3343,1641,5045,6,3,9,FR,France +199412,3,4305,2412,6198,7,4,10,FR,France +199411,3,5399,3327,7471,9,5,13,FR,France +199410,3,4548,2529,6567,8,4,12,FR,France +199409,3,5635,3251,8019,10,6,14,FR,France +199408,3,9539,6652,12426,17,12,22,FR,France +199407,3,14639,11188,18090,25,19,31,FR,France +199406,3,17308,13395,21221,30,23,37,FR,France +199405,3,18489,14290,22688,32,25,39,FR,France +199404,3,23712,19048,28376,41,33,49,FR,France +199403,3,29882,24817,34947,52,43,61,FR,France +199402,3,47402,41415,53389,82,72,92,FR,France +199401,3,118119,108182,128056,205,188,222,FR,France +199352,3,233137,218608,247666,406,381,431,FR,France +199351,3,377472,359792,395152,658,627,689,FR,France +199350,3,627639,607097,648181,1094,1058,1130,FR,France +199349,3,898045,873419,922671,1565,1522,1608,FR,France +199348,3,527582,507752,547412,920,885,955,FR,France +199347,3,241371,226769,255973,421,396,446,FR,France +199346,3,76034,68003,84065,133,119,147,FR,France +199345,3,32289,27022,37556,56,47,65,FR,France +199344,3,17832,14015,21649,31,24,38,FR,France +199343,3,15098,11333,18863,26,19,33,FR,France +199342,3,19187,14893,23481,33,26,40,FR,France +199341,3,18285,14384,22186,32,25,39,FR,France +199340,3,13805,10348,17262,24,18,30,FR,France +199339,3,14783,11173,18393,26,20,32,FR,France +199338,3,10492,7329,13655,18,12,24,FR,France +199337,3,7023,4503,9543,12,8,16,FR,France +199336,3,4361,2445,6277,8,5,11,FR,France +199335,3,5589,3066,8112,10,6,14,FR,France +199334,3,2984,1209,4759,5,2,8,FR,France +199333,3,3217,758,5676,6,2,10,FR,France +199332,3,3755,1051,6459,7,2,12,FR,France +199331,3,4163,1768,6558,7,3,11,FR,France +199330,3,4055,1907,6203,7,3,11,FR,France +199329,3,3714,1668,5760,6,2,10,FR,France +199328,3,1774,484,3064,3,1,5,FR,France +199327,3,2574,918,4230,4,1,7,FR,France +199326,3,3048,1450,4646,5,2,8,FR,France +199325,3,8348,5260,11436,15,10,20,FR,France +199324,3,6624,3747,9501,12,7,17,FR,France +199323,3,7424,4302,10546,13,8,18,FR,France +199322,3,3432,1849,5015,6,3,9,FR,France +199321,3,5942,3670,8214,10,6,14,FR,France +199320,3,5137,3157,7117,9,6,12,FR,France +199319,3,4593,2725,6461,8,5,11,FR,France +199318,3,5027,3075,6979,9,6,12,FR,France +199317,3,8111,5138,11084,14,9,19,FR,France +199316,3,24932,19468,30396,43,33,53,FR,France +199315,3,22181,17147,27215,39,30,48,FR,France +199314,3,38266,30865,45667,67,54,80,FR,France +199313,3,62987,54506,71468,110,95,125,FR,France +199312,3,63493,55956,71030,111,98,124,FR,France +199311,3,80548,72628,88468,140,126,154,FR,France +199310,3,127910,117688,138132,223,205,241,FR,France +199309,3,184150,171378,196922,321,299,343,FR,France +199308,3,222932,209051,236813,389,365,413,FR,France +199307,3,248494,234936,262052,433,409,457,FR,France +199306,3,286939,271830,302048,500,474,526,FR,France +199305,3,255890,241516,270264,446,421,471,FR,France +199304,3,193107,181261,204953,337,316,358,FR,France +199303,3,147854,137256,158452,258,240,276,FR,France +199302,3,90269,82164,98374,157,143,171,FR,France +199301,3,75288,67244,83332,131,117,145,FR,France +199253,3,56622,49107,64137,99,86,112,FR,France +199252,3,49588,42568,56608,87,75,99,FR,France +199251,3,41156,35024,47288,72,61,83,FR,France +199250,3,40100,34699,45501,70,61,79,FR,France +199249,3,39146,33847,44445,69,60,78,FR,France +199248,3,32392,27499,37285,57,48,66,FR,France +199247,3,26276,21797,30755,46,38,54,FR,France +199246,3,22758,18462,27054,40,32,48,FR,France +199245,3,22023,17804,26242,39,32,46,FR,France +199244,3,27619,22945,32293,48,40,56,FR,France +199243,3,24969,20704,29234,44,37,51,FR,France +199242,3,29980,25261,34699,52,44,60,FR,France +199241,3,24091,19953,28229,42,35,49,FR,France +199240,3,17593,13885,21301,31,25,37,FR,France +199239,3,13535,10301,16769,24,18,30,FR,France +199238,3,9837,7106,12568,17,12,22,FR,France +199237,3,7480,5130,9830,13,9,17,FR,France +199236,3,5155,2958,7352,9,5,13,FR,France +199235,3,6383,3687,9079,11,6,16,FR,France +199234,3,2953,922,4984,5,1,9,FR,France +199233,3,4046,1549,6543,7,3,11,FR,France +199232,3,4963,2215,7711,9,4,14,FR,France +199231,3,4233,1733,6733,7,3,11,FR,France +199230,3,3091,1145,5037,5,2,8,FR,France +199229,3,3586,1583,5589,6,2,10,FR,France +199228,3,4179,2133,6225,7,3,11,FR,France +199227,3,5568,3134,8002,10,6,14,FR,France +199226,3,5886,3229,8543,10,5,15,FR,France +199225,3,5304,2805,7803,9,5,13,FR,France +199224,3,5928,3482,8374,10,6,14,FR,France +199223,3,3914,1855,5973,7,3,11,FR,France +199222,3,4899,2641,7157,9,5,13,FR,France +199221,3,5059,2889,7229,9,5,13,FR,France +199220,3,4308,2226,6390,8,4,12,FR,France +199219,3,2982,1181,4783,5,2,8,FR,France +199218,3,3887,1777,5997,7,3,11,FR,France +199217,3,3614,1216,6012,6,2,10,FR,France +199216,3,5460,2934,7986,10,6,14,FR,France +199215,3,8642,5029,12255,15,9,21,FR,France +199214,3,11346,7536,15156,20,13,27,FR,France +199213,3,11693,8096,15290,20,14,26,FR,France +199212,3,11752,7834,15670,21,14,28,FR,France +199211,3,11689,7575,15803,20,13,27,FR,France +199210,3,19224,12971,25477,34,23,45,FR,France +199209,3,26629,20275,32983,47,36,58,FR,France +199208,3,37667,30887,44447,66,54,78,FR,France +199207,3,57312,48777,65847,100,85,115,FR,France +199206,3,112450,99989,124911,197,175,219,FR,France +199205,3,165474,151342,179606,290,265,315,FR,France +199204,3,147959,133595,162323,259,234,284,FR,France +199203,3,137893,122944,152842,241,215,267,FR,France +199202,3,185852,166558,205146,325,291,359,FR,France +199201,3,247688,222574,272802,434,390,478,FR,France +199152,3,349815,325499,374131,615,572,658,FR,France +199151,3,378413,355928,400898,666,626,706,FR,France +199150,3,198721,182878,214564,350,322,378,FR,France +199149,3,93903,82992,104814,165,146,184,FR,France +199148,3,45173,37384,52962,79,65,93,FR,France +199147,3,35691,28224,43158,63,50,76,FR,France +199146,3,23685,17531,29839,42,31,53,FR,France +199145,3,19565,13551,25579,34,23,45,FR,France +199144,3,21571,15477,27665,38,27,49,FR,France +199143,3,28842,21958,35726,51,39,63,FR,France +199142,3,27483,20385,34581,48,36,60,FR,France +199141,3,28185,20655,35715,50,37,63,FR,France +199140,3,26740,16049,37431,47,28,66,FR,France +199139,3,14373,8734,20012,25,15,35,FR,France +199138,3,7460,3700,11220,13,6,20,FR,France +199137,3,2429,434,4424,4,0,8,FR,France +199136,3,2380,0,4882,4,0,8,FR,France +199135,3,2372,0,5025,4,0,9,FR,France +199134,3,2099,0,5104,4,0,9,FR,France +199133,3,1654,0,4102,3,0,7,FR,France +199132,3,625,0,2190,1,0,4,FR,France +199131,3,2464,0,5830,4,0,10,FR,France +199130,3,2382,0,6857,4,0,12,FR,France +199129,3,3837,40,7634,7,0,14,FR,France +199128,3,3297,152,6442,6,0,12,FR,France +199127,3,3164,934,5394,6,2,10,FR,France +199126,3,6376,3324,9428,11,6,16,FR,France +199125,3,8218,4776,11660,14,8,20,FR,France +199124,3,8223,4660,11786,14,8,20,FR,France +199123,3,6801,3596,10006,12,6,18,FR,France +199122,3,6050,2682,9418,11,5,17,FR,France +199121,3,6391,3385,9397,11,6,16,FR,France +199120,3,8633,4683,12583,15,8,22,FR,France +199119,3,7785,3986,11584,14,7,21,FR,France +199118,3,10856,6457,15255,19,11,27,FR,France +199117,3,15603,10950,20256,27,19,35,FR,France +199116,3,15665,11184,20146,28,20,36,FR,France +199115,3,15062,10715,19409,26,18,34,FR,France +199114,3,27862,21583,34141,49,38,60,FR,France +199113,3,32179,25829,38529,57,46,68,FR,France +199112,3,27873,22312,33434,49,39,59,FR,France +199111,3,46186,38876,53496,81,68,94,FR,France +199110,3,88750,77784,99716,156,137,175,FR,France +199109,3,139093,124326,153860,245,219,271,FR,France +199108,3,216369,198630,234108,381,350,412,FR,France +199107,3,208836,191789,225883,367,337,397,FR,France +199106,3,134737,121280,148194,237,213,261,FR,France +199105,3,73564,62716,84412,129,110,148,FR,France +199104,3,48253,39031,57475,85,69,101,FR,France +199103,3,29382,22258,36506,52,39,65,FR,France +199102,3,29759,22044,37474,52,38,66,FR,France +199101,3,42927,33706,52148,76,60,92,FR,France +199052,3,41262,31607,50917,73,56,90,FR,France +199051,3,46924,37544,56304,83,66,100,FR,France +199050,3,44125,36137,52113,78,64,92,FR,France +199049,3,38379,30603,46155,68,54,82,FR,France +199048,3,29571,22315,36827,52,39,65,FR,France +199047,3,23358,15890,30826,41,28,54,FR,France +199046,3,20246,7930,32562,36,14,58,FR,France +199045,3,17571,11591,23551,31,20,42,FR,France +199044,3,16182,10305,22059,29,19,39,FR,France +199043,3,17579,11588,23570,31,20,42,FR,France +199042,3,13011,7875,18147,23,14,32,FR,France +199041,3,19723,13330,26116,35,24,46,FR,France +199040,3,20433,14614,26252,36,26,46,FR,France +199039,3,15618,10315,20921,28,19,37,FR,France +199038,3,11146,6197,16095,20,11,29,FR,France +199037,3,4051,1022,7080,7,2,12,FR,France +199036,3,2542,124,4960,4,0,8,FR,France +199035,3,934,0,2681,2,0,5,FR,France +199034,3,201,0,595,0,0,1,FR,France +199033,3,0,0,0,0,0,0,FR,France +199032,3,1399,0,3849,2,0,6,FR,France +199031,3,881,0,2206,2,0,4,FR,France +199030,3,425,0,1262,1,0,2,FR,France +199029,3,1077,0,2643,2,0,5,FR,France +199028,3,959,0,2252,2,0,4,FR,France +199027,3,2948,793,5103,5,1,9,FR,France +199026,3,7236,2651,11821,13,5,21,FR,France +199025,3,7879,3136,12622,14,6,22,FR,France +199024,3,5727,2460,8994,10,4,16,FR,France +199023,3,3655,1043,6267,6,1,11,FR,France +199022,3,4196,1292,7100,7,2,12,FR,France +199021,3,1004,0,2367,2,0,4,FR,France +199020,3,4506,1771,7241,8,3,13,FR,France +199019,3,5897,2440,9354,10,4,16,FR,France +199018,3,1738,141,3335,3,0,6,FR,France +199017,3,5278,2197,8359,9,4,14,FR,France +199016,3,8129,3754,12504,14,6,22,FR,France +199015,3,11707,5831,17583,21,11,31,FR,France +199014,3,12862,8177,17547,23,15,31,FR,France +199013,3,21879,15088,28670,39,27,51,FR,France +199012,3,17035,11135,22935,30,20,40,FR,France +199011,3,20018,14311,25725,35,25,45,FR,France +199010,3,16294,11045,21543,29,20,38,FR,France +199009,3,21793,15460,28126,39,28,50,FR,France +199008,3,26110,19342,32878,46,34,58,FR,France +199007,3,61742,49720,73764,109,88,130,FR,France +199006,3,399984,353345,446623,707,625,789,FR,France +199005,3,161765,146354,177176,286,259,313,FR,France +199004,3,287771,267698,307844,509,474,544,FR,France +199003,3,315466,296550,334382,558,525,591,FR,France +199002,3,345060,326087,364033,610,576,644,FR,France +199001,3,483600,460913,506287,855,815,895,FR,France +198952,3,581149,556023,606275,1035,990,1080,FR,France +198951,3,821540,793846,849234,1463,1414,1512,FR,France +198950,3,749283,723633,774933,1334,1288,1380,FR,France +198949,3,358043,340053,376033,638,606,670,FR,France +198948,3,119087,108253,129921,212,193,231,FR,France +198947,3,40963,33897,48029,73,60,86,FR,France +198946,3,23547,17952,29142,42,32,52,FR,France +198945,3,22711,16999,28423,40,30,50,FR,France +198944,3,23405,17475,29335,42,31,53,FR,France +198943,3,29549,23287,35811,53,42,64,FR,France +198942,3,39410,32172,46648,70,57,83,FR,France +198941,3,43763,35245,52281,78,63,93,FR,France +198940,3,31453,24288,38618,56,43,69,FR,France +198939,3,24622,18425,30819,44,33,55,FR,France +198938,3,18296,13483,23109,33,24,42,FR,France +198937,3,12022,8082,15962,21,14,28,FR,France +198936,3,4769,2299,7239,8,4,12,FR,France +198935,3,4661,1696,7626,8,3,13,FR,France +198934,3,6039,2185,9893,11,4,18,FR,France +198933,3,7940,3858,12022,14,7,21,FR,France +198932,3,7114,2361,11867,13,5,21,FR,France +198931,3,2721,0,5478,5,0,10,FR,France +198930,3,3168,561,5775,6,1,11,FR,France +198929,3,3909,1504,6314,7,3,11,FR,France +198928,3,1284,105,2463,2,0,4,FR,France +198927,3,3641,1350,5932,6,2,10,FR,France +198926,3,5753,2885,8621,10,5,15,FR,France +198925,3,6299,3454,9144,11,6,16,FR,France +198924,3,6337,3537,9137,11,6,16,FR,France +198923,3,11779,7984,15574,21,14,28,FR,France +198922,3,9104,4764,13444,16,8,24,FR,France +198921,3,9554,4316,14792,17,8,26,FR,France +198920,3,6093,1023,11163,11,2,20,FR,France +198919,3,0,,,0,,,FR,France +198918,3,13452,1365,25539,24,2,46,FR,France +198917,3,10949,7147,14751,19,12,26,FR,France +198916,3,10908,7494,14322,19,13,25,FR,France +198915,3,9667,6209,13125,17,11,23,FR,France +198914,3,15230,10469,19991,27,19,35,FR,France +198913,3,10564,6767,14361,19,12,26,FR,France +198912,3,13419,9542,17296,24,17,31,FR,France +198911,3,16633,12140,21126,30,22,38,FR,France +198910,3,12387,8750,16024,22,16,28,FR,France +198909,3,12895,9183,16607,23,16,30,FR,France +198908,3,19746,15258,24234,35,27,43,FR,France +198907,3,27277,21760,32794,49,39,59,FR,France +198906,3,47844,40320,55368,85,72,98,FR,France +198905,3,52840,45665,60015,94,81,107,FR,France +198904,3,54942,47750,62134,98,85,111,FR,France +198903,3,66010,58065,73955,118,104,132,FR,France +198902,3,112284,102003,122565,200,182,218,FR,France +198901,3,202266,188305,216227,360,335,385,FR,France +198852,3,467971,447033,488909,837,800,874,FR,France +198851,3,872748,846468,899028,1562,1515,1609,FR,France +198850,3,1001824,974799,1028849,1793,1745,1841,FR,France +198849,3,966523,940068,992978,1729,1682,1776,FR,France +198848,3,637811,614785,660837,1141,1100,1182,FR,France +198847,3,246062,231234,260890,440,413,467,FR,France +198846,3,92484,83160,101808,165,148,182,FR,France +198845,3,53940,46148,61732,97,83,111,FR,France +198844,3,42106,35336,48876,75,63,87,FR,France +198843,3,38252,31909,44595,68,57,79,FR,France +198842,3,45495,38467,52523,81,68,94,FR,France +198841,3,46336,39344,53328,83,70,96,FR,France +198840,3,39882,33507,46257,71,60,82,FR,France +198839,3,43730,36755,50705,78,66,90,FR,France +198838,3,35243,29367,41119,63,52,74,FR,France +198837,3,15537,11911,19163,28,22,34,FR,France +198836,3,7539,4840,10238,13,8,18,FR,France +198835,3,7797,4762,10832,14,9,19,FR,France +198834,3,4950,2005,7895,9,4,14,FR,France +198833,3,7937,3861,12013,14,7,21,FR,France +198832,3,7033,2595,11471,13,5,21,FR,France +198831,3,8758,3591,13925,16,7,25,FR,France +198830,3,4205,1224,7186,8,3,13,FR,France +198829,3,6103,1013,11193,11,2,20,FR,France +198828,3,8562,3483,13641,15,6,24,FR,France +198827,3,4690,2196,7184,8,4,12,FR,France +198826,3,7065,3905,10225,13,7,19,FR,France +198825,3,7657,4664,10650,14,9,19,FR,France +198824,3,6676,3978,9374,12,7,17,FR,France +198823,3,8695,5755,11635,16,11,21,FR,France +198822,3,11566,8282,14850,21,15,27,FR,France +198821,3,11107,7742,14472,20,14,26,FR,France +198820,3,14118,10223,18013,25,18,32,FR,France +198819,3,18260,13847,22673,33,25,41,FR,France +198818,3,20415,16281,24549,37,30,44,FR,France +198817,3,21750,17436,26064,39,31,47,FR,France +198816,3,33730,27496,39964,60,49,71,FR,France +198815,3,70616,61754,79478,126,110,142,FR,France +198814,3,123868,113211,134525,222,203,241,FR,France +198813,3,193710,181519,205901,347,325,369,FR,France +198812,3,283445,268834,298056,507,481,533,FR,France +198811,3,316175,300858,331492,566,539,593,FR,France +198810,3,235142,222004,248280,421,397,445,FR,France +198809,3,135564,125263,145865,243,225,261,FR,France +198808,3,87753,78449,97057,157,140,174,FR,France +198807,3,77099,68423,85775,138,122,154,FR,France +198806,3,69349,61502,77196,124,110,138,FR,France +198805,3,72705,64952,80458,130,116,144,FR,France +198804,3,72818,64944,80692,130,116,144,FR,France +198803,3,68869,60922,76816,123,109,137,FR,France +198802,3,59743,51907,67579,107,93,121,FR,France +198801,3,60929,52573,69285,109,94,124,FR,France +198753,3,47257,38170,56344,85,69,101,FR,France +198752,3,11935,2353,21517,21,4,38,FR,France +198751,3,47744,34266,61222,86,62,110,FR,France +198750,3,57767,50181,65353,104,90,118,FR,France +198749,3,49380,42461,56299,89,77,101,FR,France +198748,3,41871,35115,48627,75,63,87,FR,France +198747,3,29688,23465,35911,53,42,64,FR,France +198746,3,37216,30199,44233,67,54,80,FR,France +198745,3,35456,29024,41888,64,52,76,FR,France +198744,3,41024,33829,48219,74,61,87,FR,France +198743,3,46356,38370,54342,83,69,97,FR,France +198742,3,38021,30236,45806,68,54,82,FR,France +198741,3,42021,32016,52026,76,58,94,FR,France +198740,3,24641,15930,33352,44,28,60,FR,France +198739,3,32328,23548,41108,58,42,74,FR,France +198738,3,16782,11870,21694,30,21,39,FR,France +198737,3,11208,6542,15874,20,12,28,FR,France +198736,3,7906,4014,11798,14,7,21,FR,France +198735,3,6149,2970,9328,11,5,17,FR,France +198734,3,6631,2734,10528,12,5,19,FR,France +198733,3,6404,1834,10974,12,4,20,FR,France +198732,3,7215,2353,12077,13,4,22,FR,France +198731,3,8233,3655,12811,15,7,23,FR,France +198730,3,4642,1301,7983,8,2,14,FR,France +198729,3,4389,913,7865,8,2,14,FR,France +198728,3,2702,138,5266,5,0,10,FR,France +198727,3,10171,5904,14438,18,10,26,FR,France +198726,3,12341,7824,16858,22,14,30,FR,France +198725,3,23413,15490,31336,42,28,56,FR,France +198724,3,11289,7282,15296,20,13,27,FR,France +198723,3,15857,10943,20771,29,20,38,FR,France +198722,3,14887,9743,20031,27,18,36,FR,France +198721,3,17619,12649,22589,32,23,41,FR,France +198720,3,10344,6454,14234,19,12,26,FR,France +198719,3,12539,7943,17135,23,15,31,FR,France +198718,3,16095,10330,21860,29,19,39,FR,France +198717,3,21256,14850,27662,38,26,50,FR,France +198716,3,32416,25100,39732,58,45,71,FR,France +198715,3,44292,36456,52128,80,66,94,FR,France +198714,3,50642,41866,59418,91,75,107,FR,France +198713,3,62246,52749,71743,112,95,129,FR,France +198712,3,59625,50653,68597,107,91,123,FR,France +198711,3,53561,45035,62087,96,81,111,FR,France +198710,3,93067,80519,105615,167,144,190,FR,France +198709,3,147006,133519,160493,264,240,288,FR,France +198708,3,217779,202179,233379,391,363,419,FR,France +198707,3,288180,270718,305642,518,487,549,FR,France +198706,3,296702,279051,314353,533,501,565,FR,France +198705,3,236046,219483,252609,424,394,454,FR,France +198704,3,158333,143625,173041,285,259,311,FR,France +198703,3,103841,91699,115983,187,165,209,FR,France +198702,3,74213,64014,84412,133,115,151,FR,France +198701,3,69745,59207,80283,125,106,144,FR,France +198652,3,76263,64958,87568,138,118,158,FR,France +198651,3,72920,63047,82793,132,114,150,FR,France +198650,3,73413,64019,82807,133,116,150,FR,France +198649,3,56296,48229,64363,102,87,117,FR,France +198648,3,46031,38578,53484,83,70,96,FR,France +198647,3,36740,29710,43770,66,53,79,FR,France +198646,3,32134,25327,38941,58,46,70,FR,France +198645,3,38964,31382,46546,70,56,84,FR,France +198644,3,28646,22048,35244,52,40,64,FR,France +198643,3,27532,20842,34222,50,38,62,FR,France +198642,3,31815,25124,38506,57,45,69,FR,France +198641,3,32864,25939,39789,59,47,71,FR,France +198640,3,33516,26776,40256,60,48,72,FR,France +198639,3,28665,22477,34853,52,41,63,FR,France +198638,3,26615,20479,32751,48,37,59,FR,France +198637,3,15998,10802,21194,29,20,38,FR,France +198636,3,9182,4982,13382,17,9,25,FR,France +198635,3,10587,4470,16704,19,8,30,FR,France +198634,3,5762,858,10666,10,1,19,FR,France +198633,3,3115,554,5676,6,1,11,FR,France +198632,3,1027,0,2311,2,0,4,FR,France +198631,3,2247,0,4574,4,0,8,FR,France +198630,3,2346,141,4551,4,0,8,FR,France +198629,3,3654,931,6377,7,2,12,FR,France +198628,3,2327,0,5318,4,0,9,FR,France +198627,3,7529,3353,11705,14,6,22,FR,France +198626,3,8778,5106,12450,16,9,23,FR,France +198625,3,11075,6804,15346,20,12,28,FR,France +198624,3,11160,7252,15068,20,13,27,FR,France +198623,3,14372,9896,18848,26,18,34,FR,France +198622,3,9717,5594,13840,18,11,25,FR,France +198621,3,14460,9575,19345,26,17,35,FR,France +198620,3,17133,12106,22160,31,22,40,FR,France +198619,3,22177,16008,28346,40,29,51,FR,France +198618,3,31736,24115,39357,57,43,71,FR,France +198617,3,34874,27440,42308,63,50,76,FR,France +198616,3,41196,32894,49498,74,59,89,FR,France +198615,3,42659,33537,51781,77,61,93,FR,France +198614,3,49792,39728,59856,90,72,108,FR,France +198613,3,87249,63562,110936,157,114,200,FR,France +198612,3,124777,97237,152317,225,175,275,FR,France +198611,3,168146,151035,185257,303,272,334,FR,France +198610,3,257305,231225,283385,464,417,511,FR,France +198609,3,321140,296644,345636,580,536,624,FR,France +198608,3,448786,419219,478353,810,757,863,FR,France +198607,3,490723,460150,521296,886,831,941,FR,France +198606,3,439300,411764,466836,793,743,843,FR,France +198605,3,364727,339868,389586,658,613,703,FR,France +198604,3,348509,322464,374554,629,582,676,FR,France +198603,3,271539,248654,294424,490,449,531,FR,France +198602,3,178138,159344,196932,322,288,356,FR,France +198601,3,112614,96539,128689,203,174,232,FR,France +198552,3,86452,72250,100654,157,131,183,FR,France +198551,3,114666,99538,129794,208,181,235,FR,France +198550,3,86031,73604,98458,156,133,179,FR,France +198549,3,65931,55326,76536,120,101,139,FR,France +198548,3,68291,57581,79001,124,105,143,FR,France +198547,3,66177,55221,77133,120,100,140,FR,France +198546,3,70534,58788,82280,128,107,149,FR,France +198545,3,57514,47167,67861,104,85,123,FR,France +198544,3,67356,55744,78968,122,101,143,FR,France +198543,3,87402,74208,100596,158,134,182,FR,France +198542,3,76218,64604,87832,138,117,159,FR,France +198541,3,45712,36755,54669,83,67,99,FR,France +198540,3,49739,40335,59143,90,73,107,FR,France +198539,3,39819,31234,48404,72,56,88,FR,France +198538,3,27605,20614,34596,50,37,63,FR,France +198537,3,22219,15626,28812,40,28,52,FR,France +198536,3,27986,18992,36980,51,35,67,FR,France +198535,3,30215,18546,41884,55,34,76,FR,France +198534,3,40389,24786,55992,73,45,101,FR,France +198533,3,22611,8819,36403,41,16,66,FR,France +198532,3,7488,1851,13125,14,4,24,FR,France +198531,3,16958,8479,25437,31,16,46,FR,France +198530,3,11598,5507,17689,21,10,32,FR,France +198529,3,13054,6474,19634,24,12,36,FR,France +198528,3,14588,7659,21517,26,13,39,FR,France +198527,3,19670,11761,27579,36,22,50,FR,France +198526,3,18609,12637,24581,34,23,45,FR,France +198525,3,19362,12454,26270,35,22,48,FR,France +198524,3,19855,13577,26133,36,25,47,FR,France +198523,3,19373,10010,28736,35,18,52,FR,France +198522,3,24099,17190,31008,44,31,57,FR,France +198521,3,26096,19621,32571,47,35,59,FR,France +198520,3,27896,20885,34907,51,38,64,FR,France +198519,3,43154,32821,53487,78,59,97,FR,France +198518,3,40555,29935,51175,74,55,93,FR,France +198517,3,34053,24366,43740,62,44,80,FR,France +198516,3,50362,36451,64273,91,66,116,FR,France +198515,3,63881,45538,82224,116,83,149,FR,France +198514,3,134545,114400,154690,244,207,281,FR,France +198513,3,197206,176080,218332,357,319,395,FR,France +198512,3,245240,223304,267176,445,405,485,FR,France +198511,3,276205,252399,300011,501,458,544,FR,France +198510,3,353231,326279,380183,640,591,689,FR,France +198509,3,369895,341109,398681,670,618,722,FR,France +198508,3,389886,359529,420243,707,652,762,FR,France +198507,3,471852,432599,511105,855,784,926,FR,France +198506,3,565825,518011,613639,1026,939,1113,FR,France +198505,3,637302,592795,681809,1155,1074,1236,FR,France +198504,3,424937,390794,459080,770,708,832,FR,France +198503,3,213901,174689,253113,388,317,459,FR,France +198502,3,97586,80949,114223,177,147,207,FR,France +198501,3,85489,65918,105060,155,120,190,FR,France +198452,3,84830,60602,109058,154,110,198,FR,France +198451,3,101726,80242,123210,185,146,224,FR,France +198450,3,123680,101401,145959,225,184,266,FR,France +198449,3,101073,81684,120462,184,149,219,FR,France +198448,3,78620,60634,96606,143,110,176,FR,France +198447,3,72029,54274,89784,131,99,163,FR,France +198446,3,87330,67686,106974,159,123,195,FR,France +198445,3,135223,101414,169032,246,184,308,FR,France +198444,3,68422,20056,116788,125,37,213,FR,France