diff --git a/module3/exo1/syndrome-grippal.csv b/module3/exo1/syndrome-grippal.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c90b8bbe932e42b8f7ad59f8a85ad2e73d0f5deb
--- /dev/null
+++ b/module3/exo1/syndrome-grippal.csv
@@ -0,0 +1,1850 @@
+# @source="réseau Sentinelles, INSERM, Sorbonne Université, http://www.sentiweb.fr", @meta={"period":[198444,202013],"geo":["PAY","1"],"geo_ref":"insee","indicator":"3","type":"all","conf_int":true,"compact":false}, @date=2020-04-05T13:03:44+02:00
+week,indicator,inc,inc_low,inc_up,inc100,inc100_low,inc100_up,geo_insee,geo_name
+202013,3,0,0,0,0,0,0,FR,France
+202012,3,8332,5881,10783,13,9,17,FR,France
+202011,3,101704,93652,109756,154,142,166,FR,France
+202010,3,104977,96650,113304,159,146,172,FR,France
+202009,3,110696,102066,119326,168,155,181,FR,France
+202008,3,143753,133984,153522,218,203,233,FR,France
+202007,3,183610,172812,194408,279,263,295,FR,France
+202006,3,206669,195481,217857,314,297,331,FR,France
+202005,3,187957,177445,198469,285,269,301,FR,France
+202004,3,122331,113492,131170,186,173,199,FR,France
+202003,3,78413,71330,85496,119,108,130,FR,France
+202002,3,53614,47654,59574,81,72,90,FR,France
+202001,3,36850,31608,42092,56,48,64,FR,France
+201952,3,28135,23220,33050,43,36,50,FR,France
+201951,3,29786,25042,34530,45,38,52,FR,France
+201950,3,34223,29156,39290,52,44,60,FR,France
+201949,3,25662,21414,29910,39,33,45,FR,France
+201948,3,22367,18055,26679,34,27,41,FR,France
+201947,3,18669,14759,22579,28,22,34,FR,France
+201946,3,16030,12567,19493,24,19,29,FR,France
+201945,3,10138,7160,13116,15,10,20,FR,France
+201944,3,7822,5010,10634,12,8,16,FR,France
+201943,3,9487,6448,12526,14,9,19,FR,France
+201942,3,7747,5243,10251,12,8,16,FR,France
+201941,3,7122,4720,9524,11,7,15,FR,France
+201940,3,8505,5784,11226,13,9,17,FR,France
+201939,3,7091,4462,9720,11,7,15,FR,France
+201938,3,4897,2891,6903,7,4,10,FR,France
+201937,3,3172,1367,4977,5,2,8,FR,France
+201936,3,2295,728,3862,3,1,5,FR,France
+201935,3,1010,2,2018,2,0,4,FR,France
+201934,3,1672,279,3065,3,1,5,FR,France
+201933,3,1593,68,3118,2,0,4,FR,France
+201932,3,1592,71,3113,2,0,4,FR,France
+201931,3,2337,695,3979,4,2,6,FR,France
+201930,3,1944,415,3473,3,1,5,FR,France
+201929,3,2096,420,3772,3,0,6,FR,France
+201928,3,1195,125,2265,2,0,4,FR,France
+201927,3,2466,848,4084,4,2,6,FR,France
+201926,3,1798,402,3194,3,1,5,FR,France
+201925,3,1544,389,2699,2,0,4,FR,France
+201924,3,876,17,1735,1,0,2,FR,France
+201923,3,2004,748,3260,3,1,5,FR,France
+201922,3,2181,602,3760,3,1,5,FR,France
+201921,3,2585,1102,4068,4,2,6,FR,France
+201920,3,2891,1202,4580,4,1,7,FR,France
+201919,3,3221,1509,4933,5,2,8,FR,France
+201918,3,1385,278,2492,2,0,4,FR,France
+201917,3,3166,1348,4984,5,2,8,FR,France
+201916,3,3842,1973,5711,6,3,9,FR,France
+201915,3,5932,3669,8195,9,6,12,FR,France
+201914,3,12675,9167,16183,19,14,24,FR,France
+201913,3,16513,12530,20496,25,19,31,FR,France
+201912,3,22184,17786,26582,34,27,41,FR,France
+201911,3,31553,26556,36550,48,40,56,FR,France
+201910,3,49742,43268,56216,76,66,86,FR,France
+201909,3,88354,79564,97144,134,121,147,FR,France
+201908,3,172604,160024,185184,262,243,281,FR,France
+201907,3,307338,291220,323456,467,443,491,FR,France
+201906,3,394286,376782,411790,599,572,626,FR,France
+201905,3,355785,339295,372275,540,515,565,FR,France
+201904,3,241090,227261,254919,366,345,387,FR,France
+201903,3,147063,135890,158236,223,206,240,FR,France
+201902,3,75548,67632,83464,115,103,127,FR,France
+201901,3,50295,43525,57065,76,66,86,FR,France
+201852,3,37903,31375,44431,58,48,68,FR,France
+201851,3,39259,32977,45541,60,50,70,FR,France
+201850,3,27781,22638,32924,42,34,50,FR,France
+201849,3,19738,15481,23995,30,24,36,FR,France
+201848,3,19501,15275,23727,30,24,36,FR,France
+201847,3,15949,12105,19793,24,18,30,FR,France
+201846,3,11278,7957,14599,17,12,22,FR,France
+201845,3,11065,7791,14339,17,12,22,FR,France
+201844,3,6586,3875,9297,10,6,14,FR,France
+201843,3,6550,3988,9112,10,6,14,FR,France
+201842,3,7787,5129,10445,12,8,16,FR,France
+201841,3,8048,5098,10998,12,8,16,FR,France
+201840,3,7409,4717,10101,11,7,15,FR,France
+201839,3,7174,4235,10113,11,7,15,FR,France
+201838,3,7349,4399,10299,11,7,15,FR,France
+201837,3,4915,2386,7444,7,3,11,FR,France
+201836,3,3215,1349,5081,5,2,8,FR,France
+201835,3,1506,239,2773,2,0,4,FR,France
+201834,3,1368,116,2620,2,0,4,FR,France
+201833,3,1962,5,3919,3,0,6,FR,France
+201832,3,1839,183,3495,3,0,6,FR,France
+201831,3,2048,242,3854,3,0,6,FR,France
+201830,3,1951,202,3700,3,0,6,FR,France
+201829,3,1951,252,3650,3,0,6,FR,France
+201828,3,1654,52,3256,3,1,5,FR,France
+201827,3,3266,1145,5387,5,2,8,FR,France
+201826,3,3758,1493,6023,6,3,9,FR,France
+201825,3,4580,2220,6940,7,3,11,FR,France
+201824,3,3223,1351,5095,5,2,8,FR,France
+201823,3,1207,136,2278,2,0,4,FR,France
+201822,3,3202,1330,5074,5,2,8,FR,France
+201821,3,2537,763,4311,4,1,7,FR,France
+201820,3,2694,967,4421,4,1,7,FR,France
+201819,3,1025,0,2098,2,0,4,FR,France
+201818,3,3541,1416,5666,5,2,8,FR,France
+201817,3,2573,1003,4143,4,2,6,FR,France
+201816,3,4818,2724,6912,7,4,10,FR,France
+201815,3,16311,12168,20454,25,19,31,FR,France
+201814,3,22666,18092,27240,35,28,42,FR,France
+201813,3,32680,25536,39824,50,39,61,FR,France
+201812,3,52040,44590,59490,79,68,90,FR,France
+201811,3,65159,56506,73812,99,86,112,FR,France
+201810,3,93512,83989,103035,142,128,156,FR,France
+201809,3,108545,98645,118445,165,150,180,FR,France
+201808,3,131870,120950,142790,201,184,218,FR,France
+201807,3,141138,130177,152099,215,198,232,FR,France
+201806,3,138810,128164,149456,211,195,227,FR,France
+201805,3,157839,146646,169032,240,223,257,FR,France
+201804,3,175483,163835,187131,267,249,285,FR,France
+201803,3,178329,166640,190018,271,253,289,FR,France
+201802,3,198079,185663,210495,302,283,321,FR,France
+201801,3,235493,220941,250045,358,336,380,FR,France
+201752,3,299114,279359,318869,459,429,489,FR,France
+201751,3,229448,214366,244530,352,329,375,FR,France
+201750,3,129535,118787,140283,199,183,215,FR,France
+201749,3,63789,56120,71458,98,86,110,FR,France
+201748,3,37568,31541,43595,58,49,67,FR,France
+201747,3,24972,19923,30021,38,30,46,FR,France
+201746,3,13398,9948,16848,21,16,26,FR,France
+201745,3,14035,8091,19979,22,13,31,FR,France
+201744,3,8544,5318,11770,13,8,18,FR,France
+201743,3,7300,4402,10198,11,7,15,FR,France
+201742,3,9966,6503,13429,15,10,20,FR,France
+201741,3,12434,8718,16150,19,13,25,FR,France
+201740,3,12725,8690,16760,20,14,26,FR,France
+201739,3,14949,10534,19364,23,16,30,FR,France
+201738,3,11463,7438,15488,18,12,24,FR,France
+201737,3,9716,6364,13068,15,10,20,FR,France
+201736,3,2815,917,4713,4,1,7,FR,France
+201735,3,2794,850,4738,4,1,7,FR,France
+201734,3,2497,879,4115,4,2,6,FR,France
+201733,3,2406,766,4046,4,1,7,FR,France
+201732,3,2667,879,4455,4,1,7,FR,France
+201731,3,3256,1158,5354,5,2,8,FR,France
+201730,3,3759,1299,6219,6,2,10,FR,France
+201729,3,5014,1989,8039,8,3,13,FR,France
+201728,3,5271,2576,7966,8,4,12,FR,France
+201727,3,3924,1432,6416,6,2,10,FR,France
+201726,3,3171,1166,5176,5,2,8,FR,France
+201725,3,837,0,1721,1,0,2,FR,France
+201724,3,1566,248,2884,2,0,4,FR,France
+201723,3,1664,203,3125,3,1,5,FR,France
+201722,3,1305,92,2518,2,0,4,FR,France
+201721,3,971,0,2046,1,0,3,FR,France
+201720,3,2686,793,4579,4,1,7,FR,France
+201719,3,3461,1490,5432,5,2,8,FR,France
+201718,3,2102,515,3689,3,1,5,FR,France
+201717,3,2071,428,3714,3,0,6,FR,France
+201716,3,1380,222,2538,2,0,4,FR,France
+201715,3,479,0,1242,1,0,2,FR,France
+201714,3,1110,0,2549,2,0,4,FR,France
+201713,3,7594,3808,11380,12,6,18,FR,France
+201712,3,8780,4834,12726,13,7,19,FR,France
+201711,3,7814,4329,11299,12,7,17,FR,France
+201710,3,11802,7964,15640,18,12,24,FR,France
+201709,3,13111,9099,17123,20,14,26,FR,France
+201708,3,29545,23136,35954,45,35,55,FR,France
+201707,3,59590,49764,69416,91,76,106,FR,France
+201706,3,93628,82560,104696,144,127,161,FR,France
+201705,3,193677,179255,208099,297,275,319,FR,France
+201704,3,256428,240618,272238,394,370,418,FR,France
+201703,3,267276,251345,283207,410,386,434,FR,France
+201702,3,260588,245070,276106,400,376,424,FR,France
+201701,3,255535,239743,271327,392,368,416,FR,France
+201652,3,224489,207799,241179,345,319,371,FR,France
+201651,3,187704,172655,202753,288,265,311,FR,France
+201650,3,126570,115081,138059,194,176,212,FR,France
+201649,3,76390,67374,85406,117,103,131,FR,France
+201648,3,40502,33949,47055,62,52,72,FR,France
+201647,3,22270,17612,26928,34,27,41,FR,France
+201646,3,20816,16125,25507,32,25,39,FR,France
+201645,3,15957,11448,20466,24,17,31,FR,France
+201644,3,15145,10357,19933,23,16,30,FR,France
+201643,3,9378,5830,12926,14,9,19,FR,France
+201642,3,12920,9044,16796,20,14,26,FR,France
+201641,3,13909,9709,18109,21,15,27,FR,France
+201640,3,13379,8969,17789,21,14,28,FR,France
+201639,3,10598,6814,14382,16,10,22,FR,France
+201638,3,5969,3073,8865,9,5,13,FR,France
+201637,3,4065,1538,6592,6,2,10,FR,France
+201636,3,2372,473,4271,4,1,7,FR,France
+201635,3,3420,1350,5490,5,2,8,FR,France
+201634,3,2233,0,4643,3,0,7,FR,France
+201633,3,1567,0,3938,2,0,6,FR,France
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+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
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+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
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+201607,3,207359,193223,221495,318,296,340,FR,France
+201606,3,196143,182672,209614,301,280,322,FR,France
+201605,3,178963,166296,191630,275,256,294,FR,France
+201604,3,148473,136591,160355,228,210,246,FR,France
+201603,3,75277,66630,83924,116,103,129,FR,France
+201602,3,44617,37821,51413,68,58,78,FR,France
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+201553,3,24835,19106,30564,38,29,47,FR,France
+201552,3,19495,14319,24671,30,22,38,FR,France
+201551,3,29080,23014,35146,45,36,54,FR,France
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+201549,3,21479,16686,26272,33,26,40,FR,France
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+201547,3,14959,10856,19062,23,17,29,FR,France
+201546,3,12599,8237,16961,20,13,27,FR,France
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+201544,3,14596,10025,19167,23,16,30,FR,France
+201543,3,16749,11745,21753,26,18,34,FR,France
+201542,3,18675,13613,23737,29,21,37,FR,France
+201541,3,13585,9830,17340,21,15,27,FR,France
+201540,3,13100,9349,16851,20,14,26,FR,France
+201539,3,8595,5671,11519,13,8,18,FR,France
+201538,3,8402,4929,11875,13,8,18,FR,France
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+201512,3,70024,61079,78969,109,95,123,FR,France
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+201509,3,238947,222902,254992,370,345,395,FR,France
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+201452,3,63168,52705,73631,98,82,114,FR,France
+201451,3,45346,38002,52690,71,60,82,FR,France
+201450,3,42182,35049,49315,66,55,77,FR,France
+201449,3,33537,27281,39793,52,42,62,FR,France
+201448,3,28156,21896,34416,44,34,54,FR,France
+201447,3,18158,13186,23130,28,20,36,FR,France
+201446,3,14764,10174,19354,23,16,30,FR,France
+201445,3,16172,11449,20895,25,18,32,FR,France
+201444,3,15500,10464,20536,24,16,32,FR,France
+201443,3,16011,10653,21369,25,17,33,FR,France
+201442,3,21651,15828,27474,34,25,43,FR,France
+201441,3,22486,16295,28677,35,25,45,FR,France
+201440,3,16526,11583,21469,26,18,34,FR,France
+201439,3,8583,5054,12112,13,8,18,FR,France
+201438,3,10567,6496,14638,16,10,22,FR,France
+201437,3,7714,3780,11648,12,6,18,FR,France
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+201435,3,2268,355,4181,4,1,7,FR,France
+201434,3,2367,250,4484,4,1,7,FR,France
+201433,3,2358,0,4875,4,0,8,FR,France
+201432,3,3229,447,6011,5,1,9,FR,France
+201431,3,4143,349,7937,6,0,12,FR,France
+201430,3,4631,902,8360,7,1,13,FR,France
+201429,3,5122,1258,8986,8,2,14,FR,France
+201428,3,4145,1200,7090,6,1,11,FR,France
+201427,3,4823,1997,7649,8,4,12,FR,France
+201426,3,3858,1235,6481,6,2,10,FR,France
+201425,3,4564,1276,7852,7,2,12,FR,France
+201424,3,2007,249,3765,3,0,6,FR,France
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+200817,3,10150,5835,14465,17,10,24,FR,France
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+200229,3,5576,379,10773,9,0,18,FR,France
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+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
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+199545,3,29791,24523,35059,52,43,61,FR,France
+199544,3,13168,9820,16516,23,17,29,FR,France
+199543,3,16188,12389,19987,28,21,35,FR,France
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+199541,3,14980,10851,19109,26,19,33,FR,France
+199540,3,16245,11610,20880,28,20,36,FR,France
+199539,3,18499,13844,23154,32,24,40,FR,France
+199538,3,13123,9410,16836,23,17,29,FR,France
+199537,3,4895,2666,7124,8,4,12,FR,France
+199536,3,3659,1574,5744,6,2,10,FR,France
+199535,3,2496,644,4348,4,1,7,FR,France
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+199533,3,905,0,2007,2,0,4,FR,France
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+199531,3,1946,92,3800,3,0,6,FR,France
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+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
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+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
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+199501,3,26556,21916,31196,46,38,54,FR,France
+199452,3,22036,17495,26577,38,30,46,FR,France
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+199450,3,28831,23470,34192,50,41,59,FR,France
+199449,3,21161,16559,25763,37,29,45,FR,France
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+199446,3,14252,10525,17979,25,19,31,FR,France
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+199444,3,11307,7688,14926,20,14,26,FR,France
+199443,3,11254,8002,14506,20,14,26,FR,France
+199442,3,14406,10653,18159,25,18,32,FR,France
+199441,3,14073,10341,17805,24,18,30,FR,France
+199440,3,15962,11850,20074,28,21,35,FR,France
+199439,3,15878,11643,20113,28,21,35,FR,France
+199438,3,15366,11100,19632,27,20,34,FR,France
+199437,3,5949,3561,8337,10,6,14,FR,France
+199436,3,2806,1133,4479,5,2,8,FR,France
+199435,3,4556,2358,6754,8,4,12,FR,France
+199434,3,3459,1444,5474,6,2,10,FR,France
+199433,3,4272,977,7567,7,1,13,FR,France
+199432,3,4786,1613,7959,8,2,14,FR,France
+199431,3,5027,1580,8474,9,3,15,FR,France
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+199429,3,1188,0,2384,2,0,4,FR,France
+199428,3,1581,316,2846,3,1,5,FR,France
+199427,3,713,0,1459,1,0,2,FR,France
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+199424,3,6288,3723,8853,11,7,15,FR,France
+199423,3,6440,1052,11828,11,2,20,FR,France
+199422,3,845,0,2449,1,0,4,FR,France
+199421,3,2197,395,3999,4,1,7,FR,France
+199420,3,2217,852,3582,4,2,6,FR,France
+199419,3,1483,406,2560,3,1,5,FR,France
+199418,3,3705,1940,5470,6,3,9,FR,France
+199417,3,2288,1064,3512,4,2,6,FR,France
+199416,3,5156,3176,7136,9,6,12,FR,France
+199415,3,6952,4678,9226,12,8,16,FR,France
+199414,3,4671,2784,6558,8,5,11,FR,France
+199413,3,3343,1641,5045,6,3,9,FR,France
+199412,3,4305,2412,6198,7,4,10,FR,France
+199411,3,5399,3327,7471,9,5,13,FR,France
+199410,3,4548,2529,6567,8,4,12,FR,France
+199409,3,5635,3251,8019,10,6,14,FR,France
+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
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+199401,3,118119,108182,128056,205,188,222,FR,France
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+199340,3,13805,10348,17262,24,18,30,FR,France
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+199338,3,10492,7329,13655,18,12,24,FR,France
+199337,3,7023,4503,9543,12,8,16,FR,France
+199336,3,4361,2445,6277,8,5,11,FR,France
+199335,3,5589,3066,8112,10,6,14,FR,France
+199334,3,2984,1209,4759,5,2,8,FR,France
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+199332,3,3755,1051,6459,7,2,12,FR,France
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+199330,3,4055,1907,6203,7,3,11,FR,France
+199329,3,3714,1668,5760,6,2,10,FR,France
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+199327,3,2574,918,4230,4,1,7,FR,France
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+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
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+199301,3,75288,67244,83332,131,117,145,FR,France
+199253,3,56622,49107,64137,99,86,112,FR,France
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+199249,3,39146,33847,44445,69,60,78,FR,France
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+199244,3,27619,22945,32293,48,40,56,FR,France
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+199238,3,9837,7106,12568,17,12,22,FR,France
+199237,3,7480,5130,9830,13,9,17,FR,France
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+199232,3,4963,2215,7711,9,4,14,FR,France
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+199221,3,5059,2889,7229,9,5,13,FR,France
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+199218,3,3887,1777,5997,7,3,11,FR,France
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+199147,3,35691,28224,43158,63,50,76,FR,France
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+199145,3,19565,13551,25579,34,23,45,FR,France
+199144,3,21571,15477,27665,38,27,49,FR,France
+199143,3,28842,21958,35726,51,39,63,FR,France
+199142,3,27483,20385,34581,48,36,60,FR,France
+199141,3,28185,20655,35715,50,37,63,FR,France
+199140,3,26740,16049,37431,47,28,66,FR,France
+199139,3,14373,8734,20012,25,15,35,FR,France
+199138,3,7460,3700,11220,13,6,20,FR,France
+199137,3,2429,434,4424,4,0,8,FR,France
+199136,3,2380,0,4882,4,0,8,FR,France
+199135,3,2372,0,5025,4,0,9,FR,France
+199134,3,2099,0,5104,4,0,9,FR,France
+199133,3,1654,0,4102,3,0,7,FR,France
+199132,3,625,0,2190,1,0,4,FR,France
+199131,3,2464,0,5830,4,0,10,FR,France
+199130,3,2382,0,6857,4,0,12,FR,France
+199129,3,3837,40,7634,7,0,14,FR,France
+199128,3,3297,152,6442,6,0,12,FR,France
+199127,3,3164,934,5394,6,2,10,FR,France
+199126,3,6376,3324,9428,11,6,16,FR,France
+199125,3,8218,4776,11660,14,8,20,FR,France
+199124,3,8223,4660,11786,14,8,20,FR,France
+199123,3,6801,3596,10006,12,6,18,FR,France
+199122,3,6050,2682,9418,11,5,17,FR,France
+199121,3,6391,3385,9397,11,6,16,FR,France
+199120,3,8633,4683,12583,15,8,22,FR,France
+199119,3,7785,3986,11584,14,7,21,FR,France
+199118,3,10856,6457,15255,19,11,27,FR,France
+199117,3,15603,10950,20256,27,19,35,FR,France
+199116,3,15665,11184,20146,28,20,36,FR,France
+199115,3,15062,10715,19409,26,18,34,FR,France
+199114,3,27862,21583,34141,49,38,60,FR,France
+199113,3,32179,25829,38529,57,46,68,FR,France
+199112,3,27873,22312,33434,49,39,59,FR,France
+199111,3,46186,38876,53496,81,68,94,FR,France
+199110,3,88750,77784,99716,156,137,175,FR,France
+199109,3,139093,124326,153860,245,219,271,FR,France
+199108,3,216369,198630,234108,381,350,412,FR,France
+199107,3,208836,191789,225883,367,337,397,FR,France
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+199102,3,29759,22044,37474,52,38,66,FR,France
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+199051,3,46924,37544,56304,83,66,100,FR,France
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+199048,3,29571,22315,36827,52,39,65,FR,France
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+199041,3,19723,13330,26116,35,24,46,FR,France
+199040,3,20433,14614,26252,36,26,46,FR,France
+199039,3,15618,10315,20921,28,19,37,FR,France
+199038,3,11146,6197,16095,20,11,29,FR,France
+199037,3,4051,1022,7080,7,2,12,FR,France
+199036,3,2542,124,4960,4,0,8,FR,France
+199035,3,934,0,2681,2,0,5,FR,France
+199034,3,201,0,595,0,0,1,FR,France
+199033,3,0,0,0,0,0,0,FR,France
+199032,3,1399,0,3849,2,0,6,FR,France
+199031,3,881,0,2206,2,0,4,FR,France
+199030,3,425,0,1262,1,0,2,FR,France
+199029,3,1077,0,2643,2,0,5,FR,France
+199028,3,959,0,2252,2,0,4,FR,France
+199027,3,2948,793,5103,5,1,9,FR,France
+199026,3,7236,2651,11821,13,5,21,FR,France
+199025,3,7879,3136,12622,14,6,22,FR,France
+199024,3,5727,2460,8994,10,4,16,FR,France
+199023,3,3655,1043,6267,6,1,11,FR,France
+199022,3,4196,1292,7100,7,2,12,FR,France
+199021,3,1004,0,2367,2,0,4,FR,France
+199020,3,4506,1771,7241,8,3,13,FR,France
+199019,3,5897,2440,9354,10,4,16,FR,France
+199018,3,1738,141,3335,3,0,6,FR,France
+199017,3,5278,2197,8359,9,4,14,FR,France
+199016,3,8129,3754,12504,14,6,22,FR,France
+199015,3,11707,5831,17583,21,11,31,FR,France
+199014,3,12862,8177,17547,23,15,31,FR,France
+199013,3,21879,15088,28670,39,27,51,FR,France
+199012,3,17035,11135,22935,30,20,40,FR,France
+199011,3,20018,14311,25725,35,25,45,FR,France
+199010,3,16294,11045,21543,29,20,38,FR,France
+199009,3,21793,15460,28126,39,28,50,FR,France
+199008,3,26110,19342,32878,46,34,58,FR,France
+199007,3,61742,49720,73764,109,88,130,FR,France
+199006,3,399984,353345,446623,707,625,789,FR,France
+199005,3,161765,146354,177176,286,259,313,FR,France
+199004,3,287771,267698,307844,509,474,544,FR,France
+199003,3,315466,296550,334382,558,525,591,FR,France
+199002,3,345060,326087,364033,610,576,644,FR,France
+199001,3,483600,460913,506287,855,815,895,FR,France
+198952,3,581149,556023,606275,1035,990,1080,FR,France
+198951,3,821540,793846,849234,1463,1414,1512,FR,France
+198950,3,749283,723633,774933,1334,1288,1380,FR,France
+198949,3,358043,340053,376033,638,606,670,FR,France
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+198947,3,40963,33897,48029,73,60,86,FR,France
+198946,3,23547,17952,29142,42,32,52,FR,France
+198945,3,22711,16999,28423,40,30,50,FR,France
+198944,3,23405,17475,29335,42,31,53,FR,France
+198943,3,29549,23287,35811,53,42,64,FR,France
+198942,3,39410,32172,46648,70,57,83,FR,France
+198941,3,43763,35245,52281,78,63,93,FR,France
+198940,3,31453,24288,38618,56,43,69,FR,France
+198939,3,24622,18425,30819,44,33,55,FR,France
+198938,3,18296,13483,23109,33,24,42,FR,France
+198937,3,12022,8082,15962,21,14,28,FR,France
+198936,3,4769,2299,7239,8,4,12,FR,France
+198935,3,4661,1696,7626,8,3,13,FR,France
+198934,3,6039,2185,9893,11,4,18,FR,France
+198933,3,7940,3858,12022,14,7,21,FR,France
+198932,3,7114,2361,11867,13,5,21,FR,France
+198931,3,2721,0,5478,5,0,10,FR,France
+198930,3,3168,561,5775,6,1,11,FR,France
+198929,3,3909,1504,6314,7,3,11,FR,France
+198928,3,1284,105,2463,2,0,4,FR,France
+198927,3,3641,1350,5932,6,2,10,FR,France
+198926,3,5753,2885,8621,10,5,15,FR,France
+198925,3,6299,3454,9144,11,6,16,FR,France
+198924,3,6337,3537,9137,11,6,16,FR,France
+198923,3,11779,7984,15574,21,14,28,FR,France
+198922,3,9104,4764,13444,16,8,24,FR,France
+198921,3,9554,4316,14792,17,8,26,FR,France
+198920,3,6093,1023,11163,11,2,20,FR,France
+198919,3,0,,,0,,,FR,France
+198918,3,13452,1365,25539,24,2,46,FR,France
+198917,3,10949,7147,14751,19,12,26,FR,France
+198916,3,10908,7494,14322,19,13,25,FR,France
+198915,3,9667,6209,13125,17,11,23,FR,France
+198914,3,15230,10469,19991,27,19,35,FR,France
+198913,3,10564,6767,14361,19,12,26,FR,France
+198912,3,13419,9542,17296,24,17,31,FR,France
+198911,3,16633,12140,21126,30,22,38,FR,France
+198910,3,12387,8750,16024,22,16,28,FR,France
+198909,3,12895,9183,16607,23,16,30,FR,France
+198908,3,19746,15258,24234,35,27,43,FR,France
+198907,3,27277,21760,32794,49,39,59,FR,France
+198906,3,47844,40320,55368,85,72,98,FR,France
+198905,3,52840,45665,60015,94,81,107,FR,France
+198904,3,54942,47750,62134,98,85,111,FR,France
+198903,3,66010,58065,73955,118,104,132,FR,France
+198902,3,112284,102003,122565,200,182,218,FR,France
+198901,3,202266,188305,216227,360,335,385,FR,France
+198852,3,467971,447033,488909,837,800,874,FR,France
+198851,3,872748,846468,899028,1562,1515,1609,FR,France
+198850,3,1001824,974799,1028849,1793,1745,1841,FR,France
+198849,3,966523,940068,992978,1729,1682,1776,FR,France
+198848,3,637811,614785,660837,1141,1100,1182,FR,France
+198847,3,246062,231234,260890,440,413,467,FR,France
+198846,3,92484,83160,101808,165,148,182,FR,France
+198845,3,53940,46148,61732,97,83,111,FR,France
+198844,3,42106,35336,48876,75,63,87,FR,France
+198843,3,38252,31909,44595,68,57,79,FR,France
+198842,3,45495,38467,52523,81,68,94,FR,France
+198841,3,46336,39344,53328,83,70,96,FR,France
+198840,3,39882,33507,46257,71,60,82,FR,France
+198839,3,43730,36755,50705,78,66,90,FR,France
+198838,3,35243,29367,41119,63,52,74,FR,France
+198837,3,15537,11911,19163,28,22,34,FR,France
+198836,3,7539,4840,10238,13,8,18,FR,France
+198835,3,7797,4762,10832,14,9,19,FR,France
+198834,3,4950,2005,7895,9,4,14,FR,France
+198833,3,7937,3861,12013,14,7,21,FR,France
+198832,3,7033,2595,11471,13,5,21,FR,France
+198831,3,8758,3591,13925,16,7,25,FR,France
+198830,3,4205,1224,7186,8,3,13,FR,France
+198829,3,6103,1013,11193,11,2,20,FR,France
+198828,3,8562,3483,13641,15,6,24,FR,France
+198827,3,4690,2196,7184,8,4,12,FR,France
+198826,3,7065,3905,10225,13,7,19,FR,France
+198825,3,7657,4664,10650,14,9,19,FR,France
+198824,3,6676,3978,9374,12,7,17,FR,France
+198823,3,8695,5755,11635,16,11,21,FR,France
+198822,3,11566,8282,14850,21,15,27,FR,France
+198821,3,11107,7742,14472,20,14,26,FR,France
+198820,3,14118,10223,18013,25,18,32,FR,France
+198819,3,18260,13847,22673,33,25,41,FR,France
+198818,3,20415,16281,24549,37,30,44,FR,France
+198817,3,21750,17436,26064,39,31,47,FR,France
+198816,3,33730,27496,39964,60,49,71,FR,France
+198815,3,70616,61754,79478,126,110,142,FR,France
+198814,3,123868,113211,134525,222,203,241,FR,France
+198813,3,193710,181519,205901,347,325,369,FR,France
+198812,3,283445,268834,298056,507,481,533,FR,France
+198811,3,316175,300858,331492,566,539,593,FR,France
+198810,3,235142,222004,248280,421,397,445,FR,France
+198809,3,135564,125263,145865,243,225,261,FR,France
+198808,3,87753,78449,97057,157,140,174,FR,France
+198807,3,77099,68423,85775,138,122,154,FR,France
+198806,3,69349,61502,77196,124,110,138,FR,France
+198805,3,72705,64952,80458,130,116,144,FR,France
+198804,3,72818,64944,80692,130,116,144,FR,France
+198803,3,68869,60922,76816,123,109,137,FR,France
+198802,3,59743,51907,67579,107,93,121,FR,France
+198801,3,60929,52573,69285,109,94,124,FR,France
+198753,3,47257,38170,56344,85,69,101,FR,France
+198752,3,11935,2353,21517,21,4,38,FR,France
+198751,3,47744,34266,61222,86,62,110,FR,France
+198750,3,57767,50181,65353,104,90,118,FR,France
+198749,3,49380,42461,56299,89,77,101,FR,France
+198748,3,41871,35115,48627,75,63,87,FR,France
+198747,3,29688,23465,35911,53,42,64,FR,France
+198746,3,37216,30199,44233,67,54,80,FR,France
+198745,3,35456,29024,41888,64,52,76,FR,France
+198744,3,41024,33829,48219,74,61,87,FR,France
+198743,3,46356,38370,54342,83,69,97,FR,France
+198742,3,38021,30236,45806,68,54,82,FR,France
+198741,3,42021,32016,52026,76,58,94,FR,France
+198740,3,24641,15930,33352,44,28,60,FR,France
+198739,3,32328,23548,41108,58,42,74,FR,France
+198738,3,16782,11870,21694,30,21,39,FR,France
+198737,3,11208,6542,15874,20,12,28,FR,France
+198736,3,7906,4014,11798,14,7,21,FR,France
+198735,3,6149,2970,9328,11,5,17,FR,France
+198734,3,6631,2734,10528,12,5,19,FR,France
+198733,3,6404,1834,10974,12,4,20,FR,France
+198732,3,7215,2353,12077,13,4,22,FR,France
+198731,3,8233,3655,12811,15,7,23,FR,France
+198730,3,4642,1301,7983,8,2,14,FR,France
+198729,3,4389,913,7865,8,2,14,FR,France
+198728,3,2702,138,5266,5,0,10,FR,France
+198727,3,10171,5904,14438,18,10,26,FR,France
+198726,3,12341,7824,16858,22,14,30,FR,France
+198725,3,23413,15490,31336,42,28,56,FR,France
+198724,3,11289,7282,15296,20,13,27,FR,France
+198723,3,15857,10943,20771,29,20,38,FR,France
+198722,3,14887,9743,20031,27,18,36,FR,France
+198721,3,17619,12649,22589,32,23,41,FR,France
+198720,3,10344,6454,14234,19,12,26,FR,France
+198719,3,12539,7943,17135,23,15,31,FR,France
+198718,3,16095,10330,21860,29,19,39,FR,France
+198717,3,21256,14850,27662,38,26,50,FR,France
+198716,3,32416,25100,39732,58,45,71,FR,France
+198715,3,44292,36456,52128,80,66,94,FR,France
+198714,3,50642,41866,59418,91,75,107,FR,France
+198713,3,62246,52749,71743,112,95,129,FR,France
+198712,3,59625,50653,68597,107,91,123,FR,France
+198711,3,53561,45035,62087,96,81,111,FR,France
+198710,3,93067,80519,105615,167,144,190,FR,France
+198709,3,147006,133519,160493,264,240,288,FR,France
+198708,3,217779,202179,233379,391,363,419,FR,France
+198707,3,288180,270718,305642,518,487,549,FR,France
+198706,3,296702,279051,314353,533,501,565,FR,France
+198705,3,236046,219483,252609,424,394,454,FR,France
+198704,3,158333,143625,173041,285,259,311,FR,France
+198703,3,103841,91699,115983,187,165,209,FR,France
+198702,3,74213,64014,84412,133,115,151,FR,France
+198701,3,69745,59207,80283,125,106,144,FR,France
+198652,3,76263,64958,87568,138,118,158,FR,France
+198651,3,72920,63047,82793,132,114,150,FR,France
+198650,3,73413,64019,82807,133,116,150,FR,France
+198649,3,56296,48229,64363,102,87,117,FR,France
+198648,3,46031,38578,53484,83,70,96,FR,France
+198647,3,36740,29710,43770,66,53,79,FR,France
+198646,3,32134,25327,38941,58,46,70,FR,France
+198645,3,38964,31382,46546,70,56,84,FR,France
+198644,3,28646,22048,35244,52,40,64,FR,France
+198643,3,27532,20842,34222,50,38,62,FR,France
+198642,3,31815,25124,38506,57,45,69,FR,France
+198641,3,32864,25939,39789,59,47,71,FR,France
+198640,3,33516,26776,40256,60,48,72,FR,France
+198639,3,28665,22477,34853,52,41,63,FR,France
+198638,3,26615,20479,32751,48,37,59,FR,France
+198637,3,15998,10802,21194,29,20,38,FR,France
+198636,3,9182,4982,13382,17,9,25,FR,France
+198635,3,10587,4470,16704,19,8,30,FR,France
+198634,3,5762,858,10666,10,1,19,FR,France
+198633,3,3115,554,5676,6,1,11,FR,France
+198632,3,1027,0,2311,2,0,4,FR,France
+198631,3,2247,0,4574,4,0,8,FR,France
+198630,3,2346,141,4551,4,0,8,FR,France
+198629,3,3654,931,6377,7,2,12,FR,France
+198628,3,2327,0,5318,4,0,9,FR,France
+198627,3,7529,3353,11705,14,6,22,FR,France
+198626,3,8778,5106,12450,16,9,23,FR,France
+198625,3,11075,6804,15346,20,12,28,FR,France
+198624,3,11160,7252,15068,20,13,27,FR,France
+198623,3,14372,9896,18848,26,18,34,FR,France
+198622,3,9717,5594,13840,18,11,25,FR,France
+198621,3,14460,9575,19345,26,17,35,FR,France
+198620,3,17133,12106,22160,31,22,40,FR,France
+198619,3,22177,16008,28346,40,29,51,FR,France
+198618,3,31736,24115,39357,57,43,71,FR,France
+198617,3,34874,27440,42308,63,50,76,FR,France
+198616,3,41196,32894,49498,74,59,89,FR,France
+198615,3,42659,33537,51781,77,61,93,FR,France
+198614,3,49792,39728,59856,90,72,108,FR,France
+198613,3,87249,63562,110936,157,114,200,FR,France
+198612,3,124777,97237,152317,225,175,275,FR,France
+198611,3,168146,151035,185257,303,272,334,FR,France
+198610,3,257305,231225,283385,464,417,511,FR,France
+198609,3,321140,296644,345636,580,536,624,FR,France
+198608,3,448786,419219,478353,810,757,863,FR,France
+198607,3,490723,460150,521296,886,831,941,FR,France
+198606,3,439300,411764,466836,793,743,843,FR,France
+198605,3,364727,339868,389586,658,613,703,FR,France
+198604,3,348509,322464,374554,629,582,676,FR,France
+198603,3,271539,248654,294424,490,449,531,FR,France
+198602,3,178138,159344,196932,322,288,356,FR,France
+198601,3,112614,96539,128689,203,174,232,FR,France
+198552,3,86452,72250,100654,157,131,183,FR,France
+198551,3,114666,99538,129794,208,181,235,FR,France
+198550,3,86031,73604,98458,156,133,179,FR,France
+198549,3,65931,55326,76536,120,101,139,FR,France
+198548,3,68291,57581,79001,124,105,143,FR,France
+198547,3,66177,55221,77133,120,100,140,FR,France
+198546,3,70534,58788,82280,128,107,149,FR,France
+198545,3,57514,47167,67861,104,85,123,FR,France
+198544,3,67356,55744,78968,122,101,143,FR,France
+198543,3,87402,74208,100596,158,134,182,FR,France
+198542,3,76218,64604,87832,138,117,159,FR,France
+198541,3,45712,36755,54669,83,67,99,FR,France
+198540,3,49739,40335,59143,90,73,107,FR,France
+198539,3,39819,31234,48404,72,56,88,FR,France
+198538,3,27605,20614,34596,50,37,63,FR,France
+198537,3,22219,15626,28812,40,28,52,FR,France
+198536,3,27986,18992,36980,51,35,67,FR,France
+198535,3,30215,18546,41884,55,34,76,FR,France
+198534,3,40389,24786,55992,73,45,101,FR,France
+198533,3,22611,8819,36403,41,16,66,FR,France
+198532,3,7488,1851,13125,14,4,24,FR,France
+198531,3,16958,8479,25437,31,16,46,FR,France
+198530,3,11598,5507,17689,21,10,32,FR,France
+198529,3,13054,6474,19634,24,12,36,FR,France
+198528,3,14588,7659,21517,26,13,39,FR,France
+198527,3,19670,11761,27579,36,22,50,FR,France
+198526,3,18609,12637,24581,34,23,45,FR,France
+198525,3,19362,12454,26270,35,22,48,FR,France
+198524,3,19855,13577,26133,36,25,47,FR,France
+198523,3,19373,10010,28736,35,18,52,FR,France
+198522,3,24099,17190,31008,44,31,57,FR,France
+198521,3,26096,19621,32571,47,35,59,FR,France
+198520,3,27896,20885,34907,51,38,64,FR,France
+198519,3,43154,32821,53487,78,59,97,FR,France
+198518,3,40555,29935,51175,74,55,93,FR,France
+198517,3,34053,24366,43740,62,44,80,FR,France
+198516,3,50362,36451,64273,91,66,116,FR,France
+198515,3,63881,45538,82224,116,83,149,FR,France
+198514,3,134545,114400,154690,244,207,281,FR,France
+198513,3,197206,176080,218332,357,319,395,FR,France
+198512,3,245240,223304,267176,445,405,485,FR,France
+198511,3,276205,252399,300011,501,458,544,FR,France
+198510,3,353231,326279,380183,640,591,689,FR,France
+198509,3,369895,341109,398681,670,618,722,FR,France
+198508,3,389886,359529,420243,707,652,762,FR,France
+198507,3,471852,432599,511105,855,784,926,FR,France
+198506,3,565825,518011,613639,1026,939,1113,FR,France
+198505,3,637302,592795,681809,1155,1074,1236,FR,France
+198504,3,424937,390794,459080,770,708,832,FR,France
+198503,3,213901,174689,253113,388,317,459,FR,France
+198502,3,97586,80949,114223,177,147,207,FR,France
+198501,3,85489,65918,105060,155,120,190,FR,France
+198452,3,84830,60602,109058,154,110,198,FR,France
+198451,3,101726,80242,123210,185,146,224,FR,France
+198450,3,123680,101401,145959,225,184,266,FR,France
+198449,3,101073,81684,120462,184,149,219,FR,France
+198448,3,78620,60634,96606,143,110,176,FR,France
+198447,3,72029,54274,89784,131,99,163,FR,France
+198446,3,87330,67686,106974,159,123,195,FR,France
+198445,3,135223,101414,169032,246,184,308,FR,France
+198444,3,68422,20056,116788,125,37,213,FR,France
diff --git a/module3/exo2/exercice.ipynb b/module3/exo2/exercice.ipynb
index 0bbbe371b01e359e381e43239412d77bf53fb1fb..fd1261fd888032a836621ae7aada9bbe1c262d01 100644
--- a/module3/exo2/exercice.ipynb
+++ b/module3/exo2/exercice.ipynb
@@ -1,5 +1,2262 @@
 {
- "cells": [],
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Incidende de la varicelle"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    " %matplotlib inline\n",
+    "import matplotlib.pyplot as plt\n",
+    "import pandas as pd\n",
+    "import isoweek"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    " data_url = \"http://www.sentiweb.fr/datasets/incidence-PAY-7.csv\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "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>202013</td>\n",
+       "      <td>7</td>\n",
+       "      <td>8030</td>\n",
+       "      <td>5638</td>\n",
+       "      <td>10422</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>1</th>\n",
+       "      <td>202012</td>\n",
+       "      <td>7</td>\n",
+       "      <td>8192</td>\n",
+       "      <td>5822</td>\n",
+       "      <td>10562</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>202011</td>\n",
+       "      <td>7</td>\n",
+       "      <td>10198</td>\n",
+       "      <td>7568</td>\n",
+       "      <td>12828</td>\n",
+       "      <td>15</td>\n",
+       "      <td>11</td>\n",
+       "      <td>19</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>202010</td>\n",
+       "      <td>7</td>\n",
+       "      <td>9011</td>\n",
+       "      <td>6691</td>\n",
+       "      <td>11331</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>4</th>\n",
+       "      <td>202009</td>\n",
+       "      <td>7</td>\n",
+       "      <td>13631</td>\n",
+       "      <td>10544</td>\n",
+       "      <td>16718</td>\n",
+       "      <td>21</td>\n",
+       "      <td>16</td>\n",
+       "      <td>26</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>202008</td>\n",
+       "      <td>7</td>\n",
+       "      <td>10424</td>\n",
+       "      <td>7708</td>\n",
+       "      <td>13140</td>\n",
+       "      <td>16</td>\n",
+       "      <td>12</td>\n",
+       "      <td>20</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>202007</td>\n",
+       "      <td>7</td>\n",
+       "      <td>8959</td>\n",
+       "      <td>6574</td>\n",
+       "      <td>11344</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>7</th>\n",
+       "      <td>202006</td>\n",
+       "      <td>7</td>\n",
+       "      <td>9264</td>\n",
+       "      <td>6925</td>\n",
+       "      <td>11603</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>8</th>\n",
+       "      <td>202005</td>\n",
+       "      <td>7</td>\n",
+       "      <td>8505</td>\n",
+       "      <td>6314</td>\n",
+       "      <td>10696</td>\n",
+       "      <td>13</td>\n",
+       "      <td>10</td>\n",
+       "      <td>16</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>202004</td>\n",
+       "      <td>7</td>\n",
+       "      <td>7991</td>\n",
+       "      <td>5831</td>\n",
+       "      <td>10151</td>\n",
+       "      <td>12</td>\n",
+       "      <td>9</td>\n",
+       "      <td>15</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>202003</td>\n",
+       "      <td>7</td>\n",
+       "      <td>5968</td>\n",
+       "      <td>4100</td>\n",
+       "      <td>7836</td>\n",
+       "      <td>9</td>\n",
+       "      <td>6</td>\n",
+       "      <td>12</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>202002</td>\n",
+       "      <td>7</td>\n",
+       "      <td>6534</td>\n",
+       "      <td>4530</td>\n",
+       "      <td>8538</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>12</th>\n",
+       "      <td>202001</td>\n",
+       "      <td>7</td>\n",
+       "      <td>9835</td>\n",
+       "      <td>7019</td>\n",
+       "      <td>12651</td>\n",
+       "      <td>15</td>\n",
+       "      <td>11</td>\n",
+       "      <td>19</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>201952</td>\n",
+       "      <td>7</td>\n",
+       "      <td>7941</td>\n",
+       "      <td>5246</td>\n",
+       "      <td>10636</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>14</th>\n",
+       "      <td>201951</td>\n",
+       "      <td>7</td>\n",
+       "      <td>5823</td>\n",
+       "      <td>3675</td>\n",
+       "      <td>7971</td>\n",
+       "      <td>9</td>\n",
+       "      <td>6</td>\n",
+       "      <td>12</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>201950</td>\n",
+       "      <td>7</td>\n",
+       "      <td>6424</td>\n",
+       "      <td>4276</td>\n",
+       "      <td>8572</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>16</th>\n",
+       "      <td>201949</td>\n",
+       "      <td>7</td>\n",
+       "      <td>6621</td>\n",
+       "      <td>4540</td>\n",
+       "      <td>8702</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>17</th>\n",
+       "      <td>201948</td>\n",
+       "      <td>7</td>\n",
+       "      <td>5542</td>\n",
+       "      <td>3383</td>\n",
+       "      <td>7701</td>\n",
+       "      <td>8</td>\n",
+       "      <td>5</td>\n",
+       "      <td>11</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>201947</td>\n",
+       "      <td>7</td>\n",
+       "      <td>7536</td>\n",
+       "      <td>5058</td>\n",
+       "      <td>10014</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>19</th>\n",
+       "      <td>201946</td>\n",
+       "      <td>7</td>\n",
+       "      <td>2638</td>\n",
+       "      <td>1316</td>\n",
+       "      <td>3960</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>20</th>\n",
+       "      <td>201945</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4492</td>\n",
+       "      <td>2615</td>\n",
+       "      <td>6369</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>21</th>\n",
+       "      <td>201944</td>\n",
+       "      <td>7</td>\n",
+       "      <td>5728</td>\n",
+       "      <td>3627</td>\n",
+       "      <td>7829</td>\n",
+       "      <td>9</td>\n",
+       "      <td>6</td>\n",
+       "      <td>12</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>201943</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4834</td>\n",
+       "      <td>2751</td>\n",
+       "      <td>6917</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>23</th>\n",
+       "      <td>201942</td>\n",
+       "      <td>7</td>\n",
+       "      <td>6279</td>\n",
+       "      <td>3989</td>\n",
+       "      <td>8569</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>24</th>\n",
+       "      <td>201941</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4130</td>\n",
+       "      <td>2030</td>\n",
+       "      <td>6230</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>25</th>\n",
+       "      <td>201940</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4211</td>\n",
+       "      <td>2218</td>\n",
+       "      <td>6204</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>26</th>\n",
+       "      <td>201939</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3137</td>\n",
+       "      <td>1310</td>\n",
+       "      <td>4964</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>27</th>\n",
+       "      <td>201938</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3078</td>\n",
+       "      <td>1416</td>\n",
+       "      <td>4740</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>28</th>\n",
+       "      <td>201937</td>\n",
+       "      <td>7</td>\n",
+       "      <td>970</td>\n",
+       "      <td>162</td>\n",
+       "      <td>1778</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>201936</td>\n",
+       "      <td>7</td>\n",
+       "      <td>1277</td>\n",
+       "      <td>263</td>\n",
+       "      <td>2291</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>...</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>1500</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>1501</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>1502</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>1503</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>1504</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>1505</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>1506</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>1507</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>1508</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>1509</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>1510</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>1511</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>1512</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>1513</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>1514</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>1515</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>1516</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>1517</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>1518</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>1519</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>1520</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>1521</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>1522</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>1523</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>1524</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>1525</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>1526</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>1527</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>1528</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>1529</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>1530 rows × 10 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        week  indicator    inc  inc_low  inc_up  inc100  inc100_low  \\\n",
+       "0     202013          7   8030     5638   10422      12           8   \n",
+       "1     202012          7   8192     5822   10562      12           8   \n",
+       "2     202011          7  10198     7568   12828      15          11   \n",
+       "3     202010          7   9011     6691   11331      14          10   \n",
+       "4     202009          7  13631    10544   16718      21          16   \n",
+       "5     202008          7  10424     7708   13140      16          12   \n",
+       "6     202007          7   8959     6574   11344      14          10   \n",
+       "7     202006          7   9264     6925   11603      14          10   \n",
+       "8     202005          7   8505     6314   10696      13          10   \n",
+       "9     202004          7   7991     5831   10151      12           9   \n",
+       "10    202003          7   5968     4100    7836       9           6   \n",
+       "11    202002          7   6534     4530    8538      10           7   \n",
+       "12    202001          7   9835     7019   12651      15          11   \n",
+       "13    201952          7   7941     5246   10636      12           8   \n",
+       "14    201951          7   5823     3675    7971       9           6   \n",
+       "15    201950          7   6424     4276    8572      10           7   \n",
+       "16    201949          7   6621     4540    8702      10           7   \n",
+       "17    201948          7   5542     3383    7701       8           5   \n",
+       "18    201947          7   7536     5058   10014      11           7   \n",
+       "19    201946          7   2638     1316    3960       4           2   \n",
+       "20    201945          7   4492     2615    6369       7           4   \n",
+       "21    201944          7   5728     3627    7829       9           6   \n",
+       "22    201943          7   4834     2751    6917       7           4   \n",
+       "23    201942          7   6279     3989    8569      10           7   \n",
+       "24    201941          7   4130     2030    6230       6           3   \n",
+       "25    201940          7   4211     2218    6204       6           3   \n",
+       "26    201939          7   3137     1310    4964       5           2   \n",
+       "27    201938          7   3078     1416    4740       5           2   \n",
+       "28    201937          7    970      162    1778       1           0   \n",
+       "29    201936          7   1277      263    2291       2           0   \n",
+       "...      ...        ...    ...      ...     ...     ...         ...   \n",
+       "1500  199126          7  17608    11304   23912      31          20   \n",
+       "1501  199125          7  16169    10700   21638      28          18   \n",
+       "1502  199124          7  16171    10071   22271      28          17   \n",
+       "1503  199123          7  11947     7671   16223      21          13   \n",
+       "1504  199122          7  15452     9953   20951      27          17   \n",
+       "1505  199121          7  14903     8975   20831      26          16   \n",
+       "1506  199120          7  19053    12742   25364      34          23   \n",
+       "1507  199119          7  16739    11246   22232      29          19   \n",
+       "1508  199118          7  21385    13882   28888      38          25   \n",
+       "1509  199117          7  13462     8877   18047      24          16   \n",
+       "1510  199116          7  14857    10068   19646      26          18   \n",
+       "1511  199115          7  13975     9781   18169      25          18   \n",
+       "1512  199114          7  12265     7684   16846      22          14   \n",
+       "1513  199113          7   9567     6041   13093      17          11   \n",
+       "1514  199112          7  10864     7331   14397      19          13   \n",
+       "1515  199111          7  15574    11184   19964      27          19   \n",
+       "1516  199110          7  16643    11372   21914      29          20   \n",
+       "1517  199109          7  13741     8780   18702      24          15   \n",
+       "1518  199108          7  13289     8813   17765      23          15   \n",
+       "1519  199107          7  12337     8077   16597      22          15   \n",
+       "1520  199106          7  10877     7013   14741      19          12   \n",
+       "1521  199105          7  10442     6544   14340      18          11   \n",
+       "1522  199104          7   7913     4563   11263      14           8   \n",
+       "1523  199103          7  15387    10484   20290      27          18   \n",
+       "1524  199102          7  16277    11046   21508      29          20   \n",
+       "1525  199101          7  15565    10271   20859      27          18   \n",
+       "1526  199052          7  19375    13295   25455      34          23   \n",
+       "1527  199051          7  19080    13807   24353      34          25   \n",
+       "1528  199050          7  11079     6660   15498      20          12   \n",
+       "1529  199049          7   1143        0    2610       2           0   \n",
+       "\n",
+       "      inc100_up geo_insee geo_name  \n",
+       "0            16        FR   France  \n",
+       "1            16        FR   France  \n",
+       "2            19        FR   France  \n",
+       "3            18        FR   France  \n",
+       "4            26        FR   France  \n",
+       "5            20        FR   France  \n",
+       "6            18        FR   France  \n",
+       "7            18        FR   France  \n",
+       "8            16        FR   France  \n",
+       "9            15        FR   France  \n",
+       "10           12        FR   France  \n",
+       "11           13        FR   France  \n",
+       "12           19        FR   France  \n",
+       "13           16        FR   France  \n",
+       "14           12        FR   France  \n",
+       "15           13        FR   France  \n",
+       "16           13        FR   France  \n",
+       "17           11        FR   France  \n",
+       "18           15        FR   France  \n",
+       "19            6        FR   France  \n",
+       "20           10        FR   France  \n",
+       "21           12        FR   France  \n",
+       "22           10        FR   France  \n",
+       "23           13        FR   France  \n",
+       "24            9        FR   France  \n",
+       "25            9        FR   France  \n",
+       "26            8        FR   France  \n",
+       "27            8        FR   France  \n",
+       "28            2        FR   France  \n",
+       "29            4        FR   France  \n",
+       "...         ...       ...      ...  \n",
+       "1500         42        FR   France  \n",
+       "1501         38        FR   France  \n",
+       "1502         39        FR   France  \n",
+       "1503         29        FR   France  \n",
+       "1504         37        FR   France  \n",
+       "1505         36        FR   France  \n",
+       "1506         45        FR   France  \n",
+       "1507         39        FR   France  \n",
+       "1508         51        FR   France  \n",
+       "1509         32        FR   France  \n",
+       "1510         34        FR   France  \n",
+       "1511         32        FR   France  \n",
+       "1512         30        FR   France  \n",
+       "1513         23        FR   France  \n",
+       "1514         25        FR   France  \n",
+       "1515         35        FR   France  \n",
+       "1516         38        FR   France  \n",
+       "1517         33        FR   France  \n",
+       "1518         31        FR   France  \n",
+       "1519         29        FR   France  \n",
+       "1520         26        FR   France  \n",
+       "1521         25        FR   France  \n",
+       "1522         20        FR   France  \n",
+       "1523         36        FR   France  \n",
+       "1524         38        FR   France  \n",
+       "1525         36        FR   France  \n",
+       "1526         45        FR   France  \n",
+       "1527         43        FR   France  \n",
+       "1528         28        FR   France  \n",
+       "1529          5        FR   France  \n",
+       "\n",
+       "[1530 rows x 10 columns]"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "raw_data = pd.read_csv(data_url, skiprows=1)\n",
+    "raw_data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "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": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "raw_data[raw_data.isnull().any(axis=1)]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#data = raw_data.dropna().copy()\n",
+    "data = raw_data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    " def convert_week(year_and_week_int):\n",
+    "    year_and_week_str = str(year_and_week_int)\n",
+    "    year = int(year_and_week_str[:4])\n",
+    "    week = int(year_and_week_str[4:])\n",
+    "    w = isoweek.Week(year, week)\n",
+    "    return pd.Period(w.day(0), 'W')\n",
+    "\n",
+    "data['period'] = [convert_week(yw) for yw in data['week']]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "sorted_data = data.set_index('period').sort_index()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "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>2019-09-02/2019-09-08</th>\n",
+       "      <td>201936</td>\n",
+       "      <td>7</td>\n",
+       "      <td>1277</td>\n",
+       "      <td>263</td>\n",
+       "      <td>2291</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>2019-09-09/2019-09-15</th>\n",
+       "      <td>201937</td>\n",
+       "      <td>7</td>\n",
+       "      <td>970</td>\n",
+       "      <td>162</td>\n",
+       "      <td>1778</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2019-09-16/2019-09-22</th>\n",
+       "      <td>201938</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3078</td>\n",
+       "      <td>1416</td>\n",
+       "      <td>4740</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>2019-09-23/2019-09-29</th>\n",
+       "      <td>201939</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3137</td>\n",
+       "      <td>1310</td>\n",
+       "      <td>4964</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>2019-09-30/2019-10-06</th>\n",
+       "      <td>201940</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4211</td>\n",
+       "      <td>2218</td>\n",
+       "      <td>6204</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>2019-10-07/2019-10-13</th>\n",
+       "      <td>201941</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4130</td>\n",
+       "      <td>2030</td>\n",
+       "      <td>6230</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>2019-10-14/2019-10-20</th>\n",
+       "      <td>201942</td>\n",
+       "      <td>7</td>\n",
+       "      <td>6279</td>\n",
+       "      <td>3989</td>\n",
+       "      <td>8569</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>2019-10-21/2019-10-27</th>\n",
+       "      <td>201943</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4834</td>\n",
+       "      <td>2751</td>\n",
+       "      <td>6917</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>2019-10-28/2019-11-03</th>\n",
+       "      <td>201944</td>\n",
+       "      <td>7</td>\n",
+       "      <td>5728</td>\n",
+       "      <td>3627</td>\n",
+       "      <td>7829</td>\n",
+       "      <td>9</td>\n",
+       "      <td>6</td>\n",
+       "      <td>12</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2019-11-04/2019-11-10</th>\n",
+       "      <td>201945</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4492</td>\n",
+       "      <td>2615</td>\n",
+       "      <td>6369</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>2019-11-11/2019-11-17</th>\n",
+       "      <td>201946</td>\n",
+       "      <td>7</td>\n",
+       "      <td>2638</td>\n",
+       "      <td>1316</td>\n",
+       "      <td>3960</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>2019-11-18/2019-11-24</th>\n",
+       "      <td>201947</td>\n",
+       "      <td>7</td>\n",
+       "      <td>7536</td>\n",
+       "      <td>5058</td>\n",
+       "      <td>10014</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>2019-11-25/2019-12-01</th>\n",
+       "      <td>201948</td>\n",
+       "      <td>7</td>\n",
+       "      <td>5542</td>\n",
+       "      <td>3383</td>\n",
+       "      <td>7701</td>\n",
+       "      <td>8</td>\n",
+       "      <td>5</td>\n",
+       "      <td>11</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2019-12-02/2019-12-08</th>\n",
+       "      <td>201949</td>\n",
+       "      <td>7</td>\n",
+       "      <td>6621</td>\n",
+       "      <td>4540</td>\n",
+       "      <td>8702</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>2019-12-09/2019-12-15</th>\n",
+       "      <td>201950</td>\n",
+       "      <td>7</td>\n",
+       "      <td>6424</td>\n",
+       "      <td>4276</td>\n",
+       "      <td>8572</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>2019-12-16/2019-12-22</th>\n",
+       "      <td>201951</td>\n",
+       "      <td>7</td>\n",
+       "      <td>5823</td>\n",
+       "      <td>3675</td>\n",
+       "      <td>7971</td>\n",
+       "      <td>9</td>\n",
+       "      <td>6</td>\n",
+       "      <td>12</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2019-12-23/2019-12-29</th>\n",
+       "      <td>201952</td>\n",
+       "      <td>7</td>\n",
+       "      <td>7941</td>\n",
+       "      <td>5246</td>\n",
+       "      <td>10636</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>2019-12-30/2020-01-05</th>\n",
+       "      <td>202001</td>\n",
+       "      <td>7</td>\n",
+       "      <td>9835</td>\n",
+       "      <td>7019</td>\n",
+       "      <td>12651</td>\n",
+       "      <td>15</td>\n",
+       "      <td>11</td>\n",
+       "      <td>19</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-01-06/2020-01-12</th>\n",
+       "      <td>202002</td>\n",
+       "      <td>7</td>\n",
+       "      <td>6534</td>\n",
+       "      <td>4530</td>\n",
+       "      <td>8538</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>2020-01-13/2020-01-19</th>\n",
+       "      <td>202003</td>\n",
+       "      <td>7</td>\n",
+       "      <td>5968</td>\n",
+       "      <td>4100</td>\n",
+       "      <td>7836</td>\n",
+       "      <td>9</td>\n",
+       "      <td>6</td>\n",
+       "      <td>12</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-01-20/2020-01-26</th>\n",
+       "      <td>202004</td>\n",
+       "      <td>7</td>\n",
+       "      <td>7991</td>\n",
+       "      <td>5831</td>\n",
+       "      <td>10151</td>\n",
+       "      <td>12</td>\n",
+       "      <td>9</td>\n",
+       "      <td>15</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-01-27/2020-02-02</th>\n",
+       "      <td>202005</td>\n",
+       "      <td>7</td>\n",
+       "      <td>8505</td>\n",
+       "      <td>6314</td>\n",
+       "      <td>10696</td>\n",
+       "      <td>13</td>\n",
+       "      <td>10</td>\n",
+       "      <td>16</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-03/2020-02-09</th>\n",
+       "      <td>202006</td>\n",
+       "      <td>7</td>\n",
+       "      <td>9264</td>\n",
+       "      <td>6925</td>\n",
+       "      <td>11603</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>2020-02-10/2020-02-16</th>\n",
+       "      <td>202007</td>\n",
+       "      <td>7</td>\n",
+       "      <td>8959</td>\n",
+       "      <td>6574</td>\n",
+       "      <td>11344</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>2020-02-17/2020-02-23</th>\n",
+       "      <td>202008</td>\n",
+       "      <td>7</td>\n",
+       "      <td>10424</td>\n",
+       "      <td>7708</td>\n",
+       "      <td>13140</td>\n",
+       "      <td>16</td>\n",
+       "      <td>12</td>\n",
+       "      <td>20</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-24/2020-03-01</th>\n",
+       "      <td>202009</td>\n",
+       "      <td>7</td>\n",
+       "      <td>13631</td>\n",
+       "      <td>10544</td>\n",
+       "      <td>16718</td>\n",
+       "      <td>21</td>\n",
+       "      <td>16</td>\n",
+       "      <td>26</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-03-02/2020-03-08</th>\n",
+       "      <td>202010</td>\n",
+       "      <td>7</td>\n",
+       "      <td>9011</td>\n",
+       "      <td>6691</td>\n",
+       "      <td>11331</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>2020-03-09/2020-03-15</th>\n",
+       "      <td>202011</td>\n",
+       "      <td>7</td>\n",
+       "      <td>10198</td>\n",
+       "      <td>7568</td>\n",
+       "      <td>12828</td>\n",
+       "      <td>15</td>\n",
+       "      <td>11</td>\n",
+       "      <td>19</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-03-16/2020-03-22</th>\n",
+       "      <td>202012</td>\n",
+       "      <td>7</td>\n",
+       "      <td>8192</td>\n",
+       "      <td>5822</td>\n",
+       "      <td>10562</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>2020-03-23/2020-03-29</th>\n",
+       "      <td>202013</td>\n",
+       "      <td>7</td>\n",
+       "      <td>8030</td>\n",
+       "      <td>5638</td>\n",
+       "      <td>10422</td>\n",
+       "      <td>12</td>\n",
+       "      <td>8</td>\n",
+       "      <td>16</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>1530 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",
+       "2019-09-02/2019-09-08  201936          7   1277      263    2291       2   \n",
+       "2019-09-09/2019-09-15  201937          7    970      162    1778       1   \n",
+       "2019-09-16/2019-09-22  201938          7   3078     1416    4740       5   \n",
+       "2019-09-23/2019-09-29  201939          7   3137     1310    4964       5   \n",
+       "2019-09-30/2019-10-06  201940          7   4211     2218    6204       6   \n",
+       "2019-10-07/2019-10-13  201941          7   4130     2030    6230       6   \n",
+       "2019-10-14/2019-10-20  201942          7   6279     3989    8569      10   \n",
+       "2019-10-21/2019-10-27  201943          7   4834     2751    6917       7   \n",
+       "2019-10-28/2019-11-03  201944          7   5728     3627    7829       9   \n",
+       "2019-11-04/2019-11-10  201945          7   4492     2615    6369       7   \n",
+       "2019-11-11/2019-11-17  201946          7   2638     1316    3960       4   \n",
+       "2019-11-18/2019-11-24  201947          7   7536     5058   10014      11   \n",
+       "2019-11-25/2019-12-01  201948          7   5542     3383    7701       8   \n",
+       "2019-12-02/2019-12-08  201949          7   6621     4540    8702      10   \n",
+       "2019-12-09/2019-12-15  201950          7   6424     4276    8572      10   \n",
+       "2019-12-16/2019-12-22  201951          7   5823     3675    7971       9   \n",
+       "2019-12-23/2019-12-29  201952          7   7941     5246   10636      12   \n",
+       "2019-12-30/2020-01-05  202001          7   9835     7019   12651      15   \n",
+       "2020-01-06/2020-01-12  202002          7   6534     4530    8538      10   \n",
+       "2020-01-13/2020-01-19  202003          7   5968     4100    7836       9   \n",
+       "2020-01-20/2020-01-26  202004          7   7991     5831   10151      12   \n",
+       "2020-01-27/2020-02-02  202005          7   8505     6314   10696      13   \n",
+       "2020-02-03/2020-02-09  202006          7   9264     6925   11603      14   \n",
+       "2020-02-10/2020-02-16  202007          7   8959     6574   11344      14   \n",
+       "2020-02-17/2020-02-23  202008          7  10424     7708   13140      16   \n",
+       "2020-02-24/2020-03-01  202009          7  13631    10544   16718      21   \n",
+       "2020-03-02/2020-03-08  202010          7   9011     6691   11331      14   \n",
+       "2020-03-09/2020-03-15  202011          7  10198     7568   12828      15   \n",
+       "2020-03-16/2020-03-22  202012          7   8192     5822   10562      12   \n",
+       "2020-03-23/2020-03-29  202013          7   8030     5638   10422      12   \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",
+       "2019-09-02/2019-09-08           0          4        FR   France  \n",
+       "2019-09-09/2019-09-15           0          2        FR   France  \n",
+       "2019-09-16/2019-09-22           2          8        FR   France  \n",
+       "2019-09-23/2019-09-29           2          8        FR   France  \n",
+       "2019-09-30/2019-10-06           3          9        FR   France  \n",
+       "2019-10-07/2019-10-13           3          9        FR   France  \n",
+       "2019-10-14/2019-10-20           7         13        FR   France  \n",
+       "2019-10-21/2019-10-27           4         10        FR   France  \n",
+       "2019-10-28/2019-11-03           6         12        FR   France  \n",
+       "2019-11-04/2019-11-10           4         10        FR   France  \n",
+       "2019-11-11/2019-11-17           2          6        FR   France  \n",
+       "2019-11-18/2019-11-24           7         15        FR   France  \n",
+       "2019-11-25/2019-12-01           5         11        FR   France  \n",
+       "2019-12-02/2019-12-08           7         13        FR   France  \n",
+       "2019-12-09/2019-12-15           7         13        FR   France  \n",
+       "2019-12-16/2019-12-22           6         12        FR   France  \n",
+       "2019-12-23/2019-12-29           8         16        FR   France  \n",
+       "2019-12-30/2020-01-05          11         19        FR   France  \n",
+       "2020-01-06/2020-01-12           7         13        FR   France  \n",
+       "2020-01-13/2020-01-19           6         12        FR   France  \n",
+       "2020-01-20/2020-01-26           9         15        FR   France  \n",
+       "2020-01-27/2020-02-02          10         16        FR   France  \n",
+       "2020-02-03/2020-02-09          10         18        FR   France  \n",
+       "2020-02-10/2020-02-16          10         18        FR   France  \n",
+       "2020-02-17/2020-02-23          12         20        FR   France  \n",
+       "2020-02-24/2020-03-01          16         26        FR   France  \n",
+       "2020-03-02/2020-03-08          10         18        FR   France  \n",
+       "2020-03-09/2020-03-15          11         19        FR   France  \n",
+       "2020-03-16/2020-03-22           8         16        FR   France  \n",
+       "2020-03-23/2020-03-29           8         16        FR   France  \n",
+       "\n",
+       "[1530 rows x 10 columns]"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "sorted_data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "periods = sorted_data.index\n",
+    "for p1, p2 in zip(periods[:-1], periods[1:]):\n",
+    "    delta = p2.to_timestamp() - p1.end_time\n",
+    "    if delta > pd.Timedelta('1s'):\n",
+    "        print(p1, p2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7f6c431cfa90>"
+      ]
+     },
+     "execution_count": 10,
+     "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": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "first_august_week = [pd.Period(pd.Timestamp(y, 8, 1), 'W')\n",
+    "                     for y in range(1990,\n",
+    "                                    sorted_data.index[-1].year)]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "year = []\n",
+    "yearly_incidence = []\n",
+    "for week1, week2 in zip(first_august_week[:-1],\n",
+    "                        first_august_week[1:]):\n",
+    "    one_year = sorted_data['inc'][week1:week2-1]\n",
+    "    yearly_incidence.append(one_year.sum())\n",
+    "    year.append(week2.year)\n",
+    "yearly_incidence = pd.Series(data=yearly_incidence, index=year)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7f6c40b76e80>"
+      ]
+     },
+     "execution_count": 13,
+     "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": 14,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "2002    502271\n",
+       "1991    507329\n",
+       "2018    543281\n",
+       "1996    553859\n",
+       "2017    557449\n",
+       "2019    584926\n",
+       "2000    605096\n",
+       "2015    613286\n",
+       "2012    620315\n",
+       "2011    645042\n",
+       "1995    648598\n",
+       "2001    650660\n",
+       "1993    653058\n",
+       "2005    654308\n",
+       "2006    657482\n",
+       "1998    660316\n",
+       "2014    673458\n",
+       "1997    679308\n",
+       "1994    682920\n",
+       "2007    701566\n",
+       "2013    708874\n",
+       "2004    736266\n",
+       "2008    745701\n",
+       "2003    770211\n",
+       "2016    780645\n",
+       "1999    784963\n",
+       "1992    821558\n",
+       "2009    822819\n",
+       "2010    848236\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    " yearly_incidence.sort_values()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
  "metadata": {
   "kernelspec": {
    "display_name": "Python 3",
@@ -16,10 +2273,9 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.6.3"
+   "version": "3.6.4"
   }
  },
  "nbformat": 4,
  "nbformat_minor": 2
 }
-