diff --git a/module3/exo1/incidece-PAY-3.csv b/module3/exo1/incidece-PAY-3.csv
new file mode 100644
index 0000000000000000000000000000000000000000..338ed3b01c35b98ab04e11c57e6eab867a2920d0
--- /dev/null
+++ b/module3/exo1/incidece-PAY-3.csv
@@ -0,0 +1,1879 @@
+# @source="réseau Sentinelles, INSERM, Sorbonne Université, http://www.sentiweb.fr", @meta={"period":[198444,202042],"geo":["PAY","1"],"geo_ref":"insee","indicator":"3","type":"all","conf_int":true,"compact":false}, @date=2020-10-27T10:20:42+01:00
+week,indicator,inc,inc_low,inc_up,inc100,inc100_low,inc100_up,geo_insee,geo_name
+202042,3,33350,28134,38566,51,43,59,FR,France
+202041,3,27944,23265,32623,42,35,49,FR,France
+202040,3,20443,16381,24505,31,25,37,FR,France
+202039,3,19810,15900,23720,30,24,36,FR,France
+202038,3,25562,21142,29982,39,32,46,FR,France
+202037,3,18485,14649,22321,28,22,34,FR,France
+202036,3,10390,7646,13134,16,12,20,FR,France
+202035,3,9918,6842,12994,15,10,20,FR,France
+202034,3,6084,3090,9078,9,4,14,FR,France
+202033,3,6106,3411,8801,9,5,13,FR,France
+202032,3,5918,3330,8506,9,5,13,FR,France
+202031,3,4351,2269,6433,7,4,10,FR,France
+202030,3,8179,5442,10916,12,8,16,FR,France
+202029,3,8687,5860,11514,13,9,17,FR,France
+202028,3,8340,5701,10979,13,9,17,FR,France
+202027,3,4066,2406,5726,6,3,9,FR,France
+202026,3,4039,2389,5689,6,3,9,FR,France
+202025,3,2853,1488,4218,4,2,6,FR,France
+202024,3,3058,1690,4426,5,3,7,FR,France
+202023,3,4168,2468,5868,6,3,9,FR,France
+202022,3,3580,1947,5213,5,3,7,FR,France
+202021,3,6114,4026,8202,9,6,12,FR,France
+202020,3,9315,6775,11855,14,10,18,FR,France
+202019,3,11679,8722,14636,18,14,22,FR,France
+202018,3,16398,12851,19945,25,20,30,FR,France
+202017,3,18082,14454,21710,27,21,33,FR,France
+202016,3,24165,19893,28437,37,31,43,FR,France
+202015,3,41049,35377,46721,62,53,71,FR,France
+202014,3,71666,64531,78801,109,98,120,FR,France
+202013,3,107742,99187,116297,164,151,177,FR,France
+202012,3,107283,98610,115956,163,150,176,FR,France
+202011,3,101704,93652,109756,154,142,166,FR,France
+202010,3,104977,96650,113304,159,146,172,FR,France
+202009,3,110696,102066,119326,168,155,181,FR,France
+202008,3,143753,133984,153522,218,203,233,FR,France
+202007,3,183610,172812,194408,279,263,295,FR,France
+202006,3,206669,195481,217857,314,297,331,FR,France
+202005,3,187957,177445,198469,285,269,301,FR,France
+202004,3,122331,113492,131170,186,173,199,FR,France
+202003,3,78413,71330,85496,119,108,130,FR,France
+202002,3,53614,47654,59574,81,72,90,FR,France
+202001,3,36850,31608,42092,56,48,64,FR,France
+201952,3,28135,23220,33050,43,36,50,FR,France
+201951,3,29786,25042,34530,45,38,52,FR,France
+201950,3,34223,29156,39290,52,44,60,FR,France
+201949,3,25662,21414,29910,39,33,45,FR,France
+201948,3,22367,18055,26679,34,27,41,FR,France
+201947,3,18669,14759,22579,28,22,34,FR,France
+201946,3,16030,12567,19493,24,19,29,FR,France
+201945,3,10138,7160,13116,15,10,20,FR,France
+201944,3,7822,5010,10634,12,8,16,FR,France
+201943,3,9487,6448,12526,14,9,19,FR,France
+201942,3,7747,5243,10251,12,8,16,FR,France
+201941,3,7122,4720,9524,11,7,15,FR,France
+201940,3,8505,5784,11226,13,9,17,FR,France
+201939,3,7091,4462,9720,11,7,15,FR,France
+201938,3,4897,2891,6903,7,4,10,FR,France
+201937,3,3172,1367,4977,5,2,8,FR,France
+201936,3,2295,728,3862,3,1,5,FR,France
+201935,3,1010,2,2018,2,0,4,FR,France
+201934,3,1672,279,3065,3,1,5,FR,France
+201933,3,1593,68,3118,2,0,4,FR,France
+201932,3,1592,71,3113,2,0,4,FR,France
+201931,3,2337,695,3979,4,2,6,FR,France
+201930,3,1944,415,3473,3,1,5,FR,France
+201929,3,2096,420,3772,3,0,6,FR,France
+201928,3,1195,125,2265,2,0,4,FR,France
+201927,3,2466,848,4084,4,2,6,FR,France
+201926,3,1798,402,3194,3,1,5,FR,France
+201925,3,1544,389,2699,2,0,4,FR,France
+201924,3,876,17,1735,1,0,2,FR,France
+201923,3,2004,748,3260,3,1,5,FR,France
+201922,3,2181,602,3760,3,1,5,FR,France
+201921,3,2585,1102,4068,4,2,6,FR,France
+201920,3,2891,1202,4580,4,1,7,FR,France
+201919,3,3221,1509,4933,5,2,8,FR,France
+201918,3,1385,278,2492,2,0,4,FR,France
+201917,3,3166,1348,4984,5,2,8,FR,France
+201916,3,3842,1973,5711,6,3,9,FR,France
+201915,3,5932,3669,8195,9,6,12,FR,France
+201914,3,12675,9167,16183,19,14,24,FR,France
+201913,3,16513,12530,20496,25,19,31,FR,France
+201912,3,22184,17786,26582,34,27,41,FR,France
+201911,3,31553,26556,36550,48,40,56,FR,France
+201910,3,49742,43268,56216,76,66,86,FR,France
+201909,3,88354,79564,97144,134,121,147,FR,France
+201908,3,172604,160024,185184,262,243,281,FR,France
+201907,3,307338,291220,323456,467,443,491,FR,France
+201906,3,394286,376782,411790,599,572,626,FR,France
+201905,3,355785,339295,372275,540,515,565,FR,France
+201904,3,241090,227261,254919,366,345,387,FR,France
+201903,3,147063,135890,158236,223,206,240,FR,France
+201902,3,75548,67632,83464,115,103,127,FR,France
+201901,3,50295,43525,57065,76,66,86,FR,France
+201852,3,37903,31375,44431,58,48,68,FR,France
+201851,3,39259,32977,45541,60,50,70,FR,France
+201850,3,27781,22638,32924,42,34,50,FR,France
+201849,3,19738,15481,23995,30,24,36,FR,France
+201848,3,19501,15275,23727,30,24,36,FR,France
+201847,3,15949,12105,19793,24,18,30,FR,France
+201846,3,11278,7957,14599,17,12,22,FR,France
+201845,3,11065,7791,14339,17,12,22,FR,France
+201844,3,6586,3875,9297,10,6,14,FR,France
+201843,3,6550,3988,9112,10,6,14,FR,France
+201842,3,7787,5129,10445,12,8,16,FR,France
+201841,3,8048,5098,10998,12,8,16,FR,France
+201840,3,7409,4717,10101,11,7,15,FR,France
+201839,3,7174,4235,10113,11,7,15,FR,France
+201838,3,7349,4399,10299,11,7,15,FR,France
+201837,3,4915,2386,7444,7,3,11,FR,France
+201836,3,3215,1349,5081,5,2,8,FR,France
+201835,3,1506,239,2773,2,0,4,FR,France
+201834,3,1368,116,2620,2,0,4,FR,France
+201833,3,1962,5,3919,3,0,6,FR,France
+201832,3,1839,183,3495,3,0,6,FR,France
+201831,3,2048,242,3854,3,0,6,FR,France
+201830,3,1951,202,3700,3,0,6,FR,France
+201829,3,1951,252,3650,3,0,6,FR,France
+201828,3,1654,52,3256,3,1,5,FR,France
+201827,3,3266,1145,5387,5,2,8,FR,France
+201826,3,3758,1493,6023,6,3,9,FR,France
+201825,3,4580,2220,6940,7,3,11,FR,France
+201824,3,3223,1351,5095,5,2,8,FR,France
+201823,3,1207,136,2278,2,0,4,FR,France
+201822,3,3202,1330,5074,5,2,8,FR,France
+201821,3,2537,763,4311,4,1,7,FR,France
+201820,3,2694,967,4421,4,1,7,FR,France
+201819,3,1025,0,2098,2,0,4,FR,France
+201818,3,3541,1416,5666,5,2,8,FR,France
+201817,3,2573,1003,4143,4,2,6,FR,France
+201816,3,4818,2724,6912,7,4,10,FR,France
+201815,3,16311,12168,20454,25,19,31,FR,France
+201814,3,22666,18092,27240,35,28,42,FR,France
+201813,3,32680,25536,39824,50,39,61,FR,France
+201812,3,52040,44590,59490,79,68,90,FR,France
+201811,3,65159,56506,73812,99,86,112,FR,France
+201810,3,93512,83989,103035,142,128,156,FR,France
+201809,3,108545,98645,118445,165,150,180,FR,France
+201808,3,131870,120950,142790,201,184,218,FR,France
+201807,3,141138,130177,152099,215,198,232,FR,France
+201806,3,138810,128164,149456,211,195,227,FR,France
+201805,3,157839,146646,169032,240,223,257,FR,France
+201804,3,175483,163835,187131,267,249,285,FR,France
+201803,3,178329,166640,190018,271,253,289,FR,France
+201802,3,198079,185663,210495,302,283,321,FR,France
+201801,3,235493,220941,250045,358,336,380,FR,France
+201752,3,299114,279359,318869,459,429,489,FR,France
+201751,3,229448,214366,244530,352,329,375,FR,France
+201750,3,129535,118787,140283,199,183,215,FR,France
+201749,3,63789,56120,71458,98,86,110,FR,France
+201748,3,37568,31541,43595,58,49,67,FR,France
+201747,3,24972,19923,30021,38,30,46,FR,France
+201746,3,13398,9948,16848,21,16,26,FR,France
+201745,3,14035,8091,19979,22,13,31,FR,France
+201744,3,8544,5318,11770,13,8,18,FR,France
+201743,3,7300,4402,10198,11,7,15,FR,France
+201742,3,9966,6503,13429,15,10,20,FR,France
+201741,3,12434,8718,16150,19,13,25,FR,France
+201740,3,12725,8690,16760,20,14,26,FR,France
+201739,3,14949,10534,19364,23,16,30,FR,France
+201738,3,11463,7438,15488,18,12,24,FR,France
+201737,3,9716,6364,13068,15,10,20,FR,France
+201736,3,2815,917,4713,4,1,7,FR,France
+201735,3,2794,850,4738,4,1,7,FR,France
+201734,3,2497,879,4115,4,2,6,FR,France
+201733,3,2406,766,4046,4,1,7,FR,France
+201732,3,2667,879,4455,4,1,7,FR,France
+201731,3,3256,1158,5354,5,2,8,FR,France
+201730,3,3759,1299,6219,6,2,10,FR,France
+201729,3,5014,1989,8039,8,3,13,FR,France
+201728,3,5271,2576,7966,8,4,12,FR,France
+201727,3,3924,1432,6416,6,2,10,FR,France
+201726,3,3171,1166,5176,5,2,8,FR,France
+201725,3,837,0,1721,1,0,2,FR,France
+201724,3,1566,248,2884,2,0,4,FR,France
+201723,3,1664,203,3125,3,1,5,FR,France
+201722,3,1305,92,2518,2,0,4,FR,France
+201721,3,971,0,2046,1,0,3,FR,France
+201720,3,2686,793,4579,4,1,7,FR,France
+201719,3,3461,1490,5432,5,2,8,FR,France
+201718,3,2102,515,3689,3,1,5,FR,France
+201717,3,2071,428,3714,3,0,6,FR,France
+201716,3,1380,222,2538,2,0,4,FR,France
+201715,3,479,0,1242,1,0,2,FR,France
+201714,3,1110,0,2549,2,0,4,FR,France
+201713,3,7594,3808,11380,12,6,18,FR,France
+201712,3,8780,4834,12726,13,7,19,FR,France
+201711,3,7814,4329,11299,12,7,17,FR,France
+201710,3,11802,7964,15640,18,12,24,FR,France
+201709,3,13111,9099,17123,20,14,26,FR,France
+201708,3,29545,23136,35954,45,35,55,FR,France
+201707,3,59590,49764,69416,91,76,106,FR,France
+201706,3,93628,82560,104696,144,127,161,FR,France
+201705,3,193677,179255,208099,297,275,319,FR,France
+201704,3,256428,240618,272238,394,370,418,FR,France
+201703,3,267276,251345,283207,410,386,434,FR,France
+201702,3,260588,245070,276106,400,376,424,FR,France
+201701,3,255535,239743,271327,392,368,416,FR,France
+201652,3,224489,207799,241179,345,319,371,FR,France
+201651,3,187704,172655,202753,288,265,311,FR,France
+201650,3,126570,115081,138059,194,176,212,FR,France
+201649,3,76390,67374,85406,117,103,131,FR,France
+201648,3,40502,33949,47055,62,52,72,FR,France
+201647,3,22270,17612,26928,34,27,41,FR,France
+201646,3,20816,16125,25507,32,25,39,FR,France
+201645,3,15957,11448,20466,24,17,31,FR,France
+201644,3,15145,10357,19933,23,16,30,FR,France
+201643,3,9378,5830,12926,14,9,19,FR,France
+201642,3,12920,9044,16796,20,14,26,FR,France
+201641,3,13909,9709,18109,21,15,27,FR,France
+201640,3,13379,8969,17789,21,14,28,FR,France
+201639,3,10598,6814,14382,16,10,22,FR,France
+201638,3,5969,3073,8865,9,5,13,FR,France
+201637,3,4065,1538,6592,6,2,10,FR,France
+201636,3,2372,473,4271,4,1,7,FR,France
+201635,3,3420,1350,5490,5,2,8,FR,France
+201634,3,2233,0,4643,3,0,7,FR,France
+201633,3,1567,0,3938,2,0,6,FR,France
+201632,3,2100,93,4107,3,0,6,FR,France
+201631,3,3691,0,9120,6,0,14,FR,France
+201630,3,3209,644,5774,5,1,9,FR,France
+201629,3,1469,0,3073,2,0,4,FR,France
+201628,3,2725,357,5093,4,0,8,FR,France
+201627,3,5905,2343,9467,9,4,14,FR,France
+201626,3,4186,1636,6736,6,2,10,FR,France
+201625,3,4611,1560,7662,7,2,12,FR,France
+201624,3,4977,2404,7550,8,4,12,FR,France
+201623,3,4893,2416,7370,8,4,12,FR,France
+201622,3,5667,3015,8319,9,5,13,FR,France
+201621,3,5603,2475,8731,9,4,14,FR,France
+201620,3,3908,1679,6137,6,3,9,FR,France
+201619,3,4738,2308,7168,7,3,11,FR,France
+201618,3,8204,4394,12014,13,7,19,FR,France
+201617,3,13385,8822,17948,21,14,28,FR,France
+201616,3,25670,19632,31708,39,30,48,FR,France
+201615,3,48441,39824,57058,74,61,87,FR,France
+201614,3,92603,81261,103945,142,125,159,FR,France
+201613,3,170654,156387,184921,262,240,284,FR,France
+201612,3,272174,254338,290010,418,391,445,FR,France
+201611,3,304543,286453,322633,467,439,495,FR,France
+201610,3,261822,245799,277845,402,377,427,FR,France
+201609,3,229943,214533,245353,353,329,377,FR,France
+201608,3,195067,180874,209260,299,277,321,FR,France
+201607,3,207359,193223,221495,318,296,340,FR,France
+201606,3,196143,182672,209614,301,280,322,FR,France
+201605,3,178963,166296,191630,275,256,294,FR,France
+201604,3,148473,136591,160355,228,210,246,FR,France
+201603,3,75277,66630,83924,116,103,129,FR,France
+201602,3,44617,37821,51413,68,58,78,FR,France
+201601,3,42263,35556,48970,65,55,75,FR,France
+201553,3,24835,19106,30564,38,29,47,FR,France
+201552,3,19495,14319,24671,30,22,38,FR,France
+201551,3,29080,23014,35146,45,36,54,FR,France
+201550,3,25043,19812,30274,39,31,47,FR,France
+201549,3,21479,16686,26272,33,26,40,FR,France
+201548,3,16428,12273,20583,25,19,31,FR,France
+201547,3,14959,10856,19062,23,17,29,FR,France
+201546,3,12599,8237,16961,20,13,27,FR,France
+201545,3,13577,9192,17962,21,14,28,FR,France
+201544,3,14596,10025,19167,23,16,30,FR,France
+201543,3,16749,11745,21753,26,18,34,FR,France
+201542,3,18675,13613,23737,29,21,37,FR,France
+201541,3,13585,9830,17340,21,15,27,FR,France
+201540,3,13100,9349,16851,20,14,26,FR,France
+201539,3,8595,5671,11519,13,8,18,FR,France
+201538,3,8402,4929,11875,13,8,18,FR,France
+201537,3,8817,4089,13545,14,7,21,FR,France
+201536,3,1922,440,3404,3,1,5,FR,France
+201535,3,229,0,644,0,0,1,FR,France
+201534,3,760,0,1618,1,0,2,FR,France
+201533,3,1537,208,2866,2,0,4,FR,France
+201532,3,1594,66,3122,2,0,4,FR,France
+201531,3,2845,475,5215,4,0,8,FR,France
+201530,3,2447,353,4541,4,1,7,FR,France
+201529,3,2389,332,4446,4,1,7,FR,France
+201528,3,2089,105,4073,3,0,6,FR,France
+201527,3,2257,393,4121,3,0,6,FR,France
+201526,3,2536,774,4298,4,1,7,FR,France
+201525,3,2607,680,4534,4,1,7,FR,France
+201524,3,2849,1000,4698,4,1,7,FR,France
+201523,3,2702,857,4547,4,1,7,FR,France
+201522,3,4262,1989,6535,7,3,11,FR,France
+201521,3,5547,2875,8219,9,5,13,FR,France
+201520,3,4594,2040,7148,7,3,11,FR,France
+201519,3,6307,3256,9358,10,5,15,FR,France
+201518,3,3664,1544,5784,6,3,9,FR,France
+201517,3,6382,3523,9241,10,6,14,FR,France
+201516,3,12098,7913,16283,19,13,25,FR,France
+201515,3,19458,14192,24724,30,22,38,FR,France
+201514,3,30940,24617,37263,48,38,58,FR,France
+201513,3,49563,41986,57140,77,65,89,FR,France
+201512,3,70024,61079,78969,109,95,123,FR,France
+201511,3,99295,88838,109752,154,138,170,FR,France
+201510,3,143931,131682,156180,223,204,242,FR,France
+201509,3,238947,222902,254992,370,345,395,FR,France
+201508,3,409972,388670,431274,635,602,668,FR,France
+201507,3,517750,494301,541199,802,766,838,FR,France
+201506,3,533317,510627,556007,827,792,862,FR,France
+201505,3,457911,436964,478858,710,678,742,FR,France
+201504,3,292161,275491,308831,453,427,479,FR,France
+201503,3,153931,141290,166572,239,219,259,FR,France
+201502,3,104096,93358,114834,161,144,178,FR,France
+201501,3,70962,60505,81419,110,94,126,FR,France
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+199649,3,411498,393335,429661,710,679,741,FR,France
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+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
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+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
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+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
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+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
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+199501,3,26556,21916,31196,46,38,54,FR,France
+199452,3,22036,17495,26577,38,30,46,FR,France
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+199450,3,28831,23470,34192,50,41,59,FR,France
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+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
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+199433,3,4272,977,7567,7,1,13,FR,France
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+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
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+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
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+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
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+199403,3,29882,24817,34947,52,43,61,FR,France
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+199401,3,118119,108182,128056,205,188,222,FR,France
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+199350,3,627639,607097,648181,1094,1058,1130,FR,France
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+199335,3,5589,3066,8112,10,6,14,FR,France
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+199314,3,38266,30865,45667,67,54,80,FR,France
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+199223,3,3914,1855,5973,7,3,11,FR,France
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+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
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+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/exo1/incidence-PAY-3.csv b/module3/exo1/incidence-PAY-3.csv
new file mode 100644
index 0000000000000000000000000000000000000000..338ed3b01c35b98ab04e11c57e6eab867a2920d0
--- /dev/null
+++ b/module3/exo1/incidence-PAY-3.csv
@@ -0,0 +1,1879 @@
+# @source="réseau Sentinelles, INSERM, Sorbonne Université, http://www.sentiweb.fr", @meta={"period":[198444,202042],"geo":["PAY","1"],"geo_ref":"insee","indicator":"3","type":"all","conf_int":true,"compact":false}, @date=2020-10-27T10:20:42+01:00
+week,indicator,inc,inc_low,inc_up,inc100,inc100_low,inc100_up,geo_insee,geo_name
+202042,3,33350,28134,38566,51,43,59,FR,France
+202041,3,27944,23265,32623,42,35,49,FR,France
+202040,3,20443,16381,24505,31,25,37,FR,France
+202039,3,19810,15900,23720,30,24,36,FR,France
+202038,3,25562,21142,29982,39,32,46,FR,France
+202037,3,18485,14649,22321,28,22,34,FR,France
+202036,3,10390,7646,13134,16,12,20,FR,France
+202035,3,9918,6842,12994,15,10,20,FR,France
+202034,3,6084,3090,9078,9,4,14,FR,France
+202033,3,6106,3411,8801,9,5,13,FR,France
+202032,3,5918,3330,8506,9,5,13,FR,France
+202031,3,4351,2269,6433,7,4,10,FR,France
+202030,3,8179,5442,10916,12,8,16,FR,France
+202029,3,8687,5860,11514,13,9,17,FR,France
+202028,3,8340,5701,10979,13,9,17,FR,France
+202027,3,4066,2406,5726,6,3,9,FR,France
+202026,3,4039,2389,5689,6,3,9,FR,France
+202025,3,2853,1488,4218,4,2,6,FR,France
+202024,3,3058,1690,4426,5,3,7,FR,France
+202023,3,4168,2468,5868,6,3,9,FR,France
+202022,3,3580,1947,5213,5,3,7,FR,France
+202021,3,6114,4026,8202,9,6,12,FR,France
+202020,3,9315,6775,11855,14,10,18,FR,France
+202019,3,11679,8722,14636,18,14,22,FR,France
+202018,3,16398,12851,19945,25,20,30,FR,France
+202017,3,18082,14454,21710,27,21,33,FR,France
+202016,3,24165,19893,28437,37,31,43,FR,France
+202015,3,41049,35377,46721,62,53,71,FR,France
+202014,3,71666,64531,78801,109,98,120,FR,France
+202013,3,107742,99187,116297,164,151,177,FR,France
+202012,3,107283,98610,115956,163,150,176,FR,France
+202011,3,101704,93652,109756,154,142,166,FR,France
+202010,3,104977,96650,113304,159,146,172,FR,France
+202009,3,110696,102066,119326,168,155,181,FR,France
+202008,3,143753,133984,153522,218,203,233,FR,France
+202007,3,183610,172812,194408,279,263,295,FR,France
+202006,3,206669,195481,217857,314,297,331,FR,France
+202005,3,187957,177445,198469,285,269,301,FR,France
+202004,3,122331,113492,131170,186,173,199,FR,France
+202003,3,78413,71330,85496,119,108,130,FR,France
+202002,3,53614,47654,59574,81,72,90,FR,France
+202001,3,36850,31608,42092,56,48,64,FR,France
+201952,3,28135,23220,33050,43,36,50,FR,France
+201951,3,29786,25042,34530,45,38,52,FR,France
+201950,3,34223,29156,39290,52,44,60,FR,France
+201949,3,25662,21414,29910,39,33,45,FR,France
+201948,3,22367,18055,26679,34,27,41,FR,France
+201947,3,18669,14759,22579,28,22,34,FR,France
+201946,3,16030,12567,19493,24,19,29,FR,France
+201945,3,10138,7160,13116,15,10,20,FR,France
+201944,3,7822,5010,10634,12,8,16,FR,France
+201943,3,9487,6448,12526,14,9,19,FR,France
+201942,3,7747,5243,10251,12,8,16,FR,France
+201941,3,7122,4720,9524,11,7,15,FR,France
+201940,3,8505,5784,11226,13,9,17,FR,France
+201939,3,7091,4462,9720,11,7,15,FR,France
+201938,3,4897,2891,6903,7,4,10,FR,France
+201937,3,3172,1367,4977,5,2,8,FR,France
+201936,3,2295,728,3862,3,1,5,FR,France
+201935,3,1010,2,2018,2,0,4,FR,France
+201934,3,1672,279,3065,3,1,5,FR,France
+201933,3,1593,68,3118,2,0,4,FR,France
+201932,3,1592,71,3113,2,0,4,FR,France
+201931,3,2337,695,3979,4,2,6,FR,France
+201930,3,1944,415,3473,3,1,5,FR,France
+201929,3,2096,420,3772,3,0,6,FR,France
+201928,3,1195,125,2265,2,0,4,FR,France
+201927,3,2466,848,4084,4,2,6,FR,France
+201926,3,1798,402,3194,3,1,5,FR,France
+201925,3,1544,389,2699,2,0,4,FR,France
+201924,3,876,17,1735,1,0,2,FR,France
+201923,3,2004,748,3260,3,1,5,FR,France
+201922,3,2181,602,3760,3,1,5,FR,France
+201921,3,2585,1102,4068,4,2,6,FR,France
+201920,3,2891,1202,4580,4,1,7,FR,France
+201919,3,3221,1509,4933,5,2,8,FR,France
+201918,3,1385,278,2492,2,0,4,FR,France
+201917,3,3166,1348,4984,5,2,8,FR,France
+201916,3,3842,1973,5711,6,3,9,FR,France
+201915,3,5932,3669,8195,9,6,12,FR,France
+201914,3,12675,9167,16183,19,14,24,FR,France
+201913,3,16513,12530,20496,25,19,31,FR,France
+201912,3,22184,17786,26582,34,27,41,FR,France
+201911,3,31553,26556,36550,48,40,56,FR,France
+201910,3,49742,43268,56216,76,66,86,FR,France
+201909,3,88354,79564,97144,134,121,147,FR,France
+201908,3,172604,160024,185184,262,243,281,FR,France
+201907,3,307338,291220,323456,467,443,491,FR,France
+201906,3,394286,376782,411790,599,572,626,FR,France
+201905,3,355785,339295,372275,540,515,565,FR,France
+201904,3,241090,227261,254919,366,345,387,FR,France
+201903,3,147063,135890,158236,223,206,240,FR,France
+201902,3,75548,67632,83464,115,103,127,FR,France
+201901,3,50295,43525,57065,76,66,86,FR,France
+201852,3,37903,31375,44431,58,48,68,FR,France
+201851,3,39259,32977,45541,60,50,70,FR,France
+201850,3,27781,22638,32924,42,34,50,FR,France
+201849,3,19738,15481,23995,30,24,36,FR,France
+201848,3,19501,15275,23727,30,24,36,FR,France
+201847,3,15949,12105,19793,24,18,30,FR,France
+201846,3,11278,7957,14599,17,12,22,FR,France
+201845,3,11065,7791,14339,17,12,22,FR,France
+201844,3,6586,3875,9297,10,6,14,FR,France
+201843,3,6550,3988,9112,10,6,14,FR,France
+201842,3,7787,5129,10445,12,8,16,FR,France
+201841,3,8048,5098,10998,12,8,16,FR,France
+201840,3,7409,4717,10101,11,7,15,FR,France
+201839,3,7174,4235,10113,11,7,15,FR,France
+201838,3,7349,4399,10299,11,7,15,FR,France
+201837,3,4915,2386,7444,7,3,11,FR,France
+201836,3,3215,1349,5081,5,2,8,FR,France
+201835,3,1506,239,2773,2,0,4,FR,France
+201834,3,1368,116,2620,2,0,4,FR,France
+201833,3,1962,5,3919,3,0,6,FR,France
+201832,3,1839,183,3495,3,0,6,FR,France
+201831,3,2048,242,3854,3,0,6,FR,France
+201830,3,1951,202,3700,3,0,6,FR,France
+201829,3,1951,252,3650,3,0,6,FR,France
+201828,3,1654,52,3256,3,1,5,FR,France
+201827,3,3266,1145,5387,5,2,8,FR,France
+201826,3,3758,1493,6023,6,3,9,FR,France
+201825,3,4580,2220,6940,7,3,11,FR,France
+201824,3,3223,1351,5095,5,2,8,FR,France
+201823,3,1207,136,2278,2,0,4,FR,France
+201822,3,3202,1330,5074,5,2,8,FR,France
+201821,3,2537,763,4311,4,1,7,FR,France
+201820,3,2694,967,4421,4,1,7,FR,France
+201819,3,1025,0,2098,2,0,4,FR,France
+201818,3,3541,1416,5666,5,2,8,FR,France
+201817,3,2573,1003,4143,4,2,6,FR,France
+201816,3,4818,2724,6912,7,4,10,FR,France
+201815,3,16311,12168,20454,25,19,31,FR,France
+201814,3,22666,18092,27240,35,28,42,FR,France
+201813,3,32680,25536,39824,50,39,61,FR,France
+201812,3,52040,44590,59490,79,68,90,FR,France
+201811,3,65159,56506,73812,99,86,112,FR,France
+201810,3,93512,83989,103035,142,128,156,FR,France
+201809,3,108545,98645,118445,165,150,180,FR,France
+201808,3,131870,120950,142790,201,184,218,FR,France
+201807,3,141138,130177,152099,215,198,232,FR,France
+201806,3,138810,128164,149456,211,195,227,FR,France
+201805,3,157839,146646,169032,240,223,257,FR,France
+201804,3,175483,163835,187131,267,249,285,FR,France
+201803,3,178329,166640,190018,271,253,289,FR,France
+201802,3,198079,185663,210495,302,283,321,FR,France
+201801,3,235493,220941,250045,358,336,380,FR,France
+201752,3,299114,279359,318869,459,429,489,FR,France
+201751,3,229448,214366,244530,352,329,375,FR,France
+201750,3,129535,118787,140283,199,183,215,FR,France
+201749,3,63789,56120,71458,98,86,110,FR,France
+201748,3,37568,31541,43595,58,49,67,FR,France
+201747,3,24972,19923,30021,38,30,46,FR,France
+201746,3,13398,9948,16848,21,16,26,FR,France
+201745,3,14035,8091,19979,22,13,31,FR,France
+201744,3,8544,5318,11770,13,8,18,FR,France
+201743,3,7300,4402,10198,11,7,15,FR,France
+201742,3,9966,6503,13429,15,10,20,FR,France
+201741,3,12434,8718,16150,19,13,25,FR,France
+201740,3,12725,8690,16760,20,14,26,FR,France
+201739,3,14949,10534,19364,23,16,30,FR,France
+201738,3,11463,7438,15488,18,12,24,FR,France
+201737,3,9716,6364,13068,15,10,20,FR,France
+201736,3,2815,917,4713,4,1,7,FR,France
+201735,3,2794,850,4738,4,1,7,FR,France
+201734,3,2497,879,4115,4,2,6,FR,France
+201733,3,2406,766,4046,4,1,7,FR,France
+201732,3,2667,879,4455,4,1,7,FR,France
+201731,3,3256,1158,5354,5,2,8,FR,France
+201730,3,3759,1299,6219,6,2,10,FR,France
+201729,3,5014,1989,8039,8,3,13,FR,France
+201728,3,5271,2576,7966,8,4,12,FR,France
+201727,3,3924,1432,6416,6,2,10,FR,France
+201726,3,3171,1166,5176,5,2,8,FR,France
+201725,3,837,0,1721,1,0,2,FR,France
+201724,3,1566,248,2884,2,0,4,FR,France
+201723,3,1664,203,3125,3,1,5,FR,France
+201722,3,1305,92,2518,2,0,4,FR,France
+201721,3,971,0,2046,1,0,3,FR,France
+201720,3,2686,793,4579,4,1,7,FR,France
+201719,3,3461,1490,5432,5,2,8,FR,France
+201718,3,2102,515,3689,3,1,5,FR,France
+201717,3,2071,428,3714,3,0,6,FR,France
+201716,3,1380,222,2538,2,0,4,FR,France
+201715,3,479,0,1242,1,0,2,FR,France
+201714,3,1110,0,2549,2,0,4,FR,France
+201713,3,7594,3808,11380,12,6,18,FR,France
+201712,3,8780,4834,12726,13,7,19,FR,France
+201711,3,7814,4329,11299,12,7,17,FR,France
+201710,3,11802,7964,15640,18,12,24,FR,France
+201709,3,13111,9099,17123,20,14,26,FR,France
+201708,3,29545,23136,35954,45,35,55,FR,France
+201707,3,59590,49764,69416,91,76,106,FR,France
+201706,3,93628,82560,104696,144,127,161,FR,France
+201705,3,193677,179255,208099,297,275,319,FR,France
+201704,3,256428,240618,272238,394,370,418,FR,France
+201703,3,267276,251345,283207,410,386,434,FR,France
+201702,3,260588,245070,276106,400,376,424,FR,France
+201701,3,255535,239743,271327,392,368,416,FR,France
+201652,3,224489,207799,241179,345,319,371,FR,France
+201651,3,187704,172655,202753,288,265,311,FR,France
+201650,3,126570,115081,138059,194,176,212,FR,France
+201649,3,76390,67374,85406,117,103,131,FR,France
+201648,3,40502,33949,47055,62,52,72,FR,France
+201647,3,22270,17612,26928,34,27,41,FR,France
+201646,3,20816,16125,25507,32,25,39,FR,France
+201645,3,15957,11448,20466,24,17,31,FR,France
+201644,3,15145,10357,19933,23,16,30,FR,France
+201643,3,9378,5830,12926,14,9,19,FR,France
+201642,3,12920,9044,16796,20,14,26,FR,France
+201641,3,13909,9709,18109,21,15,27,FR,France
+201640,3,13379,8969,17789,21,14,28,FR,France
+201639,3,10598,6814,14382,16,10,22,FR,France
+201638,3,5969,3073,8865,9,5,13,FR,France
+201637,3,4065,1538,6592,6,2,10,FR,France
+201636,3,2372,473,4271,4,1,7,FR,France
+201635,3,3420,1350,5490,5,2,8,FR,France
+201634,3,2233,0,4643,3,0,7,FR,France
+201633,3,1567,0,3938,2,0,6,FR,France
+201632,3,2100,93,4107,3,0,6,FR,France
+201631,3,3691,0,9120,6,0,14,FR,France
+201630,3,3209,644,5774,5,1,9,FR,France
+201629,3,1469,0,3073,2,0,4,FR,France
+201628,3,2725,357,5093,4,0,8,FR,France
+201627,3,5905,2343,9467,9,4,14,FR,France
+201626,3,4186,1636,6736,6,2,10,FR,France
+201625,3,4611,1560,7662,7,2,12,FR,France
+201624,3,4977,2404,7550,8,4,12,FR,France
+201623,3,4893,2416,7370,8,4,12,FR,France
+201622,3,5667,3015,8319,9,5,13,FR,France
+201621,3,5603,2475,8731,9,4,14,FR,France
+201620,3,3908,1679,6137,6,3,9,FR,France
+201619,3,4738,2308,7168,7,3,11,FR,France
+201618,3,8204,4394,12014,13,7,19,FR,France
+201617,3,13385,8822,17948,21,14,28,FR,France
+201616,3,25670,19632,31708,39,30,48,FR,France
+201615,3,48441,39824,57058,74,61,87,FR,France
+201614,3,92603,81261,103945,142,125,159,FR,France
+201613,3,170654,156387,184921,262,240,284,FR,France
+201612,3,272174,254338,290010,418,391,445,FR,France
+201611,3,304543,286453,322633,467,439,495,FR,France
+201610,3,261822,245799,277845,402,377,427,FR,France
+201609,3,229943,214533,245353,353,329,377,FR,France
+201608,3,195067,180874,209260,299,277,321,FR,France
+201607,3,207359,193223,221495,318,296,340,FR,France
+201606,3,196143,182672,209614,301,280,322,FR,France
+201605,3,178963,166296,191630,275,256,294,FR,France
+201604,3,148473,136591,160355,228,210,246,FR,France
+201603,3,75277,66630,83924,116,103,129,FR,France
+201602,3,44617,37821,51413,68,58,78,FR,France
+201601,3,42263,35556,48970,65,55,75,FR,France
+201553,3,24835,19106,30564,38,29,47,FR,France
+201552,3,19495,14319,24671,30,22,38,FR,France
+201551,3,29080,23014,35146,45,36,54,FR,France
+201550,3,25043,19812,30274,39,31,47,FR,France
+201549,3,21479,16686,26272,33,26,40,FR,France
+201548,3,16428,12273,20583,25,19,31,FR,France
+201547,3,14959,10856,19062,23,17,29,FR,France
+201546,3,12599,8237,16961,20,13,27,FR,France
+201545,3,13577,9192,17962,21,14,28,FR,France
+201544,3,14596,10025,19167,23,16,30,FR,France
+201543,3,16749,11745,21753,26,18,34,FR,France
+201542,3,18675,13613,23737,29,21,37,FR,France
+201541,3,13585,9830,17340,21,15,27,FR,France
+201540,3,13100,9349,16851,20,14,26,FR,France
+201539,3,8595,5671,11519,13,8,18,FR,France
+201538,3,8402,4929,11875,13,8,18,FR,France
+201537,3,8817,4089,13545,14,7,21,FR,France
+201536,3,1922,440,3404,3,1,5,FR,France
+201535,3,229,0,644,0,0,1,FR,France
+201534,3,760,0,1618,1,0,2,FR,France
+201533,3,1537,208,2866,2,0,4,FR,France
+201532,3,1594,66,3122,2,0,4,FR,France
+201531,3,2845,475,5215,4,0,8,FR,France
+201530,3,2447,353,4541,4,1,7,FR,France
+201529,3,2389,332,4446,4,1,7,FR,France
+201528,3,2089,105,4073,3,0,6,FR,France
+201527,3,2257,393,4121,3,0,6,FR,France
+201526,3,2536,774,4298,4,1,7,FR,France
+201525,3,2607,680,4534,4,1,7,FR,France
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+200920,3,9482,5804,13160,15,9,21,FR,France
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+200913,3,27737,20781,34693,44,33,55,FR,France
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+200440,3,25639,17291,33987,43,29,57,FR,France
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+200430,3,3557,642,6472,6,1,11,FR,France
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+200428,3,6358,2224,10492,11,4,18,FR,France
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+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
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+199651,3,640627,617388,663866,1106,1066,1146,FR,France
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+199645,3,25551,20136,30966,44,35,53,FR,France
+199644,3,10753,7230,14276,19,13,25,FR,France
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+199642,3,11929,8472,15386,21,15,27,FR,France
+199641,3,9918,6674,13162,17,11,23,FR,France
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+199638,3,9470,5965,12975,16,10,22,FR,France
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+199633,3,540,0,1246,1,0,2,FR,France
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+199631,3,3010,752,5268,5,1,9,FR,France
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+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
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+199609,3,19594,15228,23960,34,26,42,FR,France
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+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
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+199548,3,206446,193457,219435,357,335,379,FR,France
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+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
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+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
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+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
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+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
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+199344,3,17832,14015,21649,31,24,38,FR,France
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+199342,3,19187,14893,23481,33,26,40,FR,France
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+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
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+199330,3,4055,1907,6203,7,3,11,FR,France
+199329,3,3714,1668,5760,6,2,10,FR,France
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+199327,3,2574,918,4230,4,1,7,FR,France
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+199322,3,3432,1849,5015,6,3,9,FR,France
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+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
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+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
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+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
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+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
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+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/exo1/influenza-like-illness-analysis.ipynb b/module3/exo1/influenza-like-illness-analysis.ipynb
index 87092fc69cd90ff457ea56284b789cb0de199a41..fb0c4de37db18b0d3f61677b230f6d3f49e37f33 100644
--- a/module3/exo1/influenza-like-illness-analysis.ipynb
+++ b/module3/exo1/influenza-like-illness-analysis.ipynb
@@ -9,16 +9,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {
-    "collapsed": true
-   },
+   "execution_count": 3,
+   "metadata": {},
    "outputs": [],
    "source": [
     "%matplotlib inline\n",
     "import matplotlib.pyplot as plt\n",
     "import pandas as pd\n",
-    "import isoweek"
+    "import isoweek\n",
+    "import os.path"
    ]
   },
   {
@@ -30,10 +29,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {
-    "collapsed": true
-   },
+   "execution_count": 4,
+   "metadata": {},
    "outputs": [],
    "source": [
     "data_url = \"http://www.sentiweb.fr/datasets/incidence-PAY-3.csv\""
@@ -63,11 +60,982 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 34,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>week</th>\n",
+       "      <th>indicator</th>\n",
+       "      <th>inc</th>\n",
+       "      <th>inc_low</th>\n",
+       "      <th>inc_up</th>\n",
+       "      <th>inc100</th>\n",
+       "      <th>inc100_low</th>\n",
+       "      <th>inc100_up</th>\n",
+       "      <th>geo_insee</th>\n",
+       "      <th>geo_name</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>202042</td>\n",
+       "      <td>3</td>\n",
+       "      <td>33350</td>\n",
+       "      <td>28134.0</td>\n",
+       "      <td>38566.0</td>\n",
+       "      <td>51</td>\n",
+       "      <td>43.0</td>\n",
+       "      <td>59.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>202041</td>\n",
+       "      <td>3</td>\n",
+       "      <td>27944</td>\n",
+       "      <td>23265.0</td>\n",
+       "      <td>32623.0</td>\n",
+       "      <td>42</td>\n",
+       "      <td>35.0</td>\n",
+       "      <td>49.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>202040</td>\n",
+       "      <td>3</td>\n",
+       "      <td>20443</td>\n",
+       "      <td>16381.0</td>\n",
+       "      <td>24505.0</td>\n",
+       "      <td>31</td>\n",
+       "      <td>25.0</td>\n",
+       "      <td>37.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>202039</td>\n",
+       "      <td>3</td>\n",
+       "      <td>19810</td>\n",
+       "      <td>15900.0</td>\n",
+       "      <td>23720.0</td>\n",
+       "      <td>30</td>\n",
+       "      <td>24.0</td>\n",
+       "      <td>36.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>202038</td>\n",
+       "      <td>3</td>\n",
+       "      <td>25562</td>\n",
+       "      <td>21142.0</td>\n",
+       "      <td>29982.0</td>\n",
+       "      <td>39</td>\n",
+       "      <td>32.0</td>\n",
+       "      <td>46.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>202037</td>\n",
+       "      <td>3</td>\n",
+       "      <td>18485</td>\n",
+       "      <td>14649.0</td>\n",
+       "      <td>22321.0</td>\n",
+       "      <td>28</td>\n",
+       "      <td>22.0</td>\n",
+       "      <td>34.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>202036</td>\n",
+       "      <td>3</td>\n",
+       "      <td>10390</td>\n",
+       "      <td>7646.0</td>\n",
+       "      <td>13134.0</td>\n",
+       "      <td>16</td>\n",
+       "      <td>12.0</td>\n",
+       "      <td>20.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>202035</td>\n",
+       "      <td>3</td>\n",
+       "      <td>9918</td>\n",
+       "      <td>6842.0</td>\n",
+       "      <td>12994.0</td>\n",
+       "      <td>15</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>20.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>202034</td>\n",
+       "      <td>3</td>\n",
+       "      <td>6084</td>\n",
+       "      <td>3090.0</td>\n",
+       "      <td>9078.0</td>\n",
+       "      <td>9</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>14.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>202033</td>\n",
+       "      <td>3</td>\n",
+       "      <td>6106</td>\n",
+       "      <td>3411.0</td>\n",
+       "      <td>8801.0</td>\n",
+       "      <td>9</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>13.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>202032</td>\n",
+       "      <td>3</td>\n",
+       "      <td>5918</td>\n",
+       "      <td>3330.0</td>\n",
+       "      <td>8506.0</td>\n",
+       "      <td>9</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>13.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>202031</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4351</td>\n",
+       "      <td>2269.0</td>\n",
+       "      <td>6433.0</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>202030</td>\n",
+       "      <td>3</td>\n",
+       "      <td>8179</td>\n",
+       "      <td>5442.0</td>\n",
+       "      <td>10916.0</td>\n",
+       "      <td>12</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>16.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>202029</td>\n",
+       "      <td>3</td>\n",
+       "      <td>8687</td>\n",
+       "      <td>5860.0</td>\n",
+       "      <td>11514.0</td>\n",
+       "      <td>13</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>17.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>202028</td>\n",
+       "      <td>3</td>\n",
+       "      <td>8340</td>\n",
+       "      <td>5701.0</td>\n",
+       "      <td>10979.0</td>\n",
+       "      <td>13</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>17.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>202027</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4066</td>\n",
+       "      <td>2406.0</td>\n",
+       "      <td>5726.0</td>\n",
+       "      <td>6</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>202026</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4039</td>\n",
+       "      <td>2389.0</td>\n",
+       "      <td>5689.0</td>\n",
+       "      <td>6</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>202025</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2853</td>\n",
+       "      <td>1488.0</td>\n",
+       "      <td>4218.0</td>\n",
+       "      <td>4</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>202024</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3058</td>\n",
+       "      <td>1690.0</td>\n",
+       "      <td>4426.0</td>\n",
+       "      <td>5</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>202023</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4168</td>\n",
+       "      <td>2468.0</td>\n",
+       "      <td>5868.0</td>\n",
+       "      <td>6</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>202022</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3580</td>\n",
+       "      <td>1947.0</td>\n",
+       "      <td>5213.0</td>\n",
+       "      <td>5</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>202021</td>\n",
+       "      <td>3</td>\n",
+       "      <td>6114</td>\n",
+       "      <td>4026.0</td>\n",
+       "      <td>8202.0</td>\n",
+       "      <td>9</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>12.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>202020</td>\n",
+       "      <td>3</td>\n",
+       "      <td>9315</td>\n",
+       "      <td>6775.0</td>\n",
+       "      <td>11855.0</td>\n",
+       "      <td>14</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>18.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>202019</td>\n",
+       "      <td>3</td>\n",
+       "      <td>11679</td>\n",
+       "      <td>8722.0</td>\n",
+       "      <td>14636.0</td>\n",
+       "      <td>18</td>\n",
+       "      <td>14.0</td>\n",
+       "      <td>22.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>202018</td>\n",
+       "      <td>3</td>\n",
+       "      <td>16398</td>\n",
+       "      <td>12851.0</td>\n",
+       "      <td>19945.0</td>\n",
+       "      <td>25</td>\n",
+       "      <td>20.0</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>202017</td>\n",
+       "      <td>3</td>\n",
+       "      <td>18082</td>\n",
+       "      <td>14454.0</td>\n",
+       "      <td>21710.0</td>\n",
+       "      <td>27</td>\n",
+       "      <td>21.0</td>\n",
+       "      <td>33.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>202016</td>\n",
+       "      <td>3</td>\n",
+       "      <td>24165</td>\n",
+       "      <td>19893.0</td>\n",
+       "      <td>28437.0</td>\n",
+       "      <td>37</td>\n",
+       "      <td>31.0</td>\n",
+       "      <td>43.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>202015</td>\n",
+       "      <td>3</td>\n",
+       "      <td>41049</td>\n",
+       "      <td>35377.0</td>\n",
+       "      <td>46721.0</td>\n",
+       "      <td>62</td>\n",
+       "      <td>53.0</td>\n",
+       "      <td>71.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>202014</td>\n",
+       "      <td>3</td>\n",
+       "      <td>71666</td>\n",
+       "      <td>64531.0</td>\n",
+       "      <td>78801.0</td>\n",
+       "      <td>109</td>\n",
+       "      <td>98.0</td>\n",
+       "      <td>120.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>202013</td>\n",
+       "      <td>3</td>\n",
+       "      <td>107742</td>\n",
+       "      <td>99187.0</td>\n",
+       "      <td>116297.0</td>\n",
+       "      <td>164</td>\n",
+       "      <td>151.0</td>\n",
+       "      <td>177.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1847</th>\n",
+       "      <td>198521</td>\n",
+       "      <td>3</td>\n",
+       "      <td>26096</td>\n",
+       "      <td>19621.0</td>\n",
+       "      <td>32571.0</td>\n",
+       "      <td>47</td>\n",
+       "      <td>35.0</td>\n",
+       "      <td>59.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1848</th>\n",
+       "      <td>198520</td>\n",
+       "      <td>3</td>\n",
+       "      <td>27896</td>\n",
+       "      <td>20885.0</td>\n",
+       "      <td>34907.0</td>\n",
+       "      <td>51</td>\n",
+       "      <td>38.0</td>\n",
+       "      <td>64.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1849</th>\n",
+       "      <td>198519</td>\n",
+       "      <td>3</td>\n",
+       "      <td>43154</td>\n",
+       "      <td>32821.0</td>\n",
+       "      <td>53487.0</td>\n",
+       "      <td>78</td>\n",
+       "      <td>59.0</td>\n",
+       "      <td>97.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1850</th>\n",
+       "      <td>198518</td>\n",
+       "      <td>3</td>\n",
+       "      <td>40555</td>\n",
+       "      <td>29935.0</td>\n",
+       "      <td>51175.0</td>\n",
+       "      <td>74</td>\n",
+       "      <td>55.0</td>\n",
+       "      <td>93.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1851</th>\n",
+       "      <td>198517</td>\n",
+       "      <td>3</td>\n",
+       "      <td>34053</td>\n",
+       "      <td>24366.0</td>\n",
+       "      <td>43740.0</td>\n",
+       "      <td>62</td>\n",
+       "      <td>44.0</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1852</th>\n",
+       "      <td>198516</td>\n",
+       "      <td>3</td>\n",
+       "      <td>50362</td>\n",
+       "      <td>36451.0</td>\n",
+       "      <td>64273.0</td>\n",
+       "      <td>91</td>\n",
+       "      <td>66.0</td>\n",
+       "      <td>116.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1853</th>\n",
+       "      <td>198515</td>\n",
+       "      <td>3</td>\n",
+       "      <td>63881</td>\n",
+       "      <td>45538.0</td>\n",
+       "      <td>82224.0</td>\n",
+       "      <td>116</td>\n",
+       "      <td>83.0</td>\n",
+       "      <td>149.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1854</th>\n",
+       "      <td>198514</td>\n",
+       "      <td>3</td>\n",
+       "      <td>134545</td>\n",
+       "      <td>114400.0</td>\n",
+       "      <td>154690.0</td>\n",
+       "      <td>244</td>\n",
+       "      <td>207.0</td>\n",
+       "      <td>281.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1855</th>\n",
+       "      <td>198513</td>\n",
+       "      <td>3</td>\n",
+       "      <td>197206</td>\n",
+       "      <td>176080.0</td>\n",
+       "      <td>218332.0</td>\n",
+       "      <td>357</td>\n",
+       "      <td>319.0</td>\n",
+       "      <td>395.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1856</th>\n",
+       "      <td>198512</td>\n",
+       "      <td>3</td>\n",
+       "      <td>245240</td>\n",
+       "      <td>223304.0</td>\n",
+       "      <td>267176.0</td>\n",
+       "      <td>445</td>\n",
+       "      <td>405.0</td>\n",
+       "      <td>485.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1857</th>\n",
+       "      <td>198511</td>\n",
+       "      <td>3</td>\n",
+       "      <td>276205</td>\n",
+       "      <td>252399.0</td>\n",
+       "      <td>300011.0</td>\n",
+       "      <td>501</td>\n",
+       "      <td>458.0</td>\n",
+       "      <td>544.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1858</th>\n",
+       "      <td>198510</td>\n",
+       "      <td>3</td>\n",
+       "      <td>353231</td>\n",
+       "      <td>326279.0</td>\n",
+       "      <td>380183.0</td>\n",
+       "      <td>640</td>\n",
+       "      <td>591.0</td>\n",
+       "      <td>689.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1859</th>\n",
+       "      <td>198509</td>\n",
+       "      <td>3</td>\n",
+       "      <td>369895</td>\n",
+       "      <td>341109.0</td>\n",
+       "      <td>398681.0</td>\n",
+       "      <td>670</td>\n",
+       "      <td>618.0</td>\n",
+       "      <td>722.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1860</th>\n",
+       "      <td>198508</td>\n",
+       "      <td>3</td>\n",
+       "      <td>389886</td>\n",
+       "      <td>359529.0</td>\n",
+       "      <td>420243.0</td>\n",
+       "      <td>707</td>\n",
+       "      <td>652.0</td>\n",
+       "      <td>762.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1861</th>\n",
+       "      <td>198507</td>\n",
+       "      <td>3</td>\n",
+       "      <td>471852</td>\n",
+       "      <td>432599.0</td>\n",
+       "      <td>511105.0</td>\n",
+       "      <td>855</td>\n",
+       "      <td>784.0</td>\n",
+       "      <td>926.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1862</th>\n",
+       "      <td>198506</td>\n",
+       "      <td>3</td>\n",
+       "      <td>565825</td>\n",
+       "      <td>518011.0</td>\n",
+       "      <td>613639.0</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>939.0</td>\n",
+       "      <td>1113.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1863</th>\n",
+       "      <td>198505</td>\n",
+       "      <td>3</td>\n",
+       "      <td>637302</td>\n",
+       "      <td>592795.0</td>\n",
+       "      <td>681809.0</td>\n",
+       "      <td>1155</td>\n",
+       "      <td>1074.0</td>\n",
+       "      <td>1236.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1864</th>\n",
+       "      <td>198504</td>\n",
+       "      <td>3</td>\n",
+       "      <td>424937</td>\n",
+       "      <td>390794.0</td>\n",
+       "      <td>459080.0</td>\n",
+       "      <td>770</td>\n",
+       "      <td>708.0</td>\n",
+       "      <td>832.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1865</th>\n",
+       "      <td>198503</td>\n",
+       "      <td>3</td>\n",
+       "      <td>213901</td>\n",
+       "      <td>174689.0</td>\n",
+       "      <td>253113.0</td>\n",
+       "      <td>388</td>\n",
+       "      <td>317.0</td>\n",
+       "      <td>459.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1866</th>\n",
+       "      <td>198502</td>\n",
+       "      <td>3</td>\n",
+       "      <td>97586</td>\n",
+       "      <td>80949.0</td>\n",
+       "      <td>114223.0</td>\n",
+       "      <td>177</td>\n",
+       "      <td>147.0</td>\n",
+       "      <td>207.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1867</th>\n",
+       "      <td>198501</td>\n",
+       "      <td>3</td>\n",
+       "      <td>85489</td>\n",
+       "      <td>65918.0</td>\n",
+       "      <td>105060.0</td>\n",
+       "      <td>155</td>\n",
+       "      <td>120.0</td>\n",
+       "      <td>190.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1868</th>\n",
+       "      <td>198452</td>\n",
+       "      <td>3</td>\n",
+       "      <td>84830</td>\n",
+       "      <td>60602.0</td>\n",
+       "      <td>109058.0</td>\n",
+       "      <td>154</td>\n",
+       "      <td>110.0</td>\n",
+       "      <td>198.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1869</th>\n",
+       "      <td>198451</td>\n",
+       "      <td>3</td>\n",
+       "      <td>101726</td>\n",
+       "      <td>80242.0</td>\n",
+       "      <td>123210.0</td>\n",
+       "      <td>185</td>\n",
+       "      <td>146.0</td>\n",
+       "      <td>224.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1870</th>\n",
+       "      <td>198450</td>\n",
+       "      <td>3</td>\n",
+       "      <td>123680</td>\n",
+       "      <td>101401.0</td>\n",
+       "      <td>145959.0</td>\n",
+       "      <td>225</td>\n",
+       "      <td>184.0</td>\n",
+       "      <td>266.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1871</th>\n",
+       "      <td>198449</td>\n",
+       "      <td>3</td>\n",
+       "      <td>101073</td>\n",
+       "      <td>81684.0</td>\n",
+       "      <td>120462.0</td>\n",
+       "      <td>184</td>\n",
+       "      <td>149.0</td>\n",
+       "      <td>219.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1872</th>\n",
+       "      <td>198448</td>\n",
+       "      <td>3</td>\n",
+       "      <td>78620</td>\n",
+       "      <td>60634.0</td>\n",
+       "      <td>96606.0</td>\n",
+       "      <td>143</td>\n",
+       "      <td>110.0</td>\n",
+       "      <td>176.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1873</th>\n",
+       "      <td>198447</td>\n",
+       "      <td>3</td>\n",
+       "      <td>72029</td>\n",
+       "      <td>54274.0</td>\n",
+       "      <td>89784.0</td>\n",
+       "      <td>131</td>\n",
+       "      <td>99.0</td>\n",
+       "      <td>163.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1874</th>\n",
+       "      <td>198446</td>\n",
+       "      <td>3</td>\n",
+       "      <td>87330</td>\n",
+       "      <td>67686.0</td>\n",
+       "      <td>106974.0</td>\n",
+       "      <td>159</td>\n",
+       "      <td>123.0</td>\n",
+       "      <td>195.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1875</th>\n",
+       "      <td>198445</td>\n",
+       "      <td>3</td>\n",
+       "      <td>135223</td>\n",
+       "      <td>101414.0</td>\n",
+       "      <td>169032.0</td>\n",
+       "      <td>246</td>\n",
+       "      <td>184.0</td>\n",
+       "      <td>308.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1876</th>\n",
+       "      <td>198444</td>\n",
+       "      <td>3</td>\n",
+       "      <td>68422</td>\n",
+       "      <td>20056.0</td>\n",
+       "      <td>116788.0</td>\n",
+       "      <td>125</td>\n",
+       "      <td>37.0</td>\n",
+       "      <td>213.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>1877 rows × 10 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        week  indicator     inc   inc_low    inc_up  inc100  inc100_low  \\\n",
+       "0     202042          3   33350   28134.0   38566.0      51        43.0   \n",
+       "1     202041          3   27944   23265.0   32623.0      42        35.0   \n",
+       "2     202040          3   20443   16381.0   24505.0      31        25.0   \n",
+       "3     202039          3   19810   15900.0   23720.0      30        24.0   \n",
+       "4     202038          3   25562   21142.0   29982.0      39        32.0   \n",
+       "5     202037          3   18485   14649.0   22321.0      28        22.0   \n",
+       "6     202036          3   10390    7646.0   13134.0      16        12.0   \n",
+       "7     202035          3    9918    6842.0   12994.0      15        10.0   \n",
+       "8     202034          3    6084    3090.0    9078.0       9         4.0   \n",
+       "9     202033          3    6106    3411.0    8801.0       9         5.0   \n",
+       "10    202032          3    5918    3330.0    8506.0       9         5.0   \n",
+       "11    202031          3    4351    2269.0    6433.0       7         4.0   \n",
+       "12    202030          3    8179    5442.0   10916.0      12         8.0   \n",
+       "13    202029          3    8687    5860.0   11514.0      13         9.0   \n",
+       "14    202028          3    8340    5701.0   10979.0      13         9.0   \n",
+       "15    202027          3    4066    2406.0    5726.0       6         3.0   \n",
+       "16    202026          3    4039    2389.0    5689.0       6         3.0   \n",
+       "17    202025          3    2853    1488.0    4218.0       4         2.0   \n",
+       "18    202024          3    3058    1690.0    4426.0       5         3.0   \n",
+       "19    202023          3    4168    2468.0    5868.0       6         3.0   \n",
+       "20    202022          3    3580    1947.0    5213.0       5         3.0   \n",
+       "21    202021          3    6114    4026.0    8202.0       9         6.0   \n",
+       "22    202020          3    9315    6775.0   11855.0      14        10.0   \n",
+       "23    202019          3   11679    8722.0   14636.0      18        14.0   \n",
+       "24    202018          3   16398   12851.0   19945.0      25        20.0   \n",
+       "25    202017          3   18082   14454.0   21710.0      27        21.0   \n",
+       "26    202016          3   24165   19893.0   28437.0      37        31.0   \n",
+       "27    202015          3   41049   35377.0   46721.0      62        53.0   \n",
+       "28    202014          3   71666   64531.0   78801.0     109        98.0   \n",
+       "29    202013          3  107742   99187.0  116297.0     164       151.0   \n",
+       "...      ...        ...     ...       ...       ...     ...         ...   \n",
+       "1847  198521          3   26096   19621.0   32571.0      47        35.0   \n",
+       "1848  198520          3   27896   20885.0   34907.0      51        38.0   \n",
+       "1849  198519          3   43154   32821.0   53487.0      78        59.0   \n",
+       "1850  198518          3   40555   29935.0   51175.0      74        55.0   \n",
+       "1851  198517          3   34053   24366.0   43740.0      62        44.0   \n",
+       "1852  198516          3   50362   36451.0   64273.0      91        66.0   \n",
+       "1853  198515          3   63881   45538.0   82224.0     116        83.0   \n",
+       "1854  198514          3  134545  114400.0  154690.0     244       207.0   \n",
+       "1855  198513          3  197206  176080.0  218332.0     357       319.0   \n",
+       "1856  198512          3  245240  223304.0  267176.0     445       405.0   \n",
+       "1857  198511          3  276205  252399.0  300011.0     501       458.0   \n",
+       "1858  198510          3  353231  326279.0  380183.0     640       591.0   \n",
+       "1859  198509          3  369895  341109.0  398681.0     670       618.0   \n",
+       "1860  198508          3  389886  359529.0  420243.0     707       652.0   \n",
+       "1861  198507          3  471852  432599.0  511105.0     855       784.0   \n",
+       "1862  198506          3  565825  518011.0  613639.0    1026       939.0   \n",
+       "1863  198505          3  637302  592795.0  681809.0    1155      1074.0   \n",
+       "1864  198504          3  424937  390794.0  459080.0     770       708.0   \n",
+       "1865  198503          3  213901  174689.0  253113.0     388       317.0   \n",
+       "1866  198502          3   97586   80949.0  114223.0     177       147.0   \n",
+       "1867  198501          3   85489   65918.0  105060.0     155       120.0   \n",
+       "1868  198452          3   84830   60602.0  109058.0     154       110.0   \n",
+       "1869  198451          3  101726   80242.0  123210.0     185       146.0   \n",
+       "1870  198450          3  123680  101401.0  145959.0     225       184.0   \n",
+       "1871  198449          3  101073   81684.0  120462.0     184       149.0   \n",
+       "1872  198448          3   78620   60634.0   96606.0     143       110.0   \n",
+       "1873  198447          3   72029   54274.0   89784.0     131        99.0   \n",
+       "1874  198446          3   87330   67686.0  106974.0     159       123.0   \n",
+       "1875  198445          3  135223  101414.0  169032.0     246       184.0   \n",
+       "1876  198444          3   68422   20056.0  116788.0     125        37.0   \n",
+       "\n",
+       "      inc100_up geo_insee geo_name  \n",
+       "0          59.0        FR   France  \n",
+       "1          49.0        FR   France  \n",
+       "2          37.0        FR   France  \n",
+       "3          36.0        FR   France  \n",
+       "4          46.0        FR   France  \n",
+       "5          34.0        FR   France  \n",
+       "6          20.0        FR   France  \n",
+       "7          20.0        FR   France  \n",
+       "8          14.0        FR   France  \n",
+       "9          13.0        FR   France  \n",
+       "10         13.0        FR   France  \n",
+       "11         10.0        FR   France  \n",
+       "12         16.0        FR   France  \n",
+       "13         17.0        FR   France  \n",
+       "14         17.0        FR   France  \n",
+       "15          9.0        FR   France  \n",
+       "16          9.0        FR   France  \n",
+       "17          6.0        FR   France  \n",
+       "18          7.0        FR   France  \n",
+       "19          9.0        FR   France  \n",
+       "20          7.0        FR   France  \n",
+       "21         12.0        FR   France  \n",
+       "22         18.0        FR   France  \n",
+       "23         22.0        FR   France  \n",
+       "24         30.0        FR   France  \n",
+       "25         33.0        FR   France  \n",
+       "26         43.0        FR   France  \n",
+       "27         71.0        FR   France  \n",
+       "28        120.0        FR   France  \n",
+       "29        177.0        FR   France  \n",
+       "...         ...       ...      ...  \n",
+       "1847       59.0        FR   France  \n",
+       "1848       64.0        FR   France  \n",
+       "1849       97.0        FR   France  \n",
+       "1850       93.0        FR   France  \n",
+       "1851       80.0        FR   France  \n",
+       "1852      116.0        FR   France  \n",
+       "1853      149.0        FR   France  \n",
+       "1854      281.0        FR   France  \n",
+       "1855      395.0        FR   France  \n",
+       "1856      485.0        FR   France  \n",
+       "1857      544.0        FR   France  \n",
+       "1858      689.0        FR   France  \n",
+       "1859      722.0        FR   France  \n",
+       "1860      762.0        FR   France  \n",
+       "1861      926.0        FR   France  \n",
+       "1862     1113.0        FR   France  \n",
+       "1863     1236.0        FR   France  \n",
+       "1864      832.0        FR   France  \n",
+       "1865      459.0        FR   France  \n",
+       "1866      207.0        FR   France  \n",
+       "1867      190.0        FR   France  \n",
+       "1868      198.0        FR   France  \n",
+       "1869      224.0        FR   France  \n",
+       "1870      266.0        FR   France  \n",
+       "1871      219.0        FR   France  \n",
+       "1872      176.0        FR   France  \n",
+       "1873      163.0        FR   France  \n",
+       "1874      195.0        FR   France  \n",
+       "1875      308.0        FR   France  \n",
+       "1876      213.0        FR   France  \n",
+       "\n",
+       "[1877 rows x 10 columns]"
+      ]
+     },
+     "execution_count": 34,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "raw_data = pd.read_csv(data_url, skiprows=1)\n",
+    "file = \"incidence-PAY-3.csv\"\n",
+    "#import urllib.request\n",
+    "if not os.path.exists(file):\n",
+    "    urllib.request.urlretrieve(data_url, file)\n",
+    "raw_data = pd.read_csv(file, skiprows=1)\n",
     "raw_data"
    ]
   },
@@ -80,9 +1048,73 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 6,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>week</th>\n",
+       "      <th>indicator</th>\n",
+       "      <th>inc</th>\n",
+       "      <th>inc_low</th>\n",
+       "      <th>inc_up</th>\n",
+       "      <th>inc100</th>\n",
+       "      <th>inc100_low</th>\n",
+       "      <th>inc100_up</th>\n",
+       "      <th>geo_insee</th>\n",
+       "      <th>geo_name</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>1640</th>\n",
+       "      <td>198919</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        week  indicator  inc  inc_low  inc_up  inc100  inc100_low  inc100_up  \\\n",
+       "1640  198919          3    0      NaN     NaN       0         NaN        NaN   \n",
+       "\n",
+       "     geo_insee geo_name  \n",
+       "1640        FR   France  "
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "raw_data[raw_data.isnull().any(axis=1)]"
    ]
@@ -96,9 +1128,976 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 7,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>week</th>\n",
+       "      <th>indicator</th>\n",
+       "      <th>inc</th>\n",
+       "      <th>inc_low</th>\n",
+       "      <th>inc_up</th>\n",
+       "      <th>inc100</th>\n",
+       "      <th>inc100_low</th>\n",
+       "      <th>inc100_up</th>\n",
+       "      <th>geo_insee</th>\n",
+       "      <th>geo_name</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>202042</td>\n",
+       "      <td>3</td>\n",
+       "      <td>33350</td>\n",
+       "      <td>28134.0</td>\n",
+       "      <td>38566.0</td>\n",
+       "      <td>51</td>\n",
+       "      <td>43.0</td>\n",
+       "      <td>59.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>202041</td>\n",
+       "      <td>3</td>\n",
+       "      <td>27944</td>\n",
+       "      <td>23265.0</td>\n",
+       "      <td>32623.0</td>\n",
+       "      <td>42</td>\n",
+       "      <td>35.0</td>\n",
+       "      <td>49.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>202040</td>\n",
+       "      <td>3</td>\n",
+       "      <td>20443</td>\n",
+       "      <td>16381.0</td>\n",
+       "      <td>24505.0</td>\n",
+       "      <td>31</td>\n",
+       "      <td>25.0</td>\n",
+       "      <td>37.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>202039</td>\n",
+       "      <td>3</td>\n",
+       "      <td>19810</td>\n",
+       "      <td>15900.0</td>\n",
+       "      <td>23720.0</td>\n",
+       "      <td>30</td>\n",
+       "      <td>24.0</td>\n",
+       "      <td>36.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>202038</td>\n",
+       "      <td>3</td>\n",
+       "      <td>25562</td>\n",
+       "      <td>21142.0</td>\n",
+       "      <td>29982.0</td>\n",
+       "      <td>39</td>\n",
+       "      <td>32.0</td>\n",
+       "      <td>46.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>202037</td>\n",
+       "      <td>3</td>\n",
+       "      <td>18485</td>\n",
+       "      <td>14649.0</td>\n",
+       "      <td>22321.0</td>\n",
+       "      <td>28</td>\n",
+       "      <td>22.0</td>\n",
+       "      <td>34.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>202036</td>\n",
+       "      <td>3</td>\n",
+       "      <td>10390</td>\n",
+       "      <td>7646.0</td>\n",
+       "      <td>13134.0</td>\n",
+       "      <td>16</td>\n",
+       "      <td>12.0</td>\n",
+       "      <td>20.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>202035</td>\n",
+       "      <td>3</td>\n",
+       "      <td>9918</td>\n",
+       "      <td>6842.0</td>\n",
+       "      <td>12994.0</td>\n",
+       "      <td>15</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>20.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>202034</td>\n",
+       "      <td>3</td>\n",
+       "      <td>6084</td>\n",
+       "      <td>3090.0</td>\n",
+       "      <td>9078.0</td>\n",
+       "      <td>9</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>14.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>202033</td>\n",
+       "      <td>3</td>\n",
+       "      <td>6106</td>\n",
+       "      <td>3411.0</td>\n",
+       "      <td>8801.0</td>\n",
+       "      <td>9</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>13.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>202032</td>\n",
+       "      <td>3</td>\n",
+       "      <td>5918</td>\n",
+       "      <td>3330.0</td>\n",
+       "      <td>8506.0</td>\n",
+       "      <td>9</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>13.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>202031</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4351</td>\n",
+       "      <td>2269.0</td>\n",
+       "      <td>6433.0</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>202030</td>\n",
+       "      <td>3</td>\n",
+       "      <td>8179</td>\n",
+       "      <td>5442.0</td>\n",
+       "      <td>10916.0</td>\n",
+       "      <td>12</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>16.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>202029</td>\n",
+       "      <td>3</td>\n",
+       "      <td>8687</td>\n",
+       "      <td>5860.0</td>\n",
+       "      <td>11514.0</td>\n",
+       "      <td>13</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>17.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>202028</td>\n",
+       "      <td>3</td>\n",
+       "      <td>8340</td>\n",
+       "      <td>5701.0</td>\n",
+       "      <td>10979.0</td>\n",
+       "      <td>13</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>17.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>202027</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4066</td>\n",
+       "      <td>2406.0</td>\n",
+       "      <td>5726.0</td>\n",
+       "      <td>6</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>202026</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4039</td>\n",
+       "      <td>2389.0</td>\n",
+       "      <td>5689.0</td>\n",
+       "      <td>6</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>202025</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2853</td>\n",
+       "      <td>1488.0</td>\n",
+       "      <td>4218.0</td>\n",
+       "      <td>4</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>202024</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3058</td>\n",
+       "      <td>1690.0</td>\n",
+       "      <td>4426.0</td>\n",
+       "      <td>5</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>202023</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4168</td>\n",
+       "      <td>2468.0</td>\n",
+       "      <td>5868.0</td>\n",
+       "      <td>6</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>202022</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3580</td>\n",
+       "      <td>1947.0</td>\n",
+       "      <td>5213.0</td>\n",
+       "      <td>5</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>202021</td>\n",
+       "      <td>3</td>\n",
+       "      <td>6114</td>\n",
+       "      <td>4026.0</td>\n",
+       "      <td>8202.0</td>\n",
+       "      <td>9</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>12.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>202020</td>\n",
+       "      <td>3</td>\n",
+       "      <td>9315</td>\n",
+       "      <td>6775.0</td>\n",
+       "      <td>11855.0</td>\n",
+       "      <td>14</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>18.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>202019</td>\n",
+       "      <td>3</td>\n",
+       "      <td>11679</td>\n",
+       "      <td>8722.0</td>\n",
+       "      <td>14636.0</td>\n",
+       "      <td>18</td>\n",
+       "      <td>14.0</td>\n",
+       "      <td>22.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>202018</td>\n",
+       "      <td>3</td>\n",
+       "      <td>16398</td>\n",
+       "      <td>12851.0</td>\n",
+       "      <td>19945.0</td>\n",
+       "      <td>25</td>\n",
+       "      <td>20.0</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>202017</td>\n",
+       "      <td>3</td>\n",
+       "      <td>18082</td>\n",
+       "      <td>14454.0</td>\n",
+       "      <td>21710.0</td>\n",
+       "      <td>27</td>\n",
+       "      <td>21.0</td>\n",
+       "      <td>33.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>202016</td>\n",
+       "      <td>3</td>\n",
+       "      <td>24165</td>\n",
+       "      <td>19893.0</td>\n",
+       "      <td>28437.0</td>\n",
+       "      <td>37</td>\n",
+       "      <td>31.0</td>\n",
+       "      <td>43.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>202015</td>\n",
+       "      <td>3</td>\n",
+       "      <td>41049</td>\n",
+       "      <td>35377.0</td>\n",
+       "      <td>46721.0</td>\n",
+       "      <td>62</td>\n",
+       "      <td>53.0</td>\n",
+       "      <td>71.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>202014</td>\n",
+       "      <td>3</td>\n",
+       "      <td>71666</td>\n",
+       "      <td>64531.0</td>\n",
+       "      <td>78801.0</td>\n",
+       "      <td>109</td>\n",
+       "      <td>98.0</td>\n",
+       "      <td>120.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>202013</td>\n",
+       "      <td>3</td>\n",
+       "      <td>107742</td>\n",
+       "      <td>99187.0</td>\n",
+       "      <td>116297.0</td>\n",
+       "      <td>164</td>\n",
+       "      <td>151.0</td>\n",
+       "      <td>177.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1847</th>\n",
+       "      <td>198521</td>\n",
+       "      <td>3</td>\n",
+       "      <td>26096</td>\n",
+       "      <td>19621.0</td>\n",
+       "      <td>32571.0</td>\n",
+       "      <td>47</td>\n",
+       "      <td>35.0</td>\n",
+       "      <td>59.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1848</th>\n",
+       "      <td>198520</td>\n",
+       "      <td>3</td>\n",
+       "      <td>27896</td>\n",
+       "      <td>20885.0</td>\n",
+       "      <td>34907.0</td>\n",
+       "      <td>51</td>\n",
+       "      <td>38.0</td>\n",
+       "      <td>64.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1849</th>\n",
+       "      <td>198519</td>\n",
+       "      <td>3</td>\n",
+       "      <td>43154</td>\n",
+       "      <td>32821.0</td>\n",
+       "      <td>53487.0</td>\n",
+       "      <td>78</td>\n",
+       "      <td>59.0</td>\n",
+       "      <td>97.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1850</th>\n",
+       "      <td>198518</td>\n",
+       "      <td>3</td>\n",
+       "      <td>40555</td>\n",
+       "      <td>29935.0</td>\n",
+       "      <td>51175.0</td>\n",
+       "      <td>74</td>\n",
+       "      <td>55.0</td>\n",
+       "      <td>93.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1851</th>\n",
+       "      <td>198517</td>\n",
+       "      <td>3</td>\n",
+       "      <td>34053</td>\n",
+       "      <td>24366.0</td>\n",
+       "      <td>43740.0</td>\n",
+       "      <td>62</td>\n",
+       "      <td>44.0</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1852</th>\n",
+       "      <td>198516</td>\n",
+       "      <td>3</td>\n",
+       "      <td>50362</td>\n",
+       "      <td>36451.0</td>\n",
+       "      <td>64273.0</td>\n",
+       "      <td>91</td>\n",
+       "      <td>66.0</td>\n",
+       "      <td>116.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1853</th>\n",
+       "      <td>198515</td>\n",
+       "      <td>3</td>\n",
+       "      <td>63881</td>\n",
+       "      <td>45538.0</td>\n",
+       "      <td>82224.0</td>\n",
+       "      <td>116</td>\n",
+       "      <td>83.0</td>\n",
+       "      <td>149.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1854</th>\n",
+       "      <td>198514</td>\n",
+       "      <td>3</td>\n",
+       "      <td>134545</td>\n",
+       "      <td>114400.0</td>\n",
+       "      <td>154690.0</td>\n",
+       "      <td>244</td>\n",
+       "      <td>207.0</td>\n",
+       "      <td>281.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1855</th>\n",
+       "      <td>198513</td>\n",
+       "      <td>3</td>\n",
+       "      <td>197206</td>\n",
+       "      <td>176080.0</td>\n",
+       "      <td>218332.0</td>\n",
+       "      <td>357</td>\n",
+       "      <td>319.0</td>\n",
+       "      <td>395.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1856</th>\n",
+       "      <td>198512</td>\n",
+       "      <td>3</td>\n",
+       "      <td>245240</td>\n",
+       "      <td>223304.0</td>\n",
+       "      <td>267176.0</td>\n",
+       "      <td>445</td>\n",
+       "      <td>405.0</td>\n",
+       "      <td>485.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1857</th>\n",
+       "      <td>198511</td>\n",
+       "      <td>3</td>\n",
+       "      <td>276205</td>\n",
+       "      <td>252399.0</td>\n",
+       "      <td>300011.0</td>\n",
+       "      <td>501</td>\n",
+       "      <td>458.0</td>\n",
+       "      <td>544.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1858</th>\n",
+       "      <td>198510</td>\n",
+       "      <td>3</td>\n",
+       "      <td>353231</td>\n",
+       "      <td>326279.0</td>\n",
+       "      <td>380183.0</td>\n",
+       "      <td>640</td>\n",
+       "      <td>591.0</td>\n",
+       "      <td>689.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1859</th>\n",
+       "      <td>198509</td>\n",
+       "      <td>3</td>\n",
+       "      <td>369895</td>\n",
+       "      <td>341109.0</td>\n",
+       "      <td>398681.0</td>\n",
+       "      <td>670</td>\n",
+       "      <td>618.0</td>\n",
+       "      <td>722.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1860</th>\n",
+       "      <td>198508</td>\n",
+       "      <td>3</td>\n",
+       "      <td>389886</td>\n",
+       "      <td>359529.0</td>\n",
+       "      <td>420243.0</td>\n",
+       "      <td>707</td>\n",
+       "      <td>652.0</td>\n",
+       "      <td>762.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1861</th>\n",
+       "      <td>198507</td>\n",
+       "      <td>3</td>\n",
+       "      <td>471852</td>\n",
+       "      <td>432599.0</td>\n",
+       "      <td>511105.0</td>\n",
+       "      <td>855</td>\n",
+       "      <td>784.0</td>\n",
+       "      <td>926.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1862</th>\n",
+       "      <td>198506</td>\n",
+       "      <td>3</td>\n",
+       "      <td>565825</td>\n",
+       "      <td>518011.0</td>\n",
+       "      <td>613639.0</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>939.0</td>\n",
+       "      <td>1113.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1863</th>\n",
+       "      <td>198505</td>\n",
+       "      <td>3</td>\n",
+       "      <td>637302</td>\n",
+       "      <td>592795.0</td>\n",
+       "      <td>681809.0</td>\n",
+       "      <td>1155</td>\n",
+       "      <td>1074.0</td>\n",
+       "      <td>1236.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1864</th>\n",
+       "      <td>198504</td>\n",
+       "      <td>3</td>\n",
+       "      <td>424937</td>\n",
+       "      <td>390794.0</td>\n",
+       "      <td>459080.0</td>\n",
+       "      <td>770</td>\n",
+       "      <td>708.0</td>\n",
+       "      <td>832.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1865</th>\n",
+       "      <td>198503</td>\n",
+       "      <td>3</td>\n",
+       "      <td>213901</td>\n",
+       "      <td>174689.0</td>\n",
+       "      <td>253113.0</td>\n",
+       "      <td>388</td>\n",
+       "      <td>317.0</td>\n",
+       "      <td>459.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1866</th>\n",
+       "      <td>198502</td>\n",
+       "      <td>3</td>\n",
+       "      <td>97586</td>\n",
+       "      <td>80949.0</td>\n",
+       "      <td>114223.0</td>\n",
+       "      <td>177</td>\n",
+       "      <td>147.0</td>\n",
+       "      <td>207.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1867</th>\n",
+       "      <td>198501</td>\n",
+       "      <td>3</td>\n",
+       "      <td>85489</td>\n",
+       "      <td>65918.0</td>\n",
+       "      <td>105060.0</td>\n",
+       "      <td>155</td>\n",
+       "      <td>120.0</td>\n",
+       "      <td>190.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1868</th>\n",
+       "      <td>198452</td>\n",
+       "      <td>3</td>\n",
+       "      <td>84830</td>\n",
+       "      <td>60602.0</td>\n",
+       "      <td>109058.0</td>\n",
+       "      <td>154</td>\n",
+       "      <td>110.0</td>\n",
+       "      <td>198.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1869</th>\n",
+       "      <td>198451</td>\n",
+       "      <td>3</td>\n",
+       "      <td>101726</td>\n",
+       "      <td>80242.0</td>\n",
+       "      <td>123210.0</td>\n",
+       "      <td>185</td>\n",
+       "      <td>146.0</td>\n",
+       "      <td>224.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1870</th>\n",
+       "      <td>198450</td>\n",
+       "      <td>3</td>\n",
+       "      <td>123680</td>\n",
+       "      <td>101401.0</td>\n",
+       "      <td>145959.0</td>\n",
+       "      <td>225</td>\n",
+       "      <td>184.0</td>\n",
+       "      <td>266.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1871</th>\n",
+       "      <td>198449</td>\n",
+       "      <td>3</td>\n",
+       "      <td>101073</td>\n",
+       "      <td>81684.0</td>\n",
+       "      <td>120462.0</td>\n",
+       "      <td>184</td>\n",
+       "      <td>149.0</td>\n",
+       "      <td>219.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1872</th>\n",
+       "      <td>198448</td>\n",
+       "      <td>3</td>\n",
+       "      <td>78620</td>\n",
+       "      <td>60634.0</td>\n",
+       "      <td>96606.0</td>\n",
+       "      <td>143</td>\n",
+       "      <td>110.0</td>\n",
+       "      <td>176.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1873</th>\n",
+       "      <td>198447</td>\n",
+       "      <td>3</td>\n",
+       "      <td>72029</td>\n",
+       "      <td>54274.0</td>\n",
+       "      <td>89784.0</td>\n",
+       "      <td>131</td>\n",
+       "      <td>99.0</td>\n",
+       "      <td>163.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1874</th>\n",
+       "      <td>198446</td>\n",
+       "      <td>3</td>\n",
+       "      <td>87330</td>\n",
+       "      <td>67686.0</td>\n",
+       "      <td>106974.0</td>\n",
+       "      <td>159</td>\n",
+       "      <td>123.0</td>\n",
+       "      <td>195.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1875</th>\n",
+       "      <td>198445</td>\n",
+       "      <td>3</td>\n",
+       "      <td>135223</td>\n",
+       "      <td>101414.0</td>\n",
+       "      <td>169032.0</td>\n",
+       "      <td>246</td>\n",
+       "      <td>184.0</td>\n",
+       "      <td>308.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1876</th>\n",
+       "      <td>198444</td>\n",
+       "      <td>3</td>\n",
+       "      <td>68422</td>\n",
+       "      <td>20056.0</td>\n",
+       "      <td>116788.0</td>\n",
+       "      <td>125</td>\n",
+       "      <td>37.0</td>\n",
+       "      <td>213.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>1876 rows × 10 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        week  indicator     inc   inc_low    inc_up  inc100  inc100_low  \\\n",
+       "0     202042          3   33350   28134.0   38566.0      51        43.0   \n",
+       "1     202041          3   27944   23265.0   32623.0      42        35.0   \n",
+       "2     202040          3   20443   16381.0   24505.0      31        25.0   \n",
+       "3     202039          3   19810   15900.0   23720.0      30        24.0   \n",
+       "4     202038          3   25562   21142.0   29982.0      39        32.0   \n",
+       "5     202037          3   18485   14649.0   22321.0      28        22.0   \n",
+       "6     202036          3   10390    7646.0   13134.0      16        12.0   \n",
+       "7     202035          3    9918    6842.0   12994.0      15        10.0   \n",
+       "8     202034          3    6084    3090.0    9078.0       9         4.0   \n",
+       "9     202033          3    6106    3411.0    8801.0       9         5.0   \n",
+       "10    202032          3    5918    3330.0    8506.0       9         5.0   \n",
+       "11    202031          3    4351    2269.0    6433.0       7         4.0   \n",
+       "12    202030          3    8179    5442.0   10916.0      12         8.0   \n",
+       "13    202029          3    8687    5860.0   11514.0      13         9.0   \n",
+       "14    202028          3    8340    5701.0   10979.0      13         9.0   \n",
+       "15    202027          3    4066    2406.0    5726.0       6         3.0   \n",
+       "16    202026          3    4039    2389.0    5689.0       6         3.0   \n",
+       "17    202025          3    2853    1488.0    4218.0       4         2.0   \n",
+       "18    202024          3    3058    1690.0    4426.0       5         3.0   \n",
+       "19    202023          3    4168    2468.0    5868.0       6         3.0   \n",
+       "20    202022          3    3580    1947.0    5213.0       5         3.0   \n",
+       "21    202021          3    6114    4026.0    8202.0       9         6.0   \n",
+       "22    202020          3    9315    6775.0   11855.0      14        10.0   \n",
+       "23    202019          3   11679    8722.0   14636.0      18        14.0   \n",
+       "24    202018          3   16398   12851.0   19945.0      25        20.0   \n",
+       "25    202017          3   18082   14454.0   21710.0      27        21.0   \n",
+       "26    202016          3   24165   19893.0   28437.0      37        31.0   \n",
+       "27    202015          3   41049   35377.0   46721.0      62        53.0   \n",
+       "28    202014          3   71666   64531.0   78801.0     109        98.0   \n",
+       "29    202013          3  107742   99187.0  116297.0     164       151.0   \n",
+       "...      ...        ...     ...       ...       ...     ...         ...   \n",
+       "1847  198521          3   26096   19621.0   32571.0      47        35.0   \n",
+       "1848  198520          3   27896   20885.0   34907.0      51        38.0   \n",
+       "1849  198519          3   43154   32821.0   53487.0      78        59.0   \n",
+       "1850  198518          3   40555   29935.0   51175.0      74        55.0   \n",
+       "1851  198517          3   34053   24366.0   43740.0      62        44.0   \n",
+       "1852  198516          3   50362   36451.0   64273.0      91        66.0   \n",
+       "1853  198515          3   63881   45538.0   82224.0     116        83.0   \n",
+       "1854  198514          3  134545  114400.0  154690.0     244       207.0   \n",
+       "1855  198513          3  197206  176080.0  218332.0     357       319.0   \n",
+       "1856  198512          3  245240  223304.0  267176.0     445       405.0   \n",
+       "1857  198511          3  276205  252399.0  300011.0     501       458.0   \n",
+       "1858  198510          3  353231  326279.0  380183.0     640       591.0   \n",
+       "1859  198509          3  369895  341109.0  398681.0     670       618.0   \n",
+       "1860  198508          3  389886  359529.0  420243.0     707       652.0   \n",
+       "1861  198507          3  471852  432599.0  511105.0     855       784.0   \n",
+       "1862  198506          3  565825  518011.0  613639.0    1026       939.0   \n",
+       "1863  198505          3  637302  592795.0  681809.0    1155      1074.0   \n",
+       "1864  198504          3  424937  390794.0  459080.0     770       708.0   \n",
+       "1865  198503          3  213901  174689.0  253113.0     388       317.0   \n",
+       "1866  198502          3   97586   80949.0  114223.0     177       147.0   \n",
+       "1867  198501          3   85489   65918.0  105060.0     155       120.0   \n",
+       "1868  198452          3   84830   60602.0  109058.0     154       110.0   \n",
+       "1869  198451          3  101726   80242.0  123210.0     185       146.0   \n",
+       "1870  198450          3  123680  101401.0  145959.0     225       184.0   \n",
+       "1871  198449          3  101073   81684.0  120462.0     184       149.0   \n",
+       "1872  198448          3   78620   60634.0   96606.0     143       110.0   \n",
+       "1873  198447          3   72029   54274.0   89784.0     131        99.0   \n",
+       "1874  198446          3   87330   67686.0  106974.0     159       123.0   \n",
+       "1875  198445          3  135223  101414.0  169032.0     246       184.0   \n",
+       "1876  198444          3   68422   20056.0  116788.0     125        37.0   \n",
+       "\n",
+       "      inc100_up geo_insee geo_name  \n",
+       "0          59.0        FR   France  \n",
+       "1          49.0        FR   France  \n",
+       "2          37.0        FR   France  \n",
+       "3          36.0        FR   France  \n",
+       "4          46.0        FR   France  \n",
+       "5          34.0        FR   France  \n",
+       "6          20.0        FR   France  \n",
+       "7          20.0        FR   France  \n",
+       "8          14.0        FR   France  \n",
+       "9          13.0        FR   France  \n",
+       "10         13.0        FR   France  \n",
+       "11         10.0        FR   France  \n",
+       "12         16.0        FR   France  \n",
+       "13         17.0        FR   France  \n",
+       "14         17.0        FR   France  \n",
+       "15          9.0        FR   France  \n",
+       "16          9.0        FR   France  \n",
+       "17          6.0        FR   France  \n",
+       "18          7.0        FR   France  \n",
+       "19          9.0        FR   France  \n",
+       "20          7.0        FR   France  \n",
+       "21         12.0        FR   France  \n",
+       "22         18.0        FR   France  \n",
+       "23         22.0        FR   France  \n",
+       "24         30.0        FR   France  \n",
+       "25         33.0        FR   France  \n",
+       "26         43.0        FR   France  \n",
+       "27         71.0        FR   France  \n",
+       "28        120.0        FR   France  \n",
+       "29        177.0        FR   France  \n",
+       "...         ...       ...      ...  \n",
+       "1847       59.0        FR   France  \n",
+       "1848       64.0        FR   France  \n",
+       "1849       97.0        FR   France  \n",
+       "1850       93.0        FR   France  \n",
+       "1851       80.0        FR   France  \n",
+       "1852      116.0        FR   France  \n",
+       "1853      149.0        FR   France  \n",
+       "1854      281.0        FR   France  \n",
+       "1855      395.0        FR   France  \n",
+       "1856      485.0        FR   France  \n",
+       "1857      544.0        FR   France  \n",
+       "1858      689.0        FR   France  \n",
+       "1859      722.0        FR   France  \n",
+       "1860      762.0        FR   France  \n",
+       "1861      926.0        FR   France  \n",
+       "1862     1113.0        FR   France  \n",
+       "1863     1236.0        FR   France  \n",
+       "1864      832.0        FR   France  \n",
+       "1865      459.0        FR   France  \n",
+       "1866      207.0        FR   France  \n",
+       "1867      190.0        FR   France  \n",
+       "1868      198.0        FR   France  \n",
+       "1869      224.0        FR   France  \n",
+       "1870      266.0        FR   France  \n",
+       "1871      219.0        FR   France  \n",
+       "1872      176.0        FR   France  \n",
+       "1873      163.0        FR   France  \n",
+       "1874      195.0        FR   France  \n",
+       "1875      308.0        FR   France  \n",
+       "1876      213.0        FR   France  \n",
+       "\n",
+       "[1876 rows x 10 columns]"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "data = raw_data.dropna().copy()\n",
     "data"
@@ -123,10 +2122,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {
-    "collapsed": true
-   },
+   "execution_count": 8,
+   "metadata": {},
    "outputs": [],
    "source": [
     "def convert_week(year_and_week_int):\n",
@@ -154,10 +2151,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {
-    "collapsed": true
-   },
+   "execution_count": 9,
+   "metadata": {},
    "outputs": [],
    "source": [
     "sorted_data = data.set_index('period').sort_index()"
@@ -180,9 +2175,17 @@
   },
   {
    "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",
@@ -200,9 +2203,32 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 11,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7fd79024b5c0>"
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "sorted_data['inc'].plot()"
    ]
@@ -216,9 +2242,32 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 12,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7fd78d9219b0>"
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "sorted_data['inc'][-200:].plot()"
    ]
@@ -251,10 +2300,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {
-    "collapsed": true
-   },
+   "execution_count": 13,
+   "metadata": {},
    "outputs": [],
    "source": [
     "first_august_week = [pd.Period(pd.Timestamp(y, 8, 1), 'W')\n",
@@ -273,10 +2320,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {
-    "collapsed": true
-   },
+   "execution_count": 14,
+   "metadata": {},
    "outputs": [],
    "source": [
     "year = []\n",
@@ -299,9 +2344,32 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 15,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7fd78d8bc358>"
+      ]
+     },
+     "execution_count": 15,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "yearly_incidence.plot(style='*')"
    ]
@@ -315,9 +2383,54 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 16,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "2014    1600941\n",
+       "1991    1659249\n",
+       "1995    1840410\n",
+       "2012    2175217\n",
+       "2003    2234584\n",
+       "2019    2254386\n",
+       "2006    2307352\n",
+       "2017    2321583\n",
+       "2001    2529279\n",
+       "1992    2574578\n",
+       "1993    2703886\n",
+       "2018    2705325\n",
+       "1988    2765617\n",
+       "2007    2780164\n",
+       "1987    2855570\n",
+       "2016    2856393\n",
+       "2011    2857040\n",
+       "2008    2973918\n",
+       "1998    3034904\n",
+       "2002    3125418\n",
+       "2009    3444020\n",
+       "1994    3514763\n",
+       "1996    3539413\n",
+       "2004    3567744\n",
+       "1997    3620066\n",
+       "2015    3654892\n",
+       "2000    3826372\n",
+       "2005    3835025\n",
+       "1999    3908112\n",
+       "2010    4111392\n",
+       "2013    4182691\n",
+       "1986    5115251\n",
+       "1990    5235827\n",
+       "1989    5466192\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 16,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "yearly_incidence.sort_values()"
    ]
@@ -332,9 +2445,32 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 17,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7fd78d892b70>"
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "yearly_incidence.hist(xrot=20)"
    ]
@@ -365,7 +2501,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.6.1"
+   "version": "3.6.4"
   }
  },
  "nbformat": 4,
diff --git a/module3/exo1/syndrome-grippal.csv b/module3/exo1/syndrome-grippal.csv
new file mode 100644
index 0000000000000000000000000000000000000000..338ed3b01c35b98ab04e11c57e6eab867a2920d0
--- /dev/null
+++ b/module3/exo1/syndrome-grippal.csv
@@ -0,0 +1,1879 @@
+# @source="réseau Sentinelles, INSERM, Sorbonne Université, http://www.sentiweb.fr", @meta={"period":[198444,202042],"geo":["PAY","1"],"geo_ref":"insee","indicator":"3","type":"all","conf_int":true,"compact":false}, @date=2020-10-27T10:20:42+01:00
+week,indicator,inc,inc_low,inc_up,inc100,inc100_low,inc100_up,geo_insee,geo_name
+202042,3,33350,28134,38566,51,43,59,FR,France
+202041,3,27944,23265,32623,42,35,49,FR,France
+202040,3,20443,16381,24505,31,25,37,FR,France
+202039,3,19810,15900,23720,30,24,36,FR,France
+202038,3,25562,21142,29982,39,32,46,FR,France
+202037,3,18485,14649,22321,28,22,34,FR,France
+202036,3,10390,7646,13134,16,12,20,FR,France
+202035,3,9918,6842,12994,15,10,20,FR,France
+202034,3,6084,3090,9078,9,4,14,FR,France
+202033,3,6106,3411,8801,9,5,13,FR,France
+202032,3,5918,3330,8506,9,5,13,FR,France
+202031,3,4351,2269,6433,7,4,10,FR,France
+202030,3,8179,5442,10916,12,8,16,FR,France
+202029,3,8687,5860,11514,13,9,17,FR,France
+202028,3,8340,5701,10979,13,9,17,FR,France
+202027,3,4066,2406,5726,6,3,9,FR,France
+202026,3,4039,2389,5689,6,3,9,FR,France
+202025,3,2853,1488,4218,4,2,6,FR,France
+202024,3,3058,1690,4426,5,3,7,FR,France
+202023,3,4168,2468,5868,6,3,9,FR,France
+202022,3,3580,1947,5213,5,3,7,FR,France
+202021,3,6114,4026,8202,9,6,12,FR,France
+202020,3,9315,6775,11855,14,10,18,FR,France
+202019,3,11679,8722,14636,18,14,22,FR,France
+202018,3,16398,12851,19945,25,20,30,FR,France
+202017,3,18082,14454,21710,27,21,33,FR,France
+202016,3,24165,19893,28437,37,31,43,FR,France
+202015,3,41049,35377,46721,62,53,71,FR,France
+202014,3,71666,64531,78801,109,98,120,FR,France
+202013,3,107742,99187,116297,164,151,177,FR,France
+202012,3,107283,98610,115956,163,150,176,FR,France
+202011,3,101704,93652,109756,154,142,166,FR,France
+202010,3,104977,96650,113304,159,146,172,FR,France
+202009,3,110696,102066,119326,168,155,181,FR,France
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+200513,3,42971,33053,52889,71,55,87,FR,France
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+200316,3,50759,39835,61683,85,67,103,FR,France
+200315,3,69269,55778,82760,116,93,139,FR,France
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+200247,3,16449,9214,23684,28,16,40,FR,France
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+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
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+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
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+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
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+199552,3,397122,378252,415992,688,655,721,FR,France
+199551,3,749988,725434,774542,1299,1256,1342,FR,France
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+199544,3,13168,9820,16516,23,17,29,FR,France
+199543,3,16188,12389,19987,28,21,35,FR,France
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+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
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+199533,3,905,0,2007,2,0,4,FR,France
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+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
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+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
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+199452,3,22036,17495,26577,38,30,46,FR,France
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+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
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+199434,3,3459,1444,5474,6,2,10,FR,France
+199433,3,4272,977,7567,7,1,13,FR,France
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+199431,3,5027,1580,8474,9,3,15,FR,France
+199430,3,2100,520,3680,4,1,7,FR,France
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+199428,3,1581,316,2846,3,1,5,FR,France
+199427,3,713,0,1459,1,0,2,FR,France
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+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
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+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
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+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
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+199350,3,627639,607097,648181,1094,1058,1130,FR,France
+199349,3,898045,873419,922671,1565,1522,1608,FR,France
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+199346,3,76034,68003,84065,133,119,147,FR,France
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+199341,3,18285,14384,22186,32,25,39,FR,France
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+199337,3,7023,4503,9543,12,8,16,FR,France
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+199335,3,5589,3066,8112,10,6,14,FR,France
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+199329,3,3714,1668,5760,6,2,10,FR,France
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+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
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+199245,3,22023,17804,26242,39,32,46,FR,France
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+199241,3,24091,19953,28229,42,35,49,FR,France
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+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
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+199231,3,4233,1733,6733,7,3,11,FR,France
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+199216,3,5460,2934,7986,10,6,14,FR,France
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+199138,3,7460,3700,11220,13,6,20,FR,France
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+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
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+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
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+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
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+199035,3,934,0,2681,2,0,5,FR,France
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+199028,3,959,0,2252,2,0,4,FR,France
+199027,3,2948,793,5103,5,1,9,FR,France
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+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
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