diff --git a/module3/exo1/analyse-syndrome-grippal.ipynb b/module3/exo1/analyse-syndrome-grippal.ipynb index 59d72b5b58a3ae26346460dd39e62a39c55243d7..e8855895c7469870c3b5b981bfc77d5d2b293a5f 100644 --- a/module3/exo1/analyse-syndrome-grippal.ipynb +++ b/module3/exo1/analyse-syndrome-grippal.ipynb @@ -9,14 +9,16 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "import pandas as pd\n", - "import isoweek" + "import isoweek\n", + "from pathlib import Path\n", + "from urllib.request import urlretrieve\n" ] }, { @@ -28,15 +30,66 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, + "execution_count": 2, + "metadata": {}, "outputs": [], "source": [ "data_url = \"http://www.sentiweb.fr/datasets/incidence-PAY-3.csv\"" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Check if the data are already available on the machine" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "PosixPath('/home/jovyan/work/module3/exo1')" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Current path\n", + "Path.cwd()" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "File exists\n" + ] + } + ], + "source": [ + "# File path\n", + "file_path = Path.cwd().joinpath(\"incidence-PAY-3.csv\")\n", + "\n", + "# Check if the file exists\n", + "if file_path.exists():\n", + " print(\"File exists\")\n", + "# Else download the file\n", + "else:\n", + " urlretrieve(data_url, file_path)" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -61,11 +114,980 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 5, + "metadata": { + "scrolled": true + }, + "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
020263733940332221.046585.05948.070.0FRFrance
120263632560419728.031480.03829.047.0FRFrance
220263531803913597.022481.02720.034.0FRFrance
32026343127268755.016697.01913.025.0FRFrance
4202633371883962.010414.0116.016.0FRFrance
5202632378704582.011158.0127.017.0FRFrance
6202631370464169.09923.0106.014.0FRFrance
7202630388805665.012095.0138.018.0FRFrance
8202629376014679.010523.0117.015.0FRFrance
9202628392176138.012296.0149.019.0FRFrance
102026273110197871.014167.01611.021.0FRFrance
112026263113418008.014674.01712.022.0FRFrance
122026253120228825.015219.01813.023.0FRFrance
1320262431400510335.017675.02116.026.0FRFrance
1420262331553611350.019722.02317.029.0FRFrance
152026223112697864.014674.01712.022.0FRFrance
1620262131400510391.017619.02116.026.0FRFrance
172026203138189441.018195.02115.027.0FRFrance
182026193102406610.013870.01510.020.0FRFrance
192026183119068174.015638.01812.024.0FRFrance
2020261731480810600.019016.02216.028.0FRFrance
2120261632192217127.026717.03326.040.0FRFrance
2220261532128616456.026116.03225.039.0FRFrance
2320261432993224335.035529.04436.052.0FRFrance
2420261333543229247.041617.05344.062.0FRFrance
2520261233155526214.036896.04739.055.0FRFrance
2620261133009324854.035332.04537.053.0FRFrance
2720261032858323633.033533.04235.049.0FRFrance
2820260933899832459.045537.05848.068.0FRFrance
2920260835937851437.067319.08876.0100.0FRFrance
.................................
215519852132609619621.032571.04735.059.0FRFrance
215619852032789620885.034907.05138.064.0FRFrance
215719851934315432821.053487.07859.097.0FRFrance
215819851834055529935.051175.07455.093.0FRFrance
215919851733405324366.043740.06244.080.0FRFrance
216019851635036236451.064273.09166.0116.0FRFrance
216119851536388145538.082224.011683.0149.0FRFrance
21621985143134545114400.0154690.0244207.0281.0FRFrance
21631985133197206176080.0218332.0357319.0395.0FRFrance
21641985123245240223304.0267176.0445405.0485.0FRFrance
21651985113276205252399.0300011.0501458.0544.0FRFrance
21661985103353231326279.0380183.0640591.0689.0FRFrance
21671985093369895341109.0398681.0670618.0722.0FRFrance
21681985083389886359529.0420243.0707652.0762.0FRFrance
21691985073471852432599.0511105.0855784.0926.0FRFrance
21701985063565825518011.0613639.01026939.01113.0FRFrance
21711985053637302592795.0681809.011551074.01236.0FRFrance
21721985043424937390794.0459080.0770708.0832.0FRFrance
21731985033213901174689.0253113.0388317.0459.0FRFrance
217419850239758680949.0114223.0177147.0207.0FRFrance
217519850138548965918.0105060.0155120.0190.0FRFrance
217619845238483060602.0109058.0154110.0198.0FRFrance
2177198451310172680242.0123210.0185146.0224.0FRFrance
21781984503123680101401.0145959.0225184.0266.0FRFrance
2179198449310107381684.0120462.0184149.0219.0FRFrance
218019844837862060634.096606.0143110.0176.0FRFrance
218119844737202954274.089784.013199.0163.0FRFrance
218219844638733067686.0106974.0159123.0195.0FRFrance
21831984453135223101414.0169032.0246184.0308.0FRFrance
218419844436842220056.0116788.012537.0213.0FRFrance
\n", + "

2185 rows × 10 columns

\n", + "
" + ], + "text/plain": [ + " week indicator inc inc_low inc_up inc100 inc100_low \\\n", + "0 202637 3 39403 32221.0 46585.0 59 48.0 \n", + "1 202636 3 25604 19728.0 31480.0 38 29.0 \n", + "2 202635 3 18039 13597.0 22481.0 27 20.0 \n", + "3 202634 3 12726 8755.0 16697.0 19 13.0 \n", + "4 202633 3 7188 3962.0 10414.0 11 6.0 \n", + "5 202632 3 7870 4582.0 11158.0 12 7.0 \n", + "6 202631 3 7046 4169.0 9923.0 10 6.0 \n", + "7 202630 3 8880 5665.0 12095.0 13 8.0 \n", + "8 202629 3 7601 4679.0 10523.0 11 7.0 \n", + "9 202628 3 9217 6138.0 12296.0 14 9.0 \n", + "10 202627 3 11019 7871.0 14167.0 16 11.0 \n", + "11 202626 3 11341 8008.0 14674.0 17 12.0 \n", + "12 202625 3 12022 8825.0 15219.0 18 13.0 \n", + "13 202624 3 14005 10335.0 17675.0 21 16.0 \n", + "14 202623 3 15536 11350.0 19722.0 23 17.0 \n", + "15 202622 3 11269 7864.0 14674.0 17 12.0 \n", + "16 202621 3 14005 10391.0 17619.0 21 16.0 \n", + "17 202620 3 13818 9441.0 18195.0 21 15.0 \n", + "18 202619 3 10240 6610.0 13870.0 15 10.0 \n", + "19 202618 3 11906 8174.0 15638.0 18 12.0 \n", + "20 202617 3 14808 10600.0 19016.0 22 16.0 \n", + "21 202616 3 21922 17127.0 26717.0 33 26.0 \n", + "22 202615 3 21286 16456.0 26116.0 32 25.0 \n", + "23 202614 3 29932 24335.0 35529.0 44 36.0 \n", + "24 202613 3 35432 29247.0 41617.0 53 44.0 \n", + "25 202612 3 31555 26214.0 36896.0 47 39.0 \n", + "26 202611 3 30093 24854.0 35332.0 45 37.0 \n", + "27 202610 3 28583 23633.0 33533.0 42 35.0 \n", + "28 202609 3 38998 32459.0 45537.0 58 48.0 \n", + "29 202608 3 59378 51437.0 67319.0 88 76.0 \n", + "... ... ... ... ... ... ... ... \n", + "2155 198521 3 26096 19621.0 32571.0 47 35.0 \n", + "2156 198520 3 27896 20885.0 34907.0 51 38.0 \n", + "2157 198519 3 43154 32821.0 53487.0 78 59.0 \n", + "2158 198518 3 40555 29935.0 51175.0 74 55.0 \n", + "2159 198517 3 34053 24366.0 43740.0 62 44.0 \n", + "2160 198516 3 50362 36451.0 64273.0 91 66.0 \n", + "2161 198515 3 63881 45538.0 82224.0 116 83.0 \n", + "2162 198514 3 134545 114400.0 154690.0 244 207.0 \n", + "2163 198513 3 197206 176080.0 218332.0 357 319.0 \n", + "2164 198512 3 245240 223304.0 267176.0 445 405.0 \n", + "2165 198511 3 276205 252399.0 300011.0 501 458.0 \n", + "2166 198510 3 353231 326279.0 380183.0 640 591.0 \n", + "2167 198509 3 369895 341109.0 398681.0 670 618.0 \n", + "2168 198508 3 389886 359529.0 420243.0 707 652.0 \n", + "2169 198507 3 471852 432599.0 511105.0 855 784.0 \n", + "2170 198506 3 565825 518011.0 613639.0 1026 939.0 \n", + "2171 198505 3 637302 592795.0 681809.0 1155 1074.0 \n", + "2172 198504 3 424937 390794.0 459080.0 770 708.0 \n", + "2173 198503 3 213901 174689.0 253113.0 388 317.0 \n", + "2174 198502 3 97586 80949.0 114223.0 177 147.0 \n", + "2175 198501 3 85489 65918.0 105060.0 155 120.0 \n", + "2176 198452 3 84830 60602.0 109058.0 154 110.0 \n", + "2177 198451 3 101726 80242.0 123210.0 185 146.0 \n", + "2178 198450 3 123680 101401.0 145959.0 225 184.0 \n", + "2179 198449 3 101073 81684.0 120462.0 184 149.0 \n", + "2180 198448 3 78620 60634.0 96606.0 143 110.0 \n", + "2181 198447 3 72029 54274.0 89784.0 131 99.0 \n", + "2182 198446 3 87330 67686.0 106974.0 159 123.0 \n", + "2183 198445 3 135223 101414.0 169032.0 246 184.0 \n", + "2184 198444 3 68422 20056.0 116788.0 125 37.0 \n", + "\n", + " inc100_up geo_insee geo_name \n", + "0 70.0 FR France \n", + "1 47.0 FR France \n", + "2 34.0 FR France \n", + "3 25.0 FR France \n", + "4 16.0 FR France \n", + "5 17.0 FR France \n", + "6 14.0 FR France \n", + "7 18.0 FR France \n", + "8 15.0 FR France \n", + "9 19.0 FR France \n", + "10 21.0 FR France \n", + "11 22.0 FR France \n", + "12 23.0 FR France \n", + "13 26.0 FR France \n", + "14 29.0 FR France \n", + "15 22.0 FR France \n", + "16 26.0 FR France \n", + "17 27.0 FR France \n", + "18 20.0 FR France \n", + "19 24.0 FR France \n", + "20 28.0 FR France \n", + "21 40.0 FR France \n", + "22 39.0 FR France \n", + "23 52.0 FR France \n", + "24 62.0 FR France \n", + "25 55.0 FR France \n", + "26 53.0 FR France \n", + "27 49.0 FR France \n", + "28 68.0 FR France \n", + "29 100.0 FR France \n", + "... ... ... ... \n", + "2155 59.0 FR France \n", + "2156 64.0 FR France \n", + "2157 97.0 FR France \n", + "2158 93.0 FR France \n", + "2159 80.0 FR France \n", + "2160 116.0 FR France \n", + "2161 149.0 FR France \n", + "2162 281.0 FR France \n", + "2163 395.0 FR France \n", + "2164 485.0 FR France \n", + "2165 544.0 FR France \n", + "2166 689.0 FR France \n", + "2167 722.0 FR France \n", + "2168 762.0 FR France \n", + "2169 926.0 FR France \n", + "2170 1113.0 FR France \n", + "2171 1236.0 FR France \n", + "2172 832.0 FR France \n", + "2173 459.0 FR France \n", + "2174 207.0 FR France \n", + "2175 190.0 FR France \n", + "2176 198.0 FR France \n", + "2177 224.0 FR France \n", + "2178 266.0 FR France \n", + "2179 219.0 FR France \n", + "2180 176.0 FR France \n", + "2181 163.0 FR France \n", + "2182 195.0 FR France \n", + "2183 308.0 FR France \n", + "2184 213.0 FR France \n", + "\n", + "[2185 rows x 10 columns]" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "raw_data = pd.read_csv(data_url, skiprows=1)\n", + "raw_data = pd.read_csv(file_path, skiprows=1)\n", "raw_data" ] }, @@ -78,9 +1100,73 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
weekindicatorincinc_lowinc_upinc100inc100_lowinc100_upgeo_inseegeo_name
19481989193-NaNNaN-NaNNaNFRFrance
\n", + "
" + ], + "text/plain": [ + " week indicator inc inc_low inc_up inc100 inc100_low inc100_up \\\n", + "1948 198919 3 - NaN NaN - NaN NaN \n", + "\n", + " geo_insee geo_name \n", + "1948 FR France " + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "raw_data[raw_data.isnull().any(axis=1)]" ] @@ -94,9 +1180,976 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "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
020263733940332221.046585.05948.070.0FRFrance
120263632560419728.031480.03829.047.0FRFrance
220263531803913597.022481.02720.034.0FRFrance
32026343127268755.016697.01913.025.0FRFrance
4202633371883962.010414.0116.016.0FRFrance
5202632378704582.011158.0127.017.0FRFrance
6202631370464169.09923.0106.014.0FRFrance
7202630388805665.012095.0138.018.0FRFrance
8202629376014679.010523.0117.015.0FRFrance
9202628392176138.012296.0149.019.0FRFrance
102026273110197871.014167.01611.021.0FRFrance
112026263113418008.014674.01712.022.0FRFrance
122026253120228825.015219.01813.023.0FRFrance
1320262431400510335.017675.02116.026.0FRFrance
1420262331553611350.019722.02317.029.0FRFrance
152026223112697864.014674.01712.022.0FRFrance
1620262131400510391.017619.02116.026.0FRFrance
172026203138189441.018195.02115.027.0FRFrance
182026193102406610.013870.01510.020.0FRFrance
192026183119068174.015638.01812.024.0FRFrance
2020261731480810600.019016.02216.028.0FRFrance
2120261632192217127.026717.03326.040.0FRFrance
2220261532128616456.026116.03225.039.0FRFrance
2320261432993224335.035529.04436.052.0FRFrance
2420261333543229247.041617.05344.062.0FRFrance
2520261233155526214.036896.04739.055.0FRFrance
2620261133009324854.035332.04537.053.0FRFrance
2720261032858323633.033533.04235.049.0FRFrance
2820260933899832459.045537.05848.068.0FRFrance
2920260835937851437.067319.08876.0100.0FRFrance
.................................
215519852132609619621.032571.04735.059.0FRFrance
215619852032789620885.034907.05138.064.0FRFrance
215719851934315432821.053487.07859.097.0FRFrance
215819851834055529935.051175.07455.093.0FRFrance
215919851733405324366.043740.06244.080.0FRFrance
216019851635036236451.064273.09166.0116.0FRFrance
216119851536388145538.082224.011683.0149.0FRFrance
21621985143134545114400.0154690.0244207.0281.0FRFrance
21631985133197206176080.0218332.0357319.0395.0FRFrance
21641985123245240223304.0267176.0445405.0485.0FRFrance
21651985113276205252399.0300011.0501458.0544.0FRFrance
21661985103353231326279.0380183.0640591.0689.0FRFrance
21671985093369895341109.0398681.0670618.0722.0FRFrance
21681985083389886359529.0420243.0707652.0762.0FRFrance
21691985073471852432599.0511105.0855784.0926.0FRFrance
21701985063565825518011.0613639.01026939.01113.0FRFrance
21711985053637302592795.0681809.011551074.01236.0FRFrance
21721985043424937390794.0459080.0770708.0832.0FRFrance
21731985033213901174689.0253113.0388317.0459.0FRFrance
217419850239758680949.0114223.0177147.0207.0FRFrance
217519850138548965918.0105060.0155120.0190.0FRFrance
217619845238483060602.0109058.0154110.0198.0FRFrance
2177198451310172680242.0123210.0185146.0224.0FRFrance
21781984503123680101401.0145959.0225184.0266.0FRFrance
2179198449310107381684.0120462.0184149.0219.0FRFrance
218019844837862060634.096606.0143110.0176.0FRFrance
218119844737202954274.089784.013199.0163.0FRFrance
218219844638733067686.0106974.0159123.0195.0FRFrance
21831984453135223101414.0169032.0246184.0308.0FRFrance
218419844436842220056.0116788.012537.0213.0FRFrance
\n", + "

2184 rows × 10 columns

\n", + "
" + ], + "text/plain": [ + " week indicator inc inc_low inc_up inc100 inc100_low \\\n", + "0 202637 3 39403 32221.0 46585.0 59 48.0 \n", + "1 202636 3 25604 19728.0 31480.0 38 29.0 \n", + "2 202635 3 18039 13597.0 22481.0 27 20.0 \n", + "3 202634 3 12726 8755.0 16697.0 19 13.0 \n", + "4 202633 3 7188 3962.0 10414.0 11 6.0 \n", + "5 202632 3 7870 4582.0 11158.0 12 7.0 \n", + "6 202631 3 7046 4169.0 9923.0 10 6.0 \n", + "7 202630 3 8880 5665.0 12095.0 13 8.0 \n", + "8 202629 3 7601 4679.0 10523.0 11 7.0 \n", + "9 202628 3 9217 6138.0 12296.0 14 9.0 \n", + "10 202627 3 11019 7871.0 14167.0 16 11.0 \n", + "11 202626 3 11341 8008.0 14674.0 17 12.0 \n", + "12 202625 3 12022 8825.0 15219.0 18 13.0 \n", + "13 202624 3 14005 10335.0 17675.0 21 16.0 \n", + "14 202623 3 15536 11350.0 19722.0 23 17.0 \n", + "15 202622 3 11269 7864.0 14674.0 17 12.0 \n", + "16 202621 3 14005 10391.0 17619.0 21 16.0 \n", + "17 202620 3 13818 9441.0 18195.0 21 15.0 \n", + "18 202619 3 10240 6610.0 13870.0 15 10.0 \n", + "19 202618 3 11906 8174.0 15638.0 18 12.0 \n", + "20 202617 3 14808 10600.0 19016.0 22 16.0 \n", + "21 202616 3 21922 17127.0 26717.0 33 26.0 \n", + "22 202615 3 21286 16456.0 26116.0 32 25.0 \n", + "23 202614 3 29932 24335.0 35529.0 44 36.0 \n", + "24 202613 3 35432 29247.0 41617.0 53 44.0 \n", + "25 202612 3 31555 26214.0 36896.0 47 39.0 \n", + "26 202611 3 30093 24854.0 35332.0 45 37.0 \n", + "27 202610 3 28583 23633.0 33533.0 42 35.0 \n", + "28 202609 3 38998 32459.0 45537.0 58 48.0 \n", + "29 202608 3 59378 51437.0 67319.0 88 76.0 \n", + "... ... ... ... ... ... ... ... \n", + "2155 198521 3 26096 19621.0 32571.0 47 35.0 \n", + "2156 198520 3 27896 20885.0 34907.0 51 38.0 \n", + "2157 198519 3 43154 32821.0 53487.0 78 59.0 \n", + "2158 198518 3 40555 29935.0 51175.0 74 55.0 \n", + "2159 198517 3 34053 24366.0 43740.0 62 44.0 \n", + "2160 198516 3 50362 36451.0 64273.0 91 66.0 \n", + "2161 198515 3 63881 45538.0 82224.0 116 83.0 \n", + "2162 198514 3 134545 114400.0 154690.0 244 207.0 \n", + "2163 198513 3 197206 176080.0 218332.0 357 319.0 \n", + "2164 198512 3 245240 223304.0 267176.0 445 405.0 \n", + "2165 198511 3 276205 252399.0 300011.0 501 458.0 \n", + "2166 198510 3 353231 326279.0 380183.0 640 591.0 \n", + "2167 198509 3 369895 341109.0 398681.0 670 618.0 \n", + "2168 198508 3 389886 359529.0 420243.0 707 652.0 \n", + "2169 198507 3 471852 432599.0 511105.0 855 784.0 \n", + "2170 198506 3 565825 518011.0 613639.0 1026 939.0 \n", + "2171 198505 3 637302 592795.0 681809.0 1155 1074.0 \n", + "2172 198504 3 424937 390794.0 459080.0 770 708.0 \n", + "2173 198503 3 213901 174689.0 253113.0 388 317.0 \n", + "2174 198502 3 97586 80949.0 114223.0 177 147.0 \n", + "2175 198501 3 85489 65918.0 105060.0 155 120.0 \n", + "2176 198452 3 84830 60602.0 109058.0 154 110.0 \n", + "2177 198451 3 101726 80242.0 123210.0 185 146.0 \n", + "2178 198450 3 123680 101401.0 145959.0 225 184.0 \n", + "2179 198449 3 101073 81684.0 120462.0 184 149.0 \n", + "2180 198448 3 78620 60634.0 96606.0 143 110.0 \n", + "2181 198447 3 72029 54274.0 89784.0 131 99.0 \n", + "2182 198446 3 87330 67686.0 106974.0 159 123.0 \n", + "2183 198445 3 135223 101414.0 169032.0 246 184.0 \n", + "2184 198444 3 68422 20056.0 116788.0 125 37.0 \n", + "\n", + " inc100_up geo_insee geo_name \n", + "0 70.0 FR France \n", + "1 47.0 FR France \n", + "2 34.0 FR France \n", + "3 25.0 FR France \n", + "4 16.0 FR France \n", + "5 17.0 FR France \n", + "6 14.0 FR France \n", + "7 18.0 FR France \n", + "8 15.0 FR France \n", + "9 19.0 FR France \n", + "10 21.0 FR France \n", + "11 22.0 FR France \n", + "12 23.0 FR France \n", + "13 26.0 FR France \n", + "14 29.0 FR France \n", + "15 22.0 FR France \n", + "16 26.0 FR France \n", + "17 27.0 FR France \n", + "18 20.0 FR France \n", + "19 24.0 FR France \n", + "20 28.0 FR France \n", + "21 40.0 FR France \n", + "22 39.0 FR France \n", + "23 52.0 FR France \n", + "24 62.0 FR France \n", + "25 55.0 FR France \n", + "26 53.0 FR France \n", + "27 49.0 FR France \n", + "28 68.0 FR France \n", + "29 100.0 FR France \n", + "... ... ... ... \n", + "2155 59.0 FR France \n", + "2156 64.0 FR France \n", + "2157 97.0 FR France \n", + "2158 93.0 FR France \n", + "2159 80.0 FR France \n", + "2160 116.0 FR France \n", + "2161 149.0 FR France \n", + "2162 281.0 FR France \n", + "2163 395.0 FR France \n", + "2164 485.0 FR France \n", + "2165 544.0 FR France \n", + "2166 689.0 FR France \n", + "2167 722.0 FR France \n", + "2168 762.0 FR France \n", + "2169 926.0 FR France \n", + "2170 1113.0 FR France \n", + "2171 1236.0 FR France \n", + "2172 832.0 FR France \n", + "2173 459.0 FR France \n", + "2174 207.0 FR France \n", + "2175 190.0 FR France \n", + "2176 198.0 FR France \n", + "2177 224.0 FR France \n", + "2178 266.0 FR France \n", + "2179 219.0 FR France \n", + "2180 176.0 FR France \n", + "2181 163.0 FR France \n", + "2182 195.0 FR France \n", + "2183 308.0 FR France \n", + "2184 213.0 FR France \n", + "\n", + "[2184 rows x 10 columns]" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "data = raw_data.dropna().copy()\n", "data" @@ -122,7 +2175,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -152,10 +2205,8 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, + "execution_count": 9, + "metadata": {}, "outputs": [], "source": [ "sorted_data = data.set_index('period').sort_index()" @@ -179,9 +2230,17 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "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 +2258,26 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "metadata": {}, - "outputs": [], + "outputs": [ + { + "ename": "TypeError", + "evalue": "Empty 'DataFrame': no numeric data to plot", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0msorted_data\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'inc'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[0;32m/opt/conda/lib/python3.6/site-packages/pandas/plotting/_core.py\u001b[0m in \u001b[0;36m__call__\u001b[0;34m(self, kind, ax, figsize, use_index, title, grid, legend, style, logx, logy, loglog, xticks, yticks, xlim, ylim, rot, fontsize, colormap, table, yerr, xerr, label, secondary_y, **kwds)\u001b[0m\n\u001b[1;32m 2501\u001b[0m \u001b[0mcolormap\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mcolormap\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtable\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mtable\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0myerr\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0myerr\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2502\u001b[0m \u001b[0mxerr\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mxerr\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlabel\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mlabel\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msecondary_y\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0msecondary_y\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2503\u001b[0;31m **kwds)\n\u001b[0m\u001b[1;32m 2504\u001b[0m \u001b[0m__call__\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__doc__\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mplot_series\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__doc__\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2505\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/opt/conda/lib/python3.6/site-packages/pandas/plotting/_core.py\u001b[0m in \u001b[0;36mplot_series\u001b[0;34m(data, kind, ax, figsize, use_index, title, grid, legend, style, logx, logy, loglog, xticks, yticks, xlim, ylim, rot, fontsize, colormap, table, yerr, xerr, label, secondary_y, **kwds)\u001b[0m\n\u001b[1;32m 1925\u001b[0m \u001b[0myerr\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0myerr\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mxerr\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mxerr\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1926\u001b[0m \u001b[0mlabel\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mlabel\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msecondary_y\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0msecondary_y\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1927\u001b[0;31m **kwds)\n\u001b[0m\u001b[1;32m 1928\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1929\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/opt/conda/lib/python3.6/site-packages/pandas/plotting/_core.py\u001b[0m in \u001b[0;36m_plot\u001b[0;34m(data, x, y, subplots, ax, kind, **kwds)\u001b[0m\n\u001b[1;32m 1727\u001b[0m \u001b[0mplot_obj\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mklass\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msubplots\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0msubplots\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0max\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0max\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkind\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mkind\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwds\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1728\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1729\u001b[0;31m \u001b[0mplot_obj\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgenerate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1730\u001b[0m \u001b[0mplot_obj\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdraw\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1731\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mplot_obj\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mresult\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/opt/conda/lib/python3.6/site-packages/pandas/plotting/_core.py\u001b[0m in \u001b[0;36mgenerate\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 248\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mgenerate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 249\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_args_adjust\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 250\u001b[0;31m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_compute_plot_data\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 251\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_setup_subplots\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 252\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_make_plot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/opt/conda/lib/python3.6/site-packages/pandas/plotting/_core.py\u001b[0m in \u001b[0;36m_compute_plot_data\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 363\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mis_empty\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 364\u001b[0m raise TypeError('Empty {0!r}: no numeric data to '\n\u001b[0;32m--> 365\u001b[0;31m 'plot'.format(numeric_data.__class__.__name__))\n\u001b[0m\u001b[1;32m 366\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 367\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnumeric_data\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mTypeError\u001b[0m: Empty 'DataFrame': no numeric data to plot" + ] + } + ], "source": [ "sorted_data['inc'].plot()" ] @@ -253,9 +2329,7 @@ { "cell_type": "code", "execution_count": null, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "first_august_week = [pd.Period(pd.Timestamp(y, 8, 1), 'W')\n", @@ -341,9 +2415,7 @@ { "cell_type": "code", "execution_count": null, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [] } @@ -364,7 +2436,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.1" + "version": "3.6.4" } }, "nbformat": 4, diff --git a/module3/exo1/incidence-PAY-3.csv b/module3/exo1/incidence-PAY-3.csv new file mode 100644 index 0000000000000000000000000000000000000000..1838aeaba26a8f241ecd0e2e97b5b67095bb8209 --- /dev/null +++ b/module3/exo1/incidence-PAY-3.csv @@ -0,0 +1,2187 @@ +# {"source":"réseau Sentinelles, INSERM, Sorbonne Université, https:\/\/www.sentiweb.fr","meta":{"period":[198444,202637],"geo":["PAY",0],"geo_ref":"insee","indicator":3,"type":"all","conf_int":true,"compact":false,"age_group":false,"span":"all"},"date":"2026-09-16T12:43:45+02:00","bundle":"1789555424"} +week,indicator,inc,inc_low,inc_up,inc100,inc100_low,inc100_up,geo_insee,geo_name +202637,3,39403,32221,46585,59,48,70,FR,France +202636,3,25604,19728,31480,38,29,47,FR,France +202635,3,18039,13597,22481,27,20,34,FR,France +202634,3,12726,8755,16697,19,13,25,FR,France +202633,3,7188,3962,10414,11,6,16,FR,France +202632,3,7870,4582,11158,12,7,17,FR,France +202631,3,7046,4169,9923,10,6,14,FR,France +202630,3,8880,5665,12095,13,8,18,FR,France +202629,3,7601,4679,10523,11,7,15,FR,France +202628,3,9217,6138,12296,14,9,19,FR,France +202627,3,11019,7871,14167,16,11,21,FR,France +202626,3,11341,8008,14674,17,12,22,FR,France +202625,3,12022,8825,15219,18,13,23,FR,France +202624,3,14005,10335,17675,21,16,26,FR,France +202623,3,15536,11350,19722,23,17,29,FR,France +202622,3,11269,7864,14674,17,12,22,FR,France +202621,3,14005,10391,17619,21,16,26,FR,France +202620,3,13818,9441,18195,21,15,27,FR,France +202619,3,10240,6610,13870,15,10,20,FR,France +202618,3,11906,8174,15638,18,12,24,FR,France +202617,3,14808,10600,19016,22,16,28,FR,France +202616,3,21922,17127,26717,33,26,40,FR,France +202615,3,21286,16456,26116,32,25,39,FR,France +202614,3,29932,24335,35529,44,36,52,FR,France +202613,3,35432,29247,41617,53,44,62,FR,France +202612,3,31555,26214,36896,47,39,55,FR,France +202611,3,30093,24854,35332,45,37,53,FR,France +202610,3,28583,23633,33533,42,35,49,FR,France +202609,3,38998,32459,45537,58,48,68,FR,France +202608,3,59378,51437,67319,88,76,100,FR,France +202607,3,92394,82032,102756,137,122,152,FR,France +202606,3,134736,123217,146255,200,183,217,FR,France +202605,3,150982,139724,162240,224,207,241,FR,France +202604,3,164364,152918,175810,244,227,261,FR,France +202603,3,164566,152843,176289,244,227,261,FR,France +202602,3,179098,166260,191936,266,247,285,FR,France +202601,3,189561,174025,205097,281,258,304,FR,France +202552,3,188897,173943,203851,282,260,304,FR,France +202551,3,227262,213214,241310,339,318,360,FR,France +202550,3,177308,165277,189339,265,247,283,FR,France +202549,3,133049,122068,144030,199,183,215,FR,France +202548,3,82609,73827,91391,123,110,136,FR,France +202547,3,58860,51442,66278,88,77,99,FR,France +202546,3,40657,34407,46907,61,52,70,FR,France +202545,3,47645,40423,54867,71,60,82,FR,France +202544,3,44837,38385,51289,67,57,77,FR,France +202543,3,55400,47640,63160,83,71,95,FR,France +202542,3,75239,66515,83963,112,99,125,FR,France +202541,3,86860,77648,96072,130,116,144,FR,France +202540,3,79169,71180,87158,118,106,130,FR,France +202539,3,72930,64872,80988,109,97,121,FR,France +202538,3,61435,54131,68739,92,81,103,FR,France +202537,3,46373,39689,53057,69,59,79,FR,France +202536,3,25581,20702,30460,38,31,45,FR,France +202535,3,22717,17480,27954,34,26,42,FR,France +202534,3,21429,16177,26681,32,24,40,FR,France +202533,3,16766,12022,21510,25,18,32,FR,France +202532,3,19900,14303,25497,30,22,38,FR,France +202531,3,18470,12625,24315,28,19,37,FR,France +202530,3,19166,14283,24049,29,22,36,FR,France +202529,3,18673,13815,23531,28,21,35,FR,France +202528,3,23285,18131,28439,35,27,43,FR,France +202527,3,21453,17129,25777,32,26,38,FR,France +202526,3,21945,17422,26468,33,26,40,FR,France +202525,3,23323,18546,28100,35,28,42,FR,France +202524,3,23154,18577,27731,35,28,42,FR,France +202523,3,24391,19307,29475,36,28,44,FR,France +202522,3,18755,14333,23177,28,21,35,FR,France +202521,3,23760,18671,28849,35,27,43,FR,France +202520,3,20265,15814,24716,30,23,37,FR,France +202519,3,16264,12394,20134,24,18,30,FR,France +202518,3,18115,13975,22255,27,21,33,FR,France +202517,3,22150,17291,27009,33,26,40,FR,France +202516,3,28564,22550,34578,43,34,52,FR,France +202515,3,35721,29592,41850,53,44,62,FR,France +202514,3,37579,31232,43926,56,47,65,FR,France +202513,3,39673,33686,45660,59,50,68,FR,France +202512,3,52543,45627,59459,78,68,88,FR,France +202511,3,59469,52154,66784,89,78,100,FR,France +202510,3,60334,53048,67620,90,79,101,FR,France +202509,3,84531,74994,94068,126,112,140,FR,France +202508,3,136020,124824,147216,203,186,220,FR,France +202507,3,208952,195988,221916,312,293,331,FR,France +202506,3,273519,258159,288879,408,385,431,FR,France +202505,3,334395,318416,350374,499,475,523,FR,France +202504,3,350043,332885,367201,522,496,548,FR,France +202503,3,252772,238917,266627,377,356,398,FR,France +202502,3,257247,242991,271503,384,363,405,FR,France +202501,3,231549,214627,248471,345,320,370,FR,France +202452,3,201726,185870,217582,302,278,326,FR,France +202451,3,201697,187843,215551,302,281,323,FR,France +202450,3,136694,126369,147019,205,190,220,FR,France +202449,3,108487,99037,117937,163,149,177,FR,France +202448,3,87381,78687,96075,131,118,144,FR,France +202447,3,76286,67626,84946,114,101,127,FR,France +202446,3,56399,49006,63792,85,74,96,FR,France +202445,3,47347,40843,53851,71,61,81,FR,France +202444,3,36039,30122,41956,54,45,63,FR,France +202443,3,46572,39928,53216,70,60,80,FR,France +202442,3,67785,60009,75561,102,90,114,FR,France +202441,3,79435,71386,87484,119,107,131,FR,France +202440,3,84965,76555,93375,127,114,140,FR,France +202439,3,91660,82937,100383,137,124,150,FR,France +202438,3,91786,82903,100669,138,125,151,FR,France +202437,3,56460,49319,63601,85,74,96,FR,France +202436,3,33657,27906,39408,50,41,59,FR,France +202435,3,27454,22069,32839,41,33,49,FR,France +202434,3,26717,21003,32431,40,31,49,FR,France +202433,3,20623,15349,25897,31,23,39,FR,France +202432,3,23187,17532,28842,35,27,43,FR,France +202431,3,26035,20267,31803,39,30,48,FR,France +202430,3,36393,28593,44193,55,43,67,FR,France +202429,3,39560,32592,46528,59,49,69,FR,France +202428,3,54342,45781,62903,81,68,94,FR,France +202427,3,47364,40234,54494,71,60,82,FR,France +202426,3,44219,36956,51482,66,55,77,FR,France +202425,3,47204,40300,54108,71,61,81,FR,France +202424,3,41110,34671,47549,62,52,72,FR,France +202423,3,35875,30610,41140,54,46,62,FR,France +202422,3,33772,28274,39270,51,43,59,FR,France +202421,3,21963,17556,26370,33,26,40,FR,France +202420,3,20057,15780,24334,30,24,36,FR,France +202419,3,15375,11274,19476,23,17,29,FR,France +202418,3,22409,17653,27165,34,27,41,FR,France +202417,3,27042,21410,32674,41,33,49,FR,France +202416,3,28882,23305,34459,43,35,51,FR,France +202415,3,30229,24648,35810,45,37,53,FR,France +202414,3,31813,26529,37097,48,40,56,FR,France +202413,3,35090,29607,40573,53,45,61,FR,France +202412,3,40639,34582,46696,61,52,70,FR,France +202411,3,50268,43331,57205,75,65,85,FR,France +202410,3,60107,52623,67591,90,79,101,FR,France +202409,3,71121,62920,79322,107,95,119,FR,France +202408,3,104566,94520,114612,157,142,172,FR,France +202407,3,138078,127050,149106,207,190,224,FR,France +202406,3,190062,177955,202169,285,267,303,FR,France +202405,3,216237,203595,228879,324,305,343,FR,France +202404,3,213196,200547,225845,320,301,339,FR,France +202403,3,163457,152276,174638,245,228,262,FR,France +202402,3,129436,119453,139419,194,179,209,FR,France +202401,3,120769,109452,132086,181,164,198,FR,France +202352,3,115446,103738,127154,174,156,192,FR,France +202351,3,148755,136546,160964,224,206,242,FR,France +202350,3,147971,136787,159155,223,206,240,FR,France +202349,3,147552,136422,158682,222,205,239,FR,France +202348,3,124204,113479,134929,187,171,203,FR,France +202347,3,110948,100694,121202,167,152,182,FR,France +202346,3,83894,75134,92654,126,113,139,FR,France +202345,3,72003,63178,80828,108,95,121,FR,France +202344,3,49952,42813,57091,75,64,86,FR,France +202343,3,44982,38170,51794,68,58,78,FR,France +202342,3,56842,49277,64407,86,75,97,FR,France +202341,3,58357,51032,65682,88,77,99,FR,France +202340,3,68894,60069,77719,104,91,117,FR,France +202339,3,72003,63452,80554,108,95,121,FR,France +202338,3,63218,55227,71209,95,83,107,FR,France +202337,3,49085,42079,56091,74,63,85,FR,France +202336,3,38247,32237,44257,58,49,67,FR,France +202335,3,31695,26013,37377,48,39,57,FR,France +202334,3,26663,21057,32269,40,32,48,FR,France +202333,3,19144,13161,25127,29,20,38,FR,France +202332,3,14641,10285,18997,22,15,29,FR,France +202331,3,15286,10705,19867,23,16,30,FR,France +202330,3,13205,8647,17763,20,13,27,FR,France +202329,3,11122,7113,15131,17,11,23,FR,France +202328,3,9179,5703,12655,14,9,19,FR,France +202327,3,8999,5763,12235,14,9,19,FR,France +202326,3,9023,5934,12112,14,9,19,FR,France +202325,3,10090,6739,13441,15,10,20,FR,France +202324,3,11308,7639,14977,17,11,23,FR,France +202323,3,14300,10661,17939,22,17,27,FR,France +202322,3,18303,13822,22784,28,21,35,FR,France +202321,3,16460,12188,20732,25,19,31,FR,France +202320,3,16162,11963,20361,24,18,30,FR,France +202319,3,16901,12577,21225,25,18,32,FR,France +202318,3,19929,15402,24456,30,23,37,FR,France +202317,3,27007,21779,32235,41,33,49,FR,France +202316,3,27875,22767,32983,42,34,50,FR,France +202315,3,37455,30993,43917,56,46,66,FR,France +202314,3,48060,40671,55449,72,61,83,FR,France +202313,3,64859,56800,72918,98,86,110,FR,France +202312,3,72750,64499,81001,109,97,121,FR,France +202311,3,74638,66420,82856,112,100,124,FR,France +202310,3,76368,68243,84493,115,103,127,FR,France +202309,3,62062,54778,69346,93,82,104,FR,France +202308,3,76391,68065,84717,115,102,128,FR,France +202307,3,89851,80397,99305,135,121,149,FR,France +202306,3,97368,87636,107100,146,131,161,FR,France +202305,3,95469,86268,104670,144,130,158,FR,France +202304,3,74901,66916,82886,113,101,125,FR,France +202303,3,69570,61893,77247,105,93,117,FR,France +202302,3,78260,70090,86430,118,106,130,FR,France +202301,3,121773,111024,132522,183,167,199,FR,France +202252,3,155371,142004,168738,234,214,254,FR,France +202251,3,248319,232128,264510,374,350,398,FR,France +202250,3,234143,219402,248884,353,331,375,FR,France +202249,3,163384,151691,175077,246,228,264,FR,France +202248,3,121691,111744,131638,184,169,199,FR,France +202247,3,96416,87230,105602,145,131,159,FR,France +202246,3,67735,60075,75395,102,90,114,FR,France +202245,3,45306,38909,51703,68,58,78,FR,France +202244,3,34713,28880,40546,52,43,61,FR,France +202243,3,44769,36884,52654,68,56,80,FR,France +202242,3,47462,40773,54151,72,62,82,FR,France +202241,3,48583,42388,54778,73,64,82,FR,France +202240,3,41927,36115,47739,63,54,72,FR,France +202239,3,39902,34168,45636,60,51,69,FR,France +202238,3,28781,23733,33829,43,35,51,FR,France +202237,3,21395,17076,25714,32,25,39,FR,France +202236,3,14120,10487,17753,21,16,26,FR,France +202235,3,9283,6485,12081,14,10,18,FR,France +202234,3,7498,4731,10265,11,7,15,FR,France +202233,3,7586,4442,10730,11,6,16,FR,France +202232,3,12222,7749,16695,18,11,25,FR,France +202231,3,13257,8905,17609,20,13,27,FR,France +202230,3,15006,10738,19274,23,17,29,FR,France +202229,3,20801,15829,25773,31,24,38,FR,France +202228,3,23387,17970,28804,35,27,43,FR,France +202227,3,36015,29709,42321,54,44,64,FR,France +202226,3,29421,24314,34528,44,36,52,FR,France +202225,3,22840,18538,27142,34,28,40,FR,France +202224,3,19294,15406,23182,29,23,35,FR,France +202223,3,17159,13450,20868,26,20,32,FR,France +202222,3,14230,10924,17536,21,16,26,FR,France +202221,3,11804,8686,14922,18,13,23,FR,France +202220,3,17355,13600,21110,26,20,32,FR,France +202219,3,17178,13462,20894,26,20,32,FR,France +202218,3,27569,22584,32554,42,34,50,FR,France +202217,3,35950,30255,41645,54,45,63,FR,France +202216,3,54405,46976,61834,82,71,93,FR,France +202215,3,106385,96079,116691,160,144,176,FR,France +202214,3,159637,147889,171385,241,223,259,FR,France +202213,3,187355,175153,199557,283,265,301,FR,France +202212,3,159809,148839,170779,241,224,258,FR,France +202211,3,113273,104095,122451,171,157,185,FR,France +202210,3,80177,72368,87986,121,109,133,FR,France +202209,3,43750,37938,49562,66,57,75,FR,France +202208,3,28034,23245,32823,42,35,49,FR,France +202207,3,31636,26432,36840,48,40,56,FR,France +202206,3,42557,36599,48515,64,55,73,FR,France +202205,3,60757,53958,67556,92,82,102,FR,France +202204,3,66266,59163,73369,100,89,111,FR,France +202203,3,67412,60291,74533,102,91,113,FR,France +202202,3,52140,45949,58331,79,70,88,FR,France +202201,3,54128,47329,60927,82,72,92,FR,France +202152,3,47704,40795,54613,72,62,82,FR,France +202151,3,35349,29486,41212,54,45,63,FR,France +202150,3,33994,28706,39282,51,43,59,FR,France +202149,3,34014,28982,39046,51,43,59,FR,France +202148,3,34805,29778,39832,53,45,61,FR,France +202147,3,30075,25306,34844,46,39,53,FR,France +202146,3,23814,19612,28016,36,30,42,FR,France +202145,3,15536,12190,18882,24,19,29,FR,France +202144,3,15187,11671,18703,23,18,28,FR,France +202143,3,19326,15025,23627,29,22,36,FR,France +202142,3,22672,18238,27106,34,27,41,FR,France +202141,3,18960,15099,22821,29,23,35,FR,France +202140,3,17994,14318,21670,27,21,33,FR,France +202139,3,15052,11668,18436,23,18,28,FR,France +202138,3,11419,8602,14236,17,13,21,FR,France +202137,3,9530,6793,12267,14,10,18,FR,France +202136,3,7817,5342,10292,12,8,16,FR,France +202135,3,8055,5388,10722,12,8,16,FR,France +202134,3,8603,5639,11567,13,9,17,FR,France +202133,3,6737,3925,9549,10,6,14,FR,France +202132,3,8699,5303,12095,13,8,18,FR,France +202131,3,10665,6766,14564,16,10,22,FR,France +202130,3,8567,5241,11893,13,8,18,FR,France +202129,3,8493,5378,11608,13,8,18,FR,France +202128,3,5925,3110,8740,9,5,13,FR,France +202127,3,5534,3022,8046,8,4,12,FR,France +202126,3,4073,2066,6080,6,3,9,FR,France +202125,3,3659,2076,5242,6,4,8,FR,France +202124,3,3166,1659,4673,5,3,7,FR,France +202123,3,3842,2184,5500,6,3,9,FR,France +202122,3,4723,2869,6577,7,4,10,FR,France +202121,3,5572,3533,7611,8,5,11,FR,France +202120,3,7469,5128,9810,11,7,15,FR,France +202119,3,6658,4440,8876,10,7,13,FR,France +202118,3,6411,4249,8573,10,7,13,FR,France +202117,3,8211,5657,10765,12,8,16,FR,France +202116,3,12448,9252,15644,19,14,24,FR,France +202115,3,15512,12062,18962,23,18,28,FR,France +202114,3,17316,13724,20908,26,21,31,FR,France +202113,3,22165,18137,26193,34,28,40,FR,France +202112,3,25903,21582,30224,39,32,46,FR,France +202111,3,20134,16351,23917,30,24,36,FR,France +202110,3,16895,13527,20263,26,21,31,FR,France +202109,3,13211,10035,16387,20,15,25,FR,France +202108,3,16398,12827,19969,25,20,30,FR,France +202107,3,18894,15116,22672,29,23,35,FR,France +202106,3,19658,15802,23514,30,24,36,FR,France +202105,3,19086,15419,22753,29,23,35,FR,France +202104,3,22822,18658,26986,35,29,41,FR,France +202103,3,19811,16030,23592,30,24,36,FR,France +202102,3,16315,12933,19697,25,20,30,FR,France +202101,3,19301,15463,23139,29,23,35,FR,France +202053,3,14614,10694,18534,22,16,28,FR,France +202052,3,11028,7506,14550,17,12,22,FR,France +202051,3,12111,9016,15206,18,13,23,FR,France +202050,3,12421,9354,15488,19,14,24,FR,France +202049,3,11427,8505,14349,17,13,21,FR,France +202048,3,13672,10387,16957,21,16,26,FR,France +202047,3,15021,11641,18401,23,18,28,FR,France +202046,3,22523,18413,26633,34,28,40,FR,France +202045,3,36865,31522,42208,56,48,64,FR,France +202044,3,38970,33265,44675,59,50,68,FR,France +202043,3,36794,31144,42444,56,47,65,FR,France +202042,3,30581,25622,35540,46,38,54,FR,France +202041,3,24197,19849,28545,37,30,44,FR,France +202040,3,18194,14366,22022,28,22,34,FR,France +202039,3,18607,14641,22573,28,22,34,FR,France +202038,3,23252,18902,27602,35,28,42,FR,France +202037,3,14028,10699,17357,21,16,26,FR,France +202036,3,5364,3404,7324,8,5,11,FR,France +202035,3,3960,2027,5893,6,3,9,FR,France +202034,3,3098,1118,5078,5,2,8,FR,France +202033,3,1900,348,3452,3,1,5,FR,France +202032,3,2073,369,3777,3,0,6,FR,France +202031,3,3144,1228,5060,5,2,8,FR,France +202030,3,4833,2546,7120,7,4,10,FR,France +202029,3,5730,3374,8086,9,5,13,FR,France +202028,3,4330,2406,6254,7,4,10,FR,France +202027,3,2029,797,3261,3,1,5,FR,France +202026,3,1322,344,2300,2,1,3,FR,France +202025,3,1395,373,2417,2,0,4,FR,France +202024,3,1166,333,1999,2,1,3,FR,France +202023,3,1408,434,2382,2,1,3,FR,France +202022,3,1743,620,2866,3,1,5,FR,France +202021,3,3318,1749,4887,5,3,7,FR,France +202020,3,7745,5375,10115,12,8,16,FR,France +202019,3,8590,6087,11093,13,9,17,FR,France +202018,3,12223,9182,15264,19,14,24,FR,France +202017,3,15685,12264,19106,24,19,29,FR,France +202016,3,21122,17112,25132,32,26,38,FR,France +202015,3,34593,29369,39817,53,45,61,FR,France +202014,3,74213,66885,81541,113,102,124,FR,France +202013,3,110261,101606,118916,167,154,180,FR,France +202012,3,105276,96720,113832,160,147,173,FR,France +202011,3,112943,104468,121418,172,159,185,FR,France +202010,3,105145,96812,113478,160,147,173,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,-,,,-,,,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 diff --git a/module3/exo2/exercice.ipynb b/module3/exo2/exercice.ipynb index 0bbbe371b01e359e381e43239412d77bf53fb1fb..8bd9f0d8a2b0c9cfc0cbc3d8ce634c427aef263a 100644 --- a/module3/exo2/exercice.ipynb +++ b/module3/exo2/exercice.ipynb @@ -1,5 +1,1344 @@ { - "cells": [], + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Incidence de la varicelle" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "import isoweek\n", + "from pathlib import Path\n", + "from urllib.request import urlretrieve" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Les données du réseau sentinelles sur l'incidence de la varicelle sont récupérables sur le site du [Réseau Sentinelles](https://www.sentiweb.fr/france/fr/?page=table). Nous récupérons les données sous format CSV dont chaque ligne correspond à une semaine de la période demandé." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "data_url: str = \"https://www.sentiweb.fr/datasets/all/inc-7-PAY.csv\"" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Nous téléchargeons les données si elles ne sont pas déjà disponible. Sinon nous chargeons juste le fichier." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "# File path\n", + "file_path = Path.cwd().joinpath(\"inc-7-PAY.csv\")\n", + "\n", + "# Check if the file exists\n", + "if file_path.exists():\n", + " print(\"File exists\")\n", + "# Else download the file\n", + "else:\n", + " urlretrieve(data_url, file_path)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
weekindicatorincinc_lowinc_upinc100inc100_lowinc100_upgeo_inseegeo_name
0202637781701747102FRFrance
120263679641531775102FRFrance
2202635711301862074213FRFrance
3202634716823013063204FRFrance
4202633716653922938204FRFrance
52026327423121246338639FRFrance
62026317406419156213639FRFrance
720263076248376787299513FRFrance
820262975719338480548511FRFrance
92026287844552521163813818FRFrance
10202627710248738313113151119FRFrance
11202626713439994116937201525FRFrance
122026257141051043717773211626FRFrance
132026247889860161178013917FRFrance
1420262379658685912457141018FRFrance
15202622712431883716025181323FRFrance
1620262179372652412220141018FRFrance
172026207719141141026811616FRFrance
182026197960862931292314919FRFrance
192026187892754441241013818FRFrance
20202617711063754914577161121FRFrance
21202616712983919916767191325FRFrance
22202615710309724313375151020FRFrance
232026147912160151222714919FRFrance
24202613711395806014730171222FRFrance
2520261279105641511795141018FRFrance
2620261176263411984079612FRFrance
272026107833556011106912816FRFrance
282026097767553001005011715FRFrance
292026087960462381297014919FRFrance
.................................
18371991267176081130423912312042FRFrance
18381991257161691070021638281838FRFrance
18391991247161711007122271281739FRFrance
1840199123711947767116223211329FRFrance
1841199122715452995320951271737FRFrance
1842199121714903897520831261636FRFrance
18431991207190531274225364342345FRFrance
18441991197167391124622232291939FRFrance
18451991187213851388228888382551FRFrance
1846199117713462887718047241632FRFrance
18471991167148571006819646261834FRFrance
1848199115713975978118169251832FRFrance
1849199114712265768416846221430FRFrance
185019911379567604113093171123FRFrance
1851199112710864733114397191325FRFrance
18521991117155741118419964271935FRFrance
18531991107166431137221914292038FRFrance
1854199109713741878018702241533FRFrance
1855199108713289881317765231531FRFrance
1856199107712337807716597221529FRFrance
1857199106710877701314741191226FRFrance
1858199105710442654414340181125FRFrance
18591991047791345631126314820FRFrance
18601991037153871048420290271836FRFrance
18611991027162771104621508292038FRFrance
18621991017155651027120859271836FRFrance
18631990527193751329525455342345FRFrance
18641990517190801380724353342543FRFrance
1865199050711079666015498201228FRFrance
18661990497114302610205FRFrance
\n", + "

1867 rows × 10 columns

\n", + "
" + ], + "text/plain": [ + " week indicator inc inc_low inc_up inc100 inc100_low \\\n", + "0 202637 7 817 0 1747 1 0 \n", + "1 202636 7 964 153 1775 1 0 \n", + "2 202635 7 1130 186 2074 2 1 \n", + "3 202634 7 1682 301 3063 2 0 \n", + "4 202633 7 1665 392 2938 2 0 \n", + "5 202632 7 4231 2124 6338 6 3 \n", + "6 202631 7 4064 1915 6213 6 3 \n", + "7 202630 7 6248 3767 8729 9 5 \n", + "8 202629 7 5719 3384 8054 8 5 \n", + "9 202628 7 8445 5252 11638 13 8 \n", + "10 202627 7 10248 7383 13113 15 11 \n", + "11 202626 7 13439 9941 16937 20 15 \n", + "12 202625 7 14105 10437 17773 21 16 \n", + "13 202624 7 8898 6016 11780 13 9 \n", + "14 202623 7 9658 6859 12457 14 10 \n", + "15 202622 7 12431 8837 16025 18 13 \n", + "16 202621 7 9372 6524 12220 14 10 \n", + "17 202620 7 7191 4114 10268 11 6 \n", + "18 202619 7 9608 6293 12923 14 9 \n", + "19 202618 7 8927 5444 12410 13 8 \n", + "20 202617 7 11063 7549 14577 16 11 \n", + "21 202616 7 12983 9199 16767 19 13 \n", + "22 202615 7 10309 7243 13375 15 10 \n", + "23 202614 7 9121 6015 12227 14 9 \n", + "24 202613 7 11395 8060 14730 17 12 \n", + "25 202612 7 9105 6415 11795 14 10 \n", + "26 202611 7 6263 4119 8407 9 6 \n", + "27 202610 7 8335 5601 11069 12 8 \n", + "28 202609 7 7675 5300 10050 11 7 \n", + "29 202608 7 9604 6238 12970 14 9 \n", + "... ... ... ... ... ... ... ... \n", + "1837 199126 7 17608 11304 23912 31 20 \n", + "1838 199125 7 16169 10700 21638 28 18 \n", + "1839 199124 7 16171 10071 22271 28 17 \n", + "1840 199123 7 11947 7671 16223 21 13 \n", + "1841 199122 7 15452 9953 20951 27 17 \n", + "1842 199121 7 14903 8975 20831 26 16 \n", + "1843 199120 7 19053 12742 25364 34 23 \n", + "1844 199119 7 16739 11246 22232 29 19 \n", + "1845 199118 7 21385 13882 28888 38 25 \n", + "1846 199117 7 13462 8877 18047 24 16 \n", + "1847 199116 7 14857 10068 19646 26 18 \n", + "1848 199115 7 13975 9781 18169 25 18 \n", + "1849 199114 7 12265 7684 16846 22 14 \n", + "1850 199113 7 9567 6041 13093 17 11 \n", + "1851 199112 7 10864 7331 14397 19 13 \n", + "1852 199111 7 15574 11184 19964 27 19 \n", + "1853 199110 7 16643 11372 21914 29 20 \n", + "1854 199109 7 13741 8780 18702 24 15 \n", + "1855 199108 7 13289 8813 17765 23 15 \n", + "1856 199107 7 12337 8077 16597 22 15 \n", + "1857 199106 7 10877 7013 14741 19 12 \n", + "1858 199105 7 10442 6544 14340 18 11 \n", + "1859 199104 7 7913 4563 11263 14 8 \n", + "1860 199103 7 15387 10484 20290 27 18 \n", + "1861 199102 7 16277 11046 21508 29 20 \n", + "1862 199101 7 15565 10271 20859 27 18 \n", + "1863 199052 7 19375 13295 25455 34 23 \n", + "1864 199051 7 19080 13807 24353 34 25 \n", + "1865 199050 7 11079 6660 15498 20 12 \n", + "1866 199049 7 1143 0 2610 2 0 \n", + "\n", + " inc100_up geo_insee geo_name \n", + "0 2 FR France \n", + "1 2 FR France \n", + "2 3 FR France \n", + "3 4 FR France \n", + "4 4 FR France \n", + "5 9 FR France \n", + "6 9 FR France \n", + "7 13 FR France \n", + "8 11 FR France \n", + "9 18 FR France \n", + "10 19 FR France \n", + "11 25 FR France \n", + "12 26 FR France \n", + "13 17 FR France \n", + "14 18 FR France \n", + "15 23 FR France \n", + "16 18 FR France \n", + "17 16 FR France \n", + "18 19 FR France \n", + "19 18 FR France \n", + "20 21 FR France \n", + "21 25 FR France \n", + "22 20 FR France \n", + "23 19 FR France \n", + "24 22 FR France \n", + "25 18 FR France \n", + "26 12 FR France \n", + "27 16 FR France \n", + "28 15 FR France \n", + "29 19 FR France \n", + "... ... ... ... \n", + "1837 42 FR France \n", + "1838 38 FR France \n", + "1839 39 FR France \n", + "1840 29 FR France \n", + "1841 37 FR France \n", + "1842 36 FR France \n", + "1843 45 FR France \n", + "1844 39 FR France \n", + "1845 51 FR France \n", + "1846 32 FR France \n", + "1847 34 FR France \n", + "1848 32 FR France \n", + "1849 30 FR France \n", + "1850 23 FR France \n", + "1851 25 FR France \n", + "1852 35 FR France \n", + "1853 38 FR France \n", + "1854 33 FR France \n", + "1855 31 FR France \n", + "1856 29 FR France \n", + "1857 26 FR France \n", + "1858 25 FR France \n", + "1859 20 FR France \n", + "1860 36 FR France \n", + "1861 38 FR France \n", + "1862 36 FR France \n", + "1863 45 FR France \n", + "1864 43 FR France \n", + "1865 28 FR France \n", + "1866 5 FR France \n", + "\n", + "[1867 rows x 10 columns]" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "raw_data = pd.read_csv(file_path, skiprows=1)\n", + "raw_data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Y a t'il des points manquants ?" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
weekindicatorincinc_lowinc_upinc100inc100_lowinc100_upgeo_inseegeo_name
\n", + "
" + ], + "text/plain": [ + "Empty DataFrame\n", + "Columns: [week, indicator, inc, inc_low, inc_up, inc100, inc100_low, inc100_up, geo_insee, geo_name]\n", + "Index: []" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "raw_data[raw_data.isnull().any(axis=1)]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Nous convertissons le format de données temporelles en une range de jours de début et de fin de la semaine" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "def convert_week(year_and_week_int):\n", + " year_and_week_str = str(year_and_week_int)\n", + " year = int(year_and_week_str[:4])\n", + " week = int(year_and_week_str[4:])\n", + " w = isoweek.Week(year, week)\n", + " return pd.Period(w.day(0), 'W')\n", + "\n", + "raw_data['period'] = [convert_week(yw) for yw in raw_data['week']]\n", + "\n", + "sorted_data = raw_data.set_index('period').sort_index()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Check si les semaines se suivent toutes bien" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "periods = sorted_data.index\n", + "for p1, p2 in zip(periods[:-1], periods[1:]):\n", + " delta = p2.to_timestamp() - p1.end_time\n", + " if delta > pd.Timedelta('1s'):\n", + " print(p1, p2)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sorted_data['inc'].plot()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "L'exo demande de mettre la date du 1er septembre comme date de référence des périodes annuels" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [], + "source": [ + "first_september_week = [pd.Period(pd.Timestamp(y, 9, 1), 'W') for y in range(sorted_data.index[0].year + 1, sorted_data.index[-1].year)] " + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [], + "source": [ + "year = []\n", + "yearly_incidence = []\n", + "for week1, week2 in zip(first_september_week[:-1],\n", + " first_september_week[1:]):\n", + " one_year = sorted_data['inc'][week1:week2-1]\n", + " assert abs(len(one_year)-52) < 2\n", + " yearly_incidence.append(one_year.sum())\n", + " year.append(week2.year)\n", + "yearly_incidence = pd.Series(data=yearly_incidence, index=year)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "yearly_incidence.plot(style='*')" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "2025 217405\n", + "2020 221186\n", + "2023 366227\n", + "2021 376290\n", + "2024 479258\n", + "2002 516689\n", + "2018 542312\n", + "2017 551041\n", + "1996 564901\n", + "2019 584066\n", + "2015 604382\n", + "2000 617597\n", + "2001 619041\n", + "2012 624573\n", + "2005 628464\n", + "2006 632833\n", + "2022 641397\n", + "2011 642368\n", + "1993 643387\n", + "1995 652478\n", + "1994 661409\n", + "1998 677775\n", + "1997 683434\n", + "2014 685769\n", + "2013 698332\n", + "2007 717352\n", + "2008 749478\n", + "1999 756456\n", + "2003 758363\n", + "2004 777388\n", + "2016 782114\n", + "2010 829911\n", + "1992 832939\n", + "2009 842373\n", + "dtype: int64" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "yearly_incidence.sort_values()" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "yearly_incidence.hist(xrot=20)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], "metadata": { "kernelspec": { "display_name": "Python 3", @@ -16,10 +1355,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.3" + "version": "3.6.4" } }, "nbformat": 4, "nbformat_minor": 2 } - diff --git a/module3/exo2/inc-7-PAY.csv b/module3/exo2/inc-7-PAY.csv new file mode 100644 index 0000000000000000000000000000000000000000..d3850c6f64478aefa518f9fd0ef2db185951de88 --- /dev/null +++ b/module3/exo2/inc-7-PAY.csv @@ -0,0 +1,1869 @@ +# {"source":"réseau Sentinelles, INSERM, Sorbonne Université, https:\/\/www.sentiweb.fr","meta":{"period":[199049,202637],"geo":["PAY",0],"geo_ref":"insee","indicator":7,"type":"all","conf_int":true,"compact":false,"age_group":false,"span":"all"},"date":"2026-09-16T12:43:58+02:00","bundle":"1789555424"} +week,indicator,inc,inc_low,inc_up,inc100,inc100_low,inc100_up,geo_insee,geo_name +202637,7,817,0,1747,1,0,2,FR,France +202636,7,964,153,1775,1,0,2,FR,France +202635,7,1130,186,2074,2,1,3,FR,France +202634,7,1682,301,3063,2,0,4,FR,France +202633,7,1665,392,2938,2,0,4,FR,France +202632,7,4231,2124,6338,6,3,9,FR,France +202631,7,4064,1915,6213,6,3,9,FR,France +202630,7,6248,3767,8729,9,5,13,FR,France +202629,7,5719,3384,8054,8,5,11,FR,France +202628,7,8445,5252,11638,13,8,18,FR,France +202627,7,10248,7383,13113,15,11,19,FR,France +202626,7,13439,9941,16937,20,15,25,FR,France +202625,7,14105,10437,17773,21,16,26,FR,France +202624,7,8898,6016,11780,13,9,17,FR,France +202623,7,9658,6859,12457,14,10,18,FR,France +202622,7,12431,8837,16025,18,13,23,FR,France +202621,7,9372,6524,12220,14,10,18,FR,France +202620,7,7191,4114,10268,11,6,16,FR,France +202619,7,9608,6293,12923,14,9,19,FR,France +202618,7,8927,5444,12410,13,8,18,FR,France +202617,7,11063,7549,14577,16,11,21,FR,France +202616,7,12983,9199,16767,19,13,25,FR,France +202615,7,10309,7243,13375,15,10,20,FR,France +202614,7,9121,6015,12227,14,9,19,FR,France +202613,7,11395,8060,14730,17,12,22,FR,France +202612,7,9105,6415,11795,14,10,18,FR,France +202611,7,6263,4119,8407,9,6,12,FR,France +202610,7,8335,5601,11069,12,8,16,FR,France +202609,7,7675,5300,10050,11,7,15,FR,France +202608,7,9604,6238,12970,14,9,19,FR,France +202607,7,4169,2493,5845,6,4,8,FR,France +202606,7,6912,4557,9267,10,7,13,FR,France +202605,7,7524,5071,9977,11,7,15,FR,France +202604,7,5822,3831,7813,9,6,12,FR,France +202603,7,3572,1896,5248,5,3,7,FR,France +202602,7,5764,3629,7899,9,6,12,FR,France +202601,7,11418,7109,15727,17,11,23,FR,France +202552,7,5461,2313,8609,8,3,13,FR,France +202551,7,7788,5045,10531,12,8,16,FR,France +202550,7,6847,4038,9656,10,6,14,FR,France +202549,7,6295,3591,8999,9,5,13,FR,France +202548,7,5147,3260,7034,8,5,11,FR,France +202547,7,5150,3258,7042,8,5,11,FR,France +202546,7,3136,1451,4821,5,2,8,FR,France +202545,7,4733,2070,7396,7,3,11,FR,France +202544,7,3461,1763,5159,5,2,8,FR,France +202543,7,3784,1963,5605,6,3,9,FR,France +202542,7,3981,2127,5835,6,3,9,FR,France +202541,7,3779,1944,5614,6,3,9,FR,France +202540,7,2513,964,4062,4,2,6,FR,France +202539,7,3063,1367,4759,5,2,8,FR,France +202538,7,1195,0,2448,2,0,4,FR,France +202537,7,1120,11,2229,2,0,4,FR,France +202536,7,1575,320,2830,2,0,4,FR,France +202535,7,1327,162,2492,2,0,4,FR,France +202534,7,1438,48,2828,2,0,4,FR,France +202533,7,3579,692,6466,5,1,9,FR,France +202532,7,2384,0,4809,4,0,8,FR,France +202531,7,5703,0,13082,9,0,20,FR,France +202530,7,7102,3590,10614,11,6,16,FR,France +202529,7,6385,3384,9386,10,6,14,FR,France +202528,7,5584,3123,8045,8,4,12,FR,France +202527,7,5667,2850,8484,8,4,12,FR,France +202526,7,5872,3285,8459,9,5,13,FR,France +202525,7,5953,3698,8208,9,6,12,FR,France +202524,7,4580,2558,6602,7,4,10,FR,France +202523,7,4911,2663,7159,7,4,10,FR,France +202522,7,6837,3940,9734,10,6,14,FR,France +202521,7,4693,2653,6733,7,4,10,FR,France +202520,7,3083,1535,4631,5,3,7,FR,France +202519,7,5084,1997,8171,8,3,13,FR,France +202518,7,5003,2718,7288,7,4,10,FR,France +202517,7,6246,3424,9068,9,5,13,FR,France +202516,7,6151,3193,9109,9,5,13,FR,France +202515,7,5557,3262,7852,8,5,11,FR,France +202514,7,4984,2858,7110,7,4,10,FR,France +202513,7,5964,3608,8320,9,5,13,FR,France +202512,7,3855,1995,5715,6,3,9,FR,France +202511,7,5878,2747,9009,9,4,14,FR,France +202510,7,2921,1421,4421,4,2,6,FR,France +202509,7,3381,1468,5294,5,2,8,FR,France +202508,7,2835,1286,4384,4,2,6,FR,France +202507,7,4502,2382,6622,7,4,10,FR,France +202506,7,3455,1958,4952,5,3,7,FR,France +202505,7,2087,1056,3118,3,1,5,FR,France +202504,7,6895,4466,9324,10,6,14,FR,France +202503,7,2462,1161,3763,4,2,6,FR,France +202502,7,5966,2757,9175,9,4,14,FR,France +202501,7,6059,2451,9667,9,4,14,FR,France +202452,7,4356,1776,6936,7,3,11,FR,France +202451,7,4670,2239,7101,7,3,11,FR,France +202450,7,7363,4438,10288,11,7,15,FR,France +202449,7,6077,3631,8523,9,5,13,FR,France +202448,7,4189,1454,6924,6,2,10,FR,France +202447,7,1931,726,3136,3,1,5,FR,France +202446,7,2260,863,3657,3,1,5,FR,France +202445,7,2713,1216,4210,4,2,6,FR,France +202444,7,2135,676,3594,3,1,5,FR,France +202443,7,2124,641,3607,3,1,5,FR,France +202442,7,2621,1246,3996,4,2,6,FR,France +202441,7,2035,381,3689,3,1,5,FR,France +202440,7,2125,725,3525,3,1,5,FR,France +202439,7,2898,1333,4463,4,2,6,FR,France +202438,7,751,0,1513,1,0,2,FR,France +202437,7,916,28,1804,1,0,2,FR,France +202436,7,2235,870,3600,3,1,5,FR,France +202435,7,1623,284,2962,2,0,4,FR,France +202434,7,2560,622,4498,4,1,7,FR,France +202433,7,1971,536,3406,3,1,5,FR,France +202432,7,4399,1944,6854,7,3,11,FR,France +202431,7,4500,2213,6787,7,4,10,FR,France +202430,7,7004,4278,9730,11,7,15,FR,France +202429,7,9270,6303,12237,14,10,18,FR,France +202428,7,9364,6498,12230,14,10,18,FR,France +202427,7,10247,7090,13404,15,10,20,FR,France +202426,7,14368,10399,18337,22,16,28,FR,France +202425,7,11174,8039,14309,17,12,22,FR,France +202424,7,12621,9357,15885,19,14,24,FR,France +202423,7,14657,11339,17975,22,17,27,FR,France +202422,7,11628,8361,14895,17,12,22,FR,France +202421,7,9701,6851,12551,15,11,19,FR,France +202420,7,13661,10209,17113,20,15,25,FR,France +202419,7,10083,6413,13753,15,9,21,FR,France +202418,7,13438,9514,17362,20,14,26,FR,France +202417,7,15303,11219,19387,23,17,29,FR,France +202416,7,18138,13540,22736,27,20,34,FR,France +202415,7,24929,17315,32543,37,26,48,FR,France +202414,7,16181,12544,19818,24,19,29,FR,France +202413,7,18322,14206,22438,27,21,33,FR,France +202412,7,12818,9128,16508,19,13,25,FR,France +202411,7,15973,12400,19546,24,19,29,FR,France +202410,7,14301,10761,17841,21,16,26,FR,France +202409,7,14337,10871,17803,21,16,26,FR,France +202408,7,15899,11991,19807,24,18,30,FR,France +202407,7,11294,8226,14362,17,12,22,FR,France +202406,7,12174,9020,15328,18,13,23,FR,France +202405,7,8814,6110,11518,13,9,17,FR,France +202404,7,9504,6566,12442,14,10,18,FR,France +202403,7,6948,4633,9263,10,7,13,FR,France +202402,7,7125,4852,9398,11,8,14,FR,France +202401,7,13305,9214,17396,20,14,26,FR,France +202352,7,11636,7354,15918,18,12,24,FR,France +202351,7,6912,4227,9597,10,6,14,FR,France +202350,7,8799,6215,11383,13,9,17,FR,France +202349,7,7817,5362,10272,12,8,16,FR,France +202348,7,7351,4749,9953,11,7,15,FR,France +202347,7,6537,4277,8797,10,7,13,FR,France +202346,7,5229,2973,7485,8,5,11,FR,France +202345,7,5007,2675,7339,8,4,12,FR,France +202344,7,3688,1664,5712,6,3,9,FR,France +202343,7,3891,1675,6107,6,3,9,FR,France +202342,7,3968,1212,6724,6,2,10,FR,France +202341,7,3356,1764,4948,5,3,7,FR,France +202340,7,2845,1410,4280,4,2,6,FR,France +202339,7,1739,629,2849,3,1,5,FR,France +202338,7,1663,274,3052,3,1,5,FR,France +202337,7,1122,223,2021,2,1,3,FR,France +202336,7,726,10,1442,1,0,2,FR,France +202335,7,961,96,1826,1,0,2,FR,France +202334,7,1168,9,2327,2,0,4,FR,France +202333,7,3308,1184,5432,5,2,8,FR,France +202332,7,7996,1120,14872,12,2,22,FR,France +202331,7,3318,1398,5238,5,2,8,FR,France +202330,7,5821,3269,8373,9,5,13,FR,France +202329,7,13558,8297,18819,20,12,28,FR,France +202328,7,6700,4043,9357,10,6,14,FR,France +202327,7,7253,4599,9907,11,7,15,FR,France +202326,7,9192,6223,12161,14,10,18,FR,France +202325,7,11498,8257,14739,17,12,22,FR,France +202324,7,11115,7968,14262,17,12,22,FR,France +202323,7,12563,6134,18992,19,9,29,FR,France +202322,7,12184,8125,16243,18,12,24,FR,France +202321,7,11349,7598,15100,17,11,23,FR,France +202320,7,9000,4615,13385,14,7,21,FR,France +202319,7,9344,6091,12597,14,9,19,FR,France +202318,7,10671,7291,14051,16,11,21,FR,France +202317,7,9184,6162,12206,14,9,19,FR,France +202316,7,11387,8014,14760,17,12,22,FR,France +202315,7,14040,7613,20467,21,11,31,FR,France +202314,7,15247,11032,19462,23,17,29,FR,France +202313,7,13322,9700,16944,20,15,25,FR,France +202312,7,10374,7218,13530,16,11,21,FR,France +202311,7,4919,2880,6958,7,4,10,FR,France +202310,7,4854,2731,6977,7,4,10,FR,France +202309,7,7004,4548,9460,11,7,15,FR,France +202308,7,8175,5316,11034,12,8,16,FR,France +202307,7,6595,3782,9408,10,6,14,FR,France +202306,7,9595,6017,13173,14,9,19,FR,France +202305,7,6237,3907,8567,9,5,13,FR,France +202304,7,6299,3973,8625,9,6,12,FR,France +202303,7,6063,3798,8328,9,6,12,FR,France +202302,7,6576,3060,10092,10,5,15,FR,France +202301,7,8153,5470,10836,12,8,16,FR,France +202252,7,5171,2717,7625,8,4,12,FR,France +202251,7,6226,3822,8630,9,5,13,FR,France +202250,7,6590,3100,10080,10,5,15,FR,France +202249,7,5095,3212,6978,8,5,11,FR,France +202248,7,4985,3043,6927,8,5,11,FR,France +202247,7,6087,3733,8441,9,5,13,FR,France +202246,7,3033,1392,4674,5,3,7,FR,France +202245,7,3827,1720,5934,6,3,9,FR,France +202244,7,4271,2231,6311,6,3,9,FR,France +202243,7,5863,3302,8424,9,5,13,FR,France +202242,7,3770,1950,5590,6,3,9,FR,France +202241,7,4177,2219,6135,6,3,9,FR,France +202240,7,4883,1472,8294,7,2,12,FR,France +202239,7,2041,331,3751,3,0,6,FR,France +202238,7,1771,419,3123,3,1,5,FR,France +202237,7,1725,499,2951,3,1,5,FR,France +202236,7,1069,178,1960,2,1,3,FR,France +202235,7,1581,400,2762,2,0,4,FR,France +202234,7,2266,788,3744,3,1,5,FR,France +202233,7,7340,0,17399,11,0,26,FR,France +202232,7,7801,4086,11516,12,6,18,FR,France +202231,7,6896,4170,9622,10,6,14,FR,France +202230,7,9039,5770,12308,14,9,19,FR,France +202229,7,14851,10060,19642,22,15,29,FR,France +202228,7,15471,11028,19914,23,16,30,FR,France +202227,7,21191,16198,26184,32,24,40,FR,France +202226,7,16854,12806,20902,25,19,31,FR,France +202225,7,22266,18027,26505,34,28,40,FR,France +202224,7,22458,18105,26811,34,27,41,FR,France +202223,7,18772,14875,22669,28,22,34,FR,France +202222,7,18965,14985,22945,29,23,35,FR,France +202221,7,20310,16307,24313,31,25,37,FR,France +202220,7,23585,19004,28166,36,29,43,FR,France +202219,7,18593,14181,23005,28,21,35,FR,France +202218,7,17851,13963,21739,27,21,33,FR,France +202217,7,20314,16001,24627,31,24,38,FR,France +202216,7,19660,14860,24460,30,23,37,FR,France +202215,7,17799,13715,21883,27,21,33,FR,France +202214,7,17005,13162,20848,26,20,32,FR,France +202213,7,15448,11659,19237,23,17,29,FR,France +202212,7,14702,10794,18610,22,16,28,FR,France +202211,7,11729,8347,15111,18,13,23,FR,France +202210,7,13314,10036,16592,20,15,25,FR,France +202209,7,10485,7600,13370,16,12,20,FR,France +202208,7,12088,8741,15435,18,13,23,FR,France +202207,7,14003,10789,17217,21,16,26,FR,France +202206,7,9798,7048,12548,15,11,19,FR,France +202205,7,10851,7797,13905,16,11,21,FR,France +202204,7,9547,6721,12373,14,10,18,FR,France +202203,7,13972,10680,17264,21,16,26,FR,France +202202,7,8495,6026,10964,13,9,17,FR,France +202201,7,13793,10597,16989,21,16,26,FR,France +202152,7,13239,9611,16867,20,15,25,FR,France +202151,7,13326,9629,17023,20,14,26,FR,France +202150,7,14128,10312,17944,21,15,27,FR,France +202149,7,13674,10369,16979,21,16,26,FR,France +202148,7,11549,8503,14595,17,12,22,FR,France +202147,7,11419,8376,14462,17,12,22,FR,France +202146,7,8216,5724,10708,12,8,16,FR,France +202145,7,8965,6468,11462,14,10,18,FR,France +202144,7,8736,5636,11836,13,8,18,FR,France +202143,7,8145,5164,11126,12,7,17,FR,France +202142,7,9443,6037,12849,14,9,19,FR,France +202141,7,4021,2239,5803,6,3,9,FR,France +202140,7,4441,2454,6428,7,4,10,FR,France +202139,7,2291,1056,3526,3,1,5,FR,France +202138,7,4325,2267,6383,7,4,10,FR,France +202137,7,1964,754,3174,3,1,5,FR,France +202136,7,3441,1730,5152,5,2,8,FR,France +202135,7,2562,1107,4017,4,2,6,FR,France +202134,7,1429,378,2480,2,0,4,FR,France +202133,7,3829,1830,5828,6,3,9,FR,France +202132,7,4108,1895,6321,6,3,9,FR,France +202131,7,4793,2301,7285,7,3,11,FR,France +202130,7,7190,4191,10189,11,6,16,FR,France +202129,7,6800,4109,9491,10,6,14,FR,France +202128,7,9734,0,21731,15,0,33,FR,France +202127,7,9026,4316,13736,14,7,21,FR,France +202126,7,7284,4108,10460,11,6,16,FR,France +202125,7,9351,6540,12162,14,10,18,FR,France +202124,7,12034,8937,15131,18,13,23,FR,France +202123,7,9116,6420,11812,14,10,18,FR,France +202122,7,4817,2752,6882,7,4,10,FR,France +202121,7,6092,3458,8726,9,5,13,FR,France +202120,7,7485,4601,10369,11,7,15,FR,France +202119,7,6654,4370,8938,10,7,13,FR,France +202118,7,3912,2110,5714,6,3,9,FR,France +202117,7,4686,2878,6494,7,4,10,FR,France +202116,7,4780,2891,6669,7,4,10,FR,France +202115,7,11215,7627,14803,17,12,22,FR,France +202114,7,11197,7994,14400,17,12,22,FR,France +202113,7,9714,6289,13139,15,10,20,FR,France +202112,7,11520,8415,14625,17,12,22,FR,France +202111,7,9386,6678,12094,14,10,18,FR,France +202110,7,9056,6452,11660,14,10,18,FR,France +202109,7,10988,7938,14038,17,12,22,FR,France +202108,7,11281,8361,14201,17,13,21,FR,France +202107,7,13561,10315,16807,21,16,26,FR,France +202106,7,13401,9810,16992,20,15,25,FR,France +202105,7,12210,8988,15432,18,13,23,FR,France +202104,7,12026,8826,15226,18,13,23,FR,France +202103,7,8913,6375,11451,13,9,17,FR,France +202102,7,7795,5430,10160,12,8,16,FR,France +202101,7,10525,7750,13300,16,12,20,FR,France +202053,7,11978,8406,15550,18,13,23,FR,France +202052,7,12012,8285,15739,18,12,24,FR,France +202051,7,10564,7574,13554,16,11,21,FR,France +202050,7,7063,4744,9382,11,7,15,FR,France +202049,7,5026,3145,6907,8,5,11,FR,France +202048,7,6683,4312,9054,10,6,14,FR,France +202047,7,4999,2963,7035,8,5,11,FR,France +202046,7,3752,1963,5541,6,3,9,FR,France +202045,7,3696,2016,5376,6,3,9,FR,France +202044,7,4391,2375,6407,7,4,10,FR,France +202043,7,4376,2505,6247,7,4,10,FR,France +202042,7,4000,1979,6021,6,3,9,FR,France +202041,7,3961,2099,5823,6,3,9,FR,France +202040,7,2078,675,3481,3,1,5,FR,France +202039,7,1049,237,1861,2,1,3,FR,France +202038,7,2251,781,3721,3,1,5,FR,France +202037,7,1584,405,2763,2,0,4,FR,France +202036,7,919,100,1738,1,0,2,FR,France +202035,7,828,0,1694,1,0,2,FR,France +202034,7,2272,371,4173,3,0,6,FR,France +202033,7,1284,177,2391,2,0,4,FR,France +202032,7,2650,689,4611,4,1,7,FR,France +202031,7,1303,100,2506,2,0,4,FR,France +202030,7,1385,75,2695,2,0,4,FR,France +202029,7,841,10,1672,1,0,2,FR,France +202028,7,728,0,1515,1,0,2,FR,France +202027,7,986,149,1823,1,0,2,FR,France +202026,7,694,0,1454,1,0,2,FR,France +202025,7,228,0,597,0,0,1,FR,France +202024,7,388,0,959,1,0,2,FR,France +202023,7,558,1,1115,1,0,2,FR,France +202022,7,277,0,633,0,0,1,FR,France +202021,7,602,36,1168,1,0,2,FR,France +202020,7,824,20,1628,1,0,2,FR,France +202019,7,310,0,753,0,0,1,FR,France +202018,7,849,98,1600,1,0,2,FR,France +202017,7,272,0,658,0,0,1,FR,France +202016,7,758,78,1438,1,0,2,FR,France +202015,7,1918,675,3161,3,1,5,FR,France +202014,7,3879,2227,5531,6,3,9,FR,France +202013,7,7326,5236,9416,11,8,14,FR,France +202012,7,8123,5790,10456,12,8,16,FR,France +202011,7,10198,7568,12828,15,11,19,FR,France +202010,7,9011,6691,11331,14,10,18,FR,France +202009,7,13631,10544,16718,21,16,26,FR,France +202008,7,10424,7708,13140,16,12,20,FR,France +202007,7,8959,6574,11344,14,10,18,FR,France +202006,7,9264,6925,11603,14,10,18,FR,France +202005,7,8505,6314,10696,13,10,16,FR,France +202004,7,7991,5831,10151,12,9,15,FR,France +202003,7,5968,4100,7836,9,6,12,FR,France +202002,7,6534,4530,8538,10,7,13,FR,France +202001,7,9835,7019,12651,15,11,19,FR,France +201952,7,7941,5246,10636,12,8,16,FR,France +201951,7,5823,3675,7971,9,6,12,FR,France +201950,7,6424,4276,8572,10,7,13,FR,France +201949,7,6621,4540,8702,10,7,13,FR,France +201948,7,5542,3383,7701,8,5,11,FR,France +201947,7,7536,5058,10014,11,7,15,FR,France +201946,7,2638,1316,3960,4,2,6,FR,France +201945,7,4492,2615,6369,7,4,10,FR,France +201944,7,5728,3627,7829,9,6,12,FR,France +201943,7,4834,2751,6917,7,4,10,FR,France +201942,7,6279,3989,8569,10,7,13,FR,France +201941,7,4130,2030,6230,6,3,9,FR,France +201940,7,4211,2218,6204,6,3,9,FR,France +201939,7,3137,1310,4964,5,2,8,FR,France +201938,7,3078,1416,4740,5,2,8,FR,France +201937,7,970,162,1778,1,0,2,FR,France +201936,7,1277,263,2291,2,0,4,FR,France +201935,7,922,0,1857,1,0,2,FR,France +201934,7,1997,605,3389,3,1,5,FR,France +201933,7,3279,1103,5455,5,2,8,FR,France +201932,7,3627,1576,5678,6,3,9,FR,France +201931,7,7611,4605,10617,12,7,17,FR,France +201930,7,8875,5629,12121,13,8,18,FR,France +201929,7,10658,7151,14165,16,11,21,FR,France +201928,7,11251,7604,14898,17,11,23,FR,France +201927,7,16602,12349,20855,25,19,31,FR,France +201926,7,18851,14491,23211,29,22,36,FR,France +201925,7,18309,13972,22646,28,21,35,FR,France +201924,7,13382,9659,17105,20,14,26,FR,France +201923,7,19264,15027,23501,29,23,35,FR,France +201922,7,16861,12783,20939,26,20,32,FR,France +201921,7,17572,13140,22004,27,20,34,FR,France +201920,7,16180,12310,20050,25,19,31,FR,France +201919,7,16646,12721,20571,25,19,31,FR,France +201918,7,13803,10159,17447,21,15,27,FR,France +201917,7,15868,11815,19921,24,18,30,FR,France +201916,7,17127,12815,21439,26,19,33,FR,France +201915,7,21449,16525,26373,33,26,40,FR,France +201914,7,16131,12254,20008,25,19,31,FR,France +201913,7,17264,13409,21119,26,20,32,FR,France +201912,7,14133,10499,17767,21,15,27,FR,France +201911,7,12655,9528,15782,19,14,24,FR,France +201910,7,14062,10547,17577,21,16,26,FR,France +201909,7,13725,10221,17229,21,16,26,FR,France +201908,7,17186,13156,21216,26,20,32,FR,France +201907,7,10206,7388,13024,16,12,20,FR,France +201906,7,13504,10402,16606,21,16,26,FR,France +201905,7,12799,9843,15755,19,15,23,FR,France +201904,7,11842,9041,14643,18,14,22,FR,France +201903,7,8616,6114,11118,13,9,17,FR,France +201902,7,12005,9035,14975,18,13,23,FR,France +201901,7,15951,12224,19678,24,18,30,FR,France +201852,7,16234,11915,20553,25,18,32,FR,France +201851,7,16859,12787,20931,26,20,32,FR,France +201850,7,11554,8405,14703,18,13,23,FR,France +201849,7,12632,9322,15942,19,14,24,FR,France +201848,7,8093,5509,10677,12,8,16,FR,France +201847,7,8670,5920,11420,13,9,17,FR,France +201846,7,7039,4453,9625,11,7,15,FR,France +201845,7,7479,4820,10138,11,7,15,FR,France +201844,7,7749,4931,10567,12,8,16,FR,France +201843,7,8705,5414,11996,13,8,18,FR,France +201842,7,4640,2523,6757,7,4,10,FR,France +201841,7,2956,1207,4705,4,1,7,FR,France +201840,7,3858,1827,5889,6,3,9,FR,France +201839,7,2584,870,4298,4,1,7,FR,France +201838,7,2401,761,4041,4,2,6,FR,France +201837,7,1891,501,3281,3,1,5,FR,France +201836,7,559,0,1335,1,0,2,FR,France +201835,7,872,0,1916,1,0,3,FR,France +201834,7,3736,1415,6057,6,2,10,FR,France +201833,7,3803,1130,6476,6,2,10,FR,France +201832,7,3225,1155,5295,5,2,8,FR,France +201831,7,6610,3565,9655,10,5,15,FR,France +201830,7,9338,5780,12896,14,9,19,FR,France +201829,7,8513,5059,11967,13,8,18,FR,France +201828,7,12115,7907,16323,18,12,24,FR,France +201827,7,13975,9739,18211,21,15,27,FR,France +201826,7,15317,11019,19615,23,16,30,FR,France +201825,7,11282,7840,14724,17,12,22,FR,France +201824,7,16554,12219,20889,25,18,32,FR,France +201823,7,9511,6385,12637,14,9,19,FR,France +201822,7,15972,11793,20151,24,18,30,FR,France +201821,7,10909,7627,14191,17,12,22,FR,France +201820,7,13417,9692,17142,20,14,26,FR,France +201819,7,16718,12351,21085,25,18,32,FR,France +201818,7,16120,11128,21112,25,17,33,FR,France +201817,7,16154,11960,20348,25,19,31,FR,France +201816,7,18341,13836,22846,28,21,35,FR,France +201815,7,17946,13622,22270,27,20,34,FR,France +201814,7,15036,10780,19292,23,17,29,FR,France +201813,7,16373,12472,20274,25,19,31,FR,France +201812,7,18819,14373,23265,29,22,36,FR,France +201811,7,15478,11427,19529,24,18,30,FR,France +201810,7,15753,11901,19605,24,18,30,FR,France +201809,7,13217,9653,16781,20,15,25,FR,France +201808,7,13390,9832,16948,20,15,25,FR,France +201807,7,13453,10096,16810,20,15,25,FR,France +201806,7,15491,11679,19303,24,18,30,FR,France +201805,7,15078,11374,18782,23,17,29,FR,France +201804,7,14562,10973,18151,22,17,27,FR,France +201803,7,7972,5473,10471,12,8,16,FR,France +201802,7,10976,7974,13978,17,12,22,FR,France +201801,7,11471,8430,14512,17,12,22,FR,France +201752,7,11120,7732,14508,17,12,22,FR,France +201751,7,8055,5279,10831,12,8,16,FR,France +201750,7,10095,7184,13006,15,11,19,FR,France +201749,7,11214,8103,14325,17,12,22,FR,France +201748,7,8686,5706,11666,13,8,18,FR,France +201747,7,8741,5969,11513,13,9,17,FR,France +201746,7,5708,3483,7933,9,6,12,FR,France +201745,7,4902,2777,7027,8,5,11,FR,France +201744,7,5645,3125,8165,9,5,13,FR,France +201743,7,6892,3966,9818,11,7,15,FR,France +201742,7,4490,2218,6762,7,4,10,FR,France +201741,7,2516,1110,3922,4,2,6,FR,France +201740,7,4902,2504,7300,8,4,12,FR,France +201739,7,2901,917,4885,4,1,7,FR,France +201738,7,2138,736,3540,3,1,5,FR,France +201737,7,2360,700,4020,4,1,7,FR,France +201736,7,1903,450,3356,3,1,5,FR,France +201735,7,3419,1409,5429,5,2,8,FR,France +201734,7,3886,1559,6213,6,2,10,FR,France +201733,7,3133,829,5437,5,1,9,FR,France +201732,7,4194,1599,6789,6,2,10,FR,France +201731,7,7130,3572,10688,11,6,16,FR,France +201730,7,7368,3708,11028,11,5,17,FR,France +201729,7,15320,10560,20080,24,17,31,FR,France +201728,7,14764,9589,19939,23,15,31,FR,France +201727,7,12000,7980,16020,18,12,24,FR,France +201726,7,11914,8364,15464,18,13,23,FR,France +201725,7,16264,12303,20225,25,19,31,FR,France +201724,7,16473,12221,20725,25,18,32,FR,France +201723,7,15607,11196,20018,24,17,31,FR,France +201722,7,19102,14187,24017,29,21,37,FR,France +201721,7,21160,15647,26673,32,24,40,FR,France +201720,7,19412,14439,24385,30,22,38,FR,France +201719,7,20724,15468,25980,32,24,40,FR,France +201718,7,14497,10154,18840,22,15,29,FR,France +201717,7,17548,12284,22812,27,19,35,FR,France +201716,7,14963,10491,19435,23,16,30,FR,France +201715,7,16400,11762,21038,25,18,32,FR,France +201714,7,18892,13332,24452,29,20,38,FR,France +201713,7,21702,16488,26916,33,25,41,FR,France +201712,7,18534,14161,22907,28,21,35,FR,France +201711,7,18361,12709,24013,28,19,37,FR,France +201710,7,10218,6896,13540,16,11,21,FR,France +201709,7,12248,8571,15925,19,13,25,FR,France +201708,7,14721,10712,18730,23,17,29,FR,France +201707,7,10991,7538,14444,17,12,22,FR,France +201706,7,9627,6502,12752,15,10,20,FR,France +201705,7,8885,6064,11706,14,10,18,FR,France +201704,7,9227,6249,12205,14,9,19,FR,France +201703,7,8791,6072,11510,13,9,17,FR,France +201702,7,9034,6097,11971,14,9,19,FR,France +201701,7,7803,5142,10464,12,8,16,FR,France +201652,7,7665,4768,10562,12,8,16,FR,France +201651,7,9916,5966,13866,15,9,21,FR,France +201650,7,8866,5849,11883,14,9,19,FR,France +201649,7,7919,5039,10799,12,8,16,FR,France +201648,7,6906,4242,9570,11,7,15,FR,France +201647,7,6877,4083,9671,11,7,15,FR,France +201646,7,4683,2458,6908,7,4,10,FR,France +201645,7,3807,1499,6115,6,2,10,FR,France +201644,7,4879,2029,7729,7,3,11,FR,France +201643,7,9264,4949,13579,14,7,21,FR,France +201642,7,7301,3877,10725,11,6,16,FR,France +201641,7,5849,2950,8748,9,5,13,FR,France +201640,7,5023,2267,7779,8,4,12,FR,France +201639,7,2437,595,4279,4,1,7,FR,France +201638,7,2550,0,5121,4,0,8,FR,France +201637,7,3031,501,5561,5,1,9,FR,France +201636,7,1621,33,3209,2,0,4,FR,France +201635,7,1554,38,3070,2,0,4,FR,France +201634,7,3089,711,5467,5,1,9,FR,France +201633,7,3373,671,6075,5,1,9,FR,France +201632,7,4670,936,8404,7,1,13,FR,France +201631,7,13619,5986,21252,21,9,33,FR,France +201630,7,14149,8423,19875,22,13,31,FR,France +201629,7,15769,9829,21709,24,15,33,FR,France +201628,7,19968,12709,27227,31,20,42,FR,France +201627,7,23790,16940,30640,37,26,48,FR,France +201626,7,26083,19873,32293,40,30,50,FR,France +201625,7,19250,13742,24758,30,22,38,FR,France +201624,7,16465,11779,21151,25,18,32,FR,France +201623,7,21642,16030,27254,33,24,42,FR,France +201622,7,21913,16307,27519,34,25,43,FR,France +201621,7,22707,16878,28536,35,26,44,FR,France +201620,7,20389,14741,26037,31,22,40,FR,France +201619,7,19685,14453,24917,30,22,38,FR,France +201618,7,19785,14138,25432,30,21,39,FR,France +201617,7,20489,14781,26197,31,22,40,FR,France +201616,7,23848,18353,29343,37,29,45,FR,France +201615,7,30982,24510,37454,48,38,58,FR,France +201614,7,30996,24507,37485,48,38,58,FR,France +201613,7,20260,15476,25044,31,24,38,FR,France +201612,7,19129,14501,23757,29,22,36,FR,France +201611,7,16660,12252,21068,26,19,33,FR,France +201610,7,16812,12677,20947,26,20,32,FR,France +201609,7,18118,13735,22501,28,21,35,FR,France +201608,7,17557,13397,21717,27,21,33,FR,France +201607,7,22222,17422,27022,34,27,41,FR,France +201606,7,24486,19563,29409,38,30,46,FR,France +201605,7,20906,16470,25342,32,25,39,FR,France +201604,7,17717,13394,22040,27,20,34,FR,France +201603,7,17146,13088,21204,26,20,32,FR,France +201602,7,9960,6845,13075,15,10,20,FR,France +201601,7,16221,12114,20328,25,19,31,FR,France +201553,7,14386,10110,18662,22,15,29,FR,France +201552,7,12550,8407,16693,19,13,25,FR,France +201551,7,16168,11913,20423,25,18,32,FR,France +201550,7,14600,10277,18923,23,16,30,FR,France +201549,7,10580,7148,14012,16,11,21,FR,France +201548,7,6694,3816,9572,10,6,14,FR,France +201547,7,7224,4543,9905,11,7,15,FR,France +201546,7,6377,3768,8986,10,6,14,FR,France +201545,7,7838,4650,11026,12,7,17,FR,France +201544,7,10638,7012,14264,16,10,22,FR,France +201543,7,8228,4766,11690,13,8,18,FR,France +201542,7,6730,3669,9791,10,5,15,FR,France +201541,7,8455,5347,11563,13,8,18,FR,France +201540,7,6242,3556,8928,10,6,14,FR,France +201539,7,5142,2663,7621,8,4,12,FR,France +201538,7,4845,2170,7520,8,4,12,FR,France +201537,7,1710,315,3105,3,1,5,FR,France +201536,7,3852,1413,6291,6,2,10,FR,France +201535,7,3158,1104,5212,5,2,8,FR,France +201534,7,6626,2734,10518,10,4,16,FR,France +201533,7,3005,815,5195,5,2,8,FR,France +201532,7,4592,1514,7670,7,2,12,FR,France +201531,7,5901,2320,9482,9,3,15,FR,France +201530,7,11437,6572,16302,18,10,26,FR,France +201529,7,16251,10104,22398,25,15,35,FR,France +201528,7,19181,12819,25543,30,20,40,FR,France +201527,7,20526,14918,26134,32,23,41,FR,France +201526,7,20491,15043,25939,32,24,40,FR,France +201525,7,18253,13349,23157,28,20,36,FR,France +201524,7,20522,15347,25697,32,24,40,FR,France +201523,7,22298,16988,27608,35,27,43,FR,France +201522,7,16681,11603,21759,26,18,34,FR,France +201521,7,19208,13976,24440,30,22,38,FR,France +201520,7,15791,10998,20584,24,17,31,FR,France +201519,7,17661,12845,22477,27,20,34,FR,France +201518,7,18126,13142,23110,28,20,36,FR,France +201517,7,22059,16386,27732,34,25,43,FR,France +201516,7,22837,17103,28571,35,26,44,FR,France +201515,7,20116,14743,25489,31,23,39,FR,France +201514,7,19969,14683,25255,31,23,39,FR,France +201513,7,14076,10028,18124,22,16,28,FR,France +201512,7,13120,9230,17010,20,14,26,FR,France +201511,7,12073,8302,15844,19,13,25,FR,France +201510,7,11340,7811,14869,18,13,23,FR,France +201509,7,9509,6202,12816,15,10,20,FR,France +201508,7,10045,6921,13169,16,11,21,FR,France +201507,7,13810,9930,17690,21,15,27,FR,France +201506,7,14586,10675,18497,23,17,29,FR,France +201505,7,8379,5519,11239,13,9,17,FR,France +201504,7,12373,8955,15791,19,14,24,FR,France +201503,7,8408,5545,11271,13,9,17,FR,France +201502,7,9656,6569,12743,15,10,20,FR,France +201501,7,15419,10638,20200,24,17,31,FR,France +201452,7,12109,7254,16964,19,11,27,FR,France +201451,7,13237,9282,17192,21,15,27,FR,France +201450,7,12272,8434,16110,19,13,25,FR,France +201449,7,6652,4023,9281,10,6,14,FR,France +201448,7,3785,1414,6156,6,2,10,FR,France +201447,7,4213,2058,6368,7,4,10,FR,France +201446,7,2638,808,4468,4,1,7,FR,France +201445,7,5138,2609,7667,8,4,12,FR,France +201444,7,7639,4394,10884,12,7,17,FR,France +201443,7,9721,6051,13391,15,9,21,FR,France +201442,7,7702,4827,10577,12,8,16,FR,France +201441,7,7853,4576,11130,12,7,17,FR,France +201440,7,5643,2875,8411,9,5,13,FR,France +201439,7,3067,959,5175,5,2,8,FR,France +201438,7,1431,130,2732,2,0,4,FR,France +201437,7,1034,0,2338,2,0,4,FR,France +201436,7,2765,707,4823,4,1,7,FR,France +201435,7,3052,734,5370,5,1,9,FR,France +201434,7,6443,1010,11876,10,2,18,FR,France +201433,7,5893,1698,10088,9,2,16,FR,France +201432,7,5574,1636,9512,9,3,15,FR,France +201431,7,11224,5825,16623,17,9,25,FR,France +201430,7,13856,7742,19970,22,12,32,FR,France +201429,7,13818,8249,19387,22,13,31,FR,France +201428,7,14452,8576,20328,23,14,32,FR,France +201427,7,10934,6552,15316,17,10,24,FR,France +201426,7,13972,9090,18854,22,14,30,FR,France +201425,7,15684,10131,21237,24,15,33,FR,France +201424,7,21981,15632,28330,34,24,44,FR,France +201423,7,24015,16956,31074,37,26,48,FR,France +201422,7,19748,13406,26090,31,21,41,FR,France +201421,7,18296,12087,24505,28,18,38,FR,France +201420,7,17693,11979,23407,28,19,37,FR,France +201419,7,18515,12667,24363,29,20,38,FR,France +201418,7,22172,15443,28901,35,25,45,FR,France +201417,7,22727,16224,29230,35,25,45,FR,France +201416,7,17010,11590,22430,26,18,34,FR,France +201415,7,20239,14242,26236,32,23,41,FR,France +201414,7,17565,12341,22789,27,19,35,FR,France +201413,7,17723,12128,23318,28,19,37,FR,France +201412,7,14097,9068,19126,22,14,30,FR,France +201411,7,15073,10122,20024,23,15,31,FR,France +201410,7,16941,11407,22475,26,17,35,FR,France +201409,7,15621,10397,20845,24,16,32,FR,France +201408,7,19870,14111,25629,31,22,40,FR,France +201407,7,15327,10359,20295,24,16,32,FR,France +201406,7,16534,11424,21644,26,18,34,FR,France +201405,7,12071,7897,16245,19,12,26,FR,France +201404,7,15767,10826,20708,25,17,33,FR,France +201403,7,12852,8190,17514,20,13,27,FR,France +201402,7,12465,7896,17034,19,12,26,FR,France +201401,7,22504,15572,29436,35,24,46,FR,France +201352,7,13843,8314,19372,22,13,31,FR,France +201351,7,12787,7843,17731,20,12,28,FR,France +201350,7,11421,7184,15658,18,11,25,FR,France +201349,7,10146,6171,14121,16,10,22,FR,France +201348,7,6708,3361,10055,11,6,16,FR,France +201347,7,9940,5667,14213,16,9,23,FR,France +201346,7,5110,2148,8072,8,3,13,FR,France +201345,7,7669,3726,11612,12,6,18,FR,France +201344,7,10655,5983,15327,17,10,24,FR,France +201343,7,8192,3927,12457,13,6,20,FR,France +201342,7,12324,7315,17333,19,11,27,FR,France +201341,7,9487,5101,13873,15,8,22,FR,France +201340,7,4114,1452,6776,6,2,10,FR,France +201339,7,5037,1810,8264,8,3,13,FR,France +201338,7,4449,1499,7399,7,2,12,FR,France +201337,7,5212,1954,8470,8,3,13,FR,France +201336,7,3481,606,6356,5,0,10,FR,France +201335,7,3486,281,6691,5,0,10,FR,France +201334,7,3994,670,7318,6,1,11,FR,France +201333,7,3758,372,7144,6,1,11,FR,France +201332,7,2986,635,5337,5,1,9,FR,France +201331,7,9137,3957,14317,14,6,22,FR,France +201330,7,13810,6870,20750,22,11,33,FR,France +201329,7,12278,6878,17678,19,11,27,FR,France +201328,7,17146,10622,23670,27,17,37,FR,France +201327,7,13859,8697,19021,22,14,30,FR,France +201326,7,17956,11585,24327,28,18,38,FR,France +201325,7,24609,17743,31475,39,28,50,FR,France +201324,7,23981,17469,30493,38,28,48,FR,France +201323,7,15848,10235,21461,25,16,34,FR,France +201322,7,12528,7759,17297,20,13,27,FR,France +201321,7,10637,6458,14816,17,10,24,FR,France +201320,7,12435,7726,17144,19,12,26,FR,France +201319,7,14230,8491,19969,22,13,31,FR,France +201318,7,17735,11898,23572,28,19,37,FR,France +201317,7,25213,18328,32098,39,28,50,FR,France +201316,7,23918,16084,31752,37,25,49,FR,France +201315,7,15307,10483,20131,24,16,32,FR,France +201314,7,19302,13484,25120,30,21,39,FR,France +201313,7,18224,11953,24495,29,19,39,FR,France +201312,7,17413,11819,23007,27,18,36,FR,France +201311,7,16229,10756,21702,25,16,34,FR,France +201310,7,16515,10966,22064,26,17,35,FR,France +201309,7,16338,11305,21371,26,18,34,FR,France +201308,7,17915,12458,23372,28,19,37,FR,France +201307,7,12245,7795,16695,19,12,26,FR,France +201306,7,13305,8249,18361,21,13,29,FR,France +201305,7,11184,6677,15691,18,11,25,FR,France +201304,7,16505,11326,21684,26,18,34,FR,France +201303,7,10434,6735,14133,16,10,22,FR,France +201302,7,14746,9924,19568,23,15,31,FR,France +201301,7,22537,16290,28784,35,25,45,FR,France +201252,7,14682,9011,20353,23,14,32,FR,France +201251,7,15811,10483,21139,25,17,33,FR,France +201250,7,19840,13797,25883,31,21,41,FR,France +201249,7,11967,7591,16343,19,12,26,FR,France +201248,7,12897,8376,17418,20,13,27,FR,France +201247,7,11934,7042,16826,19,11,27,FR,France +201246,7,10741,6201,15281,17,10,24,FR,France +201245,7,20339,12476,28202,32,20,44,FR,France +201244,7,8472,4834,12110,13,7,19,FR,France +201243,7,11375,7120,15630,18,11,25,FR,France +201242,7,11450,6987,15913,18,11,25,FR,France +201241,7,8700,4885,12515,14,8,20,FR,France +201240,7,9175,5327,13023,14,8,20,FR,France +201239,7,4058,1438,6678,6,2,10,FR,France +201238,7,2684,621,4747,4,1,7,FR,France +201237,7,2505,0,5339,4,0,8,FR,France +201236,7,3930,291,7569,6,0,12,FR,France +201235,7,3515,884,6146,6,2,10,FR,France +201234,7,5663,2195,9131,9,4,14,FR,France +201233,7,7969,3171,12767,13,5,21,FR,France +201232,7,9206,2073,16339,14,3,25,FR,France +201231,7,7579,3540,11618,12,6,18,FR,France +201230,7,11253,5812,16694,18,9,27,FR,France +201229,7,20711,13977,27445,33,22,44,FR,France +201228,7,16966,9789,24143,27,16,38,FR,France +201227,7,17733,11174,24292,28,18,38,FR,France +201226,7,20974,13153,28795,33,21,45,FR,France +201225,7,25480,17130,33830,40,27,53,FR,France +201224,7,17872,11690,24054,28,18,38,FR,France +201223,7,22034,15327,28741,35,24,46,FR,France +201222,7,18774,11901,25647,30,19,41,FR,France +201221,7,18515,9501,27529,29,15,43,FR,France +201220,7,17026,9608,24444,27,15,39,FR,France +201219,7,13599,8726,18472,21,13,29,FR,France +201218,7,16482,10836,22128,26,17,35,FR,France +201217,7,18041,12040,24042,28,19,37,FR,France +201216,7,16251,10239,22263,26,17,35,FR,France +201215,7,10203,5281,15125,16,8,24,FR,France +201214,7,7426,3526,11326,12,6,18,FR,France +201213,7,12507,5913,19101,20,10,30,FR,France +201212,7,12006,6344,17668,19,10,28,FR,France +201211,7,11997,7398,16596,19,12,26,FR,France +201210,7,15569,9700,21438,25,16,34,FR,France +201209,7,18085,12427,23743,28,19,37,FR,France +201208,7,13515,8822,18208,21,14,28,FR,France +201207,7,12594,7774,17414,20,12,28,FR,France +201206,7,15273,9953,20593,24,16,32,FR,France +201205,7,12192,7305,17079,19,11,27,FR,France +201204,7,10248,4996,15500,16,8,24,FR,France +201203,7,11474,6843,16105,18,11,25,FR,France +201202,7,13651,8191,19111,21,12,30,FR,France +201201,7,14028,9063,18993,22,14,30,FR,France +201152,7,21306,14321,28291,34,23,45,FR,France +201151,7,14945,8910,20980,24,14,34,FR,France +201150,7,10051,5417,14685,16,9,23,FR,France +201149,7,10075,5049,15101,16,8,24,FR,France +201148,7,9018,5083,12953,14,8,20,FR,France +201147,7,10055,4853,15257,16,8,24,FR,France +201146,7,7721,3993,11449,12,6,18,FR,France +201145,7,5764,1962,9566,9,3,15,FR,France +201144,7,6178,2704,9652,10,5,15,FR,France +201143,7,6168,2653,9683,10,4,16,FR,France +201142,7,6713,3036,10390,11,5,17,FR,France +201141,7,4184,1543,6825,7,3,11,FR,France +201140,7,3114,618,5610,5,1,9,FR,France +201139,7,2504,414,4594,4,1,7,FR,France +201138,7,3386,585,6187,5,1,9,FR,France +201137,7,1183,9,2357,2,0,4,FR,France +201136,7,3367,478,6256,5,0,10,FR,France +201135,7,5945,2380,9510,9,3,15,FR,France +201134,7,3180,891,5469,5,1,9,FR,France +201133,7,4960,1053,8867,8,2,14,FR,France +201132,7,7230,1500,12960,11,2,20,FR,France +201131,7,10789,4593,16985,17,7,27,FR,France +201130,7,23137,9828,36446,37,16,58,FR,France +201129,7,10056,4896,15216,16,8,24,FR,France +201128,7,13428,7761,19095,21,12,30,FR,France +201127,7,20770,13604,27936,33,22,44,FR,France +201126,7,16862,10623,23101,27,17,37,FR,France +201125,7,19411,12763,26059,31,20,42,FR,France +201124,7,18584,12337,24831,29,19,39,FR,France +201123,7,20707,14800,26614,33,24,42,FR,France +201122,7,16995,11552,22438,27,18,36,FR,France +201121,7,19179,12997,25361,30,20,40,FR,France +201120,7,21512,15082,27942,34,24,44,FR,France +201119,7,18038,12286,23790,29,20,38,FR,France +201118,7,18512,13142,23882,29,21,37,FR,France +201117,7,20715,14602,26828,33,23,43,FR,France +201116,7,18128,12859,23397,29,21,37,FR,France +201115,7,22169,16454,27884,35,26,44,FR,France +201114,7,17431,12573,22289,28,20,36,FR,France +201113,7,15637,10796,20478,25,17,33,FR,France +201112,7,14856,9810,19902,24,16,32,FR,France +201111,7,12156,7712,16600,19,12,26,FR,France +201110,7,12987,8644,17330,21,14,28,FR,France +201109,7,11971,7656,16286,19,12,26,FR,France +201108,7,17295,11843,22747,27,18,36,FR,France +201107,7,12488,7431,17545,20,12,28,FR,France +201106,7,9801,6179,13423,16,10,22,FR,France +201105,7,10857,7046,14668,17,11,23,FR,France +201104,7,13749,9496,18002,22,15,29,FR,France +201103,7,12936,8875,16997,20,14,26,FR,France +201102,7,9451,6208,12694,15,10,20,FR,France +201101,7,14380,10066,18694,23,16,30,FR,France +201052,7,13112,8997,17227,21,14,28,FR,France +201051,7,12055,8046,16064,19,13,25,FR,France +201050,7,8281,5242,11320,13,8,18,FR,France +201049,7,12525,8601,16449,20,14,26,FR,France +201048,7,9048,5627,12469,14,9,19,FR,France +201047,7,7329,4256,10402,12,7,17,FR,France +201046,7,8955,5377,12533,14,8,20,FR,France +201045,7,4800,2269,7331,8,4,12,FR,France +201044,7,11274,7155,15393,18,11,25,FR,France +201043,7,8144,4621,11667,13,7,19,FR,France +201042,7,9178,5507,12849,15,9,21,FR,France +201041,7,7110,3983,10237,11,6,16,FR,France +201040,7,5196,2450,7942,8,4,12,FR,France +201039,7,3415,964,5866,5,1,9,FR,France +201038,7,3057,681,5433,5,1,9,FR,France +201037,7,1056,0,2338,2,0,4,FR,France +201036,7,1629,241,3017,3,1,5,FR,France +201035,7,5847,1895,9799,9,3,15,FR,France +201034,7,4649,1665,7633,7,2,12,FR,France +201033,7,3972,1372,6572,6,2,10,FR,France +201032,7,4307,1345,7269,7,2,12,FR,France +201031,7,7403,3912,10894,12,6,18,FR,France +201030,7,8502,4404,12600,14,7,21,FR,France +201029,7,14481,8874,20088,23,14,32,FR,France +201028,7,28483,18947,38019,45,30,60,FR,France +201027,7,25965,18206,33724,41,29,53,FR,France +201026,7,22628,16253,29003,36,26,46,FR,France +201025,7,21027,15245,26809,33,24,42,FR,France +201024,7,26164,19503,32825,42,31,53,FR,France +201023,7,19858,14032,25684,32,23,41,FR,France +201022,7,22275,16460,28090,35,26,44,FR,France +201021,7,24815,18263,31367,40,30,50,FR,France +201020,7,22370,16020,28720,36,26,46,FR,France +201019,7,25552,18564,32540,41,30,52,FR,France +201018,7,18894,13264,24524,30,21,39,FR,France +201017,7,17512,12221,22803,28,20,36,FR,France +201016,7,21439,15519,27359,34,25,43,FR,France +201015,7,26362,19735,32989,42,31,53,FR,France +201014,7,20168,14274,26062,32,23,41,FR,France +201013,7,18917,13394,24440,30,21,39,FR,France +201012,7,18171,12995,23347,29,21,37,FR,France +201011,7,13401,9041,17761,21,14,28,FR,France +201010,7,18123,12614,23632,29,20,38,FR,France +201009,7,21145,14746,27544,34,24,44,FR,France +201008,7,30549,21013,40085,49,34,64,FR,France +201007,7,25017,17142,32892,40,27,53,FR,France +201006,7,22358,13688,31028,36,22,50,FR,France +201005,7,26817,18132,35502,43,29,57,FR,France +201004,7,14384,8912,19856,23,14,32,FR,France +201003,7,11821,7294,16348,19,12,26,FR,France +201002,7,12756,7177,18335,20,11,29,FR,France +201001,7,14182,9107,19257,23,15,31,FR,France +200953,7,28213,17662,38764,45,28,62,FR,France +200952,7,15203,9597,20809,24,15,33,FR,France +200951,7,17611,11223,23999,28,18,38,FR,France +200950,7,17430,9879,24981,28,16,40,FR,France +200949,7,7199,3960,10438,11,6,16,FR,France +200948,7,14656,9570,19742,23,15,31,FR,France +200947,7,7051,3901,10201,11,6,16,FR,France +200946,7,4662,2107,7217,7,3,11,FR,France +200945,7,15603,9790,21416,25,16,34,FR,France +200944,7,13165,6629,19701,21,11,31,FR,France +200943,7,9872,5298,14446,16,9,23,FR,France +200942,7,13992,7999,19985,22,12,32,FR,France +200941,7,7811,4267,11355,12,6,18,FR,France +200940,7,12414,7441,17387,20,12,28,FR,France +200939,7,4090,921,7259,7,2,12,FR,France +200938,7,2802,999,4605,4,1,7,FR,France +200937,7,1989,362,3616,3,0,6,FR,France +200936,7,1681,212,3150,3,1,5,FR,France +200935,7,3605,1131,6079,6,2,10,FR,France +200934,7,8863,3112,14614,14,5,23,FR,France +200933,7,6592,965,12219,10,1,19,FR,France +200932,7,9370,4069,14671,15,7,23,FR,France +200931,7,18728,0,38349,30,0,61,FR,France +200930,7,10418,5698,15138,17,9,25,FR,France +200929,7,14716,8450,20982,23,13,33,FR,France +200928,7,21297,14200,28394,34,23,45,FR,France +200927,7,22300,14361,30239,36,23,49,FR,France +200926,7,24817,17154,32480,40,28,52,FR,France +200925,7,22427,15617,29237,36,25,47,FR,France +200924,7,14666,9828,19504,23,15,31,FR,France +200923,7,18094,10701,25487,29,17,41,FR,France +200922,7,20358,14457,26259,32,23,41,FR,France +200921,7,23147,16066,30228,37,26,48,FR,France +200920,7,27753,19893,35613,44,31,57,FR,France +200919,7,29529,19088,39970,47,30,64,FR,France +200918,7,17676,11359,23993,28,18,38,FR,France +200917,7,21880,15613,28147,35,25,45,FR,France +200916,7,23899,16714,31084,38,27,49,FR,France +200915,7,21717,14784,28650,35,24,46,FR,France +200914,7,22143,14930,29356,35,24,46,FR,France +200913,7,23445,16436,30454,37,26,48,FR,France +200912,7,17997,11343,24651,29,18,40,FR,France +200911,7,22428,14154,30702,36,23,49,FR,France +200910,7,21362,13994,28730,34,22,46,FR,France +200909,7,26922,18447,35397,43,30,56,FR,France +200908,7,20424,13766,27082,33,22,44,FR,France +200907,7,23181,15024,31338,37,24,50,FR,France +200906,7,29147,20804,37490,46,33,59,FR,France +200905,7,14176,8933,19419,23,15,31,FR,France +200904,7,14887,10004,19770,24,16,32,FR,France +200903,7,12650,7578,17722,20,12,28,FR,France +200902,7,22806,13997,31615,36,22,50,FR,France +200901,7,27073,17648,36498,43,28,58,FR,France +200852,7,13485,8749,18221,22,14,30,FR,France +200851,7,10984,7406,14562,18,12,24,FR,France +200850,7,12868,7126,18610,21,12,30,FR,France +200849,7,11365,4402,18328,19,8,30,FR,France +200848,7,14199,5494,22904,23,9,37,FR,France +200847,7,15819,7899,23739,26,13,39,FR,France +200846,7,8147,4546,11748,13,7,19,FR,France +200845,7,10538,5244,15832,17,8,26,FR,France +200844,7,10753,6665,14841,18,11,25,FR,France +200843,7,9420,5654,13186,15,9,21,FR,France +200842,7,10865,5017,16713,18,8,28,FR,France +200841,7,8583,3541,13625,14,6,22,FR,France +200840,7,8164,3051,13277,13,5,21,FR,France +200839,7,5477,2331,8623,9,4,14,FR,France +200838,7,3780,1129,6431,6,2,10,FR,France +200837,7,4612,1860,7364,8,4,12,FR,France +200836,7,2821,365,5277,5,1,9,FR,France +200835,7,2304,0,4896,4,0,8,FR,France +200834,7,4452,915,7989,7,1,13,FR,France +200833,7,5347,1116,9578,9,2,16,FR,France +200832,7,5294,1512,9076,9,3,15,FR,France +200831,7,10207,5298,15116,17,9,25,FR,France +200830,7,10220,5331,15109,17,9,25,FR,France +200829,7,10071,5148,14994,16,8,24,FR,France +200828,7,9826,4460,15192,16,7,25,FR,France +200827,7,11768,6077,17459,19,10,28,FR,France +200826,7,15584,10821,20347,25,17,33,FR,France +200825,7,21617,15364,27870,35,25,45,FR,France +200824,7,18253,12292,24214,30,20,40,FR,France +200823,7,14388,8610,20166,23,14,32,FR,France +200822,7,13560,7829,19291,22,13,31,FR,France +200821,7,19074,4085,34063,31,7,55,FR,France +200820,7,18272,12040,24504,30,20,40,FR,France +200819,7,16110,10352,21868,26,17,35,FR,France +200818,7,17377,11105,23649,28,18,38,FR,France +200817,7,27000,19317,34683,44,31,57,FR,France +200816,7,23002,15304,30700,37,24,50,FR,France +200815,7,25454,15856,35052,41,25,57,FR,France +200814,7,22236,15623,28849,36,25,47,FR,France +200813,7,20308,13107,27509,33,21,45,FR,France +200812,7,22462,15587,29337,37,26,48,FR,France +200811,7,20505,13958,27052,33,22,44,FR,France +200810,7,18078,11784,24372,29,19,39,FR,France +200809,7,20474,14073,26875,33,23,43,FR,France +200808,7,21441,15042,27840,35,25,45,FR,France +200807,7,17894,12348,23440,29,20,38,FR,France +200806,7,16310,11091,21529,27,18,36,FR,France +200805,7,16684,11106,22262,27,18,36,FR,France +200804,7,20997,14662,27332,34,24,44,FR,France +200803,7,19263,11093,27433,31,18,44,FR,France +200802,7,20501,13032,27970,33,21,45,FR,France +200801,7,20780,14093,27467,34,23,45,FR,France +200752,7,18010,11329,24691,29,18,40,FR,France +200751,7,20052,12509,27595,33,21,45,FR,France +200750,7,19059,12513,25605,31,20,42,FR,France +200749,7,18394,12805,23983,30,21,39,FR,France +200748,7,10765,5871,15659,18,10,26,FR,France +200747,7,10703,1791,19615,17,2,32,FR,France +200746,7,12318,4207,20429,20,7,33,FR,France +200745,7,12352,0,29660,20,0,48,FR,France +200744,7,7897,3419,12375,13,6,20,FR,France +200743,7,5788,2306,9270,9,3,15,FR,France +200742,7,5993,2329,9657,10,4,16,FR,France +200741,7,7130,0,17274,12,0,29,FR,France +200740,7,8146,940,15352,13,1,25,FR,France +200739,7,3916,500,7332,6,0,12,FR,France +200738,7,2691,462,4920,4,0,8,FR,France +200737,7,4100,1263,6937,7,2,12,FR,France +200736,7,1580,0,3223,3,0,6,FR,France +200735,7,3471,0,7162,6,0,12,FR,France +200734,7,3333,0,6764,5,0,11,FR,France +200733,7,3241,451,6031,5,0,10,FR,France +200732,7,7321,2112,12530,12,4,20,FR,France +200731,7,9932,3688,16176,16,6,26,FR,France +200730,7,9879,3616,16142,16,6,26,FR,France +200729,7,17227,7803,26651,28,13,43,FR,France +200728,7,14874,7763,21985,24,12,36,FR,France +200727,7,13500,7382,19618,22,12,32,FR,France +200726,7,15454,9522,21386,25,15,35,FR,France +200725,7,20567,13847,27287,34,23,45,FR,France +200724,7,26470,18336,34604,43,30,56,FR,France +200723,7,23443,15824,31062,38,26,50,FR,France +200722,7,18811,11559,26063,31,19,43,FR,France +200721,7,15325,9347,21303,25,15,35,FR,France +200720,7,17507,11589,23425,29,19,39,FR,France +200719,7,22692,15113,30271,37,25,49,FR,France +200718,7,20630,13394,27866,34,22,46,FR,France +200717,7,23755,14388,33122,39,24,54,FR,France +200716,7,23388,16188,30588,38,26,50,FR,France +200715,7,25695,17711,33679,42,29,55,FR,France +200714,7,16974,9959,23989,28,17,39,FR,France +200713,7,24625,16598,32652,40,27,53,FR,France +200712,7,20303,11331,29275,33,18,48,FR,France +200711,7,33056,21724,44388,54,36,72,FR,France +200710,7,20775,12182,29368,34,20,48,FR,France +200709,7,18750,12252,25248,31,20,42,FR,France +200708,7,19458,12998,25918,32,21,43,FR,France +200707,7,20978,14822,27134,34,24,44,FR,France +200706,7,14466,9375,19557,24,16,32,FR,France +200705,7,15339,9771,20907,25,16,34,FR,France +200704,7,19661,13333,25989,32,22,42,FR,France +200703,7,16211,10323,22099,26,16,36,FR,France +200702,7,15631,10037,21225,25,16,34,FR,France +200701,7,16483,10582,22384,27,17,37,FR,France +200652,7,20472,13371,27573,34,22,46,FR,France +200651,7,20557,12905,28209,34,21,47,FR,France +200650,7,11364,6541,16187,19,11,27,FR,France +200649,7,12518,6273,18763,21,11,31,FR,France +200648,7,8028,2783,13273,13,4,22,FR,France +200647,7,6240,2268,10212,10,3,17,FR,France +200646,7,4953,1841,8065,8,3,13,FR,France +200645,7,4064,1178,6950,7,2,12,FR,France +200644,7,5300,1084,9516,9,2,16,FR,France +200643,7,3518,1027,6009,6,2,10,FR,France +200642,7,2885,539,5231,5,1,9,FR,France +200641,7,4405,123,8687,7,0,14,FR,France +200640,7,2513,0,5505,4,0,9,FR,France +200639,7,992,0,2812,2,0,5,FR,France +200638,7,1363,0,3045,2,0,5,FR,France +200637,7,992,0,2711,2,0,5,FR,France +200636,7,820,0,2313,1,0,3,FR,France +200635,7,614,0,1628,1,0,3,FR,France +200634,7,1149,0,2623,2,0,4,FR,France +200633,7,161,0,630,0,0,1,FR,France +200632,7,476,0,1785,1,0,3,FR,France +200631,7,6255,754,11756,10,1,19,FR,France +200630,7,7140,2123,12157,12,4,20,FR,France +200629,7,6227,2488,9966,10,4,16,FR,France +200628,7,13044,6388,19700,21,10,32,FR,France +200627,7,18263,9407,27119,30,15,45,FR,France +200626,7,12465,6504,18426,20,10,30,FR,France +200625,7,14114,8492,19736,23,14,32,FR,France +200624,7,14773,9362,20184,24,15,33,FR,France +200623,7,12338,7512,17164,20,12,28,FR,France +200622,7,12669,7540,17798,21,13,29,FR,France +200621,7,15426,9709,21143,25,16,34,FR,France +200620,7,10366,6001,14731,17,10,24,FR,France +200619,7,13862,8779,18945,23,15,31,FR,France +200618,7,11495,6482,16508,19,11,27,FR,France +200617,7,16230,9656,22804,27,16,38,FR,France +200616,7,17624,10886,24362,29,18,40,FR,France +200615,7,18171,11485,24857,30,19,41,FR,France +200614,7,19218,13041,25395,31,21,41,FR,France +200613,7,16805,11064,22546,28,19,37,FR,France +200612,7,17604,12029,23179,29,20,38,FR,France +200611,7,15789,10289,21289,26,17,35,FR,France +200610,7,16775,11238,22312,27,18,36,FR,France +200609,7,16734,11153,22315,27,18,36,FR,France +200608,7,16964,11317,22611,28,19,37,FR,France +200607,7,11878,7047,16709,19,11,27,FR,France +200606,7,18915,13000,24830,31,21,41,FR,France +200605,7,16029,10665,21393,26,17,35,FR,France +200604,7,11400,7136,15664,19,12,26,FR,France +200603,7,15577,10494,20660,26,18,34,FR,France +200602,7,10313,6274,14352,17,10,24,FR,France +200601,7,20058,13481,26635,33,22,44,FR,France +200552,7,16588,9246,23930,27,15,39,FR,France +200551,7,27150,14219,40081,45,24,66,FR,France +200550,7,14340,8527,20153,24,14,34,FR,France +200549,7,12056,6953,17159,20,12,28,FR,France +200548,7,15056,8846,21266,25,15,35,FR,France +200547,7,14805,7691,21919,24,12,36,FR,France +200546,7,8390,2583,14197,14,4,24,FR,France +200545,7,11513,3776,19250,19,6,32,FR,France +200544,7,10086,2788,17384,17,5,29,FR,France +200543,7,9316,2080,16552,15,3,27,FR,France +200542,7,8373,3760,12986,14,6,22,FR,France +200541,7,11587,6045,17129,19,10,28,FR,France +200540,7,12374,6622,18126,20,11,29,FR,France +200539,7,4450,1509,7391,7,2,12,FR,France +200538,7,2272,67,4477,4,0,8,FR,France +200537,7,1677,0,3664,3,0,6,FR,France +200536,7,3369,510,6228,6,1,11,FR,France +200535,7,3124,482,5766,5,1,9,FR,France +200534,7,6673,1394,11952,11,2,20,FR,France +200533,7,8588,1696,15480,14,3,25,FR,France +200532,7,7859,2362,13356,13,4,22,FR,France +200531,7,9570,3334,15806,16,6,26,FR,France +200530,7,6172,0,13912,10,0,23,FR,France +200529,7,12452,5092,19812,21,9,33,FR,France +200528,7,18277,5762,30792,30,9,51,FR,France +200527,7,17547,9967,25127,29,16,42,FR,France +200526,7,27248,18071,36425,45,30,60,FR,France +200525,7,14089,8408,19770,23,14,32,FR,France +200524,7,15632,9553,21711,26,16,36,FR,France +200523,7,20069,12360,27778,33,20,46,FR,France +200522,7,20392,9119,31665,34,15,53,FR,France +200521,7,13623,8254,18992,22,13,31,FR,France +200520,7,17482,10870,24094,29,18,40,FR,France +200519,7,12622,7407,17837,21,12,30,FR,France +200518,7,10630,5706,15554,18,10,26,FR,France +200517,7,14979,8429,21529,25,14,36,FR,France +200516,7,11520,6566,16474,19,11,27,FR,France +200515,7,9114,4530,13698,15,7,23,FR,France +200514,7,16876,10333,23419,28,17,39,FR,France +200513,7,12513,7324,17702,21,12,30,FR,France +200512,7,15395,9108,21682,25,15,35,FR,France +200511,7,12702,7588,17816,21,13,29,FR,France +200510,7,11279,6465,16093,19,11,27,FR,France +200509,7,13085,7767,18403,22,13,31,FR,France +200508,7,10359,6162,14556,17,10,24,FR,France +200507,7,18640,12932,24348,31,22,40,FR,France +200506,7,11814,7295,16333,20,13,27,FR,France +200505,7,15387,10293,20481,25,17,33,FR,France +200504,7,12525,7897,17153,21,13,29,FR,France +200503,7,15946,10225,21667,26,17,35,FR,France +200502,7,12669,7600,17738,21,13,29,FR,France +200501,7,14192,8841,19543,23,14,32,FR,France +200453,7,17869,11244,24494,30,19,41,FR,France +200452,7,16974,10864,23084,28,18,38,FR,France +200451,7,14890,9250,20530,25,16,34,FR,France +200450,7,17657,10659,24655,29,17,41,FR,France +200449,7,16219,8194,24244,27,14,40,FR,France +200448,7,7162,2532,11792,12,4,20,FR,France +200447,7,8816,4136,13496,15,7,23,FR,France +200446,7,6806,2939,10673,11,5,17,FR,France +200445,7,9065,2889,15241,15,5,25,FR,France +200444,7,9795,4169,15421,16,7,25,FR,France +200443,7,5673,2412,8934,9,4,14,FR,France +200442,7,3038,802,5274,5,1,9,FR,France +200441,7,5061,1296,8826,8,2,14,FR,France +200440,7,3409,690,6128,6,1,11,FR,France +200439,7,5226,1044,9408,9,2,16,FR,France +200438,7,3412,0,7137,6,0,12,FR,France +200437,7,4351,537,8165,7,1,13,FR,France +200436,7,5121,1260,8982,9,3,15,FR,France +200435,7,7279,2610,11948,12,4,20,FR,France +200434,7,6425,1962,10888,11,4,18,FR,France +200433,7,11183,5394,16972,19,9,29,FR,France +200432,7,15854,7918,23790,26,13,39,FR,France +200431,7,17793,5261,30325,30,9,51,FR,France +200430,7,23244,14352,32136,39,24,54,FR,France +200429,7,34645,23193,46097,58,39,77,FR,France +200428,7,19481,11767,27195,32,19,45,FR,France +200427,7,21322,8377,34267,35,13,57,FR,France +200426,7,17171,7899,26443,29,14,44,FR,France +200425,7,26606,17976,35236,44,30,58,FR,France +200424,7,26142,17142,35142,43,28,58,FR,France +200423,7,23643,15715,31571,39,26,52,FR,France +200422,7,16119,9794,22444,27,16,38,FR,France +200421,7,20283,12915,27651,34,22,46,FR,France +200420,7,15730,9735,21725,26,16,36,FR,France +200419,7,22791,15145,30437,38,25,51,FR,France +200418,7,17807,11014,24600,30,19,41,FR,France +200417,7,19913,12212,27614,33,20,46,FR,France +200416,7,19289,11424,27154,32,19,45,FR,France +200415,7,20587,13594,27580,34,22,46,FR,France +200414,7,24610,16629,32591,41,28,54,FR,France +200413,7,22910,15782,30038,38,26,50,FR,France +200412,7,23468,15220,31716,39,25,53,FR,France +200411,7,23977,16337,31617,40,27,53,FR,France +200410,7,25519,15764,35274,42,26,58,FR,France +200409,7,26592,17202,35982,44,28,60,FR,France +200408,7,22820,15102,30538,38,25,51,FR,France +200407,7,23871,16628,31114,40,28,52,FR,France +200406,7,24567,15700,33434,41,26,56,FR,France +200405,7,12869,7824,17914,21,13,29,FR,France +200404,7,13172,8314,18030,22,14,30,FR,France +200403,7,6442,3015,9869,11,5,17,FR,France +200402,7,11126,6305,15947,18,10,26,FR,France +200401,7,24971,13819,36123,41,22,60,FR,France +200352,7,4920,0,22288,8,0,37,FR,France +200351,7,10235,2435,18035,17,4,30,FR,France +200350,7,9805,5520,14090,16,9,23,FR,France +200349,7,11685,7721,15649,20,13,27,FR,France +200348,7,6201,3319,9083,10,5,15,FR,France +200347,7,4897,1842,7952,8,3,13,FR,France +200346,7,4596,1236,7956,8,2,14,FR,France +200345,7,3501,1090,5912,6,2,10,FR,France +200344,7,3469,894,6044,6,2,10,FR,France +200343,7,4671,1766,7576,8,3,13,FR,France +200342,7,3855,955,6755,6,1,11,FR,France +200341,7,3179,427,5931,5,0,10,FR,France +200340,7,6983,2852,11114,12,5,19,FR,France +200339,7,952,0,2308,2,0,4,FR,France +200338,7,1628,0,3406,3,0,6,FR,France +200337,7,2995,0,6029,5,0,10,FR,France +200336,7,3595,0,7784,6,0,13,FR,France +200335,7,1340,0,4253,2,0,7,FR,France +200334,7,3842,0,10414,6,0,17,FR,France +200333,7,7269,0,18830,12,0,31,FR,France +200332,7,2908,0,6463,5,0,11,FR,France +200331,7,2053,0,4640,3,0,7,FR,France +200330,7,5106,259,9953,9,1,17,FR,France +200329,7,8195,0,21289,14,0,36,FR,France +200328,7,9002,3511,14493,15,6,24,FR,France +200327,7,4902,1397,8407,8,2,14,FR,France +200326,7,17746,7867,27625,30,13,47,FR,France +200325,7,8190,3460,12920,14,6,22,FR,France +200324,7,33803,13366,54240,56,22,90,FR,France +200323,7,14278,6733,21823,24,11,37,FR,France +200322,7,13397,7140,19654,22,12,32,FR,France +200321,7,12113,3506,20720,20,6,34,FR,France +200320,7,10454,5534,15374,17,9,25,FR,France +200319,7,12833,6772,18894,21,11,31,FR,France +200318,7,25572,16325,34819,43,28,58,FR,France +200317,7,21556,11493,31619,36,19,53,FR,France +200316,7,20007,12091,27923,33,20,46,FR,France +200315,7,26837,18106,35568,45,30,60,FR,France +200314,7,19148,10594,27702,32,18,46,FR,France +200313,7,27087,16490,37684,45,27,63,FR,France +200312,7,24322,15256,33388,41,26,56,FR,France +200311,7,21652,12929,30375,36,21,51,FR,France +200310,7,29033,19506,38560,49,33,65,FR,France +200309,7,28198,17625,38771,47,29,65,FR,France +200308,7,36298,22548,50048,61,38,84,FR,France +200307,7,27050,14994,39106,45,25,65,FR,France +200306,7,25101,14828,35374,42,25,59,FR,France +200305,7,15588,7493,23683,26,12,40,FR,France +200304,7,17141,9713,24569,29,17,41,FR,France +200303,7,18329,11799,24859,31,20,42,FR,France +200302,7,18829,10035,27623,31,16,46,FR,France +200301,7,22582,11488,33676,38,19,57,FR,France +200252,7,20417,12258,28576,34,20,48,FR,France +200251,7,22444,14164,30724,38,24,52,FR,France +200250,7,10873,6406,15340,18,10,26,FR,France +200249,7,16468,2559,30377,28,5,51,FR,France +200248,7,10264,4123,16405,17,7,27,FR,France +200247,7,12129,4283,19975,20,7,33,FR,France +200246,7,5507,1186,9828,9,2,16,FR,France +200245,7,9335,4813,13857,16,8,24,FR,France +200244,7,9388,2462,16314,16,4,28,FR,France +200243,7,10756,4601,16911,18,8,28,FR,France +200242,7,8703,3946,13460,15,7,23,FR,France +200241,7,7695,3062,12328,13,5,21,FR,France +200240,7,7097,2512,11682,12,4,20,FR,France +200239,7,6215,2540,9890,10,4,16,FR,France +200238,7,4237,1165,7309,7,2,12,FR,France +200237,7,1210,0,2674,2,0,4,FR,France +200236,7,2671,314,5028,4,0,8,FR,France +200235,7,1193,0,3093,2,0,5,FR,France +200234,7,5394,1014,9774,9,2,16,FR,France +200233,7,5395,510,10280,9,1,17,FR,France +200232,7,11308,1117,21499,19,2,36,FR,France +200231,7,7163,1350,12976,12,2,22,FR,France +200230,7,10184,3615,16753,17,6,28,FR,France +200229,7,11146,5228,17064,19,9,29,FR,France +200228,7,15908,8318,23498,27,14,40,FR,France +200227,7,12124,441,23807,20,0,40,FR,France +200226,7,18706,4188,33224,31,7,55,FR,France +200225,7,18807,9408,28206,32,16,48,FR,France +200224,7,15035,9084,20986,25,15,35,FR,France +200223,7,12617,6916,18318,21,11,31,FR,France +200222,7,18851,10747,26955,32,18,46,FR,France +200221,7,14282,7527,21037,24,13,35,FR,France +200220,7,12558,6860,18256,21,11,31,FR,France +200219,7,18605,11518,25692,31,19,43,FR,France +200218,7,10857,5495,16219,18,9,27,FR,France +200217,7,16252,9537,22967,27,16,38,FR,France +200216,7,10284,5016,15552,17,8,26,FR,France +200215,7,19217,9502,28932,32,16,48,FR,France +200214,7,15585,6215,24955,26,10,42,FR,France +200213,7,29411,13274,45548,49,22,76,FR,France +200212,7,12354,7208,17500,21,12,30,FR,France +200211,7,11781,7053,16509,20,12,28,FR,France +200210,7,9450,5283,13617,16,9,23,FR,France +200209,7,11735,5297,18173,20,9,31,FR,France +200208,7,8153,3653,12653,14,6,22,FR,France +200207,7,6992,3354,10630,12,6,18,FR,France +200206,7,7857,3052,12662,13,5,21,FR,France +200205,7,7405,2868,11942,12,4,20,FR,France +200204,7,13562,7935,19189,23,14,32,FR,France +200203,7,8152,4543,11761,14,8,20,FR,France +200202,7,9486,4411,14561,16,7,25,FR,France +200201,7,6329,1565,11093,11,3,19,FR,France +200152,7,5566,2267,8865,9,3,15,FR,France +200151,7,6045,2630,9460,10,4,16,FR,France +200150,7,11601,4100,19102,20,7,33,FR,France +200149,7,5828,851,10805,10,2,18,FR,France +200148,7,9965,5007,14923,17,9,25,FR,France +200147,7,6292,2021,10563,11,4,18,FR,France +200146,7,5424,2218,8630,9,4,14,FR,France +200145,7,9468,5023,13913,16,8,24,FR,France +200144,7,4941,1881,8001,8,3,13,FR,France +200143,7,6978,3201,10755,12,6,18,FR,France +200142,7,6726,3147,10305,11,5,17,FR,France +200141,7,5410,1849,8971,9,3,15,FR,France +200140,7,3320,637,6003,6,1,11,FR,France +200139,7,1152,0,2569,2,0,4,FR,France +200138,7,864,0,2411,1,0,4,FR,France +200137,7,1234,0,3393,2,0,6,FR,France +200136,7,391,0,1256,1,0,2,FR,France +200135,7,2539,0,6274,4,0,10,FR,France +200134,7,1946,0,4439,3,0,7,FR,France +200133,7,655,0,2046,1,0,3,FR,France +200132,7,4619,0,10912,8,0,19,FR,France +200131,7,7622,1190,14054,13,2,24,FR,France +200130,7,13686,4678,22694,23,8,38,FR,France +200129,7,12966,4727,21205,22,8,36,FR,France +200128,7,20908,11957,29859,35,20,50,FR,France +200127,7,26634,17739,35529,45,30,60,FR,France +200126,7,13863,7666,20060,23,13,33,FR,France +200125,7,17329,9452,25206,29,16,42,FR,France +200124,7,10961,6673,15249,19,12,26,FR,France +200123,7,7892,3888,11896,13,6,20,FR,France +200122,7,10912,4621,17203,18,7,29,FR,France +200121,7,10194,5217,15171,17,9,25,FR,France +200120,7,10390,5710,15070,18,10,26,FR,France +200119,7,10976,5927,16025,19,10,28,FR,France +200118,7,11933,6833,17033,20,11,29,FR,France +200117,7,16250,9256,23244,27,15,39,FR,France +200116,7,14131,8691,19571,24,15,33,FR,France +200115,7,11033,6411,15655,19,11,27,FR,France +200114,7,18381,12349,24413,31,21,41,FR,France +200113,7,15253,9582,20924,26,16,36,FR,France +200112,7,12761,8155,17367,22,14,30,FR,France +200111,7,11592,6790,16394,20,12,28,FR,France +200110,7,11220,6697,15743,19,11,27,FR,France +200109,7,10984,6431,15537,19,11,27,FR,France +200108,7,18335,10145,26525,31,17,45,FR,France +200107,7,17404,10389,24419,29,17,41,FR,France +200106,7,18382,10498,26266,31,18,44,FR,France +200105,7,13455,7904,19006,23,14,32,FR,France +200104,7,16438,10780,22096,28,18,38,FR,France +200103,7,18174,12049,24299,31,21,41,FR,France +200102,7,22905,16080,29730,39,27,51,FR,France +200101,7,29487,21117,37857,50,36,64,FR,France +200052,7,17041,10342,23740,29,18,40,FR,France +200051,7,11749,7358,16140,20,13,27,FR,France +200050,7,14215,8706,19724,24,15,33,FR,France +200049,7,10172,5845,14499,17,10,24,FR,France +200048,7,13683,8322,19044,23,14,32,FR,France +200047,7,9924,5066,14782,17,9,25,FR,France +200046,7,11103,5449,16757,19,9,29,FR,France +200045,7,7870,3542,12198,13,6,20,FR,France +200044,7,11328,6118,16538,19,10,28,FR,France +200043,7,5292,1687,8897,9,3,15,FR,France +200042,7,4410,1293,7527,8,3,13,FR,France +200041,7,5242,1813,8671,9,3,15,FR,France +200040,7,4066,1351,6781,7,2,12,FR,France +200039,7,4574,885,8263,8,2,14,FR,France +200038,7,8241,3875,12607,14,7,21,FR,France +200037,7,3124,423,5825,5,0,10,FR,France +200036,7,731,0,2044,1,0,3,FR,France +200035,7,6605,959,12251,11,1,21,FR,France +200034,7,6924,931,12917,12,2,22,FR,France +200033,7,10713,3957,17469,18,7,29,FR,France +200032,7,15736,5003,26469,27,9,45,FR,France +200031,7,13088,5542,20634,22,9,35,FR,France +200030,7,16422,9062,23782,28,15,41,FR,France +200029,7,16543,8116,24970,28,14,42,FR,France +200028,7,12868,5178,20558,22,9,35,FR,France +200027,7,18228,10887,25569,31,19,43,FR,France +200026,7,17377,10789,23965,30,19,41,FR,France +200025,7,22600,15119,30081,38,25,51,FR,France +200024,7,16046,10504,21588,27,18,36,FR,France +200023,7,11887,6681,17093,20,11,29,FR,France +200022,7,26275,18762,33788,45,32,58,FR,France +200021,7,15921,9967,21875,27,17,37,FR,France +200020,7,19178,12565,25791,33,22,44,FR,France +200019,7,17152,10424,23880,29,18,40,FR,France +200018,7,17571,10754,24388,30,18,42,FR,France +200017,7,9999,5672,14326,17,10,24,FR,France +200016,7,17506,11461,23551,30,20,40,FR,France +200015,7,23333,14747,31919,40,25,55,FR,France +200014,7,15027,9838,20216,26,17,35,FR,France +200013,7,17924,12383,23465,30,21,39,FR,France +200012,7,15415,9917,20913,26,17,35,FR,France +200011,7,12359,7372,17346,21,13,29,FR,France +200010,7,13858,9167,18549,24,16,32,FR,France +200009,7,9096,5451,12741,15,9,21,FR,France +200008,7,10596,6574,14618,18,11,25,FR,France +200007,7,13593,8816,18370,23,15,31,FR,France +200006,7,9017,5391,12643,15,9,21,FR,France +200005,7,12681,7750,17612,22,14,30,FR,France +200004,7,11889,7253,16525,20,12,28,FR,France +200003,7,9171,5628,12714,16,10,22,FR,France +200002,7,10268,5957,14579,17,10,24,FR,France +200001,7,10986,6521,15451,19,11,27,FR,France +199952,7,10358,5667,15049,18,10,26,FR,France +199951,7,10099,6132,14066,17,10,24,FR,France +199950,7,10439,6481,14397,18,11,25,FR,France +199949,7,7736,4269,11203,13,7,19,FR,France +199948,7,11414,6754,16074,20,12,28,FR,France +199947,7,7639,2705,12573,13,5,21,FR,France +199946,7,6544,0,15074,11,0,26,FR,France +199945,7,11273,3165,19381,19,5,33,FR,France +199944,7,8049,3828,12270,14,7,21,FR,France +199943,7,7788,4226,11350,13,7,19,FR,France +199942,7,6779,3659,9899,12,7,17,FR,France +199941,7,5213,2646,7780,9,5,13,FR,France +199940,7,5018,2256,7780,9,4,14,FR,France +199939,7,3108,1141,5075,5,2,8,FR,France +199938,7,2095,143,4047,4,1,7,FR,France +199937,7,3611,1095,6127,6,2,10,FR,France +199936,7,2085,116,4054,4,1,7,FR,France +199935,7,1102,0,2231,2,0,4,FR,France +199934,7,2813,468,5158,5,1,9,FR,France +199933,7,7210,2996,11424,12,5,19,FR,France +199932,7,6981,2822,11140,12,5,19,FR,France +199931,7,6389,2284,10494,11,4,18,FR,France +199930,7,10567,4364,16770,18,7,29,FR,France +199929,7,18284,11145,25423,31,19,43,FR,France +199928,7,21079,13832,28326,36,24,48,FR,France +199927,7,18824,12647,25001,32,21,43,FR,France +199926,7,18098,12190,24006,31,21,41,FR,France +199925,7,23863,16911,30815,41,29,53,FR,France +199924,7,18038,12162,23914,31,21,41,FR,France +199923,7,19660,13601,25719,34,24,44,FR,France +199922,7,18093,12570,23616,31,22,40,FR,France +199921,7,15850,10129,21571,27,17,37,FR,France +199920,7,12241,7408,17074,21,13,29,FR,France +199919,7,10738,6273,15203,18,10,26,FR,France +199918,7,20739,14823,26655,35,25,45,FR,France +199917,7,13993,9229,18757,24,16,32,FR,France +199916,7,16199,10966,21432,28,19,37,FR,France +199915,7,19936,13939,25933,34,24,44,FR,France +199914,7,22907,15999,29815,39,27,51,FR,France +199913,7,18404,11277,25531,31,19,43,FR,France +199912,7,19242,13136,25348,33,23,43,FR,France +199911,7,14923,9872,19974,26,17,35,FR,France +199910,7,16058,10370,21746,27,17,37,FR,France +199909,7,11125,6841,15409,19,12,26,FR,France +199908,7,10840,7075,14605,19,13,25,FR,France +199907,7,13655,9263,18047,23,15,31,FR,France +199906,7,17654,12681,22627,30,21,39,FR,France +199905,7,16838,11942,21734,29,21,37,FR,France +199904,7,17056,12124,21988,29,21,37,FR,France +199903,7,18805,13967,23643,32,24,40,FR,France +199902,7,14863,10135,19591,25,17,33,FR,France +199901,7,13707,9075,18339,23,15,31,FR,France +199853,7,24797,17975,31619,43,31,55,FR,France +199852,7,23616,16902,30330,41,29,53,FR,France +199851,7,13919,9478,18360,24,16,32,FR,France +199850,7,20556,15164,25948,35,26,44,FR,France +199849,7,16232,11327,21137,28,20,36,FR,France +199848,7,11998,7691,16305,21,14,28,FR,France +199847,7,13617,8934,18300,23,15,31,FR,France +199846,7,7646,4419,10873,13,7,19,FR,France +199845,7,15930,10713,21147,27,18,36,FR,France +199844,7,14145,9390,18900,24,16,32,FR,France +199843,7,16707,11447,21967,29,20,38,FR,France +199842,7,12475,7806,17144,21,13,29,FR,France +199841,7,13018,8151,17885,22,14,30,FR,France +199840,7,7396,3653,11139,13,7,19,FR,France +199839,7,4467,1896,7038,8,4,12,FR,France +199838,7,3421,1176,5666,6,2,10,FR,France +199837,7,4489,2136,6842,8,4,12,FR,France +199836,7,6355,2914,9796,11,5,17,FR,France +199835,7,7689,3867,11511,13,6,20,FR,France +199834,7,7235,3191,11279,12,5,19,FR,France +199833,7,11431,6018,16844,20,11,29,FR,France +199832,7,20493,9237,31749,35,16,54,FR,France +199831,7,15619,9125,22113,27,16,38,FR,France +199830,7,19360,12617,26103,33,21,45,FR,France +199829,7,17816,11414,24218,31,20,42,FR,France +199828,7,20757,14385,27129,36,25,47,FR,France +199827,7,20714,14671,26757,36,26,46,FR,France +199826,7,24479,17611,31347,42,30,54,FR,France +199825,7,24462,17924,31000,42,31,53,FR,France +199824,7,18928,13945,23911,32,23,41,FR,France +199823,7,13478,8876,18080,23,15,31,FR,France +199822,7,13213,8997,17429,23,16,30,FR,France +199821,7,10741,6627,14855,18,11,25,FR,France +199820,7,23223,17217,29229,40,30,50,FR,France +199819,7,16130,10667,21593,28,19,37,FR,France +199818,7,15802,10374,21230,27,18,36,FR,France +199817,7,14119,8452,19786,24,14,34,FR,France +199816,7,11744,7632,15856,20,13,27,FR,France +199815,7,17422,12372,22472,30,21,39,FR,France +199814,7,20962,15699,26225,36,27,45,FR,France +199813,7,17029,12181,21877,29,21,37,FR,France +199812,7,14960,10393,19527,26,18,34,FR,France +199811,7,13687,9540,17834,23,16,30,FR,France +199810,7,14294,9623,18965,25,17,33,FR,France +199809,7,12550,8183,16917,22,15,29,FR,France +199808,7,15378,10656,20100,26,18,34,FR,France +199807,7,14618,10083,19153,25,17,33,FR,France +199806,7,15316,10683,19949,26,18,34,FR,France +199805,7,11805,7653,15957,20,13,27,FR,France +199804,7,15746,10733,20759,27,18,36,FR,France +199803,7,13085,8916,17254,22,15,29,FR,France +199802,7,10764,6882,14646,18,11,25,FR,France +199801,7,19222,13376,25068,33,23,43,FR,France +199752,7,18582,12576,24588,32,22,42,FR,France +199751,7,10933,6829,15037,19,12,26,FR,France +199750,7,9622,6005,13239,17,11,23,FR,France +199749,7,12183,8157,16209,21,14,28,FR,France +199748,7,7368,4022,10714,13,7,19,FR,France +199747,7,10482,6595,14369,18,11,25,FR,France +199746,7,8391,4342,12440,14,7,21,FR,France +199745,7,7499,3716,11282,13,6,20,FR,France +199744,7,5492,2442,8542,9,4,14,FR,France +199743,7,4829,2314,7344,8,4,12,FR,France +199742,7,4781,2027,7535,8,3,13,FR,France +199741,7,6622,3367,9877,11,5,17,FR,France +199740,7,2851,764,4938,5,1,9,FR,France +199739,7,3242,851,5633,6,2,10,FR,France +199738,7,2916,579,5253,5,1,9,FR,France +199737,7,4944,2248,7640,9,4,14,FR,France +199736,7,2767,679,4855,5,1,9,FR,France +199735,7,1245,12,2478,2,0,4,FR,France +199734,7,6971,2145,11797,12,4,20,FR,France +199733,7,11167,5245,17089,19,9,29,FR,France +199732,7,12349,6916,17782,21,12,30,FR,France +199731,7,13276,8068,18484,23,14,32,FR,France +199730,7,16463,10419,22507,28,18,38,FR,France +199729,7,12458,6536,18380,21,11,31,FR,France +199728,7,14155,8553,19757,24,14,34,FR,France +199727,7,16611,11473,21749,29,20,38,FR,France +199726,7,14303,10203,18403,25,18,32,FR,France +199725,7,11562,7487,15637,20,13,27,FR,France +199724,7,20722,15143,26301,36,26,46,FR,France +199723,7,11958,8064,15852,21,14,28,FR,France +199722,7,19175,14023,24327,33,24,42,FR,France +199721,7,15933,11074,20792,27,19,35,FR,France +199720,7,16512,11798,21226,28,20,36,FR,France +199719,7,14490,10231,18749,25,18,32,FR,France +199718,7,14033,9863,18203,24,17,31,FR,France +199717,7,17029,12579,21479,29,21,37,FR,France +199716,7,14686,10709,18663,25,18,32,FR,France +199715,7,19100,14311,23889,33,25,41,FR,France +199714,7,17746,13153,22339,31,23,39,FR,France +199713,7,17384,12873,21895,30,22,38,FR,France +199712,7,13589,9321,17857,23,16,30,FR,France +199711,7,16033,11789,20277,28,21,35,FR,France +199710,7,12351,8688,16014,21,15,27,FR,France +199709,7,16809,12329,21289,29,21,37,FR,France +199708,7,9660,6429,12891,17,11,23,FR,France +199707,7,16751,12377,21125,29,21,37,FR,France +199706,7,17151,13029,21273,30,23,37,FR,France +199705,7,12543,9128,15958,22,16,28,FR,France +199704,7,14475,10891,18059,25,19,31,FR,France +199703,7,12135,8727,15543,21,15,27,FR,France +199702,7,15541,11574,19508,27,20,34,FR,France +199701,7,14432,10701,18163,25,19,31,FR,France +199652,7,15556,11735,19377,27,20,34,FR,France +199651,7,14038,10500,17576,24,18,30,FR,France +199650,7,14236,10857,17615,25,19,31,FR,France +199649,7,10776,7924,13628,19,14,24,FR,France +199648,7,7489,4949,10029,13,9,17,FR,France +199647,7,11826,8573,15079,20,14,26,FR,France +199646,7,10269,7201,13337,18,13,23,FR,France +199645,7,17313,12967,21659,30,22,38,FR,France +199644,7,12095,8643,15547,21,15,27,FR,France +199643,7,14958,10739,19177,26,19,33,FR,France +199642,7,14106,10196,18016,24,17,31,FR,France +199641,7,10302,6968,13636,18,12,24,FR,France +199640,7,9514,5990,13038,16,10,22,FR,France +199639,7,6376,3651,9101,11,6,16,FR,France +199638,7,3835,1587,6083,7,3,11,FR,France +199637,7,2746,1100,4392,5,2,8,FR,France +199636,7,4577,2320,6834,8,4,12,FR,France +199635,7,2624,902,4346,5,2,8,FR,France +199634,7,6280,3139,9421,11,6,16,FR,France +199633,7,10194,5347,15041,18,10,26,FR,France +199632,7,10116,5942,14290,17,10,24,FR,France +199631,7,14292,9640,18944,25,17,33,FR,France +199630,7,20862,14786,26938,36,26,46,FR,France +199629,7,17243,12463,22023,30,22,38,FR,France +199628,7,16021,11796,20246,28,21,35,FR,France +199627,7,19880,14406,25354,34,25,43,FR,France +199626,7,12565,8783,16347,22,15,29,FR,France +199625,7,19360,14570,24150,33,25,41,FR,France +199624,7,20778,15610,25946,36,27,45,FR,France +199623,7,17991,13162,22820,31,23,39,FR,France +199622,7,18294,13971,22617,32,25,39,FR,France +199621,7,14000,10136,17864,24,17,31,FR,France +199620,7,16598,12361,20835,29,22,36,FR,France +199619,7,11710,8148,15272,20,14,26,FR,France +199618,7,12140,8325,15955,21,14,28,FR,France +199617,7,17984,13059,22909,31,22,40,FR,France +199616,7,10796,7250,14342,19,13,25,FR,France +199615,7,12766,9101,16431,22,16,28,FR,France +199614,7,14952,10656,19248,26,19,33,FR,France +199613,7,12861,9266,16456,22,16,28,FR,France +199612,7,11592,8202,14982,20,14,26,FR,France +199611,7,15991,12026,19956,28,21,35,FR,France +199610,7,13551,9873,17229,23,17,29,FR,France +199609,7,9737,6799,12675,17,12,22,FR,France +199608,7,11835,8569,15101,20,14,26,FR,France +199607,7,9296,6455,12137,16,11,21,FR,France +199606,7,11330,8078,14582,20,14,26,FR,France +199605,7,10249,7092,13406,18,13,23,FR,France +199604,7,9004,6336,11672,16,11,21,FR,France +199603,7,5904,3709,8099,10,6,14,FR,France +199602,7,6166,4027,8305,11,7,15,FR,France +199601,7,7238,4902,9574,12,8,16,FR,France +199552,7,7808,5225,10391,14,10,18,FR,France +199551,7,10505,7602,13408,18,13,23,FR,France +199550,7,9513,7014,12012,16,12,20,FR,France +199549,7,10263,7482,13044,18,13,23,FR,France +199548,7,9491,6551,12431,16,11,21,FR,France +199547,7,11221,8016,14426,19,13,25,FR,France +199546,7,5104,2852,7356,9,5,13,FR,France +199545,7,5017,2797,7237,9,5,13,FR,France +199544,7,8374,5440,11308,14,9,19,FR,France +199543,7,6365,3429,9301,11,6,16,FR,France +199542,7,5827,3427,8227,10,6,14,FR,France +199541,7,5884,3274,8494,10,5,15,FR,France +199540,7,4653,2571,6735,8,4,12,FR,France +199539,7,4334,2014,6654,8,4,12,FR,France +199538,7,3821,1909,5733,7,4,10,FR,France +199537,7,2297,884,3710,4,2,6,FR,France +199536,7,2317,870,3764,4,1,7,FR,France +199535,7,2531,1035,4027,4,1,7,FR,France +199534,7,5067,2070,8064,9,4,14,FR,France +199533,7,4709,1793,7625,8,3,13,FR,France +199532,7,8030,3945,12115,14,7,21,FR,France +199531,7,12034,7228,16840,21,13,29,FR,France +199530,7,16283,11419,21147,28,20,36,FR,France +199529,7,15520,11209,19831,27,20,34,FR,France +199528,7,21385,16186,26584,37,28,46,FR,France +199527,7,31707,25490,37924,55,44,66,FR,France +199526,7,23680,18921,28439,41,33,49,FR,France +199525,7,27941,22665,33217,48,39,57,FR,France +199524,7,24813,19263,30363,43,33,53,FR,France +199523,7,19371,14610,24132,34,26,42,FR,France +199522,7,16158,12114,20202,28,21,35,FR,France +199521,7,14986,10952,19020,26,19,33,FR,France +199520,7,12831,9059,16603,22,15,29,FR,France +199519,7,15806,11585,20027,27,20,34,FR,France +199518,7,15333,10987,19679,27,19,35,FR,France +199517,7,15551,11471,19631,27,20,34,FR,France +199516,7,15939,12349,19529,28,22,34,FR,France +199515,7,16126,12689,19563,28,22,34,FR,France +199514,7,15247,11965,18529,26,20,32,FR,France +199513,7,16864,13368,20360,29,23,35,FR,France +199512,7,15875,12429,19321,27,21,33,FR,France +199511,7,12844,9644,16044,22,16,28,FR,France +199510,7,15346,11782,18910,27,21,33,FR,France +199509,7,14754,11260,18248,26,20,32,FR,France +199508,7,14521,11077,17965,25,19,31,FR,France +199507,7,14315,10809,17821,25,19,31,FR,France +199506,7,18089,14383,21795,31,25,37,FR,France +199505,7,13414,10176,16652,23,17,29,FR,France +199504,7,15743,12316,19170,27,21,33,FR,France +199503,7,13763,10614,16912,24,19,29,FR,France +199502,7,11495,8490,14500,20,15,25,FR,France +199501,7,13733,10266,17200,24,18,30,FR,France +199452,7,12696,9453,15939,22,16,28,FR,France +199451,7,10390,7458,13322,18,13,23,FR,France +199450,7,8048,5524,10572,14,10,18,FR,France +199449,7,8212,5651,10773,14,10,18,FR,France +199448,7,6481,4250,8712,11,7,15,FR,France +199447,7,7140,4666,9614,12,8,16,FR,France +199446,7,5021,2972,7070,9,5,13,FR,France +199445,7,6759,4267,9251,12,8,16,FR,France +199444,7,9276,5996,12556,16,10,22,FR,France +199443,7,5622,3091,8153,10,6,14,FR,France +199442,7,5848,3383,8313,10,6,14,FR,France +199441,7,4921,2796,7046,9,5,13,FR,France +199440,7,5936,3694,8178,10,6,14,FR,France +199439,7,4090,2080,6100,7,4,10,FR,France +199438,7,2734,1164,4304,5,2,8,FR,France +199437,7,4364,1957,6771,8,4,12,FR,France +199436,7,1991,509,3473,3,0,6,FR,France +199435,7,3676,1494,5858,6,2,10,FR,France +199434,7,6830,3728,9932,12,7,17,FR,France +199433,7,6933,3534,10332,12,6,18,FR,France +199432,7,4851,2299,7403,8,4,12,FR,France +199431,7,7346,3935,10757,13,7,19,FR,France +199430,7,17674,12807,22541,31,23,39,FR,France +199429,7,17175,12461,21889,30,22,38,FR,France +199428,7,16743,12021,21465,29,21,37,FR,France +199427,7,22335,17343,27327,39,30,48,FR,France +199426,7,23679,18832,28526,41,33,49,FR,France +199425,7,24951,20263,29639,43,35,51,FR,France +199424,7,29139,22549,35729,51,40,62,FR,France +199423,7,13583,3641,23525,24,7,41,FR,France +199422,7,16336,4640,28032,28,8,48,FR,France +199421,7,16477,11025,21929,29,20,38,FR,France +199420,7,12872,9458,16286,22,16,28,FR,France +199419,7,13769,10440,17098,24,18,30,FR,France +199418,7,13066,9917,16215,23,18,28,FR,France +199417,7,18648,14838,22458,32,25,39,FR,France +199416,7,17629,13660,21598,31,24,38,FR,France +199415,7,23128,18550,27706,40,32,48,FR,France +199414,7,20128,15971,24285,35,28,42,FR,France +199413,7,16259,12721,19797,28,22,34,FR,France +199412,7,15215,11581,18849,26,20,32,FR,France +199411,7,16439,12812,20066,29,23,35,FR,France +199410,7,20681,16433,24929,36,29,43,FR,France +199409,7,22652,17519,27785,39,30,48,FR,France +199408,7,22067,17044,27090,38,29,47,FR,France +199407,7,15332,11563,19101,27,20,34,FR,France +199406,7,15321,11710,18932,27,21,33,FR,France +199405,7,15264,11523,19005,27,21,33,FR,France +199404,7,10871,7697,14045,19,13,25,FR,France +199403,7,10882,7808,13956,19,14,24,FR,France +199402,7,11834,8348,15320,21,15,27,FR,France +199401,7,11104,8142,14066,19,14,24,FR,France +199352,7,9874,6746,13002,17,12,22,FR,France +199351,7,9565,6818,12312,17,12,22,FR,France +199350,7,6195,4181,8209,11,7,15,FR,France +199349,7,10095,7443,12747,18,13,23,FR,France +199348,7,6413,4261,8565,11,7,15,FR,France +199347,7,7543,4934,10152,13,8,18,FR,France +199346,7,7862,5175,10549,14,9,19,FR,France +199345,7,5648,3511,7785,10,6,14,FR,France +199344,7,6964,4509,9419,12,8,16,FR,France +199343,7,5976,3632,8320,10,6,14,FR,France +199342,7,7669,4853,10485,13,8,18,FR,France +199341,7,9657,6648,12666,17,12,22,FR,France +199340,7,5725,3082,8368,10,5,15,FR,France +199339,7,5520,3207,7833,10,6,14,FR,France +199338,7,2179,888,3470,4,2,6,FR,France +199337,7,1762,557,2967,3,1,5,FR,France +199336,7,3214,1526,4902,6,3,9,FR,France +199335,7,2335,910,3760,4,2,6,FR,France +199334,7,3770,1712,5828,7,3,11,FR,France +199333,7,5925,3250,8600,10,5,15,FR,France +199332,7,12711,8079,17343,22,14,30,FR,France +199331,7,12481,7874,17088,22,14,30,FR,France +199330,7,12584,8619,16549,22,15,29,FR,France +199329,7,13179,8991,17367,23,16,30,FR,France +199328,7,15293,11335,19251,27,20,34,FR,France +199327,7,14134,9791,18477,25,17,33,FR,France +199326,7,17937,13577,22297,31,23,39,FR,France +199325,7,19581,14916,24246,34,26,42,FR,France +199324,7,18285,13450,23120,32,24,40,FR,France +199323,7,16003,11927,20079,28,21,35,FR,France +199322,7,12652,8597,16707,22,15,29,FR,France +199321,7,15218,10970,19466,27,20,34,FR,France +199320,7,11343,7655,15031,20,14,26,FR,France +199319,7,12086,8856,15316,21,15,27,FR,France +199318,7,18898,14305,23491,33,25,41,FR,France +199317,7,14969,10565,19373,26,18,34,FR,France +199316,7,15102,11226,18978,26,19,33,FR,France +199315,7,15058,11183,18933,26,19,33,FR,France +199314,7,12425,9045,15805,22,16,28,FR,France +199313,7,12266,8927,15605,21,15,27,FR,France +199312,7,10821,7884,13758,19,14,24,FR,France +199311,7,11021,8006,14036,19,14,24,FR,France +199310,7,15847,12158,19536,28,22,34,FR,France +199309,7,15084,11059,19109,26,19,33,FR,France +199308,7,16967,12936,20998,30,23,37,FR,France +199307,7,16057,12350,19764,28,22,34,FR,France +199306,7,15887,12275,19499,28,22,34,FR,France +199305,7,15954,12443,19465,28,22,34,FR,France +199304,7,12374,9426,15322,22,17,27,FR,France +199303,7,15283,11831,18735,27,21,33,FR,France +199302,7,13366,10262,16470,23,18,28,FR,France +199301,7,18678,14977,22379,33,27,39,FR,France +199253,7,17829,13827,21831,31,24,38,FR,France +199252,7,14330,10582,18078,25,18,32,FR,France +199251,7,14635,11262,18008,26,20,32,FR,France +199250,7,15252,11566,18938,27,21,33,FR,France +199249,7,14411,11187,17635,25,19,31,FR,France +199248,7,10048,7396,12700,18,13,23,FR,France +199247,7,13069,9752,16386,23,17,29,FR,France +199246,7,6900,4727,9073,12,8,16,FR,France +199245,7,10791,7794,13788,19,14,24,FR,France +199244,7,10205,7482,12928,18,13,23,FR,France +199243,7,7196,4908,9484,13,9,17,FR,France +199242,7,5748,3738,7758,10,6,14,FR,France +199241,7,3587,2045,5129,6,3,9,FR,France +199240,7,5654,3442,7866,10,6,14,FR,France +199239,7,4747,2751,6743,8,5,11,FR,France +199238,7,2842,1306,4378,5,2,8,FR,France +199237,7,4103,2203,6003,7,4,10,FR,France +199236,7,2801,1200,4402,5,2,8,FR,France +199235,7,6428,3717,9139,11,6,16,FR,France +199234,7,7517,4190,10844,13,7,19,FR,France +199233,7,9951,5955,13947,17,10,24,FR,France +199232,7,16090,11337,20843,28,20,36,FR,France +199231,7,17156,12441,21871,30,22,38,FR,France +199230,7,21780,16301,27259,38,28,48,FR,France +199229,7,18926,13397,24455,33,23,43,FR,France +199228,7,28144,20384,35904,49,35,63,FR,France +199227,7,29388,22331,36445,51,39,63,FR,France +199226,7,27933,21686,34180,49,38,60,FR,France +199225,7,26446,21153,31739,46,37,55,FR,France +199224,7,19614,14769,24459,34,26,42,FR,France +199223,7,23628,17852,29404,41,31,51,FR,France +199222,7,20438,14868,26008,36,26,46,FR,France +199221,7,22595,17395,27795,40,31,49,FR,France +199220,7,21092,15963,26221,37,28,46,FR,France +199219,7,19210,13934,24486,34,25,43,FR,France +199218,7,30273,22605,37941,53,40,66,FR,France +199217,7,19162,14251,24073,34,25,43,FR,France +199216,7,15583,11158,20008,27,19,35,FR,France +199215,7,15473,10723,20223,27,19,35,FR,France +199214,7,14455,10040,18870,25,17,33,FR,France +199213,7,17146,12105,22187,30,21,39,FR,France +199212,7,15838,10923,20753,28,19,37,FR,France +199211,7,20003,13824,26182,35,24,46,FR,France +199210,7,22906,16060,29752,40,28,52,FR,France +199209,7,21824,15687,27961,38,27,49,FR,France +199208,7,15243,10265,20221,27,18,36,FR,France +199207,7,22633,16160,29106,40,29,51,FR,France +199206,7,17009,12219,21799,30,22,38,FR,France +199205,7,15997,11590,20404,28,20,36,FR,France +199204,7,20690,15075,26305,36,26,46,FR,France +199203,7,18586,12684,24488,33,23,43,FR,France +199202,7,16588,10590,22586,29,18,40,FR,France +199201,7,23607,16552,30662,41,29,53,FR,France +199152,7,15184,10392,19976,27,19,35,FR,France +199151,7,15043,10624,19462,26,18,34,FR,France +199150,7,14115,9737,18493,25,17,33,FR,France +199149,7,13304,8548,18060,23,15,31,FR,France +199148,7,15370,10164,20576,27,18,36,FR,France +199147,7,12813,8139,17487,23,15,31,FR,France +199146,7,6453,3123,9783,11,5,17,FR,France +199145,7,8048,4083,12013,14,7,21,FR,France +199144,7,9882,5623,14141,17,10,24,FR,France +199143,7,14307,8645,19969,25,15,35,FR,France +199142,7,6419,3334,9504,11,6,16,FR,France +199141,7,6168,3113,9223,11,6,16,FR,France +199140,7,3615,1159,6071,6,2,10,FR,France +199139,7,3105,472,5738,5,0,10,FR,France +199138,7,4446,1435,7457,8,3,13,FR,France +199137,7,1457,0,3262,3,0,6,FR,France +199136,7,3053,29,6077,5,0,10,FR,France +199135,7,805,0,2556,1,0,4,FR,France +199134,7,5512,856,10168,10,2,18,FR,France +199133,7,7347,2903,11791,13,5,21,FR,France +199132,7,16099,7334,24864,28,13,43,FR,France +199131,7,16803,8145,25461,30,15,45,FR,France +199130,7,15915,6368,25462,28,11,45,FR,France +199129,7,23744,14703,32785,42,26,58,FR,France +199128,7,24222,15617,32827,43,28,58,FR,France +199127,7,20309,12868,27750,36,23,49,FR,France +199126,7,17608,11304,23912,31,20,42,FR,France +199125,7,16169,10700,21638,28,18,38,FR,France +199124,7,16171,10071,22271,28,17,39,FR,France +199123,7,11947,7671,16223,21,13,29,FR,France +199122,7,15452,9953,20951,27,17,37,FR,France +199121,7,14903,8975,20831,26,16,36,FR,France +199120,7,19053,12742,25364,34,23,45,FR,France +199119,7,16739,11246,22232,29,19,39,FR,France +199118,7,21385,13882,28888,38,25,51,FR,France +199117,7,13462,8877,18047,24,16,32,FR,France +199116,7,14857,10068,19646,26,18,34,FR,France +199115,7,13975,9781,18169,25,18,32,FR,France +199114,7,12265,7684,16846,22,14,30,FR,France +199113,7,9567,6041,13093,17,11,23,FR,France +199112,7,10864,7331,14397,19,13,25,FR,France +199111,7,15574,11184,19964,27,19,35,FR,France +199110,7,16643,11372,21914,29,20,38,FR,France +199109,7,13741,8780,18702,24,15,33,FR,France +199108,7,13289,8813,17765,23,15,31,FR,France +199107,7,12337,8077,16597,22,15,29,FR,France +199106,7,10877,7013,14741,19,12,26,FR,France +199105,7,10442,6544,14340,18,11,25,FR,France +199104,7,7913,4563,11263,14,8,20,FR,France +199103,7,15387,10484,20290,27,18,36,FR,France +199102,7,16277,11046,21508,29,20,38,FR,France +199101,7,15565,10271,20859,27,18,36,FR,France +199052,7,19375,13295,25455,34,23,45,FR,France +199051,7,19080,13807,24353,34,25,43,FR,France +199050,7,11079,6660,15498,20,12,28,FR,France +199049,7,1143,0,2610,2,0,5,FR,France diff --git a/module3/exo3/Wheat.csv b/module3/exo3/Wheat.csv new file mode 100644 index 0000000000000000000000000000000000000000..b3eb3be85fe158a478acc24e0100ea2d8f5e722b --- /dev/null +++ b/module3/exo3/Wheat.csv @@ -0,0 +1,54 @@ +rownames,Year,Wheat,Wages +1,1565,41,5 +2,1570,45,5.05 +3,1575,42,5.08 +4,1580,49,5.12 +5,1585,41.5,5.15 +6,1590,47,5.25 +7,1595,64,5.54 +8,1600,27,5.61 +9,1605,33,5.69 +10,1610,32,5.78 +11,1615,33,5.94 +12,1620,35,6.01 +13,1625,33,6.12 +14,1630,45,6.22 +15,1635,33,6.3 +16,1640,39,6.37 +17,1645,53,6.45 +18,1650,42,6.5 +19,1655,40.5,6.6 +20,1660,46.5,6.75 +21,1665,32,6.8 +22,1670,37,6.9 +23,1675,43,7 +24,1680,35,7.3 +25,1685,27,7.6 +26,1690,40,8 +27,1695,50,8.5 +28,1700,30,9 +29,1705,32,10 +30,1710,44,11 +31,1715,33,11.75 +32,1720,29,12.5 +33,1725,39,13 +34,1730,26,13.3 +35,1735,32,13.6 +36,1740,27,14 +37,1745,27.5,14.5 +38,1750,31,15 +39,1755,35.5,15.7 +40,1760,31,16.5 +41,1765,43,17.6 +42,1770,47,18.5 +43,1775,44,19.5 +44,1780,46,21 +45,1785,42,23 +46,1790,47.5,25.5 +47,1795,76,27.5 +48,1800,79,28.5 +49,1805,81,29.5 +50,1810,99,30 +51,1815,78, +52,1820,54, +53,1821,54, diff --git a/module3/exo3/exercice_en.ipynb b/module3/exo3/exercice_en.ipynb index 0bbbe371b01e359e381e43239412d77bf53fb1fb..f78c7509b9ea8fcf3a3c9c1faedd20f54915fa4e 100644 --- a/module3/exo3/exercice_en.ipynb +++ b/module3/exo3/exercice_en.ipynb @@ -1,6 +1,1308 @@ { - "cells": [], + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "hideCode": false, + "hidePrompt": false + }, + "source": [ + "# Purchasing power of English workers from the 16th to the 19th century" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "hideCode": false, + "hidePrompt": false + }, + "source": [ + "This notebook uses data recreated from numbers obtained by a [scan of the graph](https://vincentarelbundock.github.io/Rdatasets/doc/HistData/Wheat.html) of a [graph](https://fr.wikipedia.org/wiki/William_Playfair#/media/File:Chart_Showing_at_One_View_the_Price_of_the_Quarter_of_Wheat,_and_Wages_of_Labour_by_the_Week,_from_1565_to_1821.png) from a [book](https://books.google.fr/books/about/A_Letter_on_Our_Agricultural_Distresses.html?id=aQZGAQAAMAAJ) of [William Playfair](https://en.wikipedia.org/wiki/William_Playfair).\n", + "\n", + "The data are stored as [CSV](https://raw.githubusercontent.com/vincentarelbundock/Rdatasets/master/csv/HistData/Wheat.csv)" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "hideCode": false, + "hidePrompt": false + }, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "from pathlib import Path\n", + "from urllib.request import urlretrieve" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "hideCode": false, + "hidePrompt": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "File available\n" + ] + } + ], + "source": [ + "# If the data are available on the computer use them directly\n", + "# Else download them\n", + "file_url = \"https://raw.githubusercontent.com/vincentarelbundock/Rdatasets/master/csv/HistData/Wheat.csv\"\n", + "\n", + "current_path = Path.cwd()\n", + "file_path = current_path.joinpath(\"Wheat.csv\")\n", + "\n", + "if file_path.exists():\n", + " print(\"File available\")\n", + "else:\n", + " print(\"File not availalbe.\\nRetrieving file\")\n", + " urlretrieve(file_url, file_path)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "hideCode": false, + "hidePrompt": false + }, + "source": [ + "First start by taking a look at the data.\n", + "\n", + "Here are the following columns description:\n", + "- Year: The year the data was recorded\n", + "- Wheat: Price of wheat (in shilling per quarter)\n", + "- Wages: Salaries in shilling per week\n", + "\n", + "Here are some notes of the conversion needed to be taken into account:\n", + "- Until 1971, the pound sterling was divided into 20 shillings, and a shilling into 12 pence.\n", + "- The wheat price is given in shillings per quarter, a quarter being 15 British pounds or about 6,8 kg." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "hideCode": false, + "hidePrompt": false + }, + "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", + "
rownamesYearWheatWages
01156541.05.00
12157045.05.05
23157542.05.08
34158049.05.12
45158541.55.15
56159047.05.25
67159564.05.54
78160027.05.61
89160533.05.69
910161032.05.78
1011161533.05.94
1112162035.06.01
1213162533.06.12
1314163045.06.22
1415163533.06.30
1516164039.06.37
1617164553.06.45
1718165042.06.50
1819165540.56.60
1920166046.56.75
2021166532.06.80
2122167037.06.90
2223167543.07.00
2324168035.07.30
2425168527.07.60
2526169040.08.00
2627169550.08.50
2728170030.09.00
2829170532.010.00
2930171044.011.00
3031171533.011.75
3132172029.012.50
3233172539.013.00
3334173026.013.30
3435173532.013.60
3536174027.014.00
3637174527.514.50
3738175031.015.00
3839175535.515.70
3940176031.016.50
4041176543.017.60
4142177047.018.50
4243177544.019.50
4344178046.021.00
4445178542.023.00
4546179047.525.50
4647179576.027.50
4748180079.028.50
4849180581.029.50
4950181099.030.00
5051181578.0NaN
5152182054.0NaN
5253182154.0NaN
\n", + "
" + ], + "text/plain": [ + " rownames Year Wheat Wages\n", + "0 1 1565 41.0 5.00\n", + "1 2 1570 45.0 5.05\n", + "2 3 1575 42.0 5.08\n", + "3 4 1580 49.0 5.12\n", + "4 5 1585 41.5 5.15\n", + "5 6 1590 47.0 5.25\n", + "6 7 1595 64.0 5.54\n", + "7 8 1600 27.0 5.61\n", + "8 9 1605 33.0 5.69\n", + "9 10 1610 32.0 5.78\n", + "10 11 1615 33.0 5.94\n", + "11 12 1620 35.0 6.01\n", + "12 13 1625 33.0 6.12\n", + "13 14 1630 45.0 6.22\n", + "14 15 1635 33.0 6.30\n", + "15 16 1640 39.0 6.37\n", + "16 17 1645 53.0 6.45\n", + "17 18 1650 42.0 6.50\n", + "18 19 1655 40.5 6.60\n", + "19 20 1660 46.5 6.75\n", + "20 21 1665 32.0 6.80\n", + "21 22 1670 37.0 6.90\n", + "22 23 1675 43.0 7.00\n", + "23 24 1680 35.0 7.30\n", + "24 25 1685 27.0 7.60\n", + "25 26 1690 40.0 8.00\n", + "26 27 1695 50.0 8.50\n", + "27 28 1700 30.0 9.00\n", + "28 29 1705 32.0 10.00\n", + "29 30 1710 44.0 11.00\n", + "30 31 1715 33.0 11.75\n", + "31 32 1720 29.0 12.50\n", + "32 33 1725 39.0 13.00\n", + "33 34 1730 26.0 13.30\n", + "34 35 1735 32.0 13.60\n", + "35 36 1740 27.0 14.00\n", + "36 37 1745 27.5 14.50\n", + "37 38 1750 31.0 15.00\n", + "38 39 1755 35.5 15.70\n", + "39 40 1760 31.0 16.50\n", + "40 41 1765 43.0 17.60\n", + "41 42 1770 47.0 18.50\n", + "42 43 1775 44.0 19.50\n", + "43 44 1780 46.0 21.00\n", + "44 45 1785 42.0 23.00\n", + "45 46 1790 47.5 25.50\n", + "46 47 1795 76.0 27.50\n", + "47 48 1800 79.0 28.50\n", + "48 49 1805 81.0 29.50\n", + "49 50 1810 99.0 30.00\n", + "50 51 1815 78.0 NaN\n", + "51 52 1820 54.0 NaN\n", + "52 53 1821 54.0 NaN" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "raw_data = pd.read_csv(file_path)\n", + "raw_data" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "hideCode": false, + "hidePrompt": false + }, + "source": [ + "We can see that for the years 1815, 1820 and 1821 no wages are available.\n", + "\n", + "In this case I'll just remove them to every entry contain the same amount of information." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "hideCode": false, + "hidePrompt": false + }, + "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", + "
rownamesYearWheatWages
5051181578.0NaN
5152182054.0NaN
5253182154.0NaN
\n", + "
" + ], + "text/plain": [ + " rownames Year Wheat Wages\n", + "50 51 1815 78.0 NaN\n", + "51 52 1820 54.0 NaN\n", + "52 53 1821 54.0 NaN" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "raw_data[raw_data.isnull().any(axis=1)]" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "hideCode": false, + "hidePrompt": false + }, + "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", + "
rownamesYearWheatWages
01156541.05.00
12157045.05.05
23157542.05.08
34158049.05.12
45158541.55.15
56159047.05.25
67159564.05.54
78160027.05.61
89160533.05.69
910161032.05.78
1011161533.05.94
1112162035.06.01
1213162533.06.12
1314163045.06.22
1415163533.06.30
1516164039.06.37
1617164553.06.45
1718165042.06.50
1819165540.56.60
1920166046.56.75
2021166532.06.80
2122167037.06.90
2223167543.07.00
2324168035.07.30
2425168527.07.60
2526169040.08.00
2627169550.08.50
2728170030.09.00
2829170532.010.00
2930171044.011.00
3031171533.011.75
3132172029.012.50
3233172539.013.00
3334173026.013.30
3435173532.013.60
3536174027.014.00
3637174527.514.50
3738175031.015.00
3839175535.515.70
3940176031.016.50
4041176543.017.60
4142177047.018.50
4243177544.019.50
4344178046.021.00
4445178542.023.00
4546179047.525.50
4647179576.027.50
4748180079.028.50
4849180581.029.50
4950181099.030.00
\n", + "
" + ], + "text/plain": [ + " rownames Year Wheat Wages\n", + "0 1 1565 41.0 5.00\n", + "1 2 1570 45.0 5.05\n", + "2 3 1575 42.0 5.08\n", + "3 4 1580 49.0 5.12\n", + "4 5 1585 41.5 5.15\n", + "5 6 1590 47.0 5.25\n", + "6 7 1595 64.0 5.54\n", + "7 8 1600 27.0 5.61\n", + "8 9 1605 33.0 5.69\n", + "9 10 1610 32.0 5.78\n", + "10 11 1615 33.0 5.94\n", + "11 12 1620 35.0 6.01\n", + "12 13 1625 33.0 6.12\n", + "13 14 1630 45.0 6.22\n", + "14 15 1635 33.0 6.30\n", + "15 16 1640 39.0 6.37\n", + "16 17 1645 53.0 6.45\n", + "17 18 1650 42.0 6.50\n", + "18 19 1655 40.5 6.60\n", + "19 20 1660 46.5 6.75\n", + "20 21 1665 32.0 6.80\n", + "21 22 1670 37.0 6.90\n", + "22 23 1675 43.0 7.00\n", + "23 24 1680 35.0 7.30\n", + "24 25 1685 27.0 7.60\n", + "25 26 1690 40.0 8.00\n", + "26 27 1695 50.0 8.50\n", + "27 28 1700 30.0 9.00\n", + "28 29 1705 32.0 10.00\n", + "29 30 1710 44.0 11.00\n", + "30 31 1715 33.0 11.75\n", + "31 32 1720 29.0 12.50\n", + "32 33 1725 39.0 13.00\n", + "33 34 1730 26.0 13.30\n", + "34 35 1735 32.0 13.60\n", + "35 36 1740 27.0 14.00\n", + "36 37 1745 27.5 14.50\n", + "37 38 1750 31.0 15.00\n", + "38 39 1755 35.5 15.70\n", + "39 40 1760 31.0 16.50\n", + "40 41 1765 43.0 17.60\n", + "41 42 1770 47.0 18.50\n", + "42 43 1775 44.0 19.50\n", + "43 44 1780 46.0 21.00\n", + "44 45 1785 42.0 23.00\n", + "45 46 1790 47.5 25.50\n", + "46 47 1795 76.0 27.50\n", + "47 48 1800 79.0 28.50\n", + "48 49 1805 81.0 29.50\n", + "49 50 1810 99.0 30.00" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data = raw_data.dropna().copy()\n", + "data" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "hideCode": false, + "hidePrompt": false + }, + "source": [ + "Let's do the first task: \n", + "**Reproduce [Playfair's graph](https://fr.wikipedia.org/wiki/William_Playfair#/media/File:Chart_Showing_at_One_View_the_Price_of_the_Quarter_of_Wheat,_and_Wages_of_Labour_by_the_Week,_from_1565_to_1821.png) from the numerical data**\n", + "\n", + "We will represent here the prices of a quarter of wheat in shilling in comparison to the weekly wages in shillings." + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": { + "hideCode": false, + "hidePrompt": false + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12, 6))\n", + "plt.bar(data[\"Year\"], data[\"Wheat\"], width=5, color='skyblue', alpha=0.7, label='Wheat price')\n", + "plt.fill_between(data[\"Year\"], data[\"Wages\"], color='blue', alpha=0.3)\n", + "plt.plot(data[\"Year\"], data[\"Wages\"], color='red', linewidth=2)\n", + "plt.text(1720, 18, 'weekly wages in shillings', color='red', ha='center')\n", + "plt.xlabel('Year')\n", + "plt.ylabel('Price per quarter of wheat in shillings')\n", + "plt.title(f\"Playfair's Graph: Wheat Price and Wages ({data['Year'].tolist()[0]}-{data['Year'].tolist()[-1]})\")\n", + "plt.legend()\n", + "plt.grid(True, alpha=0.3)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "hidePrompt": true + }, + "source": [ + "Now we want to improve the representation by doing the requested step 2:\n", + "```\n", + "2. Next, improve the presentation of the data. For a start, Playfair has combined two quantities in a single graph by simplifying the units \"shillings per quarter\" and \"shillings per week\" to a plain \"shillings\", something that is no longer acceptable today. Use two different ordinate axes, one on the left and one on the right, and label them with the correct units. At this occasion, don't hesitate to use representations different from bars and curve-delimited surfaces for the two datasets if you consider this pertinent.\n", + "```\n", + "\n", + "With this view being clearer we can see that indeed, the purchasing power did increase from 1565 to 1725 but the stayed stable and did even decrease on the last data point (year 1810) where the purchasing power seems to decrease.\n", + "\n", + "We can't make a conclusion though as it's only one data point." + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax1 = plt.subplots(figsize=(12, 6))\n", + "\n", + "# Wheat on left axis (bars)\n", + "ax1.set_xlabel('Year')\n", + "ax1.set_ylabel('Shillings per quarter', color='skyblue')\n", + "ax1.bar(data[\"Year\"], data[\"Wheat\"], width=5, color='skyblue', alpha=0.7, label='Wheat price')\n", + "ax1.tick_params(axis='y', labelcolor='skyblue')\n", + "ax1.grid(True, alpha=0.3)\n", + "\n", + "# Wages on right axis (line plot)\n", + "ax2 = ax1.twinx()\n", + "ax2.set_ylabel('Shillings per week', color='red')\n", + "ax2.plot(data[\"Year\"], data[\"Wages\"], color='red', linewidth=2, label='Wages')\n", + "ax2.tick_params(axis='y', labelcolor='red')\n", + "ax2.text(1750, 28, 'weekly wages in shillings', color='red', ha='center')\n", + "\n", + "plt.title(f\"Wheat Price and Wages ({data['Year'].tolist()[0]}-{data['Year'].tolist()[-1]})\")\n", + "fig.legend(loc='upper left')\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Finally let's do the last step:\n", + "```\n", + "3. Playfair's goal was to show that the workers' purchasing power had increased over time. Try to make this feature stand out better. Make a plot of the purchasing power, defined as the quantity of wheat a worker can buy with a weekly salary, as a function of time. In another plot, show the two quantities (wheat price, salary) on two different axes, without an explicit time axis. Find another way to show the advancement of time in this plot. Which data representation seems clearest to you? Don't hesitate to propose other ones.\n", + "```\n", + "\n", + "- Plot 1:\n", + " - Purchasing power does increase until around 1750.\n", + " - But we can indeed see that in the last years the purchasing power decreases.\n", + " \n", + "- Plot 2:\n", + " - If the purchasing power was increasing we would have points on the top left of the graph.\n", + " - Instead we see the points going to the top right of the graph for the last year, indicating an increase in both salaries and wheat prices.\n", + " \n", + "In my opinion `Plot 1` is way easier to read for someone not used to the representation of the `Plot 2`." + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Calculate purchasing power: pounds of wheat per week\n", + "purchasing_power = [w * 15 / wp for w, wp in zip(data[\"Wages\"], data[\"Wheat\"])]\n", + "\n", + "# --- Plot 1: Purchasing power vs time ---\n", + "plt.figure(figsize=(12, 6))\n", + "plt.plot(data[\"Year\"], purchasing_power, marker='o', color='green', linewidth=2)\n", + "plt.xlabel('Year')\n", + "plt.ylabel('Pounds of wheat per week')\n", + "plt.title(\n", + " f'Purchasing Power: Weekly Wheat Purchase \\\n", + "({data[\"Year\"].tolist()[0]}-{data[\"Year\"].tolist()[-1]})'\n", + " )\n", + "plt.grid(True, alpha=0.3)\n", + "plt.tight_layout()\n", + "plt.show()\n", + "\n", + "# --- Plot 2: Wheat price vs Wages with time as color and connecting lines ---\n", + "plt.figure(figsize=(12, 6))\n", + "sc = plt.scatter(data[\"Wheat\"], data[\"Wages\"], c=data[\"Year\"], cmap='viridis', s=100)\n", + "plt.colorbar(sc, label='Year')\n", + "\n", + "# Connect points chronologically\n", + "for i in range(len(data[\"Year\"])-1):\n", + " plt.plot([data[\"Wheat\"].tolist()[i], data[\"Wheat\"].tolist()[i+1]], \n", + " [data[\"Wages\"].tolist()[i], data[\"Wages\"].tolist()[i+1]],\n", + " color='gray', alpha=0.3, linewidth=1, zorder=0)\n", + "\n", + "plt.xlabel('Wheat price (shillings/quarter)')\n", + "plt.ylabel('Wages (shillings/week)')\n", + "plt.title('Wheat Price vs Wages: Time Progression (Color & Path)')\n", + "plt.grid(True, alpha=0.3)\n", + "plt.tight_layout()\n", + "plt.show()" + ] + } + ], "metadata": { + "hide_code_all_hidden": false, "kernelspec": { "display_name": "Python 3", "language": "python", @@ -16,10 +1318,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.3" + "version": "3.6.4" } }, "nbformat": 4, "nbformat_minor": 2 } -