diff --git a/module3/exo1/syndrome-grippal.csv b/module3/exo1/syndrome-grippal.csv
new file mode 100644
index 0000000000000000000000000000000000000000..fea3d9b3bde0570a117d909c6576586428359c16
--- /dev/null
+++ b/module3/exo1/syndrome-grippal.csv
@@ -0,0 +1,1937 @@
+# @source="réseau Sentinelles, INSERM, Sorbonne Université, http://www.sentiweb.fr", @meta={"period":[198444,202147],"geo":["PAY","1"],"geo_ref":"insee","indicator":"3","type":"all","conf_int":true,"compact":false}, @date=2021-12-07T14:32:18+01:00
+week,indicator,inc,inc_low,inc_up,inc100,inc100_low,inc100_up,geo_insee,geo_name
+202147,3,37023,31703,42343,56,48,64,FR,France
+202146,3,30059,25302,34816,46,39,53,FR,France
+202145,3,20364,16564,24164,31,25,37,FR,France
+202144,3,18999,15042,22956,29,23,35,FR,France
+202143,3,27040,21935,32145,41,33,49,FR,France
+202142,3,28343,23382,33304,43,35,51,FR,France
+202141,3,25043,20586,29500,38,31,45,FR,France
+202140,3,26286,21842,30730,40,33,47,FR,France
+202139,3,22155,18014,26296,34,28,40,FR,France
+202138,3,15614,12310,18918,24,19,29,FR,France
+202137,3,13673,10404,16942,21,16,26,FR,France
+202136,3,10289,7505,13073,16,12,20,FR,France
+202135,3,12609,9282,15936,19,14,24,FR,France
+202134,3,13015,9485,16545,20,15,25,FR,France
+202133,3,10392,7042,13742,16,11,21,FR,France
+202132,3,15586,11009,20163,24,17,31,FR,France
+202131,3,18855,13664,24046,29,21,37,FR,France
+202130,3,13991,9695,18287,21,14,28,FR,France
+202129,3,13626,9618,17634,21,15,27,FR,France
+202128,3,8636,5430,11842,13,8,18,FR,France
+202127,3,10693,6838,14548,16,10,22,FR,France
+202126,3,7086,4109,10063,11,6,16,FR,France
+202125,3,7942,5540,10344,12,8,16,FR,France
+202124,3,4855,3011,6699,7,4,10,FR,France
+202123,3,6710,4455,8965,10,7,13,FR,France
+202122,3,7879,5495,10263,12,8,16,FR,France
+202121,3,7827,5403,10251,12,8,16,FR,France
+202120,3,10278,7540,13016,16,12,20,FR,France
+202119,3,9539,6860,12218,14,10,18,FR,France
+202118,3,12135,9165,15105,18,14,22,FR,France
+202117,3,12058,8891,15225,18,13,23,FR,France
+202116,3,16505,12735,20275,25,19,31,FR,France
+202115,3,19306,15398,23214,29,23,35,FR,France
+202114,3,21073,17099,25047,32,26,38,FR,France
+202113,3,26413,22094,30732,40,33,47,FR,France
+202112,3,30658,25919,35397,46,39,53,FR,France
+202111,3,24988,20718,29258,38,32,44,FR,France
+202110,3,19539,15951,23127,30,25,35,FR,France
+202109,3,17572,13926,21218,27,21,33,FR,France
+202108,3,20882,16907,24857,32,26,38,FR,France
+202107,3,22393,18303,26483,34,28,40,FR,France
+202106,3,23183,19134,27232,35,29,41,FR,France
+202105,3,22426,18445,26407,34,28,40,FR,France
+202104,3,25804,21491,30117,39,32,46,FR,France
+202103,3,21810,17894,25726,33,27,39,FR,France
+202102,3,17320,13906,20734,26,21,31,FR,France
+202101,3,21799,17778,25820,33,27,39,FR,France
+202053,3,21220,16498,25942,32,25,39,FR,France
+202052,3,16428,12285,20571,25,19,31,FR,France
+202051,3,21619,17370,25868,33,27,39,FR,France
+202050,3,16845,13220,20470,26,20,32,FR,France
+202049,3,12939,9923,15955,20,15,25,FR,France
+202048,3,13804,10641,16967,21,16,26,FR,France
+202047,3,19085,15285,22885,29,23,35,FR,France
+202046,3,24801,20503,29099,38,31,45,FR,France
+202045,3,42516,36857,48175,65,56,74,FR,France
+202044,3,44567,38521,50613,68,59,77,FR,France
+202043,3,43799,37581,50017,67,58,76,FR,France
+202042,3,35183,29847,40519,53,45,61,FR,France
+202041,3,27926,23251,32601,42,35,49,FR,France
+202040,3,20443,16381,24505,31,25,37,FR,France
+202039,3,19810,15900,23720,30,24,36,FR,France
+202038,3,25559,21141,29977,39,32,46,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
+202028,3,8325,5688,10962,13,9,17,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
+202011,3,112943,104468,121418,172,159,185,FR,France
+202010,3,105145,96812,113478,160,147,173,FR,France
+202009,3,110696,102066,119326,168,155,181,FR,France
+202008,3,143753,133984,153522,218,203,233,FR,France
+202007,3,183610,172812,194408,279,263,295,FR,France
+202006,3,206669,195481,217857,314,297,331,FR,France
+202005,3,187957,177445,198469,285,269,301,FR,France
+202004,3,122331,113492,131170,186,173,199,FR,France
+202003,3,78413,71330,85496,119,108,130,FR,France
+202002,3,53614,47654,59574,81,72,90,FR,France
+202001,3,36850,31608,42092,56,48,64,FR,France
+201952,3,28135,23220,33050,43,36,50,FR,France
+201951,3,29786,25042,34530,45,38,52,FR,France
+201950,3,34223,29156,39290,52,44,60,FR,France
+201949,3,25662,21414,29910,39,33,45,FR,France
+201948,3,22367,18055,26679,34,27,41,FR,France
+201947,3,18669,14759,22579,28,22,34,FR,France
+201946,3,16030,12567,19493,24,19,29,FR,France
+201945,3,10138,7160,13116,15,10,20,FR,France
+201944,3,7822,5010,10634,12,8,16,FR,France
+201943,3,9487,6448,12526,14,9,19,FR,France
+201942,3,7747,5243,10251,12,8,16,FR,France
+201941,3,7122,4720,9524,11,7,15,FR,France
+201940,3,8505,5784,11226,13,9,17,FR,France
+201939,3,7091,4462,9720,11,7,15,FR,France
+201938,3,4897,2891,6903,7,4,10,FR,France
+201937,3,3172,1367,4977,5,2,8,FR,France
+201936,3,2295,728,3862,3,1,5,FR,France
+201935,3,1010,2,2018,2,0,4,FR,France
+201934,3,1672,279,3065,3,1,5,FR,France
+201933,3,1593,68,3118,2,0,4,FR,France
+201932,3,1592,71,3113,2,0,4,FR,France
+201931,3,2337,695,3979,4,2,6,FR,France
+201930,3,1944,415,3473,3,1,5,FR,France
+201929,3,2096,420,3772,3,0,6,FR,France
+201928,3,1195,125,2265,2,0,4,FR,France
+201927,3,2466,848,4084,4,2,6,FR,France
+201926,3,1798,402,3194,3,1,5,FR,France
+201925,3,1544,389,2699,2,0,4,FR,France
+201924,3,876,17,1735,1,0,2,FR,France
+201923,3,2004,748,3260,3,1,5,FR,France
+201922,3,2181,602,3760,3,1,5,FR,France
+201921,3,2585,1102,4068,4,2,6,FR,France
+201920,3,2891,1202,4580,4,1,7,FR,France
+201919,3,3221,1509,4933,5,2,8,FR,France
+201918,3,1385,278,2492,2,0,4,FR,France
+201917,3,3166,1348,4984,5,2,8,FR,France
+201916,3,3842,1973,5711,6,3,9,FR,France
+201915,3,5932,3669,8195,9,6,12,FR,France
+201914,3,12675,9167,16183,19,14,24,FR,France
+201913,3,16513,12530,20496,25,19,31,FR,France
+201912,3,22184,17786,26582,34,27,41,FR,France
+201911,3,31553,26556,36550,48,40,56,FR,France
+201910,3,49742,43268,56216,76,66,86,FR,France
+201909,3,88354,79564,97144,134,121,147,FR,France
+201908,3,172604,160024,185184,262,243,281,FR,France
+201907,3,307338,291220,323456,467,443,491,FR,France
+201906,3,394286,376782,411790,599,572,626,FR,France
+201905,3,355785,339295,372275,540,515,565,FR,France
+201904,3,241090,227261,254919,366,345,387,FR,France
+201903,3,147063,135890,158236,223,206,240,FR,France
+201902,3,75548,67632,83464,115,103,127,FR,France
+201901,3,50295,43525,57065,76,66,86,FR,France
+201852,3,37903,31375,44431,58,48,68,FR,France
+201851,3,39259,32977,45541,60,50,70,FR,France
+201850,3,27781,22638,32924,42,34,50,FR,France
+201849,3,19738,15481,23995,30,24,36,FR,France
+201848,3,19501,15275,23727,30,24,36,FR,France
+201847,3,15949,12105,19793,24,18,30,FR,France
+201846,3,11278,7957,14599,17,12,22,FR,France
+201845,3,11065,7791,14339,17,12,22,FR,France
+201844,3,6586,3875,9297,10,6,14,FR,France
+201843,3,6550,3988,9112,10,6,14,FR,France
+201842,3,7787,5129,10445,12,8,16,FR,France
+201841,3,8048,5098,10998,12,8,16,FR,France
+201840,3,7409,4717,10101,11,7,15,FR,France
+201839,3,7174,4235,10113,11,7,15,FR,France
+201838,3,7349,4399,10299,11,7,15,FR,France
+201837,3,4915,2386,7444,7,3,11,FR,France
+201836,3,3215,1349,5081,5,2,8,FR,France
+201835,3,1506,239,2773,2,0,4,FR,France
+201834,3,1368,116,2620,2,0,4,FR,France
+201833,3,1962,5,3919,3,0,6,FR,France
+201832,3,1839,183,3495,3,0,6,FR,France
+201831,3,2048,242,3854,3,0,6,FR,France
+201830,3,1951,202,3700,3,0,6,FR,France
+201829,3,1951,252,3650,3,0,6,FR,France
+201828,3,1654,52,3256,3,1,5,FR,France
+201827,3,3266,1145,5387,5,2,8,FR,France
+201826,3,3758,1493,6023,6,3,9,FR,France
+201825,3,4580,2220,6940,7,3,11,FR,France
+201824,3,3223,1351,5095,5,2,8,FR,France
+201823,3,1207,136,2278,2,0,4,FR,France
+201822,3,3202,1330,5074,5,2,8,FR,France
+201821,3,2537,763,4311,4,1,7,FR,France
+201820,3,2694,967,4421,4,1,7,FR,France
+201819,3,1025,0,2098,2,0,4,FR,France
+201818,3,3541,1416,5666,5,2,8,FR,France
+201817,3,2573,1003,4143,4,2,6,FR,France
+201816,3,4818,2724,6912,7,4,10,FR,France
+201815,3,16311,12168,20454,25,19,31,FR,France
+201814,3,22666,18092,27240,35,28,42,FR,France
+201813,3,32680,25536,39824,50,39,61,FR,France
+201812,3,52040,44590,59490,79,68,90,FR,France
+201811,3,65159,56506,73812,99,86,112,FR,France
+201810,3,93512,83989,103035,142,128,156,FR,France
+201809,3,108545,98645,118445,165,150,180,FR,France
+201808,3,131870,120950,142790,201,184,218,FR,France
+201807,3,141138,130177,152099,215,198,232,FR,France
+201806,3,138810,128164,149456,211,195,227,FR,France
+201805,3,157839,146646,169032,240,223,257,FR,France
+201804,3,175483,163835,187131,267,249,285,FR,France
+201803,3,178329,166640,190018,271,253,289,FR,France
+201802,3,198079,185663,210495,302,283,321,FR,France
+201801,3,235493,220941,250045,358,336,380,FR,France
+201752,3,299114,279359,318869,459,429,489,FR,France
+201751,3,229448,214366,244530,352,329,375,FR,France
+201750,3,129535,118787,140283,199,183,215,FR,France
+201749,3,63789,56120,71458,98,86,110,FR,France
+201748,3,37568,31541,43595,58,49,67,FR,France
+201747,3,24972,19923,30021,38,30,46,FR,France
+201746,3,13398,9948,16848,21,16,26,FR,France
+201745,3,14035,8091,19979,22,13,31,FR,France
+201744,3,8544,5318,11770,13,8,18,FR,France
+201743,3,7300,4402,10198,11,7,15,FR,France
+201742,3,9966,6503,13429,15,10,20,FR,France
+201741,3,12434,8718,16150,19,13,25,FR,France
+201740,3,12725,8690,16760,20,14,26,FR,France
+201739,3,14949,10534,19364,23,16,30,FR,France
+201738,3,11463,7438,15488,18,12,24,FR,France
+201737,3,9716,6364,13068,15,10,20,FR,France
+201736,3,2815,917,4713,4,1,7,FR,France
+201735,3,2794,850,4738,4,1,7,FR,France
+201734,3,2497,879,4115,4,2,6,FR,France
+201733,3,2406,766,4046,4,1,7,FR,France
+201732,3,2667,879,4455,4,1,7,FR,France
+201731,3,3256,1158,5354,5,2,8,FR,France
+201730,3,3759,1299,6219,6,2,10,FR,France
+201729,3,5014,1989,8039,8,3,13,FR,France
+201728,3,5271,2576,7966,8,4,12,FR,France
+201727,3,3924,1432,6416,6,2,10,FR,France
+201726,3,3171,1166,5176,5,2,8,FR,France
+201725,3,837,0,1721,1,0,2,FR,France
+201724,3,1566,248,2884,2,0,4,FR,France
+201723,3,1664,203,3125,3,1,5,FR,France
+201722,3,1305,92,2518,2,0,4,FR,France
+201721,3,971,0,2046,1,0,3,FR,France
+201720,3,2686,793,4579,4,1,7,FR,France
+201719,3,3461,1490,5432,5,2,8,FR,France
+201718,3,2102,515,3689,3,1,5,FR,France
+201717,3,2071,428,3714,3,0,6,FR,France
+201716,3,1380,222,2538,2,0,4,FR,France
+201715,3,479,0,1242,1,0,2,FR,France
+201714,3,1110,0,2549,2,0,4,FR,France
+201713,3,7594,3808,11380,12,6,18,FR,France
+201712,3,8780,4834,12726,13,7,19,FR,France
+201711,3,7814,4329,11299,12,7,17,FR,France
+201710,3,11802,7964,15640,18,12,24,FR,France
+201709,3,13111,9099,17123,20,14,26,FR,France
+201708,3,29545,23136,35954,45,35,55,FR,France
+201707,3,59590,49764,69416,91,76,106,FR,France
+201706,3,93628,82560,104696,144,127,161,FR,France
+201705,3,193677,179255,208099,297,275,319,FR,France
+201704,3,256428,240618,272238,394,370,418,FR,France
+201703,3,267276,251345,283207,410,386,434,FR,France
+201702,3,260588,245070,276106,400,376,424,FR,France
+201701,3,255535,239743,271327,392,368,416,FR,France
+201652,3,224489,207799,241179,345,319,371,FR,France
+201651,3,187704,172655,202753,288,265,311,FR,France
+201650,3,126570,115081,138059,194,176,212,FR,France
+201649,3,76390,67374,85406,117,103,131,FR,France
+201648,3,40502,33949,47055,62,52,72,FR,France
+201647,3,22270,17612,26928,34,27,41,FR,France
+201646,3,20816,16125,25507,32,25,39,FR,France
+201645,3,15957,11448,20466,24,17,31,FR,France
+201644,3,15145,10357,19933,23,16,30,FR,France
+201643,3,9378,5830,12926,14,9,19,FR,France
+201642,3,12920,9044,16796,20,14,26,FR,France
+201641,3,13909,9709,18109,21,15,27,FR,France
+201640,3,13379,8969,17789,21,14,28,FR,France
+201639,3,10598,6814,14382,16,10,22,FR,France
+201638,3,5969,3073,8865,9,5,13,FR,France
+201637,3,4065,1538,6592,6,2,10,FR,France
+201636,3,2372,473,4271,4,1,7,FR,France
+201635,3,3420,1350,5490,5,2,8,FR,France
+201634,3,2233,0,4643,3,0,7,FR,France
+201633,3,1567,0,3938,2,0,6,FR,France
+201632,3,2100,93,4107,3,0,6,FR,France
+201631,3,3691,0,9120,6,0,14,FR,France
+201630,3,3209,644,5774,5,1,9,FR,France
+201629,3,1469,0,3073,2,0,4,FR,France
+201628,3,2725,357,5093,4,0,8,FR,France
+201627,3,5905,2343,9467,9,4,14,FR,France
+201626,3,4186,1636,6736,6,2,10,FR,France
+201625,3,4611,1560,7662,7,2,12,FR,France
+201624,3,4977,2404,7550,8,4,12,FR,France
+201623,3,4893,2416,7370,8,4,12,FR,France
+201622,3,5667,3015,8319,9,5,13,FR,France
+201621,3,5603,2475,8731,9,4,14,FR,France
+201620,3,3908,1679,6137,6,3,9,FR,France
+201619,3,4738,2308,7168,7,3,11,FR,France
+201618,3,8204,4394,12014,13,7,19,FR,France
+201617,3,13385,8822,17948,21,14,28,FR,France
+201616,3,25670,19632,31708,39,30,48,FR,France
+201615,3,48441,39824,57058,74,61,87,FR,France
+201614,3,92603,81261,103945,142,125,159,FR,France
+201613,3,170654,156387,184921,262,240,284,FR,France
+201612,3,272174,254338,290010,418,391,445,FR,France
+201611,3,304543,286453,322633,467,439,495,FR,France
+201610,3,261822,245799,277845,402,377,427,FR,France
+201609,3,229943,214533,245353,353,329,377,FR,France
+201608,3,195067,180874,209260,299,277,321,FR,France
+201607,3,207359,193223,221495,318,296,340,FR,France
+201606,3,196143,182672,209614,301,280,322,FR,France
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+199812,3,263585,246356,280814,452,422,482,FR,France
+199811,3,220578,204894,236262,378,351,405,FR,France
+199810,3,202354,186304,218404,347,319,375,FR,France
+199809,3,227553,209970,245136,390,360,420,FR,France
+199808,3,271362,252005,290719,465,432,498,FR,France
+199807,3,190187,173694,206680,326,298,354,FR,France
+199806,3,88217,76829,99605,151,131,171,FR,France
+199805,3,45180,36970,53390,77,63,91,FR,France
+199804,3,30005,23272,36738,51,39,63,FR,France
+199803,3,23900,18221,29579,41,31,51,FR,France
+199802,3,31143,23994,38292,53,41,65,FR,France
+199801,3,24809,17786,31832,43,31,55,FR,France
+199752,3,29039,21984,36094,50,38,62,FR,France
+199751,3,34924,27737,42111,60,48,72,FR,France
+199750,3,33527,26388,40666,58,46,70,FR,France
+199749,3,15978,11147,20809,27,19,35,FR,France
+199748,3,11507,7744,15270,20,14,26,FR,France
+199747,3,11059,7151,14967,19,12,26,FR,France
+199746,3,8073,4613,11533,14,8,20,FR,France
+199745,3,18202,13113,23291,31,22,40,FR,France
+199744,3,19770,14405,25135,34,25,43,FR,France
+199743,3,16707,11945,21469,29,21,37,FR,France
+199742,3,15340,10351,20329,26,17,35,FR,France
+199741,3,16933,11941,21925,29,20,38,FR,France
+199740,3,13292,8709,17875,23,15,31,FR,France
+199739,3,10189,6279,14099,18,11,25,FR,France
+199738,3,3231,1061,5401,6,2,10,FR,France
+199737,3,4542,1949,7135,8,4,12,FR,France
+199736,3,5131,2205,8057,9,4,14,FR,France
+199735,3,1842,0,3740,3,0,6,FR,France
+199734,3,3226,0,6717,6,0,12,FR,France
+199733,3,1799,0,4368,3,0,7,FR,France
+199732,3,2086,0,4411,4,0,8,FR,France
+199731,3,1386,0,3332,2,0,5,FR,France
+199730,3,2116,0,4919,4,0,9,FR,France
+199729,3,1973,0,4347,3,0,7,FR,France
+199728,3,1560,216,2904,3,1,5,FR,France
+199727,3,2540,754,4326,4,1,7,FR,France
+199726,3,5582,2699,8465,10,5,15,FR,France
+199725,3,4012,1090,6934,7,2,12,FR,France
+199724,3,4696,1824,7568,8,3,13,FR,France
+199723,3,4709,2136,7282,8,4,12,FR,France
+199722,3,2283,665,3901,4,1,7,FR,France
+199721,3,2108,664,3552,4,2,6,FR,France
+199720,3,3257,1519,4995,6,3,9,FR,France
+199719,3,4646,2436,6856,8,4,12,FR,France
+199718,3,5246,2764,7728,9,5,13,FR,France
+199717,3,14236,9906,18566,24,17,31,FR,France
+199716,3,12169,8111,16227,21,14,28,FR,France
+199715,3,9516,6192,12840,16,10,22,FR,France
+199714,3,13602,9659,17545,23,16,30,FR,France
+199713,3,18032,13345,22719,31,23,39,FR,France
+199712,3,17199,12707,21691,30,22,38,FR,France
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+199709,3,29860,24261,35459,51,41,61,FR,France
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+199647,3,71980,63619,80341,124,110,138,FR,France
+199646,3,32138,26358,37918,55,45,65,FR,France
+199645,3,25551,20136,30966,44,35,53,FR,France
+199644,3,10753,7230,14276,19,13,25,FR,France
+199643,3,12971,9311,16631,22,16,28,FR,France
+199642,3,11929,8472,15386,21,15,27,FR,France
+199641,3,9918,6674,13162,17,11,23,FR,France
+199640,3,10765,7067,14463,19,13,25,FR,France
+199639,3,8377,5183,11571,14,8,20,FR,France
+199638,3,9470,5965,12975,16,10,22,FR,France
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+199636,3,1122,23,2221,2,0,4,FR,France
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+199634,3,1273,122,2424,2,0,4,FR,France
+199633,3,540,0,1246,1,0,2,FR,France
+199632,3,1453,176,2730,3,1,5,FR,France
+199631,3,3010,752,5268,5,1,9,FR,France
+199630,3,2992,706,5278,5,1,9,FR,France
+199629,3,1559,144,2974,3,1,5,FR,France
+199628,3,3109,541,5677,5,1,9,FR,France
+199627,3,4456,1595,7317,8,3,13,FR,France
+199626,3,2871,1138,4604,5,2,8,FR,France
+199625,3,2308,856,3760,4,1,7,FR,France
+199624,3,2490,1067,3913,4,2,6,FR,France
+199623,3,2819,1262,4376,5,2,8,FR,France
+199622,3,4005,1984,6026,7,4,10,FR,France
+199621,3,7042,4291,9793,12,7,17,FR,France
+199620,3,10619,7365,13873,18,12,24,FR,France
+199619,3,11898,8065,15731,21,14,28,FR,France
+199618,3,18338,13352,23324,32,23,41,FR,France
+199617,3,24954,19100,30808,43,33,53,FR,France
+199616,3,29313,23868,34758,51,42,60,FR,France
+199615,3,51703,43644,59762,89,75,103,FR,France
+199614,3,44414,36774,52054,77,64,90,FR,France
+199613,3,30622,25062,36182,53,43,63,FR,France
+199612,3,31818,25852,37784,55,45,65,FR,France
+199611,3,24427,19499,29355,42,33,51,FR,France
+199610,3,20910,16198,25622,36,28,44,FR,France
+199609,3,19594,15228,23960,34,26,42,FR,France
+199608,3,19046,14850,23242,33,26,40,FR,France
+199607,3,23041,18338,27744,40,32,48,FR,France
+199606,3,21810,17153,26467,38,30,46,FR,France
+199605,3,25275,20410,30140,44,36,52,FR,France
+199604,3,43359,36948,49770,75,64,86,FR,France
+199603,3,54691,48016,61366,94,82,106,FR,France
+199602,3,105606,96106,115106,182,166,198,FR,France
+199601,3,223830,209274,238386,386,361,411,FR,France
+199552,3,397122,378252,415992,688,655,721,FR,France
+199551,3,749988,725434,774542,1299,1256,1342,FR,France
+199550,3,604926,583100,626752,1047,1009,1085,FR,France
+199549,3,375500,358200,392800,650,620,680,FR,France
+199548,3,206446,193457,219435,357,335,379,FR,France
+199547,3,120472,110526,130418,209,192,226,FR,France
+199546,3,62380,55042,69718,108,95,121,FR,France
+199545,3,29791,24523,35059,52,43,61,FR,France
+199544,3,13168,9820,16516,23,17,29,FR,France
+199543,3,16188,12389,19987,28,21,35,FR,France
+199542,3,15178,11387,18969,26,19,33,FR,France
+199541,3,14980,10851,19109,26,19,33,FR,France
+199540,3,16245,11610,20880,28,20,36,FR,France
+199539,3,18499,13844,23154,32,24,40,FR,France
+199538,3,13123,9410,16836,23,17,29,FR,France
+199537,3,4895,2666,7124,8,4,12,FR,France
+199536,3,3659,1574,5744,6,2,10,FR,France
+199535,3,2496,644,4348,4,1,7,FR,France
+199534,3,1887,214,3560,3,0,6,FR,France
+199533,3,905,0,2007,2,0,4,FR,France
+199532,3,700,0,1699,1,0,3,FR,France
+199531,3,1946,92,3800,3,0,6,FR,France
+199530,3,1898,46,3750,3,0,6,FR,France
+199529,3,2148,687,3609,4,1,7,FR,France
+199528,3,3312,1430,5194,6,3,9,FR,France
+199527,3,4853,2683,7023,8,4,12,FR,France
+199526,3,4986,2911,7061,9,5,13,FR,France
+199525,3,4571,2520,6622,8,4,12,FR,France
+199524,3,8058,5054,11062,14,9,19,FR,France
+199523,3,13820,9801,17839,24,17,31,FR,France
+199522,3,14124,9999,18249,24,17,31,FR,France
+199521,3,11931,8655,15207,21,15,27,FR,France
+199520,3,18846,14311,23381,33,25,41,FR,France
+199519,3,26261,21488,31034,45,37,53,FR,France
+199518,3,39231,33258,45204,68,58,78,FR,France
+199517,3,88640,79343,97937,153,137,169,FR,France
+199516,3,140488,129439,151537,243,224,262,FR,France
+199515,3,181007,169110,192904,313,292,334,FR,France
+199514,3,248704,235144,262264,431,408,454,FR,France
+199513,3,209839,197191,222487,363,341,385,FR,France
+199512,3,122434,112497,132371,212,195,229,FR,France
+199511,3,81730,73346,90114,142,127,157,FR,France
+199510,3,49387,42703,56071,86,74,98,FR,France
+199509,3,39696,33259,46133,69,58,80,FR,France
+199508,3,38008,32225,43791,66,56,76,FR,France
+199507,3,30550,25479,35621,53,44,62,FR,France
+199506,3,37351,32007,42695,65,56,74,FR,France
+199505,3,27876,23218,32534,48,40,56,FR,France
+199504,3,27643,22818,32468,48,40,56,FR,France
+199503,3,24844,20391,29297,43,35,51,FR,France
+199502,3,23480,19249,27711,41,34,48,FR,France
+199501,3,26556,21916,31196,46,38,54,FR,France
+199452,3,22036,17495,26577,38,30,46,FR,France
+199451,3,26912,21750,32074,47,38,56,FR,France
+199450,3,28831,23470,34192,50,41,59,FR,France
+199449,3,21161,16559,25763,37,29,45,FR,France
+199448,3,18487,14456,22518,32,25,39,FR,France
+199447,3,15206,11578,18834,26,20,32,FR,France
+199446,3,14252,10525,17979,25,19,31,FR,France
+199445,3,12152,8448,15856,21,15,27,FR,France
+199444,3,11307,7688,14926,20,14,26,FR,France
+199443,3,11254,8002,14506,20,14,26,FR,France
+199442,3,14406,10653,18159,25,18,32,FR,France
+199441,3,14073,10341,17805,24,18,30,FR,France
+199440,3,15962,11850,20074,28,21,35,FR,France
+199439,3,15878,11643,20113,28,21,35,FR,France
+199438,3,15366,11100,19632,27,20,34,FR,France
+199437,3,5949,3561,8337,10,6,14,FR,France
+199436,3,2806,1133,4479,5,2,8,FR,France
+199435,3,4556,2358,6754,8,4,12,FR,France
+199434,3,3459,1444,5474,6,2,10,FR,France
+199433,3,4272,977,7567,7,1,13,FR,France
+199432,3,4786,1613,7959,8,2,14,FR,France
+199431,3,5027,1580,8474,9,3,15,FR,France
+199430,3,2100,520,3680,4,1,7,FR,France
+199429,3,1188,0,2384,2,0,4,FR,France
+199428,3,1581,316,2846,3,1,5,FR,France
+199427,3,713,0,1459,1,0,2,FR,France
+199426,3,990,80,1900,2,0,4,FR,France
+199425,3,5431,3222,7640,9,5,13,FR,France
+199424,3,6288,3723,8853,11,7,15,FR,France
+199423,3,6440,1052,11828,11,2,20,FR,France
+199422,3,845,0,2449,1,0,4,FR,France
+199421,3,2197,395,3999,4,1,7,FR,France
+199420,3,2217,852,3582,4,2,6,FR,France
+199419,3,1483,406,2560,3,1,5,FR,France
+199418,3,3705,1940,5470,6,3,9,FR,France
+199417,3,2288,1064,3512,4,2,6,FR,France
+199416,3,5156,3176,7136,9,6,12,FR,France
+199415,3,6952,4678,9226,12,8,16,FR,France
+199414,3,4671,2784,6558,8,5,11,FR,France
+199413,3,3343,1641,5045,6,3,9,FR,France
+199412,3,4305,2412,6198,7,4,10,FR,France
+199411,3,5399,3327,7471,9,5,13,FR,France
+199410,3,4548,2529,6567,8,4,12,FR,France
+199409,3,5635,3251,8019,10,6,14,FR,France
+199408,3,9539,6652,12426,17,12,22,FR,France
+199407,3,14639,11188,18090,25,19,31,FR,France
+199406,3,17308,13395,21221,30,23,37,FR,France
+199405,3,18489,14290,22688,32,25,39,FR,France
+199404,3,23712,19048,28376,41,33,49,FR,France
+199403,3,29882,24817,34947,52,43,61,FR,France
+199402,3,47402,41415,53389,82,72,92,FR,France
+199401,3,118119,108182,128056,205,188,222,FR,France
+199352,3,233137,218608,247666,406,381,431,FR,France
+199351,3,377472,359792,395152,658,627,689,FR,France
+199350,3,627639,607097,648181,1094,1058,1130,FR,France
+199349,3,898045,873419,922671,1565,1522,1608,FR,France
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+199342,3,19187,14893,23481,33,26,40,FR,France
+199341,3,18285,14384,22186,32,25,39,FR,France
+199340,3,13805,10348,17262,24,18,30,FR,France
+199339,3,14783,11173,18393,26,20,32,FR,France
+199338,3,10492,7329,13655,18,12,24,FR,France
+199337,3,7023,4503,9543,12,8,16,FR,France
+199336,3,4361,2445,6277,8,5,11,FR,France
+199335,3,5589,3066,8112,10,6,14,FR,France
+199334,3,2984,1209,4759,5,2,8,FR,France
+199333,3,3217,758,5676,6,2,10,FR,France
+199332,3,3755,1051,6459,7,2,12,FR,France
+199331,3,4163,1768,6558,7,3,11,FR,France
+199330,3,4055,1907,6203,7,3,11,FR,France
+199329,3,3714,1668,5760,6,2,10,FR,France
+199328,3,1774,484,3064,3,1,5,FR,France
+199327,3,2574,918,4230,4,1,7,FR,France
+199326,3,3048,1450,4646,5,2,8,FR,France
+199325,3,8348,5260,11436,15,10,20,FR,France
+199324,3,6624,3747,9501,12,7,17,FR,France
+199323,3,7424,4302,10546,13,8,18,FR,France
+199322,3,3432,1849,5015,6,3,9,FR,France
+199321,3,5942,3670,8214,10,6,14,FR,France
+199320,3,5137,3157,7117,9,6,12,FR,France
+199319,3,4593,2725,6461,8,5,11,FR,France
+199318,3,5027,3075,6979,9,6,12,FR,France
+199317,3,8111,5138,11084,14,9,19,FR,France
+199316,3,24932,19468,30396,43,33,53,FR,France
+199315,3,22181,17147,27215,39,30,48,FR,France
+199314,3,38266,30865,45667,67,54,80,FR,France
+199313,3,62987,54506,71468,110,95,125,FR,France
+199312,3,63493,55956,71030,111,98,124,FR,France
+199311,3,80548,72628,88468,140,126,154,FR,France
+199310,3,127910,117688,138132,223,205,241,FR,France
+199309,3,184150,171378,196922,321,299,343,FR,France
+199308,3,222932,209051,236813,389,365,413,FR,France
+199307,3,248494,234936,262052,433,409,457,FR,France
+199306,3,286939,271830,302048,500,474,526,FR,France
+199305,3,255890,241516,270264,446,421,471,FR,France
+199304,3,193107,181261,204953,337,316,358,FR,France
+199303,3,147854,137256,158452,258,240,276,FR,France
+199302,3,90269,82164,98374,157,143,171,FR,France
+199301,3,75288,67244,83332,131,117,145,FR,France
+199253,3,56622,49107,64137,99,86,112,FR,France
+199252,3,49588,42568,56608,87,75,99,FR,France
+199251,3,41156,35024,47288,72,61,83,FR,France
+199250,3,40100,34699,45501,70,61,79,FR,France
+199249,3,39146,33847,44445,69,60,78,FR,France
+199248,3,32392,27499,37285,57,48,66,FR,France
+199247,3,26276,21797,30755,46,38,54,FR,France
+199246,3,22758,18462,27054,40,32,48,FR,France
+199245,3,22023,17804,26242,39,32,46,FR,France
+199244,3,27619,22945,32293,48,40,56,FR,France
+199243,3,24969,20704,29234,44,37,51,FR,France
+199242,3,29980,25261,34699,52,44,60,FR,France
+199241,3,24091,19953,28229,42,35,49,FR,France
+199240,3,17593,13885,21301,31,25,37,FR,France
+199239,3,13535,10301,16769,24,18,30,FR,France
+199238,3,9837,7106,12568,17,12,22,FR,France
+199237,3,7480,5130,9830,13,9,17,FR,France
+199236,3,5155,2958,7352,9,5,13,FR,France
+199235,3,6383,3687,9079,11,6,16,FR,France
+199234,3,2953,922,4984,5,1,9,FR,France
+199233,3,4046,1549,6543,7,3,11,FR,France
+199232,3,4963,2215,7711,9,4,14,FR,France
+199231,3,4233,1733,6733,7,3,11,FR,France
+199230,3,3091,1145,5037,5,2,8,FR,France
+199229,3,3586,1583,5589,6,2,10,FR,France
+199228,3,4179,2133,6225,7,3,11,FR,France
+199227,3,5568,3134,8002,10,6,14,FR,France
+199226,3,5886,3229,8543,10,5,15,FR,France
+199225,3,5304,2805,7803,9,5,13,FR,France
+199224,3,5928,3482,8374,10,6,14,FR,France
+199223,3,3914,1855,5973,7,3,11,FR,France
+199222,3,4899,2641,7157,9,5,13,FR,France
+199221,3,5059,2889,7229,9,5,13,FR,France
+199220,3,4308,2226,6390,8,4,12,FR,France
+199219,3,2982,1181,4783,5,2,8,FR,France
+199218,3,3887,1777,5997,7,3,11,FR,France
+199217,3,3614,1216,6012,6,2,10,FR,France
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+198619,3,22177,16008,28346,40,29,51,FR,France
+198618,3,31736,24115,39357,57,43,71,FR,France
+198617,3,34874,27440,42308,63,50,76,FR,France
+198616,3,41196,32894,49498,74,59,89,FR,France
+198615,3,42659,33537,51781,77,61,93,FR,France
+198614,3,49792,39728,59856,90,72,108,FR,France
+198613,3,87249,63562,110936,157,114,200,FR,France
+198612,3,124777,97237,152317,225,175,275,FR,France
+198611,3,168146,151035,185257,303,272,334,FR,France
+198610,3,257305,231225,283385,464,417,511,FR,France
+198609,3,321140,296644,345636,580,536,624,FR,France
+198608,3,448786,419219,478353,810,757,863,FR,France
+198607,3,490723,460150,521296,886,831,941,FR,France
+198606,3,439300,411764,466836,793,743,843,FR,France
+198605,3,364727,339868,389586,658,613,703,FR,France
+198604,3,348509,322464,374554,629,582,676,FR,France
+198603,3,271539,248654,294424,490,449,531,FR,France
+198602,3,178138,159344,196932,322,288,356,FR,France
+198601,3,112614,96539,128689,203,174,232,FR,France
+198552,3,86452,72250,100654,157,131,183,FR,France
+198551,3,114666,99538,129794,208,181,235,FR,France
+198550,3,86031,73604,98458,156,133,179,FR,France
+198549,3,65931,55326,76536,120,101,139,FR,France
+198548,3,68291,57581,79001,124,105,143,FR,France
+198547,3,66177,55221,77133,120,100,140,FR,France
+198546,3,70534,58788,82280,128,107,149,FR,France
+198545,3,57514,47167,67861,104,85,123,FR,France
+198544,3,67356,55744,78968,122,101,143,FR,France
+198543,3,87402,74208,100596,158,134,182,FR,France
+198542,3,76218,64604,87832,138,117,159,FR,France
+198541,3,45712,36755,54669,83,67,99,FR,France
+198540,3,49739,40335,59143,90,73,107,FR,France
+198539,3,39819,31234,48404,72,56,88,FR,France
+198538,3,27605,20614,34596,50,37,63,FR,France
+198537,3,22219,15626,28812,40,28,52,FR,France
+198536,3,27986,18992,36980,51,35,67,FR,France
+198535,3,30215,18546,41884,55,34,76,FR,France
+198534,3,40389,24786,55992,73,45,101,FR,France
+198533,3,22611,8819,36403,41,16,66,FR,France
+198532,3,7488,1851,13125,14,4,24,FR,France
+198531,3,16958,8479,25437,31,16,46,FR,France
+198530,3,11598,5507,17689,21,10,32,FR,France
+198529,3,13054,6474,19634,24,12,36,FR,France
+198528,3,14588,7659,21517,26,13,39,FR,France
+198527,3,19670,11761,27579,36,22,50,FR,France
+198526,3,18609,12637,24581,34,23,45,FR,France
+198525,3,19362,12454,26270,35,22,48,FR,France
+198524,3,19855,13577,26133,36,25,47,FR,France
+198523,3,19373,10010,28736,35,18,52,FR,France
+198522,3,24099,17190,31008,44,31,57,FR,France
+198521,3,26096,19621,32571,47,35,59,FR,France
+198520,3,27896,20885,34907,51,38,64,FR,France
+198519,3,43154,32821,53487,78,59,97,FR,France
+198518,3,40555,29935,51175,74,55,93,FR,France
+198517,3,34053,24366,43740,62,44,80,FR,France
+198516,3,50362,36451,64273,91,66,116,FR,France
+198515,3,63881,45538,82224,116,83,149,FR,France
+198514,3,134545,114400,154690,244,207,281,FR,France
+198513,3,197206,176080,218332,357,319,395,FR,France
+198512,3,245240,223304,267176,445,405,485,FR,France
+198511,3,276205,252399,300011,501,458,544,FR,France
+198510,3,353231,326279,380183,640,591,689,FR,France
+198509,3,369895,341109,398681,670,618,722,FR,France
+198508,3,389886,359529,420243,707,652,762,FR,France
+198507,3,471852,432599,511105,855,784,926,FR,France
+198506,3,565825,518011,613639,1026,939,1113,FR,France
+198505,3,637302,592795,681809,1155,1074,1236,FR,France
+198504,3,424937,390794,459080,770,708,832,FR,France
+198503,3,213901,174689,253113,388,317,459,FR,France
+198502,3,97586,80949,114223,177,147,207,FR,France
+198501,3,85489,65918,105060,155,120,190,FR,France
+198452,3,84830,60602,109058,154,110,198,FR,France
+198451,3,101726,80242,123210,185,146,224,FR,France
+198450,3,123680,101401,145959,225,184,266,FR,France
+198449,3,101073,81684,120462,184,149,219,FR,France
+198448,3,78620,60634,96606,143,110,176,FR,France
+198447,3,72029,54274,89784,131,99,163,FR,France
+198446,3,87330,67686,106974,159,123,195,FR,France
+198445,3,135223,101414,169032,246,184,308,FR,France
+198444,3,68422,20056,116788,125,37,213,FR,France
diff --git a/module3/exo2/Exercice_Analyse_incidence_de_la_varicelle.ipynb b/module3/exo2/Exercice_Analyse_incidence_de_la_varicelle.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..3ce6e98e5204b54aebe9850f90292ddad66e7e22
--- /dev/null
+++ b/module3/exo2/Exercice_Analyse_incidence_de_la_varicelle.ipynb
@@ -0,0 +1,3328 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Initialisation"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%matplotlib inline\n",
+    "import matplotlib.pyplot as plt\n",
+    "import pandas as pd\n",
+    "import isoweek\n",
+    "import os"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Importation des donnĂŠes"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "metadata": {},
+   "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>202147</td>\n",
+       "      <td>7</td>\n",
+       "      <td>11322</td>\n",
+       "      <td>8282</td>\n",
+       "      <td>14362</td>\n",
+       "      <td>17</td>\n",
+       "      <td>12</td>\n",
+       "      <td>22</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>202146</td>\n",
+       "      <td>7</td>\n",
+       "      <td>8216</td>\n",
+       "      <td>5724</td>\n",
+       "      <td>10708</td>\n",
+       "      <td>12</td>\n",
+       "      <td>8</td>\n",
+       "      <td>16</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>202145</td>\n",
+       "      <td>7</td>\n",
+       "      <td>8965</td>\n",
+       "      <td>6468</td>\n",
+       "      <td>11462</td>\n",
+       "      <td>14</td>\n",
+       "      <td>10</td>\n",
+       "      <td>18</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>202144</td>\n",
+       "      <td>7</td>\n",
+       "      <td>8736</td>\n",
+       "      <td>5636</td>\n",
+       "      <td>11836</td>\n",
+       "      <td>13</td>\n",
+       "      <td>8</td>\n",
+       "      <td>18</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>202143</td>\n",
+       "      <td>7</td>\n",
+       "      <td>8145</td>\n",
+       "      <td>5164</td>\n",
+       "      <td>11126</td>\n",
+       "      <td>12</td>\n",
+       "      <td>7</td>\n",
+       "      <td>17</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>202142</td>\n",
+       "      <td>7</td>\n",
+       "      <td>9443</td>\n",
+       "      <td>6037</td>\n",
+       "      <td>12849</td>\n",
+       "      <td>14</td>\n",
+       "      <td>9</td>\n",
+       "      <td>19</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>202141</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4021</td>\n",
+       "      <td>2239</td>\n",
+       "      <td>5803</td>\n",
+       "      <td>6</td>\n",
+       "      <td>3</td>\n",
+       "      <td>9</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>202140</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4441</td>\n",
+       "      <td>2454</td>\n",
+       "      <td>6428</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4</td>\n",
+       "      <td>10</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>202139</td>\n",
+       "      <td>7</td>\n",
+       "      <td>2291</td>\n",
+       "      <td>1056</td>\n",
+       "      <td>3526</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>5</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>202138</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4325</td>\n",
+       "      <td>2267</td>\n",
+       "      <td>6383</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4</td>\n",
+       "      <td>10</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>202137</td>\n",
+       "      <td>7</td>\n",
+       "      <td>1964</td>\n",
+       "      <td>754</td>\n",
+       "      <td>3174</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>5</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>202136</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3441</td>\n",
+       "      <td>1730</td>\n",
+       "      <td>5152</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>8</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>202135</td>\n",
+       "      <td>7</td>\n",
+       "      <td>2562</td>\n",
+       "      <td>1107</td>\n",
+       "      <td>4017</td>\n",
+       "      <td>4</td>\n",
+       "      <td>2</td>\n",
+       "      <td>6</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>202134</td>\n",
+       "      <td>7</td>\n",
+       "      <td>1429</td>\n",
+       "      <td>378</td>\n",
+       "      <td>2480</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>4</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>202133</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3829</td>\n",
+       "      <td>1830</td>\n",
+       "      <td>5828</td>\n",
+       "      <td>6</td>\n",
+       "      <td>3</td>\n",
+       "      <td>9</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>202132</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4108</td>\n",
+       "      <td>1895</td>\n",
+       "      <td>6321</td>\n",
+       "      <td>6</td>\n",
+       "      <td>3</td>\n",
+       "      <td>9</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>202131</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4793</td>\n",
+       "      <td>2301</td>\n",
+       "      <td>7285</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3</td>\n",
+       "      <td>11</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>202130</td>\n",
+       "      <td>7</td>\n",
+       "      <td>7190</td>\n",
+       "      <td>4191</td>\n",
+       "      <td>10189</td>\n",
+       "      <td>11</td>\n",
+       "      <td>6</td>\n",
+       "      <td>16</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>202129</td>\n",
+       "      <td>7</td>\n",
+       "      <td>6800</td>\n",
+       "      <td>4109</td>\n",
+       "      <td>9491</td>\n",
+       "      <td>10</td>\n",
+       "      <td>6</td>\n",
+       "      <td>14</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>202128</td>\n",
+       "      <td>7</td>\n",
+       "      <td>9734</td>\n",
+       "      <td>0</td>\n",
+       "      <td>21731</td>\n",
+       "      <td>15</td>\n",
+       "      <td>0</td>\n",
+       "      <td>33</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>202127</td>\n",
+       "      <td>7</td>\n",
+       "      <td>9026</td>\n",
+       "      <td>4316</td>\n",
+       "      <td>13736</td>\n",
+       "      <td>14</td>\n",
+       "      <td>7</td>\n",
+       "      <td>21</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>202126</td>\n",
+       "      <td>7</td>\n",
+       "      <td>7284</td>\n",
+       "      <td>4108</td>\n",
+       "      <td>10460</td>\n",
+       "      <td>11</td>\n",
+       "      <td>6</td>\n",
+       "      <td>16</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>202125</td>\n",
+       "      <td>7</td>\n",
+       "      <td>9351</td>\n",
+       "      <td>6540</td>\n",
+       "      <td>12162</td>\n",
+       "      <td>14</td>\n",
+       "      <td>10</td>\n",
+       "      <td>18</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>202124</td>\n",
+       "      <td>7</td>\n",
+       "      <td>12034</td>\n",
+       "      <td>8937</td>\n",
+       "      <td>15131</td>\n",
+       "      <td>18</td>\n",
+       "      <td>13</td>\n",
+       "      <td>23</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>202123</td>\n",
+       "      <td>7</td>\n",
+       "      <td>9116</td>\n",
+       "      <td>6420</td>\n",
+       "      <td>11812</td>\n",
+       "      <td>14</td>\n",
+       "      <td>10</td>\n",
+       "      <td>18</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>202122</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4817</td>\n",
+       "      <td>2752</td>\n",
+       "      <td>6882</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4</td>\n",
+       "      <td>10</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>202121</td>\n",
+       "      <td>7</td>\n",
+       "      <td>6092</td>\n",
+       "      <td>3458</td>\n",
+       "      <td>8726</td>\n",
+       "      <td>9</td>\n",
+       "      <td>5</td>\n",
+       "      <td>13</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>202120</td>\n",
+       "      <td>7</td>\n",
+       "      <td>7485</td>\n",
+       "      <td>4601</td>\n",
+       "      <td>10369</td>\n",
+       "      <td>11</td>\n",
+       "      <td>7</td>\n",
+       "      <td>15</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>202119</td>\n",
+       "      <td>7</td>\n",
+       "      <td>6654</td>\n",
+       "      <td>4370</td>\n",
+       "      <td>8938</td>\n",
+       "      <td>10</td>\n",
+       "      <td>7</td>\n",
+       "      <td>13</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>202118</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3912</td>\n",
+       "      <td>2110</td>\n",
+       "      <td>5714</td>\n",
+       "      <td>6</td>\n",
+       "      <td>3</td>\n",
+       "      <td>9</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>1587</th>\n",
+       "      <td>199126</td>\n",
+       "      <td>7</td>\n",
+       "      <td>17608</td>\n",
+       "      <td>11304</td>\n",
+       "      <td>23912</td>\n",
+       "      <td>31</td>\n",
+       "      <td>20</td>\n",
+       "      <td>42</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1588</th>\n",
+       "      <td>199125</td>\n",
+       "      <td>7</td>\n",
+       "      <td>16169</td>\n",
+       "      <td>10700</td>\n",
+       "      <td>21638</td>\n",
+       "      <td>28</td>\n",
+       "      <td>18</td>\n",
+       "      <td>38</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1589</th>\n",
+       "      <td>199124</td>\n",
+       "      <td>7</td>\n",
+       "      <td>16171</td>\n",
+       "      <td>10071</td>\n",
+       "      <td>22271</td>\n",
+       "      <td>28</td>\n",
+       "      <td>17</td>\n",
+       "      <td>39</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1590</th>\n",
+       "      <td>199123</td>\n",
+       "      <td>7</td>\n",
+       "      <td>11947</td>\n",
+       "      <td>7671</td>\n",
+       "      <td>16223</td>\n",
+       "      <td>21</td>\n",
+       "      <td>13</td>\n",
+       "      <td>29</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1591</th>\n",
+       "      <td>199122</td>\n",
+       "      <td>7</td>\n",
+       "      <td>15452</td>\n",
+       "      <td>9953</td>\n",
+       "      <td>20951</td>\n",
+       "      <td>27</td>\n",
+       "      <td>17</td>\n",
+       "      <td>37</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1592</th>\n",
+       "      <td>199121</td>\n",
+       "      <td>7</td>\n",
+       "      <td>14903</td>\n",
+       "      <td>8975</td>\n",
+       "      <td>20831</td>\n",
+       "      <td>26</td>\n",
+       "      <td>16</td>\n",
+       "      <td>36</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1593</th>\n",
+       "      <td>199120</td>\n",
+       "      <td>7</td>\n",
+       "      <td>19053</td>\n",
+       "      <td>12742</td>\n",
+       "      <td>25364</td>\n",
+       "      <td>34</td>\n",
+       "      <td>23</td>\n",
+       "      <td>45</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1594</th>\n",
+       "      <td>199119</td>\n",
+       "      <td>7</td>\n",
+       "      <td>16739</td>\n",
+       "      <td>11246</td>\n",
+       "      <td>22232</td>\n",
+       "      <td>29</td>\n",
+       "      <td>19</td>\n",
+       "      <td>39</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1595</th>\n",
+       "      <td>199118</td>\n",
+       "      <td>7</td>\n",
+       "      <td>21385</td>\n",
+       "      <td>13882</td>\n",
+       "      <td>28888</td>\n",
+       "      <td>38</td>\n",
+       "      <td>25</td>\n",
+       "      <td>51</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1596</th>\n",
+       "      <td>199117</td>\n",
+       "      <td>7</td>\n",
+       "      <td>13462</td>\n",
+       "      <td>8877</td>\n",
+       "      <td>18047</td>\n",
+       "      <td>24</td>\n",
+       "      <td>16</td>\n",
+       "      <td>32</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1597</th>\n",
+       "      <td>199116</td>\n",
+       "      <td>7</td>\n",
+       "      <td>14857</td>\n",
+       "      <td>10068</td>\n",
+       "      <td>19646</td>\n",
+       "      <td>26</td>\n",
+       "      <td>18</td>\n",
+       "      <td>34</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1598</th>\n",
+       "      <td>199115</td>\n",
+       "      <td>7</td>\n",
+       "      <td>13975</td>\n",
+       "      <td>9781</td>\n",
+       "      <td>18169</td>\n",
+       "      <td>25</td>\n",
+       "      <td>18</td>\n",
+       "      <td>32</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1599</th>\n",
+       "      <td>199114</td>\n",
+       "      <td>7</td>\n",
+       "      <td>12265</td>\n",
+       "      <td>7684</td>\n",
+       "      <td>16846</td>\n",
+       "      <td>22</td>\n",
+       "      <td>14</td>\n",
+       "      <td>30</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1600</th>\n",
+       "      <td>199113</td>\n",
+       "      <td>7</td>\n",
+       "      <td>9567</td>\n",
+       "      <td>6041</td>\n",
+       "      <td>13093</td>\n",
+       "      <td>17</td>\n",
+       "      <td>11</td>\n",
+       "      <td>23</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1601</th>\n",
+       "      <td>199112</td>\n",
+       "      <td>7</td>\n",
+       "      <td>10864</td>\n",
+       "      <td>7331</td>\n",
+       "      <td>14397</td>\n",
+       "      <td>19</td>\n",
+       "      <td>13</td>\n",
+       "      <td>25</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1602</th>\n",
+       "      <td>199111</td>\n",
+       "      <td>7</td>\n",
+       "      <td>15574</td>\n",
+       "      <td>11184</td>\n",
+       "      <td>19964</td>\n",
+       "      <td>27</td>\n",
+       "      <td>19</td>\n",
+       "      <td>35</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1603</th>\n",
+       "      <td>199110</td>\n",
+       "      <td>7</td>\n",
+       "      <td>16643</td>\n",
+       "      <td>11372</td>\n",
+       "      <td>21914</td>\n",
+       "      <td>29</td>\n",
+       "      <td>20</td>\n",
+       "      <td>38</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1604</th>\n",
+       "      <td>199109</td>\n",
+       "      <td>7</td>\n",
+       "      <td>13741</td>\n",
+       "      <td>8780</td>\n",
+       "      <td>18702</td>\n",
+       "      <td>24</td>\n",
+       "      <td>15</td>\n",
+       "      <td>33</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1605</th>\n",
+       "      <td>199108</td>\n",
+       "      <td>7</td>\n",
+       "      <td>13289</td>\n",
+       "      <td>8813</td>\n",
+       "      <td>17765</td>\n",
+       "      <td>23</td>\n",
+       "      <td>15</td>\n",
+       "      <td>31</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1606</th>\n",
+       "      <td>199107</td>\n",
+       "      <td>7</td>\n",
+       "      <td>12337</td>\n",
+       "      <td>8077</td>\n",
+       "      <td>16597</td>\n",
+       "      <td>22</td>\n",
+       "      <td>15</td>\n",
+       "      <td>29</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1607</th>\n",
+       "      <td>199106</td>\n",
+       "      <td>7</td>\n",
+       "      <td>10877</td>\n",
+       "      <td>7013</td>\n",
+       "      <td>14741</td>\n",
+       "      <td>19</td>\n",
+       "      <td>12</td>\n",
+       "      <td>26</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1608</th>\n",
+       "      <td>199105</td>\n",
+       "      <td>7</td>\n",
+       "      <td>10442</td>\n",
+       "      <td>6544</td>\n",
+       "      <td>14340</td>\n",
+       "      <td>18</td>\n",
+       "      <td>11</td>\n",
+       "      <td>25</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1609</th>\n",
+       "      <td>199104</td>\n",
+       "      <td>7</td>\n",
+       "      <td>7913</td>\n",
+       "      <td>4563</td>\n",
+       "      <td>11263</td>\n",
+       "      <td>14</td>\n",
+       "      <td>8</td>\n",
+       "      <td>20</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1610</th>\n",
+       "      <td>199103</td>\n",
+       "      <td>7</td>\n",
+       "      <td>15387</td>\n",
+       "      <td>10484</td>\n",
+       "      <td>20290</td>\n",
+       "      <td>27</td>\n",
+       "      <td>18</td>\n",
+       "      <td>36</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1611</th>\n",
+       "      <td>199102</td>\n",
+       "      <td>7</td>\n",
+       "      <td>16277</td>\n",
+       "      <td>11046</td>\n",
+       "      <td>21508</td>\n",
+       "      <td>29</td>\n",
+       "      <td>20</td>\n",
+       "      <td>38</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1612</th>\n",
+       "      <td>199101</td>\n",
+       "      <td>7</td>\n",
+       "      <td>15565</td>\n",
+       "      <td>10271</td>\n",
+       "      <td>20859</td>\n",
+       "      <td>27</td>\n",
+       "      <td>18</td>\n",
+       "      <td>36</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1613</th>\n",
+       "      <td>199052</td>\n",
+       "      <td>7</td>\n",
+       "      <td>19375</td>\n",
+       "      <td>13295</td>\n",
+       "      <td>25455</td>\n",
+       "      <td>34</td>\n",
+       "      <td>23</td>\n",
+       "      <td>45</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1614</th>\n",
+       "      <td>199051</td>\n",
+       "      <td>7</td>\n",
+       "      <td>19080</td>\n",
+       "      <td>13807</td>\n",
+       "      <td>24353</td>\n",
+       "      <td>34</td>\n",
+       "      <td>25</td>\n",
+       "      <td>43</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1615</th>\n",
+       "      <td>199050</td>\n",
+       "      <td>7</td>\n",
+       "      <td>11079</td>\n",
+       "      <td>6660</td>\n",
+       "      <td>15498</td>\n",
+       "      <td>20</td>\n",
+       "      <td>12</td>\n",
+       "      <td>28</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1616</th>\n",
+       "      <td>199049</td>\n",
+       "      <td>7</td>\n",
+       "      <td>1143</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2610</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>5</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>1617 rows × 10 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        week  indicator    inc  inc_low  inc_up  inc100  inc100_low  \\\n",
+       "0     202147          7  11322     8282   14362      17          12   \n",
+       "1     202146          7   8216     5724   10708      12           8   \n",
+       "2     202145          7   8965     6468   11462      14          10   \n",
+       "3     202144          7   8736     5636   11836      13           8   \n",
+       "4     202143          7   8145     5164   11126      12           7   \n",
+       "5     202142          7   9443     6037   12849      14           9   \n",
+       "6     202141          7   4021     2239    5803       6           3   \n",
+       "7     202140          7   4441     2454    6428       7           4   \n",
+       "8     202139          7   2291     1056    3526       3           1   \n",
+       "9     202138          7   4325     2267    6383       7           4   \n",
+       "10    202137          7   1964      754    3174       3           1   \n",
+       "11    202136          7   3441     1730    5152       5           2   \n",
+       "12    202135          7   2562     1107    4017       4           2   \n",
+       "13    202134          7   1429      378    2480       2           0   \n",
+       "14    202133          7   3829     1830    5828       6           3   \n",
+       "15    202132          7   4108     1895    6321       6           3   \n",
+       "16    202131          7   4793     2301    7285       7           3   \n",
+       "17    202130          7   7190     4191   10189      11           6   \n",
+       "18    202129          7   6800     4109    9491      10           6   \n",
+       "19    202128          7   9734        0   21731      15           0   \n",
+       "20    202127          7   9026     4316   13736      14           7   \n",
+       "21    202126          7   7284     4108   10460      11           6   \n",
+       "22    202125          7   9351     6540   12162      14          10   \n",
+       "23    202124          7  12034     8937   15131      18          13   \n",
+       "24    202123          7   9116     6420   11812      14          10   \n",
+       "25    202122          7   4817     2752    6882       7           4   \n",
+       "26    202121          7   6092     3458    8726       9           5   \n",
+       "27    202120          7   7485     4601   10369      11           7   \n",
+       "28    202119          7   6654     4370    8938      10           7   \n",
+       "29    202118          7   3912     2110    5714       6           3   \n",
+       "...      ...        ...    ...      ...     ...     ...         ...   \n",
+       "1587  199126          7  17608    11304   23912      31          20   \n",
+       "1588  199125          7  16169    10700   21638      28          18   \n",
+       "1589  199124          7  16171    10071   22271      28          17   \n",
+       "1590  199123          7  11947     7671   16223      21          13   \n",
+       "1591  199122          7  15452     9953   20951      27          17   \n",
+       "1592  199121          7  14903     8975   20831      26          16   \n",
+       "1593  199120          7  19053    12742   25364      34          23   \n",
+       "1594  199119          7  16739    11246   22232      29          19   \n",
+       "1595  199118          7  21385    13882   28888      38          25   \n",
+       "1596  199117          7  13462     8877   18047      24          16   \n",
+       "1597  199116          7  14857    10068   19646      26          18   \n",
+       "1598  199115          7  13975     9781   18169      25          18   \n",
+       "1599  199114          7  12265     7684   16846      22          14   \n",
+       "1600  199113          7   9567     6041   13093      17          11   \n",
+       "1601  199112          7  10864     7331   14397      19          13   \n",
+       "1602  199111          7  15574    11184   19964      27          19   \n",
+       "1603  199110          7  16643    11372   21914      29          20   \n",
+       "1604  199109          7  13741     8780   18702      24          15   \n",
+       "1605  199108          7  13289     8813   17765      23          15   \n",
+       "1606  199107          7  12337     8077   16597      22          15   \n",
+       "1607  199106          7  10877     7013   14741      19          12   \n",
+       "1608  199105          7  10442     6544   14340      18          11   \n",
+       "1609  199104          7   7913     4563   11263      14           8   \n",
+       "1610  199103          7  15387    10484   20290      27          18   \n",
+       "1611  199102          7  16277    11046   21508      29          20   \n",
+       "1612  199101          7  15565    10271   20859      27          18   \n",
+       "1613  199052          7  19375    13295   25455      34          23   \n",
+       "1614  199051          7  19080    13807   24353      34          25   \n",
+       "1615  199050          7  11079     6660   15498      20          12   \n",
+       "1616  199049          7   1143        0    2610       2           0   \n",
+       "\n",
+       "      inc100_up geo_insee geo_name  \n",
+       "0            22        FR   France  \n",
+       "1            16        FR   France  \n",
+       "2            18        FR   France  \n",
+       "3            18        FR   France  \n",
+       "4            17        FR   France  \n",
+       "5            19        FR   France  \n",
+       "6             9        FR   France  \n",
+       "7            10        FR   France  \n",
+       "8             5        FR   France  \n",
+       "9            10        FR   France  \n",
+       "10            5        FR   France  \n",
+       "11            8        FR   France  \n",
+       "12            6        FR   France  \n",
+       "13            4        FR   France  \n",
+       "14            9        FR   France  \n",
+       "15            9        FR   France  \n",
+       "16           11        FR   France  \n",
+       "17           16        FR   France  \n",
+       "18           14        FR   France  \n",
+       "19           33        FR   France  \n",
+       "20           21        FR   France  \n",
+       "21           16        FR   France  \n",
+       "22           18        FR   France  \n",
+       "23           23        FR   France  \n",
+       "24           18        FR   France  \n",
+       "25           10        FR   France  \n",
+       "26           13        FR   France  \n",
+       "27           15        FR   France  \n",
+       "28           13        FR   France  \n",
+       "29            9        FR   France  \n",
+       "...         ...       ...      ...  \n",
+       "1587         42        FR   France  \n",
+       "1588         38        FR   France  \n",
+       "1589         39        FR   France  \n",
+       "1590         29        FR   France  \n",
+       "1591         37        FR   France  \n",
+       "1592         36        FR   France  \n",
+       "1593         45        FR   France  \n",
+       "1594         39        FR   France  \n",
+       "1595         51        FR   France  \n",
+       "1596         32        FR   France  \n",
+       "1597         34        FR   France  \n",
+       "1598         32        FR   France  \n",
+       "1599         30        FR   France  \n",
+       "1600         23        FR   France  \n",
+       "1601         25        FR   France  \n",
+       "1602         35        FR   France  \n",
+       "1603         38        FR   France  \n",
+       "1604         33        FR   France  \n",
+       "1605         31        FR   France  \n",
+       "1606         29        FR   France  \n",
+       "1607         26        FR   France  \n",
+       "1608         25        FR   France  \n",
+       "1609         20        FR   France  \n",
+       "1610         36        FR   France  \n",
+       "1611         38        FR   France  \n",
+       "1612         36        FR   France  \n",
+       "1613         45        FR   France  \n",
+       "1614         43        FR   France  \n",
+       "1615         28        FR   France  \n",
+       "1616          5        FR   France  \n",
+       "\n",
+       "[1617 rows x 10 columns]"
+      ]
+     },
+     "execution_count": 25,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "raw_data = pd.read_csv(\"https://www.sentiweb.fr/datasets/incidence-PAY-7.csv\", skiprows = 1)\n",
+    "raw_data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "raw_data.to_csv(\"syndrome_varicelle.csv\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Traitement des donnĂŠes"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {},
+   "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",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "Empty DataFrame\n",
+       "Columns: [week, indicator, inc, inc_low, inc_up, inc100, inc100_low, inc100_up, geo_insee, geo_name]\n",
+       "Index: []"
+      ]
+     },
+     "execution_count": 23,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "raw_data[raw_data.isnull().any(axis=1)]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Pas de donnĂŠes manquantes"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def convert_week(year_and_week_int):\n",
+    "    year_and_week_str = str(year_and_week_int)\n",
+    "    year = int(year_and_week_str[:4])\n",
+    "    week = int(year_and_week_str[4:])\n",
+    "    w = isoweek.Week(year, week)\n",
+    "    return pd.Period(w.day(0), 'W')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "metadata": {},
+   "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",
+       "      <th>period</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>202147</td>\n",
+       "      <td>7</td>\n",
+       "      <td>11322</td>\n",
+       "      <td>8282</td>\n",
+       "      <td>14362</td>\n",
+       "      <td>17</td>\n",
+       "      <td>12</td>\n",
+       "      <td>22</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2021-11-22/2021-11-28</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>202146</td>\n",
+       "      <td>7</td>\n",
+       "      <td>8216</td>\n",
+       "      <td>5724</td>\n",
+       "      <td>10708</td>\n",
+       "      <td>12</td>\n",
+       "      <td>8</td>\n",
+       "      <td>16</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2021-11-15/2021-11-21</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>202145</td>\n",
+       "      <td>7</td>\n",
+       "      <td>8965</td>\n",
+       "      <td>6468</td>\n",
+       "      <td>11462</td>\n",
+       "      <td>14</td>\n",
+       "      <td>10</td>\n",
+       "      <td>18</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2021-11-08/2021-11-14</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>202144</td>\n",
+       "      <td>7</td>\n",
+       "      <td>8736</td>\n",
+       "      <td>5636</td>\n",
+       "      <td>11836</td>\n",
+       "      <td>13</td>\n",
+       "      <td>8</td>\n",
+       "      <td>18</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2021-11-01/2021-11-07</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>202143</td>\n",
+       "      <td>7</td>\n",
+       "      <td>8145</td>\n",
+       "      <td>5164</td>\n",
+       "      <td>11126</td>\n",
+       "      <td>12</td>\n",
+       "      <td>7</td>\n",
+       "      <td>17</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2021-10-25/2021-10-31</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>202142</td>\n",
+       "      <td>7</td>\n",
+       "      <td>9443</td>\n",
+       "      <td>6037</td>\n",
+       "      <td>12849</td>\n",
+       "      <td>14</td>\n",
+       "      <td>9</td>\n",
+       "      <td>19</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2021-10-18/2021-10-24</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>202141</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4021</td>\n",
+       "      <td>2239</td>\n",
+       "      <td>5803</td>\n",
+       "      <td>6</td>\n",
+       "      <td>3</td>\n",
+       "      <td>9</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2021-10-11/2021-10-17</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>202140</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4441</td>\n",
+       "      <td>2454</td>\n",
+       "      <td>6428</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4</td>\n",
+       "      <td>10</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2021-10-04/2021-10-10</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>202139</td>\n",
+       "      <td>7</td>\n",
+       "      <td>2291</td>\n",
+       "      <td>1056</td>\n",
+       "      <td>3526</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>5</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2021-09-27/2021-10-03</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>202138</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4325</td>\n",
+       "      <td>2267</td>\n",
+       "      <td>6383</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4</td>\n",
+       "      <td>10</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2021-09-20/2021-09-26</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>202137</td>\n",
+       "      <td>7</td>\n",
+       "      <td>1964</td>\n",
+       "      <td>754</td>\n",
+       "      <td>3174</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>5</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2021-09-13/2021-09-19</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>202136</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3441</td>\n",
+       "      <td>1730</td>\n",
+       "      <td>5152</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>8</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2021-09-06/2021-09-12</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>202135</td>\n",
+       "      <td>7</td>\n",
+       "      <td>2562</td>\n",
+       "      <td>1107</td>\n",
+       "      <td>4017</td>\n",
+       "      <td>4</td>\n",
+       "      <td>2</td>\n",
+       "      <td>6</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2021-08-30/2021-09-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>202134</td>\n",
+       "      <td>7</td>\n",
+       "      <td>1429</td>\n",
+       "      <td>378</td>\n",
+       "      <td>2480</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>4</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2021-08-23/2021-08-29</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>202133</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3829</td>\n",
+       "      <td>1830</td>\n",
+       "      <td>5828</td>\n",
+       "      <td>6</td>\n",
+       "      <td>3</td>\n",
+       "      <td>9</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2021-08-16/2021-08-22</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>202132</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4108</td>\n",
+       "      <td>1895</td>\n",
+       "      <td>6321</td>\n",
+       "      <td>6</td>\n",
+       "      <td>3</td>\n",
+       "      <td>9</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2021-08-09/2021-08-15</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>202131</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4793</td>\n",
+       "      <td>2301</td>\n",
+       "      <td>7285</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3</td>\n",
+       "      <td>11</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2021-08-02/2021-08-08</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>202130</td>\n",
+       "      <td>7</td>\n",
+       "      <td>7190</td>\n",
+       "      <td>4191</td>\n",
+       "      <td>10189</td>\n",
+       "      <td>11</td>\n",
+       "      <td>6</td>\n",
+       "      <td>16</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2021-07-26/2021-08-01</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>202129</td>\n",
+       "      <td>7</td>\n",
+       "      <td>6800</td>\n",
+       "      <td>4109</td>\n",
+       "      <td>9491</td>\n",
+       "      <td>10</td>\n",
+       "      <td>6</td>\n",
+       "      <td>14</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2021-07-19/2021-07-25</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>202128</td>\n",
+       "      <td>7</td>\n",
+       "      <td>9734</td>\n",
+       "      <td>0</td>\n",
+       "      <td>21731</td>\n",
+       "      <td>15</td>\n",
+       "      <td>0</td>\n",
+       "      <td>33</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2021-07-12/2021-07-18</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>202127</td>\n",
+       "      <td>7</td>\n",
+       "      <td>9026</td>\n",
+       "      <td>4316</td>\n",
+       "      <td>13736</td>\n",
+       "      <td>14</td>\n",
+       "      <td>7</td>\n",
+       "      <td>21</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2021-07-05/2021-07-11</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>202126</td>\n",
+       "      <td>7</td>\n",
+       "      <td>7284</td>\n",
+       "      <td>4108</td>\n",
+       "      <td>10460</td>\n",
+       "      <td>11</td>\n",
+       "      <td>6</td>\n",
+       "      <td>16</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2021-06-28/2021-07-04</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>202125</td>\n",
+       "      <td>7</td>\n",
+       "      <td>9351</td>\n",
+       "      <td>6540</td>\n",
+       "      <td>12162</td>\n",
+       "      <td>14</td>\n",
+       "      <td>10</td>\n",
+       "      <td>18</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2021-06-21/2021-06-27</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>202124</td>\n",
+       "      <td>7</td>\n",
+       "      <td>12034</td>\n",
+       "      <td>8937</td>\n",
+       "      <td>15131</td>\n",
+       "      <td>18</td>\n",
+       "      <td>13</td>\n",
+       "      <td>23</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2021-06-14/2021-06-20</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>202123</td>\n",
+       "      <td>7</td>\n",
+       "      <td>9116</td>\n",
+       "      <td>6420</td>\n",
+       "      <td>11812</td>\n",
+       "      <td>14</td>\n",
+       "      <td>10</td>\n",
+       "      <td>18</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2021-06-07/2021-06-13</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>202122</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4817</td>\n",
+       "      <td>2752</td>\n",
+       "      <td>6882</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4</td>\n",
+       "      <td>10</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2021-05-31/2021-06-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>202121</td>\n",
+       "      <td>7</td>\n",
+       "      <td>6092</td>\n",
+       "      <td>3458</td>\n",
+       "      <td>8726</td>\n",
+       "      <td>9</td>\n",
+       "      <td>5</td>\n",
+       "      <td>13</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2021-05-24/2021-05-30</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>202120</td>\n",
+       "      <td>7</td>\n",
+       "      <td>7485</td>\n",
+       "      <td>4601</td>\n",
+       "      <td>10369</td>\n",
+       "      <td>11</td>\n",
+       "      <td>7</td>\n",
+       "      <td>15</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2021-05-17/2021-05-23</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>202119</td>\n",
+       "      <td>7</td>\n",
+       "      <td>6654</td>\n",
+       "      <td>4370</td>\n",
+       "      <td>8938</td>\n",
+       "      <td>10</td>\n",
+       "      <td>7</td>\n",
+       "      <td>13</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2021-05-10/2021-05-16</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>202118</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3912</td>\n",
+       "      <td>2110</td>\n",
+       "      <td>5714</td>\n",
+       "      <td>6</td>\n",
+       "      <td>3</td>\n",
+       "      <td>9</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2021-05-03/2021-05-09</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",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1587</th>\n",
+       "      <td>199126</td>\n",
+       "      <td>7</td>\n",
+       "      <td>17608</td>\n",
+       "      <td>11304</td>\n",
+       "      <td>23912</td>\n",
+       "      <td>31</td>\n",
+       "      <td>20</td>\n",
+       "      <td>42</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>1991-06-24/1991-06-30</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1588</th>\n",
+       "      <td>199125</td>\n",
+       "      <td>7</td>\n",
+       "      <td>16169</td>\n",
+       "      <td>10700</td>\n",
+       "      <td>21638</td>\n",
+       "      <td>28</td>\n",
+       "      <td>18</td>\n",
+       "      <td>38</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>1991-06-17/1991-06-23</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1589</th>\n",
+       "      <td>199124</td>\n",
+       "      <td>7</td>\n",
+       "      <td>16171</td>\n",
+       "      <td>10071</td>\n",
+       "      <td>22271</td>\n",
+       "      <td>28</td>\n",
+       "      <td>17</td>\n",
+       "      <td>39</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>1991-06-10/1991-06-16</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1590</th>\n",
+       "      <td>199123</td>\n",
+       "      <td>7</td>\n",
+       "      <td>11947</td>\n",
+       "      <td>7671</td>\n",
+       "      <td>16223</td>\n",
+       "      <td>21</td>\n",
+       "      <td>13</td>\n",
+       "      <td>29</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>1991-06-03/1991-06-09</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1591</th>\n",
+       "      <td>199122</td>\n",
+       "      <td>7</td>\n",
+       "      <td>15452</td>\n",
+       "      <td>9953</td>\n",
+       "      <td>20951</td>\n",
+       "      <td>27</td>\n",
+       "      <td>17</td>\n",
+       "      <td>37</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>1991-05-27/1991-06-02</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1592</th>\n",
+       "      <td>199121</td>\n",
+       "      <td>7</td>\n",
+       "      <td>14903</td>\n",
+       "      <td>8975</td>\n",
+       "      <td>20831</td>\n",
+       "      <td>26</td>\n",
+       "      <td>16</td>\n",
+       "      <td>36</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>1991-05-20/1991-05-26</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1593</th>\n",
+       "      <td>199120</td>\n",
+       "      <td>7</td>\n",
+       "      <td>19053</td>\n",
+       "      <td>12742</td>\n",
+       "      <td>25364</td>\n",
+       "      <td>34</td>\n",
+       "      <td>23</td>\n",
+       "      <td>45</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>1991-05-13/1991-05-19</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1594</th>\n",
+       "      <td>199119</td>\n",
+       "      <td>7</td>\n",
+       "      <td>16739</td>\n",
+       "      <td>11246</td>\n",
+       "      <td>22232</td>\n",
+       "      <td>29</td>\n",
+       "      <td>19</td>\n",
+       "      <td>39</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>1991-05-06/1991-05-12</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1595</th>\n",
+       "      <td>199118</td>\n",
+       "      <td>7</td>\n",
+       "      <td>21385</td>\n",
+       "      <td>13882</td>\n",
+       "      <td>28888</td>\n",
+       "      <td>38</td>\n",
+       "      <td>25</td>\n",
+       "      <td>51</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>1991-04-29/1991-05-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1596</th>\n",
+       "      <td>199117</td>\n",
+       "      <td>7</td>\n",
+       "      <td>13462</td>\n",
+       "      <td>8877</td>\n",
+       "      <td>18047</td>\n",
+       "      <td>24</td>\n",
+       "      <td>16</td>\n",
+       "      <td>32</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>1991-04-22/1991-04-28</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1597</th>\n",
+       "      <td>199116</td>\n",
+       "      <td>7</td>\n",
+       "      <td>14857</td>\n",
+       "      <td>10068</td>\n",
+       "      <td>19646</td>\n",
+       "      <td>26</td>\n",
+       "      <td>18</td>\n",
+       "      <td>34</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>1991-04-15/1991-04-21</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1598</th>\n",
+       "      <td>199115</td>\n",
+       "      <td>7</td>\n",
+       "      <td>13975</td>\n",
+       "      <td>9781</td>\n",
+       "      <td>18169</td>\n",
+       "      <td>25</td>\n",
+       "      <td>18</td>\n",
+       "      <td>32</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>1991-04-08/1991-04-14</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1599</th>\n",
+       "      <td>199114</td>\n",
+       "      <td>7</td>\n",
+       "      <td>12265</td>\n",
+       "      <td>7684</td>\n",
+       "      <td>16846</td>\n",
+       "      <td>22</td>\n",
+       "      <td>14</td>\n",
+       "      <td>30</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>1991-04-01/1991-04-07</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1600</th>\n",
+       "      <td>199113</td>\n",
+       "      <td>7</td>\n",
+       "      <td>9567</td>\n",
+       "      <td>6041</td>\n",
+       "      <td>13093</td>\n",
+       "      <td>17</td>\n",
+       "      <td>11</td>\n",
+       "      <td>23</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>1991-03-25/1991-03-31</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1601</th>\n",
+       "      <td>199112</td>\n",
+       "      <td>7</td>\n",
+       "      <td>10864</td>\n",
+       "      <td>7331</td>\n",
+       "      <td>14397</td>\n",
+       "      <td>19</td>\n",
+       "      <td>13</td>\n",
+       "      <td>25</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>1991-03-18/1991-03-24</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1602</th>\n",
+       "      <td>199111</td>\n",
+       "      <td>7</td>\n",
+       "      <td>15574</td>\n",
+       "      <td>11184</td>\n",
+       "      <td>19964</td>\n",
+       "      <td>27</td>\n",
+       "      <td>19</td>\n",
+       "      <td>35</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>1991-03-11/1991-03-17</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1603</th>\n",
+       "      <td>199110</td>\n",
+       "      <td>7</td>\n",
+       "      <td>16643</td>\n",
+       "      <td>11372</td>\n",
+       "      <td>21914</td>\n",
+       "      <td>29</td>\n",
+       "      <td>20</td>\n",
+       "      <td>38</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>1991-03-04/1991-03-10</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1604</th>\n",
+       "      <td>199109</td>\n",
+       "      <td>7</td>\n",
+       "      <td>13741</td>\n",
+       "      <td>8780</td>\n",
+       "      <td>18702</td>\n",
+       "      <td>24</td>\n",
+       "      <td>15</td>\n",
+       "      <td>33</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>1991-02-25/1991-03-03</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1605</th>\n",
+       "      <td>199108</td>\n",
+       "      <td>7</td>\n",
+       "      <td>13289</td>\n",
+       "      <td>8813</td>\n",
+       "      <td>17765</td>\n",
+       "      <td>23</td>\n",
+       "      <td>15</td>\n",
+       "      <td>31</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>1991-02-18/1991-02-24</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1606</th>\n",
+       "      <td>199107</td>\n",
+       "      <td>7</td>\n",
+       "      <td>12337</td>\n",
+       "      <td>8077</td>\n",
+       "      <td>16597</td>\n",
+       "      <td>22</td>\n",
+       "      <td>15</td>\n",
+       "      <td>29</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>1991-02-11/1991-02-17</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1607</th>\n",
+       "      <td>199106</td>\n",
+       "      <td>7</td>\n",
+       "      <td>10877</td>\n",
+       "      <td>7013</td>\n",
+       "      <td>14741</td>\n",
+       "      <td>19</td>\n",
+       "      <td>12</td>\n",
+       "      <td>26</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>1991-02-04/1991-02-10</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1608</th>\n",
+       "      <td>199105</td>\n",
+       "      <td>7</td>\n",
+       "      <td>10442</td>\n",
+       "      <td>6544</td>\n",
+       "      <td>14340</td>\n",
+       "      <td>18</td>\n",
+       "      <td>11</td>\n",
+       "      <td>25</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>1991-01-28/1991-02-03</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1609</th>\n",
+       "      <td>199104</td>\n",
+       "      <td>7</td>\n",
+       "      <td>7913</td>\n",
+       "      <td>4563</td>\n",
+       "      <td>11263</td>\n",
+       "      <td>14</td>\n",
+       "      <td>8</td>\n",
+       "      <td>20</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>1991-01-21/1991-01-27</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1610</th>\n",
+       "      <td>199103</td>\n",
+       "      <td>7</td>\n",
+       "      <td>15387</td>\n",
+       "      <td>10484</td>\n",
+       "      <td>20290</td>\n",
+       "      <td>27</td>\n",
+       "      <td>18</td>\n",
+       "      <td>36</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>1991-01-14/1991-01-20</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1611</th>\n",
+       "      <td>199102</td>\n",
+       "      <td>7</td>\n",
+       "      <td>16277</td>\n",
+       "      <td>11046</td>\n",
+       "      <td>21508</td>\n",
+       "      <td>29</td>\n",
+       "      <td>20</td>\n",
+       "      <td>38</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>1991-01-07/1991-01-13</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1612</th>\n",
+       "      <td>199101</td>\n",
+       "      <td>7</td>\n",
+       "      <td>15565</td>\n",
+       "      <td>10271</td>\n",
+       "      <td>20859</td>\n",
+       "      <td>27</td>\n",
+       "      <td>18</td>\n",
+       "      <td>36</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>1990-12-31/1991-01-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1613</th>\n",
+       "      <td>199052</td>\n",
+       "      <td>7</td>\n",
+       "      <td>19375</td>\n",
+       "      <td>13295</td>\n",
+       "      <td>25455</td>\n",
+       "      <td>34</td>\n",
+       "      <td>23</td>\n",
+       "      <td>45</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>1990-12-24/1990-12-30</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1614</th>\n",
+       "      <td>199051</td>\n",
+       "      <td>7</td>\n",
+       "      <td>19080</td>\n",
+       "      <td>13807</td>\n",
+       "      <td>24353</td>\n",
+       "      <td>34</td>\n",
+       "      <td>25</td>\n",
+       "      <td>43</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>1990-12-17/1990-12-23</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1615</th>\n",
+       "      <td>199050</td>\n",
+       "      <td>7</td>\n",
+       "      <td>11079</td>\n",
+       "      <td>6660</td>\n",
+       "      <td>15498</td>\n",
+       "      <td>20</td>\n",
+       "      <td>12</td>\n",
+       "      <td>28</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>1990-12-10/1990-12-16</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1616</th>\n",
+       "      <td>199049</td>\n",
+       "      <td>7</td>\n",
+       "      <td>1143</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2610</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>5</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>1990-12-03/1990-12-09</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>1617 rows × 11 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        week  indicator    inc  inc_low  inc_up  inc100  inc100_low  \\\n",
+       "0     202147          7  11322     8282   14362      17          12   \n",
+       "1     202146          7   8216     5724   10708      12           8   \n",
+       "2     202145          7   8965     6468   11462      14          10   \n",
+       "3     202144          7   8736     5636   11836      13           8   \n",
+       "4     202143          7   8145     5164   11126      12           7   \n",
+       "5     202142          7   9443     6037   12849      14           9   \n",
+       "6     202141          7   4021     2239    5803       6           3   \n",
+       "7     202140          7   4441     2454    6428       7           4   \n",
+       "8     202139          7   2291     1056    3526       3           1   \n",
+       "9     202138          7   4325     2267    6383       7           4   \n",
+       "10    202137          7   1964      754    3174       3           1   \n",
+       "11    202136          7   3441     1730    5152       5           2   \n",
+       "12    202135          7   2562     1107    4017       4           2   \n",
+       "13    202134          7   1429      378    2480       2           0   \n",
+       "14    202133          7   3829     1830    5828       6           3   \n",
+       "15    202132          7   4108     1895    6321       6           3   \n",
+       "16    202131          7   4793     2301    7285       7           3   \n",
+       "17    202130          7   7190     4191   10189      11           6   \n",
+       "18    202129          7   6800     4109    9491      10           6   \n",
+       "19    202128          7   9734        0   21731      15           0   \n",
+       "20    202127          7   9026     4316   13736      14           7   \n",
+       "21    202126          7   7284     4108   10460      11           6   \n",
+       "22    202125          7   9351     6540   12162      14          10   \n",
+       "23    202124          7  12034     8937   15131      18          13   \n",
+       "24    202123          7   9116     6420   11812      14          10   \n",
+       "25    202122          7   4817     2752    6882       7           4   \n",
+       "26    202121          7   6092     3458    8726       9           5   \n",
+       "27    202120          7   7485     4601   10369      11           7   \n",
+       "28    202119          7   6654     4370    8938      10           7   \n",
+       "29    202118          7   3912     2110    5714       6           3   \n",
+       "...      ...        ...    ...      ...     ...     ...         ...   \n",
+       "1587  199126          7  17608    11304   23912      31          20   \n",
+       "1588  199125          7  16169    10700   21638      28          18   \n",
+       "1589  199124          7  16171    10071   22271      28          17   \n",
+       "1590  199123          7  11947     7671   16223      21          13   \n",
+       "1591  199122          7  15452     9953   20951      27          17   \n",
+       "1592  199121          7  14903     8975   20831      26          16   \n",
+       "1593  199120          7  19053    12742   25364      34          23   \n",
+       "1594  199119          7  16739    11246   22232      29          19   \n",
+       "1595  199118          7  21385    13882   28888      38          25   \n",
+       "1596  199117          7  13462     8877   18047      24          16   \n",
+       "1597  199116          7  14857    10068   19646      26          18   \n",
+       "1598  199115          7  13975     9781   18169      25          18   \n",
+       "1599  199114          7  12265     7684   16846      22          14   \n",
+       "1600  199113          7   9567     6041   13093      17          11   \n",
+       "1601  199112          7  10864     7331   14397      19          13   \n",
+       "1602  199111          7  15574    11184   19964      27          19   \n",
+       "1603  199110          7  16643    11372   21914      29          20   \n",
+       "1604  199109          7  13741     8780   18702      24          15   \n",
+       "1605  199108          7  13289     8813   17765      23          15   \n",
+       "1606  199107          7  12337     8077   16597      22          15   \n",
+       "1607  199106          7  10877     7013   14741      19          12   \n",
+       "1608  199105          7  10442     6544   14340      18          11   \n",
+       "1609  199104          7   7913     4563   11263      14           8   \n",
+       "1610  199103          7  15387    10484   20290      27          18   \n",
+       "1611  199102          7  16277    11046   21508      29          20   \n",
+       "1612  199101          7  15565    10271   20859      27          18   \n",
+       "1613  199052          7  19375    13295   25455      34          23   \n",
+       "1614  199051          7  19080    13807   24353      34          25   \n",
+       "1615  199050          7  11079     6660   15498      20          12   \n",
+       "1616  199049          7   1143        0    2610       2           0   \n",
+       "\n",
+       "      inc100_up geo_insee geo_name                period  \n",
+       "0            22        FR   France 2021-11-22/2021-11-28  \n",
+       "1            16        FR   France 2021-11-15/2021-11-21  \n",
+       "2            18        FR   France 2021-11-08/2021-11-14  \n",
+       "3            18        FR   France 2021-11-01/2021-11-07  \n",
+       "4            17        FR   France 2021-10-25/2021-10-31  \n",
+       "5            19        FR   France 2021-10-18/2021-10-24  \n",
+       "6             9        FR   France 2021-10-11/2021-10-17  \n",
+       "7            10        FR   France 2021-10-04/2021-10-10  \n",
+       "8             5        FR   France 2021-09-27/2021-10-03  \n",
+       "9            10        FR   France 2021-09-20/2021-09-26  \n",
+       "10            5        FR   France 2021-09-13/2021-09-19  \n",
+       "11            8        FR   France 2021-09-06/2021-09-12  \n",
+       "12            6        FR   France 2021-08-30/2021-09-05  \n",
+       "13            4        FR   France 2021-08-23/2021-08-29  \n",
+       "14            9        FR   France 2021-08-16/2021-08-22  \n",
+       "15            9        FR   France 2021-08-09/2021-08-15  \n",
+       "16           11        FR   France 2021-08-02/2021-08-08  \n",
+       "17           16        FR   France 2021-07-26/2021-08-01  \n",
+       "18           14        FR   France 2021-07-19/2021-07-25  \n",
+       "19           33        FR   France 2021-07-12/2021-07-18  \n",
+       "20           21        FR   France 2021-07-05/2021-07-11  \n",
+       "21           16        FR   France 2021-06-28/2021-07-04  \n",
+       "22           18        FR   France 2021-06-21/2021-06-27  \n",
+       "23           23        FR   France 2021-06-14/2021-06-20  \n",
+       "24           18        FR   France 2021-06-07/2021-06-13  \n",
+       "25           10        FR   France 2021-05-31/2021-06-06  \n",
+       "26           13        FR   France 2021-05-24/2021-05-30  \n",
+       "27           15        FR   France 2021-05-17/2021-05-23  \n",
+       "28           13        FR   France 2021-05-10/2021-05-16  \n",
+       "29            9        FR   France 2021-05-03/2021-05-09  \n",
+       "...         ...       ...      ...                   ...  \n",
+       "1587         42        FR   France 1991-06-24/1991-06-30  \n",
+       "1588         38        FR   France 1991-06-17/1991-06-23  \n",
+       "1589         39        FR   France 1991-06-10/1991-06-16  \n",
+       "1590         29        FR   France 1991-06-03/1991-06-09  \n",
+       "1591         37        FR   France 1991-05-27/1991-06-02  \n",
+       "1592         36        FR   France 1991-05-20/1991-05-26  \n",
+       "1593         45        FR   France 1991-05-13/1991-05-19  \n",
+       "1594         39        FR   France 1991-05-06/1991-05-12  \n",
+       "1595         51        FR   France 1991-04-29/1991-05-05  \n",
+       "1596         32        FR   France 1991-04-22/1991-04-28  \n",
+       "1597         34        FR   France 1991-04-15/1991-04-21  \n",
+       "1598         32        FR   France 1991-04-08/1991-04-14  \n",
+       "1599         30        FR   France 1991-04-01/1991-04-07  \n",
+       "1600         23        FR   France 1991-03-25/1991-03-31  \n",
+       "1601         25        FR   France 1991-03-18/1991-03-24  \n",
+       "1602         35        FR   France 1991-03-11/1991-03-17  \n",
+       "1603         38        FR   France 1991-03-04/1991-03-10  \n",
+       "1604         33        FR   France 1991-02-25/1991-03-03  \n",
+       "1605         31        FR   France 1991-02-18/1991-02-24  \n",
+       "1606         29        FR   France 1991-02-11/1991-02-17  \n",
+       "1607         26        FR   France 1991-02-04/1991-02-10  \n",
+       "1608         25        FR   France 1991-01-28/1991-02-03  \n",
+       "1609         20        FR   France 1991-01-21/1991-01-27  \n",
+       "1610         36        FR   France 1991-01-14/1991-01-20  \n",
+       "1611         38        FR   France 1991-01-07/1991-01-13  \n",
+       "1612         36        FR   France 1990-12-31/1991-01-06  \n",
+       "1613         45        FR   France 1990-12-24/1990-12-30  \n",
+       "1614         43        FR   France 1990-12-17/1990-12-23  \n",
+       "1615         28        FR   France 1990-12-10/1990-12-16  \n",
+       "1616          5        FR   France 1990-12-03/1990-12-09  \n",
+       "\n",
+       "[1617 rows x 11 columns]"
+      ]
+     },
+     "execution_count": 33,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data = raw_data.copy()\n",
+    "\n",
+    "data['period'] = [convert_week(yw) for yw in data['week']]\n",
+    "data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 42,
+   "metadata": {},
+   "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",
+       "    <tr>\n",
+       "      <th>period</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>1990-12-03/1990-12-09</th>\n",
+       "      <td>199049</td>\n",
+       "      <td>7</td>\n",
+       "      <td>1143</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2610</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>5</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1990-12-10/1990-12-16</th>\n",
+       "      <td>199050</td>\n",
+       "      <td>7</td>\n",
+       "      <td>11079</td>\n",
+       "      <td>6660</td>\n",
+       "      <td>15498</td>\n",
+       "      <td>20</td>\n",
+       "      <td>12</td>\n",
+       "      <td>28</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1990-12-17/1990-12-23</th>\n",
+       "      <td>199051</td>\n",
+       "      <td>7</td>\n",
+       "      <td>19080</td>\n",
+       "      <td>13807</td>\n",
+       "      <td>24353</td>\n",
+       "      <td>34</td>\n",
+       "      <td>25</td>\n",
+       "      <td>43</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1990-12-24/1990-12-30</th>\n",
+       "      <td>199052</td>\n",
+       "      <td>7</td>\n",
+       "      <td>19375</td>\n",
+       "      <td>13295</td>\n",
+       "      <td>25455</td>\n",
+       "      <td>34</td>\n",
+       "      <td>23</td>\n",
+       "      <td>45</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1990-12-31/1991-01-06</th>\n",
+       "      <td>199101</td>\n",
+       "      <td>7</td>\n",
+       "      <td>15565</td>\n",
+       "      <td>10271</td>\n",
+       "      <td>20859</td>\n",
+       "      <td>27</td>\n",
+       "      <td>18</td>\n",
+       "      <td>36</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1991-01-07/1991-01-13</th>\n",
+       "      <td>199102</td>\n",
+       "      <td>7</td>\n",
+       "      <td>16277</td>\n",
+       "      <td>11046</td>\n",
+       "      <td>21508</td>\n",
+       "      <td>29</td>\n",
+       "      <td>20</td>\n",
+       "      <td>38</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1991-01-14/1991-01-20</th>\n",
+       "      <td>199103</td>\n",
+       "      <td>7</td>\n",
+       "      <td>15387</td>\n",
+       "      <td>10484</td>\n",
+       "      <td>20290</td>\n",
+       "      <td>27</td>\n",
+       "      <td>18</td>\n",
+       "      <td>36</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1991-01-21/1991-01-27</th>\n",
+       "      <td>199104</td>\n",
+       "      <td>7</td>\n",
+       "      <td>7913</td>\n",
+       "      <td>4563</td>\n",
+       "      <td>11263</td>\n",
+       "      <td>14</td>\n",
+       "      <td>8</td>\n",
+       "      <td>20</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1991-01-28/1991-02-03</th>\n",
+       "      <td>199105</td>\n",
+       "      <td>7</td>\n",
+       "      <td>10442</td>\n",
+       "      <td>6544</td>\n",
+       "      <td>14340</td>\n",
+       "      <td>18</td>\n",
+       "      <td>11</td>\n",
+       "      <td>25</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1991-02-04/1991-02-10</th>\n",
+       "      <td>199106</td>\n",
+       "      <td>7</td>\n",
+       "      <td>10877</td>\n",
+       "      <td>7013</td>\n",
+       "      <td>14741</td>\n",
+       "      <td>19</td>\n",
+       "      <td>12</td>\n",
+       "      <td>26</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1991-02-11/1991-02-17</th>\n",
+       "      <td>199107</td>\n",
+       "      <td>7</td>\n",
+       "      <td>12337</td>\n",
+       "      <td>8077</td>\n",
+       "      <td>16597</td>\n",
+       "      <td>22</td>\n",
+       "      <td>15</td>\n",
+       "      <td>29</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1991-02-18/1991-02-24</th>\n",
+       "      <td>199108</td>\n",
+       "      <td>7</td>\n",
+       "      <td>13289</td>\n",
+       "      <td>8813</td>\n",
+       "      <td>17765</td>\n",
+       "      <td>23</td>\n",
+       "      <td>15</td>\n",
+       "      <td>31</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1991-02-25/1991-03-03</th>\n",
+       "      <td>199109</td>\n",
+       "      <td>7</td>\n",
+       "      <td>13741</td>\n",
+       "      <td>8780</td>\n",
+       "      <td>18702</td>\n",
+       "      <td>24</td>\n",
+       "      <td>15</td>\n",
+       "      <td>33</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1991-03-04/1991-03-10</th>\n",
+       "      <td>199110</td>\n",
+       "      <td>7</td>\n",
+       "      <td>16643</td>\n",
+       "      <td>11372</td>\n",
+       "      <td>21914</td>\n",
+       "      <td>29</td>\n",
+       "      <td>20</td>\n",
+       "      <td>38</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1991-03-11/1991-03-17</th>\n",
+       "      <td>199111</td>\n",
+       "      <td>7</td>\n",
+       "      <td>15574</td>\n",
+       "      <td>11184</td>\n",
+       "      <td>19964</td>\n",
+       "      <td>27</td>\n",
+       "      <td>19</td>\n",
+       "      <td>35</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1991-03-18/1991-03-24</th>\n",
+       "      <td>199112</td>\n",
+       "      <td>7</td>\n",
+       "      <td>10864</td>\n",
+       "      <td>7331</td>\n",
+       "      <td>14397</td>\n",
+       "      <td>19</td>\n",
+       "      <td>13</td>\n",
+       "      <td>25</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1991-03-25/1991-03-31</th>\n",
+       "      <td>199113</td>\n",
+       "      <td>7</td>\n",
+       "      <td>9567</td>\n",
+       "      <td>6041</td>\n",
+       "      <td>13093</td>\n",
+       "      <td>17</td>\n",
+       "      <td>11</td>\n",
+       "      <td>23</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1991-04-01/1991-04-07</th>\n",
+       "      <td>199114</td>\n",
+       "      <td>7</td>\n",
+       "      <td>12265</td>\n",
+       "      <td>7684</td>\n",
+       "      <td>16846</td>\n",
+       "      <td>22</td>\n",
+       "      <td>14</td>\n",
+       "      <td>30</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1991-04-08/1991-04-14</th>\n",
+       "      <td>199115</td>\n",
+       "      <td>7</td>\n",
+       "      <td>13975</td>\n",
+       "      <td>9781</td>\n",
+       "      <td>18169</td>\n",
+       "      <td>25</td>\n",
+       "      <td>18</td>\n",
+       "      <td>32</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1991-04-15/1991-04-21</th>\n",
+       "      <td>199116</td>\n",
+       "      <td>7</td>\n",
+       "      <td>14857</td>\n",
+       "      <td>10068</td>\n",
+       "      <td>19646</td>\n",
+       "      <td>26</td>\n",
+       "      <td>18</td>\n",
+       "      <td>34</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1991-04-22/1991-04-28</th>\n",
+       "      <td>199117</td>\n",
+       "      <td>7</td>\n",
+       "      <td>13462</td>\n",
+       "      <td>8877</td>\n",
+       "      <td>18047</td>\n",
+       "      <td>24</td>\n",
+       "      <td>16</td>\n",
+       "      <td>32</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1991-04-29/1991-05-05</th>\n",
+       "      <td>199118</td>\n",
+       "      <td>7</td>\n",
+       "      <td>21385</td>\n",
+       "      <td>13882</td>\n",
+       "      <td>28888</td>\n",
+       "      <td>38</td>\n",
+       "      <td>25</td>\n",
+       "      <td>51</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1991-05-06/1991-05-12</th>\n",
+       "      <td>199119</td>\n",
+       "      <td>7</td>\n",
+       "      <td>16739</td>\n",
+       "      <td>11246</td>\n",
+       "      <td>22232</td>\n",
+       "      <td>29</td>\n",
+       "      <td>19</td>\n",
+       "      <td>39</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1991-05-13/1991-05-19</th>\n",
+       "      <td>199120</td>\n",
+       "      <td>7</td>\n",
+       "      <td>19053</td>\n",
+       "      <td>12742</td>\n",
+       "      <td>25364</td>\n",
+       "      <td>34</td>\n",
+       "      <td>23</td>\n",
+       "      <td>45</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1991-05-20/1991-05-26</th>\n",
+       "      <td>199121</td>\n",
+       "      <td>7</td>\n",
+       "      <td>14903</td>\n",
+       "      <td>8975</td>\n",
+       "      <td>20831</td>\n",
+       "      <td>26</td>\n",
+       "      <td>16</td>\n",
+       "      <td>36</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1991-05-27/1991-06-02</th>\n",
+       "      <td>199122</td>\n",
+       "      <td>7</td>\n",
+       "      <td>15452</td>\n",
+       "      <td>9953</td>\n",
+       "      <td>20951</td>\n",
+       "      <td>27</td>\n",
+       "      <td>17</td>\n",
+       "      <td>37</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1991-06-03/1991-06-09</th>\n",
+       "      <td>199123</td>\n",
+       "      <td>7</td>\n",
+       "      <td>11947</td>\n",
+       "      <td>7671</td>\n",
+       "      <td>16223</td>\n",
+       "      <td>21</td>\n",
+       "      <td>13</td>\n",
+       "      <td>29</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1991-06-10/1991-06-16</th>\n",
+       "      <td>199124</td>\n",
+       "      <td>7</td>\n",
+       "      <td>16171</td>\n",
+       "      <td>10071</td>\n",
+       "      <td>22271</td>\n",
+       "      <td>28</td>\n",
+       "      <td>17</td>\n",
+       "      <td>39</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1991-06-17/1991-06-23</th>\n",
+       "      <td>199125</td>\n",
+       "      <td>7</td>\n",
+       "      <td>16169</td>\n",
+       "      <td>10700</td>\n",
+       "      <td>21638</td>\n",
+       "      <td>28</td>\n",
+       "      <td>18</td>\n",
+       "      <td>38</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1991-06-24/1991-06-30</th>\n",
+       "      <td>199126</td>\n",
+       "      <td>7</td>\n",
+       "      <td>17608</td>\n",
+       "      <td>11304</td>\n",
+       "      <td>23912</td>\n",
+       "      <td>31</td>\n",
+       "      <td>20</td>\n",
+       "      <td>42</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>2021-05-03/2021-05-09</th>\n",
+       "      <td>202118</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3912</td>\n",
+       "      <td>2110</td>\n",
+       "      <td>5714</td>\n",
+       "      <td>6</td>\n",
+       "      <td>3</td>\n",
+       "      <td>9</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2021-05-10/2021-05-16</th>\n",
+       "      <td>202119</td>\n",
+       "      <td>7</td>\n",
+       "      <td>6654</td>\n",
+       "      <td>4370</td>\n",
+       "      <td>8938</td>\n",
+       "      <td>10</td>\n",
+       "      <td>7</td>\n",
+       "      <td>13</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2021-05-17/2021-05-23</th>\n",
+       "      <td>202120</td>\n",
+       "      <td>7</td>\n",
+       "      <td>7485</td>\n",
+       "      <td>4601</td>\n",
+       "      <td>10369</td>\n",
+       "      <td>11</td>\n",
+       "      <td>7</td>\n",
+       "      <td>15</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2021-05-24/2021-05-30</th>\n",
+       "      <td>202121</td>\n",
+       "      <td>7</td>\n",
+       "      <td>6092</td>\n",
+       "      <td>3458</td>\n",
+       "      <td>8726</td>\n",
+       "      <td>9</td>\n",
+       "      <td>5</td>\n",
+       "      <td>13</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2021-05-31/2021-06-06</th>\n",
+       "      <td>202122</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4817</td>\n",
+       "      <td>2752</td>\n",
+       "      <td>6882</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4</td>\n",
+       "      <td>10</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2021-06-07/2021-06-13</th>\n",
+       "      <td>202123</td>\n",
+       "      <td>7</td>\n",
+       "      <td>9116</td>\n",
+       "      <td>6420</td>\n",
+       "      <td>11812</td>\n",
+       "      <td>14</td>\n",
+       "      <td>10</td>\n",
+       "      <td>18</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2021-06-14/2021-06-20</th>\n",
+       "      <td>202124</td>\n",
+       "      <td>7</td>\n",
+       "      <td>12034</td>\n",
+       "      <td>8937</td>\n",
+       "      <td>15131</td>\n",
+       "      <td>18</td>\n",
+       "      <td>13</td>\n",
+       "      <td>23</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2021-06-21/2021-06-27</th>\n",
+       "      <td>202125</td>\n",
+       "      <td>7</td>\n",
+       "      <td>9351</td>\n",
+       "      <td>6540</td>\n",
+       "      <td>12162</td>\n",
+       "      <td>14</td>\n",
+       "      <td>10</td>\n",
+       "      <td>18</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2021-06-28/2021-07-04</th>\n",
+       "      <td>202126</td>\n",
+       "      <td>7</td>\n",
+       "      <td>7284</td>\n",
+       "      <td>4108</td>\n",
+       "      <td>10460</td>\n",
+       "      <td>11</td>\n",
+       "      <td>6</td>\n",
+       "      <td>16</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2021-07-05/2021-07-11</th>\n",
+       "      <td>202127</td>\n",
+       "      <td>7</td>\n",
+       "      <td>9026</td>\n",
+       "      <td>4316</td>\n",
+       "      <td>13736</td>\n",
+       "      <td>14</td>\n",
+       "      <td>7</td>\n",
+       "      <td>21</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2021-07-12/2021-07-18</th>\n",
+       "      <td>202128</td>\n",
+       "      <td>7</td>\n",
+       "      <td>9734</td>\n",
+       "      <td>0</td>\n",
+       "      <td>21731</td>\n",
+       "      <td>15</td>\n",
+       "      <td>0</td>\n",
+       "      <td>33</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2021-07-19/2021-07-25</th>\n",
+       "      <td>202129</td>\n",
+       "      <td>7</td>\n",
+       "      <td>6800</td>\n",
+       "      <td>4109</td>\n",
+       "      <td>9491</td>\n",
+       "      <td>10</td>\n",
+       "      <td>6</td>\n",
+       "      <td>14</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2021-07-26/2021-08-01</th>\n",
+       "      <td>202130</td>\n",
+       "      <td>7</td>\n",
+       "      <td>7190</td>\n",
+       "      <td>4191</td>\n",
+       "      <td>10189</td>\n",
+       "      <td>11</td>\n",
+       "      <td>6</td>\n",
+       "      <td>16</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2021-08-02/2021-08-08</th>\n",
+       "      <td>202131</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4793</td>\n",
+       "      <td>2301</td>\n",
+       "      <td>7285</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3</td>\n",
+       "      <td>11</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2021-08-09/2021-08-15</th>\n",
+       "      <td>202132</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4108</td>\n",
+       "      <td>1895</td>\n",
+       "      <td>6321</td>\n",
+       "      <td>6</td>\n",
+       "      <td>3</td>\n",
+       "      <td>9</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2021-08-16/2021-08-22</th>\n",
+       "      <td>202133</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3829</td>\n",
+       "      <td>1830</td>\n",
+       "      <td>5828</td>\n",
+       "      <td>6</td>\n",
+       "      <td>3</td>\n",
+       "      <td>9</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2021-08-23/2021-08-29</th>\n",
+       "      <td>202134</td>\n",
+       "      <td>7</td>\n",
+       "      <td>1429</td>\n",
+       "      <td>378</td>\n",
+       "      <td>2480</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>4</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2021-08-30/2021-09-05</th>\n",
+       "      <td>202135</td>\n",
+       "      <td>7</td>\n",
+       "      <td>2562</td>\n",
+       "      <td>1107</td>\n",
+       "      <td>4017</td>\n",
+       "      <td>4</td>\n",
+       "      <td>2</td>\n",
+       "      <td>6</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2021-09-06/2021-09-12</th>\n",
+       "      <td>202136</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3441</td>\n",
+       "      <td>1730</td>\n",
+       "      <td>5152</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>8</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2021-09-13/2021-09-19</th>\n",
+       "      <td>202137</td>\n",
+       "      <td>7</td>\n",
+       "      <td>1964</td>\n",
+       "      <td>754</td>\n",
+       "      <td>3174</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>5</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2021-09-20/2021-09-26</th>\n",
+       "      <td>202138</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4325</td>\n",
+       "      <td>2267</td>\n",
+       "      <td>6383</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4</td>\n",
+       "      <td>10</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2021-09-27/2021-10-03</th>\n",
+       "      <td>202139</td>\n",
+       "      <td>7</td>\n",
+       "      <td>2291</td>\n",
+       "      <td>1056</td>\n",
+       "      <td>3526</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>5</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2021-10-04/2021-10-10</th>\n",
+       "      <td>202140</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4441</td>\n",
+       "      <td>2454</td>\n",
+       "      <td>6428</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4</td>\n",
+       "      <td>10</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2021-10-11/2021-10-17</th>\n",
+       "      <td>202141</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4021</td>\n",
+       "      <td>2239</td>\n",
+       "      <td>5803</td>\n",
+       "      <td>6</td>\n",
+       "      <td>3</td>\n",
+       "      <td>9</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2021-10-18/2021-10-24</th>\n",
+       "      <td>202142</td>\n",
+       "      <td>7</td>\n",
+       "      <td>9443</td>\n",
+       "      <td>6037</td>\n",
+       "      <td>12849</td>\n",
+       "      <td>14</td>\n",
+       "      <td>9</td>\n",
+       "      <td>19</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2021-10-25/2021-10-31</th>\n",
+       "      <td>202143</td>\n",
+       "      <td>7</td>\n",
+       "      <td>8145</td>\n",
+       "      <td>5164</td>\n",
+       "      <td>11126</td>\n",
+       "      <td>12</td>\n",
+       "      <td>7</td>\n",
+       "      <td>17</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2021-11-01/2021-11-07</th>\n",
+       "      <td>202144</td>\n",
+       "      <td>7</td>\n",
+       "      <td>8736</td>\n",
+       "      <td>5636</td>\n",
+       "      <td>11836</td>\n",
+       "      <td>13</td>\n",
+       "      <td>8</td>\n",
+       "      <td>18</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2021-11-08/2021-11-14</th>\n",
+       "      <td>202145</td>\n",
+       "      <td>7</td>\n",
+       "      <td>8965</td>\n",
+       "      <td>6468</td>\n",
+       "      <td>11462</td>\n",
+       "      <td>14</td>\n",
+       "      <td>10</td>\n",
+       "      <td>18</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2021-11-15/2021-11-21</th>\n",
+       "      <td>202146</td>\n",
+       "      <td>7</td>\n",
+       "      <td>8216</td>\n",
+       "      <td>5724</td>\n",
+       "      <td>10708</td>\n",
+       "      <td>12</td>\n",
+       "      <td>8</td>\n",
+       "      <td>16</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2021-11-22/2021-11-28</th>\n",
+       "      <td>202147</td>\n",
+       "      <td>7</td>\n",
+       "      <td>11322</td>\n",
+       "      <td>8282</td>\n",
+       "      <td>14362</td>\n",
+       "      <td>17</td>\n",
+       "      <td>12</td>\n",
+       "      <td>22</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>1617 rows × 10 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                         week  indicator    inc  inc_low  inc_up  inc100  \\\n",
+       "period                                                                     \n",
+       "1990-12-03/1990-12-09  199049          7   1143        0    2610       2   \n",
+       "1990-12-10/1990-12-16  199050          7  11079     6660   15498      20   \n",
+       "1990-12-17/1990-12-23  199051          7  19080    13807   24353      34   \n",
+       "1990-12-24/1990-12-30  199052          7  19375    13295   25455      34   \n",
+       "1990-12-31/1991-01-06  199101          7  15565    10271   20859      27   \n",
+       "1991-01-07/1991-01-13  199102          7  16277    11046   21508      29   \n",
+       "1991-01-14/1991-01-20  199103          7  15387    10484   20290      27   \n",
+       "1991-01-21/1991-01-27  199104          7   7913     4563   11263      14   \n",
+       "1991-01-28/1991-02-03  199105          7  10442     6544   14340      18   \n",
+       "1991-02-04/1991-02-10  199106          7  10877     7013   14741      19   \n",
+       "1991-02-11/1991-02-17  199107          7  12337     8077   16597      22   \n",
+       "1991-02-18/1991-02-24  199108          7  13289     8813   17765      23   \n",
+       "1991-02-25/1991-03-03  199109          7  13741     8780   18702      24   \n",
+       "1991-03-04/1991-03-10  199110          7  16643    11372   21914      29   \n",
+       "1991-03-11/1991-03-17  199111          7  15574    11184   19964      27   \n",
+       "1991-03-18/1991-03-24  199112          7  10864     7331   14397      19   \n",
+       "1991-03-25/1991-03-31  199113          7   9567     6041   13093      17   \n",
+       "1991-04-01/1991-04-07  199114          7  12265     7684   16846      22   \n",
+       "1991-04-08/1991-04-14  199115          7  13975     9781   18169      25   \n",
+       "1991-04-15/1991-04-21  199116          7  14857    10068   19646      26   \n",
+       "1991-04-22/1991-04-28  199117          7  13462     8877   18047      24   \n",
+       "1991-04-29/1991-05-05  199118          7  21385    13882   28888      38   \n",
+       "1991-05-06/1991-05-12  199119          7  16739    11246   22232      29   \n",
+       "1991-05-13/1991-05-19  199120          7  19053    12742   25364      34   \n",
+       "1991-05-20/1991-05-26  199121          7  14903     8975   20831      26   \n",
+       "1991-05-27/1991-06-02  199122          7  15452     9953   20951      27   \n",
+       "1991-06-03/1991-06-09  199123          7  11947     7671   16223      21   \n",
+       "1991-06-10/1991-06-16  199124          7  16171    10071   22271      28   \n",
+       "1991-06-17/1991-06-23  199125          7  16169    10700   21638      28   \n",
+       "1991-06-24/1991-06-30  199126          7  17608    11304   23912      31   \n",
+       "...                       ...        ...    ...      ...     ...     ...   \n",
+       "2021-05-03/2021-05-09  202118          7   3912     2110    5714       6   \n",
+       "2021-05-10/2021-05-16  202119          7   6654     4370    8938      10   \n",
+       "2021-05-17/2021-05-23  202120          7   7485     4601   10369      11   \n",
+       "2021-05-24/2021-05-30  202121          7   6092     3458    8726       9   \n",
+       "2021-05-31/2021-06-06  202122          7   4817     2752    6882       7   \n",
+       "2021-06-07/2021-06-13  202123          7   9116     6420   11812      14   \n",
+       "2021-06-14/2021-06-20  202124          7  12034     8937   15131      18   \n",
+       "2021-06-21/2021-06-27  202125          7   9351     6540   12162      14   \n",
+       "2021-06-28/2021-07-04  202126          7   7284     4108   10460      11   \n",
+       "2021-07-05/2021-07-11  202127          7   9026     4316   13736      14   \n",
+       "2021-07-12/2021-07-18  202128          7   9734        0   21731      15   \n",
+       "2021-07-19/2021-07-25  202129          7   6800     4109    9491      10   \n",
+       "2021-07-26/2021-08-01  202130          7   7190     4191   10189      11   \n",
+       "2021-08-02/2021-08-08  202131          7   4793     2301    7285       7   \n",
+       "2021-08-09/2021-08-15  202132          7   4108     1895    6321       6   \n",
+       "2021-08-16/2021-08-22  202133          7   3829     1830    5828       6   \n",
+       "2021-08-23/2021-08-29  202134          7   1429      378    2480       2   \n",
+       "2021-08-30/2021-09-05  202135          7   2562     1107    4017       4   \n",
+       "2021-09-06/2021-09-12  202136          7   3441     1730    5152       5   \n",
+       "2021-09-13/2021-09-19  202137          7   1964      754    3174       3   \n",
+       "2021-09-20/2021-09-26  202138          7   4325     2267    6383       7   \n",
+       "2021-09-27/2021-10-03  202139          7   2291     1056    3526       3   \n",
+       "2021-10-04/2021-10-10  202140          7   4441     2454    6428       7   \n",
+       "2021-10-11/2021-10-17  202141          7   4021     2239    5803       6   \n",
+       "2021-10-18/2021-10-24  202142          7   9443     6037   12849      14   \n",
+       "2021-10-25/2021-10-31  202143          7   8145     5164   11126      12   \n",
+       "2021-11-01/2021-11-07  202144          7   8736     5636   11836      13   \n",
+       "2021-11-08/2021-11-14  202145          7   8965     6468   11462      14   \n",
+       "2021-11-15/2021-11-21  202146          7   8216     5724   10708      12   \n",
+       "2021-11-22/2021-11-28  202147          7  11322     8282   14362      17   \n",
+       "\n",
+       "                       inc100_low  inc100_up geo_insee geo_name  \n",
+       "period                                                           \n",
+       "1990-12-03/1990-12-09           0          5        FR   France  \n",
+       "1990-12-10/1990-12-16          12         28        FR   France  \n",
+       "1990-12-17/1990-12-23          25         43        FR   France  \n",
+       "1990-12-24/1990-12-30          23         45        FR   France  \n",
+       "1990-12-31/1991-01-06          18         36        FR   France  \n",
+       "1991-01-07/1991-01-13          20         38        FR   France  \n",
+       "1991-01-14/1991-01-20          18         36        FR   France  \n",
+       "1991-01-21/1991-01-27           8         20        FR   France  \n",
+       "1991-01-28/1991-02-03          11         25        FR   France  \n",
+       "1991-02-04/1991-02-10          12         26        FR   France  \n",
+       "1991-02-11/1991-02-17          15         29        FR   France  \n",
+       "1991-02-18/1991-02-24          15         31        FR   France  \n",
+       "1991-02-25/1991-03-03          15         33        FR   France  \n",
+       "1991-03-04/1991-03-10          20         38        FR   France  \n",
+       "1991-03-11/1991-03-17          19         35        FR   France  \n",
+       "1991-03-18/1991-03-24          13         25        FR   France  \n",
+       "1991-03-25/1991-03-31          11         23        FR   France  \n",
+       "1991-04-01/1991-04-07          14         30        FR   France  \n",
+       "1991-04-08/1991-04-14          18         32        FR   France  \n",
+       "1991-04-15/1991-04-21          18         34        FR   France  \n",
+       "1991-04-22/1991-04-28          16         32        FR   France  \n",
+       "1991-04-29/1991-05-05          25         51        FR   France  \n",
+       "1991-05-06/1991-05-12          19         39        FR   France  \n",
+       "1991-05-13/1991-05-19          23         45        FR   France  \n",
+       "1991-05-20/1991-05-26          16         36        FR   France  \n",
+       "1991-05-27/1991-06-02          17         37        FR   France  \n",
+       "1991-06-03/1991-06-09          13         29        FR   France  \n",
+       "1991-06-10/1991-06-16          17         39        FR   France  \n",
+       "1991-06-17/1991-06-23          18         38        FR   France  \n",
+       "1991-06-24/1991-06-30          20         42        FR   France  \n",
+       "...                           ...        ...       ...      ...  \n",
+       "2021-05-03/2021-05-09           3          9        FR   France  \n",
+       "2021-05-10/2021-05-16           7         13        FR   France  \n",
+       "2021-05-17/2021-05-23           7         15        FR   France  \n",
+       "2021-05-24/2021-05-30           5         13        FR   France  \n",
+       "2021-05-31/2021-06-06           4         10        FR   France  \n",
+       "2021-06-07/2021-06-13          10         18        FR   France  \n",
+       "2021-06-14/2021-06-20          13         23        FR   France  \n",
+       "2021-06-21/2021-06-27          10         18        FR   France  \n",
+       "2021-06-28/2021-07-04           6         16        FR   France  \n",
+       "2021-07-05/2021-07-11           7         21        FR   France  \n",
+       "2021-07-12/2021-07-18           0         33        FR   France  \n",
+       "2021-07-19/2021-07-25           6         14        FR   France  \n",
+       "2021-07-26/2021-08-01           6         16        FR   France  \n",
+       "2021-08-02/2021-08-08           3         11        FR   France  \n",
+       "2021-08-09/2021-08-15           3          9        FR   France  \n",
+       "2021-08-16/2021-08-22           3          9        FR   France  \n",
+       "2021-08-23/2021-08-29           0          4        FR   France  \n",
+       "2021-08-30/2021-09-05           2          6        FR   France  \n",
+       "2021-09-06/2021-09-12           2          8        FR   France  \n",
+       "2021-09-13/2021-09-19           1          5        FR   France  \n",
+       "2021-09-20/2021-09-26           4         10        FR   France  \n",
+       "2021-09-27/2021-10-03           1          5        FR   France  \n",
+       "2021-10-04/2021-10-10           4         10        FR   France  \n",
+       "2021-10-11/2021-10-17           3          9        FR   France  \n",
+       "2021-10-18/2021-10-24           9         19        FR   France  \n",
+       "2021-10-25/2021-10-31           7         17        FR   France  \n",
+       "2021-11-01/2021-11-07           8         18        FR   France  \n",
+       "2021-11-08/2021-11-14          10         18        FR   France  \n",
+       "2021-11-15/2021-11-21           8         16        FR   France  \n",
+       "2021-11-22/2021-11-28          12         22        FR   France  \n",
+       "\n",
+       "[1617 rows x 10 columns]"
+      ]
+     },
+     "execution_count": 42,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "sorted_data = data.set_index('period').sort_index()\n",
+    "sorted_data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 47,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7ff952ae6390>"
+      ]
+     },
+     "execution_count": 47,
+     "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()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 51,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7ff94ffffd30>"
+      ]
+     },
+     "execution_count": 51,
+     "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()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 65,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "first_september_week = [pd.Period(pd.Timestamp(y, 9, 1), 'W')\n",
+    "                        for y in range(sorted_data.index[0].year, sorted_data.index[-1].year)]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 78,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "year = []\n",
+    "yearly_incidence = []\n",
+    "\n",
+    "for week1, week2 in zip(first_september_week[:-1],\n",
+    "                       first_september_week[1:]):\n",
+    "    one_year = sorted_data['inc'][week1:week2-1]\n",
+    "    yearly_incidence.append(one_year.sum())\n",
+    "    year.append(week2.year)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 82,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "yearly_incidence = pd.Series(index=year, data = yearly_incidence)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 85,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7ff94fe5c7b8>"
+      ]
+     },
+     "execution_count": 85,
+     "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 = '*')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 92,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "2009"
+      ]
+     },
+     "execution_count": 92,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "yearly_incidence.idxmax()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 93,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "2020"
+      ]
+     },
+     "execution_count": 93,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "yearly_incidence.idxmin()"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.6.4"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/module3/exo2/exercice.ipynb b/module3/exo2/exercice.ipynb
deleted file mode 100644
index 0bbbe371b01e359e381e43239412d77bf53fb1fb..0000000000000000000000000000000000000000
--- a/module3/exo2/exercice.ipynb
+++ /dev/null
@@ -1,25 +0,0 @@
-{
- "cells": [],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
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diff --git a/module3/exo2/syndrome_varicelle.csv b/module3/exo2/syndrome_varicelle.csv
new file mode 100644
index 0000000000000000000000000000000000000000..87392b64d63da96105481c6c95f4c6ecc1d67f22
--- /dev/null
+++ b/module3/exo2/syndrome_varicelle.csv
@@ -0,0 +1,1618 @@
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