diff --git "a/module3/exo1/S:\\Formations\\Recherche reproductible\\incidence-PAY-7.csv" "b/module3/exo1/S:\\Formations\\Recherche reproductible\\incidence-PAY-7.csv"
new file mode 100644
index 0000000000000000000000000000000000000000..0a0cdc796dc8b13cd9eed29122b6e5c665dd4348
--- /dev/null
+++ "b/module3/exo1/S:\\Formations\\Recherche reproductible\\incidence-PAY-7.csv"	
@@ -0,0 +1,1902 @@
+# @source="réseau Sentinelles, INSERM, Sorbonne Université, http://www.sentiweb.fr", @meta={"period":[198444,202112],"geo":["PAY","1"],"geo_ref":"insee","indicator":"3","type":"all","conf_int":true,"compact":false}, @date=2021-04-02T14:17:39+02:00
+week,indicator,inc,inc_low,inc_up,inc100,inc100_low,inc100_up,geo_insee,geo_name
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+202019,3,11679,8722,14636,18,14,22,FR,France
+202018,3,16398,12851,19945,25,20,30,FR,France
+202017,3,18082,14454,21710,27,21,33,FR,France
+202016,3,24165,19893,28437,37,31,43,FR,France
+202015,3,41049,35377,46721,62,53,71,FR,France
+202014,3,71666,64531,78801,109,98,120,FR,France
+202013,3,107742,99187,116297,164,151,177,FR,France
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+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
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+200920,3,9482,5804,13160,15,9,21,FR,France
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+200913,3,27737,20781,34693,44,33,55,FR,France
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+200440,3,25639,17291,33987,43,29,57,FR,France
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+200430,3,3557,642,6472,6,1,11,FR,France
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+200428,3,6358,2224,10492,11,4,18,FR,France
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+199730,3,2116,0,4919,4,0,9,FR,France
+199729,3,1973,0,4347,3,0,7,FR,France
+199728,3,1560,216,2904,3,1,5,FR,France
+199727,3,2540,754,4326,4,1,7,FR,France
+199726,3,5582,2699,8465,10,5,15,FR,France
+199725,3,4012,1090,6934,7,2,12,FR,France
+199724,3,4696,1824,7568,8,3,13,FR,France
+199723,3,4709,2136,7282,8,4,12,FR,France
+199722,3,2283,665,3901,4,1,7,FR,France
+199721,3,2108,664,3552,4,2,6,FR,France
+199720,3,3257,1519,4995,6,3,9,FR,France
+199719,3,4646,2436,6856,8,4,12,FR,France
+199718,3,5246,2764,7728,9,5,13,FR,France
+199717,3,14236,9906,18566,24,17,31,FR,France
+199716,3,12169,8111,16227,21,14,28,FR,France
+199715,3,9516,6192,12840,16,10,22,FR,France
+199714,3,13602,9659,17545,23,16,30,FR,France
+199713,3,18032,13345,22719,31,23,39,FR,France
+199712,3,17199,12707,21691,30,22,38,FR,France
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+199651,3,640627,617388,663866,1106,1066,1146,FR,France
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+199645,3,25551,20136,30966,44,35,53,FR,France
+199644,3,10753,7230,14276,19,13,25,FR,France
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+199642,3,11929,8472,15386,21,15,27,FR,France
+199641,3,9918,6674,13162,17,11,23,FR,France
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+199638,3,9470,5965,12975,16,10,22,FR,France
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+199633,3,540,0,1246,1,0,2,FR,France
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+199631,3,3010,752,5268,5,1,9,FR,France
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+199629,3,1559,144,2974,3,1,5,FR,France
+199628,3,3109,541,5677,5,1,9,FR,France
+199627,3,4456,1595,7317,8,3,13,FR,France
+199626,3,2871,1138,4604,5,2,8,FR,France
+199625,3,2308,856,3760,4,1,7,FR,France
+199624,3,2490,1067,3913,4,2,6,FR,France
+199623,3,2819,1262,4376,5,2,8,FR,France
+199622,3,4005,1984,6026,7,4,10,FR,France
+199621,3,7042,4291,9793,12,7,17,FR,France
+199620,3,10619,7365,13873,18,12,24,FR,France
+199619,3,11898,8065,15731,21,14,28,FR,France
+199618,3,18338,13352,23324,32,23,41,FR,France
+199617,3,24954,19100,30808,43,33,53,FR,France
+199616,3,29313,23868,34758,51,42,60,FR,France
+199615,3,51703,43644,59762,89,75,103,FR,France
+199614,3,44414,36774,52054,77,64,90,FR,France
+199613,3,30622,25062,36182,53,43,63,FR,France
+199612,3,31818,25852,37784,55,45,65,FR,France
+199611,3,24427,19499,29355,42,33,51,FR,France
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+199609,3,19594,15228,23960,34,26,42,FR,France
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+199607,3,23041,18338,27744,40,32,48,FR,France
+199606,3,21810,17153,26467,38,30,46,FR,France
+199605,3,25275,20410,30140,44,36,52,FR,France
+199604,3,43359,36948,49770,75,64,86,FR,France
+199603,3,54691,48016,61366,94,82,106,FR,France
+199602,3,105606,96106,115106,182,166,198,FR,France
+199601,3,223830,209274,238386,386,361,411,FR,France
+199552,3,397122,378252,415992,688,655,721,FR,France
+199551,3,749988,725434,774542,1299,1256,1342,FR,France
+199550,3,604926,583100,626752,1047,1009,1085,FR,France
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+199548,3,206446,193457,219435,357,335,379,FR,France
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+199546,3,62380,55042,69718,108,95,121,FR,France
+199545,3,29791,24523,35059,52,43,61,FR,France
+199544,3,13168,9820,16516,23,17,29,FR,France
+199543,3,16188,12389,19987,28,21,35,FR,France
+199542,3,15178,11387,18969,26,19,33,FR,France
+199541,3,14980,10851,19109,26,19,33,FR,France
+199540,3,16245,11610,20880,28,20,36,FR,France
+199539,3,18499,13844,23154,32,24,40,FR,France
+199538,3,13123,9410,16836,23,17,29,FR,France
+199537,3,4895,2666,7124,8,4,12,FR,France
+199536,3,3659,1574,5744,6,2,10,FR,France
+199535,3,2496,644,4348,4,1,7,FR,France
+199534,3,1887,214,3560,3,0,6,FR,France
+199533,3,905,0,2007,2,0,4,FR,France
+199532,3,700,0,1699,1,0,3,FR,France
+199531,3,1946,92,3800,3,0,6,FR,France
+199530,3,1898,46,3750,3,0,6,FR,France
+199529,3,2148,687,3609,4,1,7,FR,France
+199528,3,3312,1430,5194,6,3,9,FR,France
+199527,3,4853,2683,7023,8,4,12,FR,France
+199526,3,4986,2911,7061,9,5,13,FR,France
+199525,3,4571,2520,6622,8,4,12,FR,France
+199524,3,8058,5054,11062,14,9,19,FR,France
+199523,3,13820,9801,17839,24,17,31,FR,France
+199522,3,14124,9999,18249,24,17,31,FR,France
+199521,3,11931,8655,15207,21,15,27,FR,France
+199520,3,18846,14311,23381,33,25,41,FR,France
+199519,3,26261,21488,31034,45,37,53,FR,France
+199518,3,39231,33258,45204,68,58,78,FR,France
+199517,3,88640,79343,97937,153,137,169,FR,France
+199516,3,140488,129439,151537,243,224,262,FR,France
+199515,3,181007,169110,192904,313,292,334,FR,France
+199514,3,248704,235144,262264,431,408,454,FR,France
+199513,3,209839,197191,222487,363,341,385,FR,France
+199512,3,122434,112497,132371,212,195,229,FR,France
+199511,3,81730,73346,90114,142,127,157,FR,France
+199510,3,49387,42703,56071,86,74,98,FR,France
+199509,3,39696,33259,46133,69,58,80,FR,France
+199508,3,38008,32225,43791,66,56,76,FR,France
+199507,3,30550,25479,35621,53,44,62,FR,France
+199506,3,37351,32007,42695,65,56,74,FR,France
+199505,3,27876,23218,32534,48,40,56,FR,France
+199504,3,27643,22818,32468,48,40,56,FR,France
+199503,3,24844,20391,29297,43,35,51,FR,France
+199502,3,23480,19249,27711,41,34,48,FR,France
+199501,3,26556,21916,31196,46,38,54,FR,France
+199452,3,22036,17495,26577,38,30,46,FR,France
+199451,3,26912,21750,32074,47,38,56,FR,France
+199450,3,28831,23470,34192,50,41,59,FR,France
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+199446,3,14252,10525,17979,25,19,31,FR,France
+199445,3,12152,8448,15856,21,15,27,FR,France
+199444,3,11307,7688,14926,20,14,26,FR,France
+199443,3,11254,8002,14506,20,14,26,FR,France
+199442,3,14406,10653,18159,25,18,32,FR,France
+199441,3,14073,10341,17805,24,18,30,FR,France
+199440,3,15962,11850,20074,28,21,35,FR,France
+199439,3,15878,11643,20113,28,21,35,FR,France
+199438,3,15366,11100,19632,27,20,34,FR,France
+199437,3,5949,3561,8337,10,6,14,FR,France
+199436,3,2806,1133,4479,5,2,8,FR,France
+199435,3,4556,2358,6754,8,4,12,FR,France
+199434,3,3459,1444,5474,6,2,10,FR,France
+199433,3,4272,977,7567,7,1,13,FR,France
+199432,3,4786,1613,7959,8,2,14,FR,France
+199431,3,5027,1580,8474,9,3,15,FR,France
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+199429,3,1188,0,2384,2,0,4,FR,France
+199428,3,1581,316,2846,3,1,5,FR,France
+199427,3,713,0,1459,1,0,2,FR,France
+199426,3,990,80,1900,2,0,4,FR,France
+199425,3,5431,3222,7640,9,5,13,FR,France
+199424,3,6288,3723,8853,11,7,15,FR,France
+199423,3,6440,1052,11828,11,2,20,FR,France
+199422,3,845,0,2449,1,0,4,FR,France
+199421,3,2197,395,3999,4,1,7,FR,France
+199420,3,2217,852,3582,4,2,6,FR,France
+199419,3,1483,406,2560,3,1,5,FR,France
+199418,3,3705,1940,5470,6,3,9,FR,France
+199417,3,2288,1064,3512,4,2,6,FR,France
+199416,3,5156,3176,7136,9,6,12,FR,France
+199415,3,6952,4678,9226,12,8,16,FR,France
+199414,3,4671,2784,6558,8,5,11,FR,France
+199413,3,3343,1641,5045,6,3,9,FR,France
+199412,3,4305,2412,6198,7,4,10,FR,France
+199411,3,5399,3327,7471,9,5,13,FR,France
+199410,3,4548,2529,6567,8,4,12,FR,France
+199409,3,5635,3251,8019,10,6,14,FR,France
+199408,3,9539,6652,12426,17,12,22,FR,France
+199407,3,14639,11188,18090,25,19,31,FR,France
+199406,3,17308,13395,21221,30,23,37,FR,France
+199405,3,18489,14290,22688,32,25,39,FR,France
+199404,3,23712,19048,28376,41,33,49,FR,France
+199403,3,29882,24817,34947,52,43,61,FR,France
+199402,3,47402,41415,53389,82,72,92,FR,France
+199401,3,118119,108182,128056,205,188,222,FR,France
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+199351,3,377472,359792,395152,658,627,689,FR,France
+199350,3,627639,607097,648181,1094,1058,1130,FR,France
+199349,3,898045,873419,922671,1565,1522,1608,FR,France
+199348,3,527582,507752,547412,920,885,955,FR,France
+199347,3,241371,226769,255973,421,396,446,FR,France
+199346,3,76034,68003,84065,133,119,147,FR,France
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+199344,3,17832,14015,21649,31,24,38,FR,France
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+199342,3,19187,14893,23481,33,26,40,FR,France
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+199340,3,13805,10348,17262,24,18,30,FR,France
+199339,3,14783,11173,18393,26,20,32,FR,France
+199338,3,10492,7329,13655,18,12,24,FR,France
+199337,3,7023,4503,9543,12,8,16,FR,France
+199336,3,4361,2445,6277,8,5,11,FR,France
+199335,3,5589,3066,8112,10,6,14,FR,France
+199334,3,2984,1209,4759,5,2,8,FR,France
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+199330,3,4055,1907,6203,7,3,11,FR,France
+199329,3,3714,1668,5760,6,2,10,FR,France
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+199327,3,2574,918,4230,4,1,7,FR,France
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+199322,3,3432,1849,5015,6,3,9,FR,France
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+199320,3,5137,3157,7117,9,6,12,FR,France
+199319,3,4593,2725,6461,8,5,11,FR,France
+199318,3,5027,3075,6979,9,6,12,FR,France
+199317,3,8111,5138,11084,14,9,19,FR,France
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+199315,3,22181,17147,27215,39,30,48,FR,France
+199314,3,38266,30865,45667,67,54,80,FR,France
+199313,3,62987,54506,71468,110,95,125,FR,France
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+199301,3,75288,67244,83332,131,117,145,FR,France
+199253,3,56622,49107,64137,99,86,112,FR,France
+199252,3,49588,42568,56608,87,75,99,FR,France
+199251,3,41156,35024,47288,72,61,83,FR,France
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+199249,3,39146,33847,44445,69,60,78,FR,France
+199248,3,32392,27499,37285,57,48,66,FR,France
+199247,3,26276,21797,30755,46,38,54,FR,France
+199246,3,22758,18462,27054,40,32,48,FR,France
+199245,3,22023,17804,26242,39,32,46,FR,France
+199244,3,27619,22945,32293,48,40,56,FR,France
+199243,3,24969,20704,29234,44,37,51,FR,France
+199242,3,29980,25261,34699,52,44,60,FR,France
+199241,3,24091,19953,28229,42,35,49,FR,France
+199240,3,17593,13885,21301,31,25,37,FR,France
+199239,3,13535,10301,16769,24,18,30,FR,France
+199238,3,9837,7106,12568,17,12,22,FR,France
+199237,3,7480,5130,9830,13,9,17,FR,France
+199236,3,5155,2958,7352,9,5,13,FR,France
+199235,3,6383,3687,9079,11,6,16,FR,France
+199234,3,2953,922,4984,5,1,9,FR,France
+199233,3,4046,1549,6543,7,3,11,FR,France
+199232,3,4963,2215,7711,9,4,14,FR,France
+199231,3,4233,1733,6733,7,3,11,FR,France
+199230,3,3091,1145,5037,5,2,8,FR,France
+199229,3,3586,1583,5589,6,2,10,FR,France
+199228,3,4179,2133,6225,7,3,11,FR,France
+199227,3,5568,3134,8002,10,6,14,FR,France
+199226,3,5886,3229,8543,10,5,15,FR,France
+199225,3,5304,2805,7803,9,5,13,FR,France
+199224,3,5928,3482,8374,10,6,14,FR,France
+199223,3,3914,1855,5973,7,3,11,FR,France
+199222,3,4899,2641,7157,9,5,13,FR,France
+199221,3,5059,2889,7229,9,5,13,FR,France
+199220,3,4308,2226,6390,8,4,12,FR,France
+199219,3,2982,1181,4783,5,2,8,FR,France
+199218,3,3887,1777,5997,7,3,11,FR,France
+199217,3,3614,1216,6012,6,2,10,FR,France
+199216,3,5460,2934,7986,10,6,14,FR,France
+199215,3,8642,5029,12255,15,9,21,FR,France
+199214,3,11346,7536,15156,20,13,27,FR,France
+199213,3,11693,8096,15290,20,14,26,FR,France
+199212,3,11752,7834,15670,21,14,28,FR,France
+199211,3,11689,7575,15803,20,13,27,FR,France
+199210,3,19224,12971,25477,34,23,45,FR,France
+199209,3,26629,20275,32983,47,36,58,FR,France
+199208,3,37667,30887,44447,66,54,78,FR,France
+199207,3,57312,48777,65847,100,85,115,FR,France
+199206,3,112450,99989,124911,197,175,219,FR,France
+199205,3,165474,151342,179606,290,265,315,FR,France
+199204,3,147959,133595,162323,259,234,284,FR,France
+199203,3,137893,122944,152842,241,215,267,FR,France
+199202,3,185852,166558,205146,325,291,359,FR,France
+199201,3,247688,222574,272802,434,390,478,FR,France
+199152,3,349815,325499,374131,615,572,658,FR,France
+199151,3,378413,355928,400898,666,626,706,FR,France
+199150,3,198721,182878,214564,350,322,378,FR,France
+199149,3,93903,82992,104814,165,146,184,FR,France
+199148,3,45173,37384,52962,79,65,93,FR,France
+199147,3,35691,28224,43158,63,50,76,FR,France
+199146,3,23685,17531,29839,42,31,53,FR,France
+199145,3,19565,13551,25579,34,23,45,FR,France
+199144,3,21571,15477,27665,38,27,49,FR,France
+199143,3,28842,21958,35726,51,39,63,FR,France
+199142,3,27483,20385,34581,48,36,60,FR,France
+199141,3,28185,20655,35715,50,37,63,FR,France
+199140,3,26740,16049,37431,47,28,66,FR,France
+199139,3,14373,8734,20012,25,15,35,FR,France
+199138,3,7460,3700,11220,13,6,20,FR,France
+199137,3,2429,434,4424,4,0,8,FR,France
+199136,3,2380,0,4882,4,0,8,FR,France
+199135,3,2372,0,5025,4,0,9,FR,France
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+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
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+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/S:\\Formations\\Recherche reproductible\\incidence-PAY-7.csv" "b/module3/exo2/S:\\Formations\\Recherche reproductible\\incidence-PAY-7.csv"
new file mode 100644
index 0000000000000000000000000000000000000000..ab4a367bd860d29a709d3210bb0637091c3aea3d
--- /dev/null
+++ "b/module3/exo2/S:\\Formations\\Recherche reproductible\\incidence-PAY-7.csv"	
@@ -0,0 +1,1584 @@
+# @source="réseau Sentinelles, INSERM, Sorbonne Université, http://www.sentiweb.fr", @meta={"period":[199049,202112],"geo":["PAY","1"],"geo_ref":"insee","indicator":"7","type":"all","conf_int":true,"compact":false}, @date=2021-04-02T14:16:13+02:00
+week,indicator,inc,inc_low,inc_up,inc100,inc100_low,inc100_up,geo_insee,geo_name
+202112,7,14023,9841,18205,21,15,27,FR,France
+202111,7,9501,6752,12250,14,10,18,FR,France
+202110,7,9056,6452,11660,14,10,18,FR,France
+202109,7,10988,7938,14038,17,12,22,FR,France
+202108,7,11281,8361,14201,17,13,21,FR,France
+202107,7,13561,10315,16807,21,16,26,FR,France
+202106,7,13401,9810,16992,20,15,25,FR,France
+202105,7,12210,8988,15432,18,13,23,FR,France
+202104,7,12026,8826,15226,18,13,23,FR,France
+202103,7,8913,6375,11451,13,9,17,FR,France
+202102,7,7795,5430,10160,12,8,16,FR,France
+202101,7,10525,7750,13300,16,12,20,FR,France
+202053,7,11978,8406,15550,18,13,23,FR,France
+202052,7,12012,8285,15739,18,12,24,FR,France
+202051,7,10564,7574,13554,16,11,21,FR,France
+202050,7,7063,4744,9382,11,7,15,FR,France
+202049,7,5026,3145,6907,8,5,11,FR,France
+202048,7,6683,4312,9054,10,6,14,FR,France
+202047,7,4999,2963,7035,8,5,11,FR,France
+202046,7,3752,1963,5541,6,3,9,FR,France
+202045,7,3696,2016,5376,6,3,9,FR,France
+202044,7,4391,2375,6407,7,4,10,FR,France
+202043,7,4376,2505,6247,7,4,10,FR,France
+202042,7,4000,1979,6021,6,3,9,FR,France
+202041,7,3961,2099,5823,6,3,9,FR,France
+202040,7,2078,675,3481,3,1,5,FR,France
+202039,7,1049,237,1861,2,1,3,FR,France
+202038,7,2251,781,3721,3,1,5,FR,France
+202037,7,1584,405,2763,2,0,4,FR,France
+202036,7,919,100,1738,1,0,2,FR,France
+202035,7,828,0,1694,1,0,2,FR,France
+202034,7,2272,371,4173,3,0,6,FR,France
+202033,7,1284,177,2391,2,0,4,FR,France
+202032,7,2650,689,4611,4,1,7,FR,France
+202031,7,1303,100,2506,2,0,4,FR,France
+202030,7,1385,75,2695,2,0,4,FR,France
+202029,7,841,10,1672,1,0,2,FR,France
+202028,7,728,0,1515,1,0,2,FR,France
+202027,7,986,149,1823,1,0,2,FR,France
+202026,7,694,0,1454,1,0,2,FR,France
+202025,7,228,0,597,0,0,1,FR,France
+202024,7,388,0,959,1,0,2,FR,France
+202023,7,558,1,1115,1,0,2,FR,France
+202022,7,277,0,633,0,0,1,FR,France
+202021,7,602,36,1168,1,0,2,FR,France
+202020,7,824,20,1628,1,0,2,FR,France
+202019,7,310,0,753,0,0,1,FR,France
+202018,7,849,98,1600,1,0,2,FR,France
+202017,7,272,0,658,0,0,1,FR,France
+202016,7,758,78,1438,1,0,2,FR,France
+202015,7,1918,675,3161,3,1,5,FR,France
+202014,7,3879,2227,5531,6,3,9,FR,France
+202013,7,7326,5236,9416,11,8,14,FR,France
+202012,7,8123,5790,10456,12,8,16,FR,France
+202011,7,10198,7568,12828,15,11,19,FR,France
+202010,7,9011,6691,11331,14,10,18,FR,France
+202009,7,13631,10544,16718,21,16,26,FR,France
+202008,7,10424,7708,13140,16,12,20,FR,France
+202007,7,8959,6574,11344,14,10,18,FR,France
+202006,7,9264,6925,11603,14,10,18,FR,France
+202005,7,8505,6314,10696,13,10,16,FR,France
+202004,7,7991,5831,10151,12,9,15,FR,France
+202003,7,5968,4100,7836,9,6,12,FR,France
+202002,7,6534,4530,8538,10,7,13,FR,France
+202001,7,9835,7019,12651,15,11,19,FR,France
+201952,7,7941,5246,10636,12,8,16,FR,France
+201951,7,5823,3675,7971,9,6,12,FR,France
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+201947,7,7536,5058,10014,11,7,15,FR,France
+201946,7,2638,1316,3960,4,2,6,FR,France
+201945,7,4492,2615,6369,7,4,10,FR,France
+201944,7,5728,3627,7829,9,6,12,FR,France
+201943,7,4834,2751,6917,7,4,10,FR,France
+201942,7,6279,3989,8569,10,7,13,FR,France
+201941,7,4130,2030,6230,6,3,9,FR,France
+201940,7,4211,2218,6204,6,3,9,FR,France
+201939,7,3137,1310,4964,5,2,8,FR,France
+201938,7,3078,1416,4740,5,2,8,FR,France
+201937,7,970,162,1778,1,0,2,FR,France
+201936,7,1277,263,2291,2,0,4,FR,France
+201935,7,922,0,1857,1,0,2,FR,France
+201934,7,1997,605,3389,3,1,5,FR,France
+201933,7,3279,1103,5455,5,2,8,FR,France
+201932,7,3627,1576,5678,6,3,9,FR,France
+201931,7,7611,4605,10617,12,7,17,FR,France
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+201928,7,11251,7604,14898,17,11,23,FR,France
+201927,7,16602,12349,20855,25,19,31,FR,France
+201926,7,18851,14491,23211,29,22,36,FR,France
+201925,7,18309,13972,22646,28,21,35,FR,France
+201924,7,13382,9659,17105,20,14,26,FR,France
+201923,7,19264,15027,23501,29,23,35,FR,France
+201922,7,16861,12783,20939,26,20,32,FR,France
+201921,7,17572,13140,22004,27,20,34,FR,France
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+201917,7,15868,11815,19921,24,18,30,FR,France
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+201915,7,21449,16525,26373,33,26,40,FR,France
+201914,7,16131,12254,20008,25,19,31,FR,France
+201913,7,17264,13409,21119,26,20,32,FR,France
+201912,7,14133,10499,17767,21,15,27,FR,France
+201911,7,12655,9528,15782,19,14,24,FR,France
+201910,7,14062,10547,17577,21,16,26,FR,France
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+201908,7,17186,13156,21216,26,20,32,FR,France
+201907,7,10206,7388,13024,16,12,20,FR,France
+201906,7,13504,10402,16606,21,16,26,FR,France
+201905,7,12799,9843,15755,19,15,23,FR,France
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+201903,7,8616,6114,11118,13,9,17,FR,France
+201902,7,12005,9035,14975,18,13,23,FR,France
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+201837,7,1891,501,3281,3,1,5,FR,France
+201836,7,559,0,1335,1,0,2,FR,France
+201835,7,872,0,1916,1,0,3,FR,France
+201834,7,3736,1415,6057,6,2,10,FR,France
+201833,7,3803,1130,6476,6,2,10,FR,France
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+201825,7,11282,7840,14724,17,12,22,FR,France
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+201823,7,9511,6385,12637,14,9,19,FR,France
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+201816,7,18341,13836,22846,28,21,35,FR,France
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+201803,7,7972,5473,10471,12,8,16,FR,France
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+199215,7,15473,10723,20223,27,19,35,FR,France
+199214,7,14455,10040,18870,25,17,33,FR,France
+199213,7,17146,12105,22187,30,21,39,FR,France
+199212,7,15838,10923,20753,28,19,37,FR,France
+199211,7,20003,13824,26182,35,24,46,FR,France
+199210,7,22906,16060,29752,40,28,52,FR,France
+199209,7,21824,15687,27961,38,27,49,FR,France
+199208,7,15243,10265,20221,27,18,36,FR,France
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+199206,7,17009,12219,21799,30,22,38,FR,France
+199205,7,15997,11590,20404,28,20,36,FR,France
+199204,7,20690,15075,26305,36,26,46,FR,France
+199203,7,18586,12684,24488,33,23,43,FR,France
+199202,7,16588,10590,22586,29,18,40,FR,France
+199201,7,23607,16552,30662,41,29,53,FR,France
+199152,7,15184,10392,19976,27,19,35,FR,France
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+199149,7,13304,8548,18060,23,15,31,FR,France
+199148,7,15370,10164,20576,27,18,36,FR,France
+199147,7,12813,8139,17487,23,15,31,FR,France
+199146,7,6453,3123,9783,11,5,17,FR,France
+199145,7,8048,4083,12013,14,7,21,FR,France
+199144,7,9882,5623,14141,17,10,24,FR,France
+199143,7,14307,8645,19969,25,15,35,FR,France
+199142,7,6419,3334,9504,11,6,16,FR,France
+199141,7,6168,3113,9223,11,6,16,FR,France
+199140,7,3615,1159,6071,6,2,10,FR,France
+199139,7,3105,472,5738,5,0,10,FR,France
+199138,7,4446,1435,7457,8,3,13,FR,France
+199137,7,1457,0,3262,3,0,6,FR,France
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+199135,7,805,0,2556,1,0,4,FR,France
+199134,7,5512,856,10168,10,2,18,FR,France
+199133,7,7347,2903,11791,13,5,21,FR,France
+199132,7,16099,7334,24864,28,13,43,FR,France
+199131,7,16803,8145,25461,30,15,45,FR,France
+199130,7,15915,6368,25462,28,11,45,FR,France
+199129,7,23744,14703,32785,42,26,58,FR,France
+199128,7,24222,15617,32827,43,28,58,FR,France
+199127,7,20309,12868,27750,36,23,49,FR,France
+199126,7,17608,11304,23912,31,20,42,FR,France
+199125,7,16169,10700,21638,28,18,38,FR,France
+199124,7,16171,10071,22271,28,17,39,FR,France
+199123,7,11947,7671,16223,21,13,29,FR,France
+199122,7,15452,9953,20951,27,17,37,FR,France
+199121,7,14903,8975,20831,26,16,36,FR,France
+199120,7,19053,12742,25364,34,23,45,FR,France
+199119,7,16739,11246,22232,29,19,39,FR,France
+199118,7,21385,13882,28888,38,25,51,FR,France
+199117,7,13462,8877,18047,24,16,32,FR,France
+199116,7,14857,10068,19646,26,18,34,FR,France
+199115,7,13975,9781,18169,25,18,32,FR,France
+199114,7,12265,7684,16846,22,14,30,FR,France
+199113,7,9567,6041,13093,17,11,23,FR,France
+199112,7,10864,7331,14397,19,13,25,FR,France
+199111,7,15574,11184,19964,27,19,35,FR,France
+199110,7,16643,11372,21914,29,20,38,FR,France
+199109,7,13741,8780,18702,24,15,33,FR,France
+199108,7,13289,8813,17765,23,15,31,FR,France
+199107,7,12337,8077,16597,22,15,29,FR,France
+199106,7,10877,7013,14741,19,12,26,FR,France
+199105,7,10442,6544,14340,18,11,25,FR,France
+199104,7,7913,4563,11263,14,8,20,FR,France
+199103,7,15387,10484,20290,27,18,36,FR,France
+199102,7,16277,11046,21508,29,20,38,FR,France
+199101,7,15565,10271,20859,27,18,36,FR,France
+199052,7,19375,13295,25455,34,23,45,FR,France
+199051,7,19080,13807,24353,34,25,43,FR,France
+199050,7,11079,6660,15498,20,12,28,FR,France
+199049,7,1143,0,2610,2,0,5,FR,France
diff --git a/module3/exo2/exercice.ipynb b/module3/exo2/exercice.ipynb
index 0bbbe371b01e359e381e43239412d77bf53fb1fb..a2280f3af721a3819b174d26c0f347b85ac821ab 100644
--- a/module3/exo2/exercice.ipynb
+++ b/module3/exo2/exercice.ipynb
@@ -1,5 +1,2571 @@
 {
- "cells": [],
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Incidence de la varicelle"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%matplotlib inline\n",
+    "import matplotlib.pyplot as plt\n",
+    "import pandas as pd\n",
+    "import isoweek\n",
+    "import os\n",
+    "import urllib"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Données"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "hideCode": true
+   },
+   "source": [
+    "J'étudie les données sur l'incdence de la varicelle fournies par le [Réseau Seninelles](http://www.sentiweb.fr/). Les données sont récupérées dans un fichier CSV. Le fichier est téléchargé en local (téléchargement le 02/04/2021) et ne sera téléchargé à nouveau que si le fichier local n'est pas trouvé. Le fichier comprend toutes les données existantes c'est à dire depuis décembre 1990 et jusqu'à la dernière semaine renseignée.\n",
+    "\n",
+    "Chaque colonne du fichier correspond à une semaine. \n",
+    "Voici l'explication des colonnes données [sur le site d'origine](https://ns.sentiweb.fr/incidence/csv-schema-v1.json):\n",
+    "\n",
+    "| Nom de colonne | Libellé de colonne                                                                                                                |\n",
+    "|----------------|-----------------------------------------------------------------------------------------------------------------------------------|\n",
+    "| week           | Semaine calendaire (ISO 8601)                                                                                                     |\n",
+    "| indicator      | Code de l'indicateur de surveillance                                                                                              |\n",
+    "| inc            | Estimation de l'incidence de consultations en nombre de cas                                                                       |\n",
+    "| inc_low        | Estimation de la borne inférieure de l'IC95% du nombre de cas de consultation                                                     |\n",
+    "| inc_up         | Estimation de la borne supérieure de l'IC95% du nombre de cas de consultation                                                     |\n",
+    "| inc100         | Estimation du taux d'incidence du nombre de cas de consultation (en cas pour 100,000 habitants)                                   |\n",
+    "| inc100_low     | Estimation de la borne inférieure de l'IC95% du taux d'incidence du nombre de cas de consultation (en cas pour 100,000 habitants) |\n",
+    "| inc100_up      | Estimation de la borne supérieure de l'IC95% du taux d'incidence du nombre de cas de consultation (en cas pour 100,000 habitants) |\n",
+    "| geo_insee      | Code de la zone géographique concernée (Code INSEE) http://www.insee.fr/fr/methodes/nomenclatures/cog/                            |\n",
+    "| geo_name       | Libellé de la zone géographique (ce libellé peut être modifié sans préavis)\n",
+    "\n",
+    "Le chemin d'accès du fichier en local est :"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "hideCode": true,
+    "hideOutput": true
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "data_file = \"S:\\Formations\\Recherche reproductible\\incidence-PAY-7.csv\""
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "L'adresse URL pour téléchager les données sur le site du Réseau Sentinelles est :"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "data_url = \"http://www.sentiweb.fr/datasets/incidence-PAY-7.csv\""
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Si le fichier n'existe pas, on le télécharge à l'URL précédent. Sinon on utilise le fichier déjà téléchargé en local. \n",
+    "La première ligne du fichier est un commentaire donc on ne l'inclut pas aux données (avec `skiprows = 1` )"
+   ]
+  },
+  {
+   "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",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>202112</td>\n",
+       "      <td>7</td>\n",
+       "      <td>14023</td>\n",
+       "      <td>9841</td>\n",
+       "      <td>18205</td>\n",
+       "      <td>21</td>\n",
+       "      <td>15</td>\n",
+       "      <td>27</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>202111</td>\n",
+       "      <td>7</td>\n",
+       "      <td>9501</td>\n",
+       "      <td>6752</td>\n",
+       "      <td>12250</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>2</th>\n",
+       "      <td>202110</td>\n",
+       "      <td>7</td>\n",
+       "      <td>9056</td>\n",
+       "      <td>6452</td>\n",
+       "      <td>11660</td>\n",
+       "      <td>14</td>\n",
+       "      <td>10</td>\n",
+       "      <td>18</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>202109</td>\n",
+       "      <td>7</td>\n",
+       "      <td>10988</td>\n",
+       "      <td>7938</td>\n",
+       "      <td>14038</td>\n",
+       "      <td>17</td>\n",
+       "      <td>12</td>\n",
+       "      <td>22</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>202108</td>\n",
+       "      <td>7</td>\n",
+       "      <td>11281</td>\n",
+       "      <td>8361</td>\n",
+       "      <td>14201</td>\n",
+       "      <td>17</td>\n",
+       "      <td>13</td>\n",
+       "      <td>21</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>202107</td>\n",
+       "      <td>7</td>\n",
+       "      <td>13561</td>\n",
+       "      <td>10315</td>\n",
+       "      <td>16807</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>6</th>\n",
+       "      <td>202106</td>\n",
+       "      <td>7</td>\n",
+       "      <td>13401</td>\n",
+       "      <td>9810</td>\n",
+       "      <td>16992</td>\n",
+       "      <td>20</td>\n",
+       "      <td>15</td>\n",
+       "      <td>25</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>202105</td>\n",
+       "      <td>7</td>\n",
+       "      <td>12210</td>\n",
+       "      <td>8988</td>\n",
+       "      <td>15432</td>\n",
+       "      <td>18</td>\n",
+       "      <td>13</td>\n",
+       "      <td>23</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>202104</td>\n",
+       "      <td>7</td>\n",
+       "      <td>12026</td>\n",
+       "      <td>8826</td>\n",
+       "      <td>15226</td>\n",
+       "      <td>18</td>\n",
+       "      <td>13</td>\n",
+       "      <td>23</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>202103</td>\n",
+       "      <td>7</td>\n",
+       "      <td>8913</td>\n",
+       "      <td>6375</td>\n",
+       "      <td>11451</td>\n",
+       "      <td>13</td>\n",
+       "      <td>9</td>\n",
+       "      <td>17</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>202102</td>\n",
+       "      <td>7</td>\n",
+       "      <td>7795</td>\n",
+       "      <td>5430</td>\n",
+       "      <td>10160</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>11</th>\n",
+       "      <td>202101</td>\n",
+       "      <td>7</td>\n",
+       "      <td>10525</td>\n",
+       "      <td>7750</td>\n",
+       "      <td>13300</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>12</th>\n",
+       "      <td>202053</td>\n",
+       "      <td>7</td>\n",
+       "      <td>11978</td>\n",
+       "      <td>8406</td>\n",
+       "      <td>15550</td>\n",
+       "      <td>18</td>\n",
+       "      <td>13</td>\n",
+       "      <td>23</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>202052</td>\n",
+       "      <td>7</td>\n",
+       "      <td>12012</td>\n",
+       "      <td>8285</td>\n",
+       "      <td>15739</td>\n",
+       "      <td>18</td>\n",
+       "      <td>12</td>\n",
+       "      <td>24</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>202051</td>\n",
+       "      <td>7</td>\n",
+       "      <td>10564</td>\n",
+       "      <td>7574</td>\n",
+       "      <td>13554</td>\n",
+       "      <td>16</td>\n",
+       "      <td>11</td>\n",
+       "      <td>21</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>202050</td>\n",
+       "      <td>7</td>\n",
+       "      <td>7063</td>\n",
+       "      <td>4744</td>\n",
+       "      <td>9382</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>16</th>\n",
+       "      <td>202049</td>\n",
+       "      <td>7</td>\n",
+       "      <td>5026</td>\n",
+       "      <td>3145</td>\n",
+       "      <td>6907</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>17</th>\n",
+       "      <td>202048</td>\n",
+       "      <td>7</td>\n",
+       "      <td>6683</td>\n",
+       "      <td>4312</td>\n",
+       "      <td>9054</td>\n",
+       "      <td>10</td>\n",
+       "      <td>6</td>\n",
+       "      <td>14</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>202047</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4999</td>\n",
+       "      <td>2963</td>\n",
+       "      <td>7035</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>19</th>\n",
+       "      <td>202046</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3752</td>\n",
+       "      <td>1963</td>\n",
+       "      <td>5541</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>20</th>\n",
+       "      <td>202045</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3696</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>5376</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>21</th>\n",
+       "      <td>202044</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4391</td>\n",
+       "      <td>2375</td>\n",
+       "      <td>6407</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>22</th>\n",
+       "      <td>202043</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4376</td>\n",
+       "      <td>2505</td>\n",
+       "      <td>6247</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>202042</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4000</td>\n",
+       "      <td>1979</td>\n",
+       "      <td>6021</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>24</th>\n",
+       "      <td>202041</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3961</td>\n",
+       "      <td>2099</td>\n",
+       "      <td>5823</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>202040</td>\n",
+       "      <td>7</td>\n",
+       "      <td>2078</td>\n",
+       "      <td>675</td>\n",
+       "      <td>3481</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>5</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>202039</td>\n",
+       "      <td>7</td>\n",
+       "      <td>1049</td>\n",
+       "      <td>237</td>\n",
+       "      <td>1861</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>202038</td>\n",
+       "      <td>7</td>\n",
+       "      <td>2251</td>\n",
+       "      <td>781</td>\n",
+       "      <td>3721</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>5</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>202037</td>\n",
+       "      <td>7</td>\n",
+       "      <td>1584</td>\n",
+       "      <td>405</td>\n",
+       "      <td>2763</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>29</th>\n",
+       "      <td>202036</td>\n",
+       "      <td>7</td>\n",
+       "      <td>919</td>\n",
+       "      <td>100</td>\n",
+       "      <td>1738</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>...</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>1552</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>1553</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>1554</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>1555</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>1556</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>1557</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>1558</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>1559</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>1560</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>1561</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>1562</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>1563</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>1564</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>1565</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>1566</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>1567</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>1568</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>1569</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>1570</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>1571</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>1572</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>1573</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>1574</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>1575</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>1576</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>1577</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>1578</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>1579</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>1580</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>1581</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>1582 rows × 10 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        week  indicator    inc  inc_low  inc_up  inc100  inc100_low  \\\n",
+       "0     202112          7  14023     9841   18205      21          15   \n",
+       "1     202111          7   9501     6752   12250      14          10   \n",
+       "2     202110          7   9056     6452   11660      14          10   \n",
+       "3     202109          7  10988     7938   14038      17          12   \n",
+       "4     202108          7  11281     8361   14201      17          13   \n",
+       "5     202107          7  13561    10315   16807      21          16   \n",
+       "6     202106          7  13401     9810   16992      20          15   \n",
+       "7     202105          7  12210     8988   15432      18          13   \n",
+       "8     202104          7  12026     8826   15226      18          13   \n",
+       "9     202103          7   8913     6375   11451      13           9   \n",
+       "10    202102          7   7795     5430   10160      12           8   \n",
+       "11    202101          7  10525     7750   13300      16          12   \n",
+       "12    202053          7  11978     8406   15550      18          13   \n",
+       "13    202052          7  12012     8285   15739      18          12   \n",
+       "14    202051          7  10564     7574   13554      16          11   \n",
+       "15    202050          7   7063     4744    9382      11           7   \n",
+       "16    202049          7   5026     3145    6907       8           5   \n",
+       "17    202048          7   6683     4312    9054      10           6   \n",
+       "18    202047          7   4999     2963    7035       8           5   \n",
+       "19    202046          7   3752     1963    5541       6           3   \n",
+       "20    202045          7   3696     2016    5376       6           3   \n",
+       "21    202044          7   4391     2375    6407       7           4   \n",
+       "22    202043          7   4376     2505    6247       7           4   \n",
+       "23    202042          7   4000     1979    6021       6           3   \n",
+       "24    202041          7   3961     2099    5823       6           3   \n",
+       "25    202040          7   2078      675    3481       3           1   \n",
+       "26    202039          7   1049      237    1861       2           1   \n",
+       "27    202038          7   2251      781    3721       3           1   \n",
+       "28    202037          7   1584      405    2763       2           0   \n",
+       "29    202036          7    919      100    1738       1           0   \n",
+       "...      ...        ...    ...      ...     ...     ...         ...   \n",
+       "1552  199126          7  17608    11304   23912      31          20   \n",
+       "1553  199125          7  16169    10700   21638      28          18   \n",
+       "1554  199124          7  16171    10071   22271      28          17   \n",
+       "1555  199123          7  11947     7671   16223      21          13   \n",
+       "1556  199122          7  15452     9953   20951      27          17   \n",
+       "1557  199121          7  14903     8975   20831      26          16   \n",
+       "1558  199120          7  19053    12742   25364      34          23   \n",
+       "1559  199119          7  16739    11246   22232      29          19   \n",
+       "1560  199118          7  21385    13882   28888      38          25   \n",
+       "1561  199117          7  13462     8877   18047      24          16   \n",
+       "1562  199116          7  14857    10068   19646      26          18   \n",
+       "1563  199115          7  13975     9781   18169      25          18   \n",
+       "1564  199114          7  12265     7684   16846      22          14   \n",
+       "1565  199113          7   9567     6041   13093      17          11   \n",
+       "1566  199112          7  10864     7331   14397      19          13   \n",
+       "1567  199111          7  15574    11184   19964      27          19   \n",
+       "1568  199110          7  16643    11372   21914      29          20   \n",
+       "1569  199109          7  13741     8780   18702      24          15   \n",
+       "1570  199108          7  13289     8813   17765      23          15   \n",
+       "1571  199107          7  12337     8077   16597      22          15   \n",
+       "1572  199106          7  10877     7013   14741      19          12   \n",
+       "1573  199105          7  10442     6544   14340      18          11   \n",
+       "1574  199104          7   7913     4563   11263      14           8   \n",
+       "1575  199103          7  15387    10484   20290      27          18   \n",
+       "1576  199102          7  16277    11046   21508      29          20   \n",
+       "1577  199101          7  15565    10271   20859      27          18   \n",
+       "1578  199052          7  19375    13295   25455      34          23   \n",
+       "1579  199051          7  19080    13807   24353      34          25   \n",
+       "1580  199050          7  11079     6660   15498      20          12   \n",
+       "1581  199049          7   1143        0    2610       2           0   \n",
+       "\n",
+       "      inc100_up geo_insee geo_name  \n",
+       "0            27        FR   France  \n",
+       "1            18        FR   France  \n",
+       "2            18        FR   France  \n",
+       "3            22        FR   France  \n",
+       "4            21        FR   France  \n",
+       "5            26        FR   France  \n",
+       "6            25        FR   France  \n",
+       "7            23        FR   France  \n",
+       "8            23        FR   France  \n",
+       "9            17        FR   France  \n",
+       "10           16        FR   France  \n",
+       "11           20        FR   France  \n",
+       "12           23        FR   France  \n",
+       "13           24        FR   France  \n",
+       "14           21        FR   France  \n",
+       "15           15        FR   France  \n",
+       "16           11        FR   France  \n",
+       "17           14        FR   France  \n",
+       "18           11        FR   France  \n",
+       "19            9        FR   France  \n",
+       "20            9        FR   France  \n",
+       "21           10        FR   France  \n",
+       "22           10        FR   France  \n",
+       "23            9        FR   France  \n",
+       "24            9        FR   France  \n",
+       "25            5        FR   France  \n",
+       "26            3        FR   France  \n",
+       "27            5        FR   France  \n",
+       "28            4        FR   France  \n",
+       "29            2        FR   France  \n",
+       "...         ...       ...      ...  \n",
+       "1552         42        FR   France  \n",
+       "1553         38        FR   France  \n",
+       "1554         39        FR   France  \n",
+       "1555         29        FR   France  \n",
+       "1556         37        FR   France  \n",
+       "1557         36        FR   France  \n",
+       "1558         45        FR   France  \n",
+       "1559         39        FR   France  \n",
+       "1560         51        FR   France  \n",
+       "1561         32        FR   France  \n",
+       "1562         34        FR   France  \n",
+       "1563         32        FR   France  \n",
+       "1564         30        FR   France  \n",
+       "1565         23        FR   France  \n",
+       "1566         25        FR   France  \n",
+       "1567         35        FR   France  \n",
+       "1568         38        FR   France  \n",
+       "1569         33        FR   France  \n",
+       "1570         31        FR   France  \n",
+       "1571         29        FR   France  \n",
+       "1572         26        FR   France  \n",
+       "1573         25        FR   France  \n",
+       "1574         20        FR   France  \n",
+       "1575         36        FR   France  \n",
+       "1576         38        FR   France  \n",
+       "1577         36        FR   France  \n",
+       "1578         45        FR   France  \n",
+       "1579         43        FR   France  \n",
+       "1580         28        FR   France  \n",
+       "1581          5        FR   France  \n",
+       "\n",
+       "[1582 rows x 10 columns]"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "if not os.path.exists(data_file):\n",
+    "    urllib.request.urlretrieve(data_url, data_file)\n",
+    "raw_data = pd.read_csv(data_file, skiprows=1)\n",
+    "raw_data"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Tri des données et vérifications"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Après inspection visuelle des données, je n'ai pas repéré d'anomalie comme des lignes non renseignées.\n",
+    "Je fais tout de même une vérification avec le code :"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "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": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "raw_data[raw_data.isnull().any(axis=1)]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Il n'y a pas de ligne vide à retirer du jeu de données\n",
+    "\n",
+    "Il faut à présent modifier la façon d'écrire la date pour qu'elle soit lisible par pandas. On le fait dans une nouvelle colonne 'period' qui comprend la date de début et la date de fin de la semaine concernée, sous la forme AAAA-MM-JJ/AAAA-MM-JJ"
+   ]
+  },
+  {
+   "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",
+    "raw_data['period'] = [convert_week(yw) for yw in raw_data['week']]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Je définis la période d'observation comme nouvel index et je trie les données chronologiquement"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "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>2020-08-31/2020-09-06</th>\n",
+       "      <td>202036</td>\n",
+       "      <td>7</td>\n",
+       "      <td>919</td>\n",
+       "      <td>100</td>\n",
+       "      <td>1738</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>2020-09-07/2020-09-13</th>\n",
+       "      <td>202037</td>\n",
+       "      <td>7</td>\n",
+       "      <td>1584</td>\n",
+       "      <td>405</td>\n",
+       "      <td>2763</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>2020-09-14/2020-09-20</th>\n",
+       "      <td>202038</td>\n",
+       "      <td>7</td>\n",
+       "      <td>2251</td>\n",
+       "      <td>781</td>\n",
+       "      <td>3721</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>5</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-09-21/2020-09-27</th>\n",
+       "      <td>202039</td>\n",
+       "      <td>7</td>\n",
+       "      <td>1049</td>\n",
+       "      <td>237</td>\n",
+       "      <td>1861</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-09-28/2020-10-04</th>\n",
+       "      <td>202040</td>\n",
+       "      <td>7</td>\n",
+       "      <td>2078</td>\n",
+       "      <td>675</td>\n",
+       "      <td>3481</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>5</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-10-05/2020-10-11</th>\n",
+       "      <td>202041</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3961</td>\n",
+       "      <td>2099</td>\n",
+       "      <td>5823</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>2020-10-12/2020-10-18</th>\n",
+       "      <td>202042</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4000</td>\n",
+       "      <td>1979</td>\n",
+       "      <td>6021</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>2020-10-19/2020-10-25</th>\n",
+       "      <td>202043</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4376</td>\n",
+       "      <td>2505</td>\n",
+       "      <td>6247</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>2020-10-26/2020-11-01</th>\n",
+       "      <td>202044</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4391</td>\n",
+       "      <td>2375</td>\n",
+       "      <td>6407</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>2020-11-02/2020-11-08</th>\n",
+       "      <td>202045</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3696</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>5376</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>2020-11-09/2020-11-15</th>\n",
+       "      <td>202046</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3752</td>\n",
+       "      <td>1963</td>\n",
+       "      <td>5541</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>2020-11-16/2020-11-22</th>\n",
+       "      <td>202047</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4999</td>\n",
+       "      <td>2963</td>\n",
+       "      <td>7035</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>2020-11-23/2020-11-29</th>\n",
+       "      <td>202048</td>\n",
+       "      <td>7</td>\n",
+       "      <td>6683</td>\n",
+       "      <td>4312</td>\n",
+       "      <td>9054</td>\n",
+       "      <td>10</td>\n",
+       "      <td>6</td>\n",
+       "      <td>14</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-11-30/2020-12-06</th>\n",
+       "      <td>202049</td>\n",
+       "      <td>7</td>\n",
+       "      <td>5026</td>\n",
+       "      <td>3145</td>\n",
+       "      <td>6907</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>2020-12-07/2020-12-13</th>\n",
+       "      <td>202050</td>\n",
+       "      <td>7</td>\n",
+       "      <td>7063</td>\n",
+       "      <td>4744</td>\n",
+       "      <td>9382</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>2020-12-14/2020-12-20</th>\n",
+       "      <td>202051</td>\n",
+       "      <td>7</td>\n",
+       "      <td>10564</td>\n",
+       "      <td>7574</td>\n",
+       "      <td>13554</td>\n",
+       "      <td>16</td>\n",
+       "      <td>11</td>\n",
+       "      <td>21</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-12-21/2020-12-27</th>\n",
+       "      <td>202052</td>\n",
+       "      <td>7</td>\n",
+       "      <td>12012</td>\n",
+       "      <td>8285</td>\n",
+       "      <td>15739</td>\n",
+       "      <td>18</td>\n",
+       "      <td>12</td>\n",
+       "      <td>24</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-12-28/2021-01-03</th>\n",
+       "      <td>202053</td>\n",
+       "      <td>7</td>\n",
+       "      <td>11978</td>\n",
+       "      <td>8406</td>\n",
+       "      <td>15550</td>\n",
+       "      <td>18</td>\n",
+       "      <td>13</td>\n",
+       "      <td>23</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2021-01-04/2021-01-10</th>\n",
+       "      <td>202101</td>\n",
+       "      <td>7</td>\n",
+       "      <td>10525</td>\n",
+       "      <td>7750</td>\n",
+       "      <td>13300</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>2021-01-11/2021-01-17</th>\n",
+       "      <td>202102</td>\n",
+       "      <td>7</td>\n",
+       "      <td>7795</td>\n",
+       "      <td>5430</td>\n",
+       "      <td>10160</td>\n",
+       "      <td>12</td>\n",
+       "      <td>8</td>\n",
+       "      <td>16</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2021-01-18/2021-01-24</th>\n",
+       "      <td>202103</td>\n",
+       "      <td>7</td>\n",
+       "      <td>8913</td>\n",
+       "      <td>6375</td>\n",
+       "      <td>11451</td>\n",
+       "      <td>13</td>\n",
+       "      <td>9</td>\n",
+       "      <td>17</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2021-01-25/2021-01-31</th>\n",
+       "      <td>202104</td>\n",
+       "      <td>7</td>\n",
+       "      <td>12026</td>\n",
+       "      <td>8826</td>\n",
+       "      <td>15226</td>\n",
+       "      <td>18</td>\n",
+       "      <td>13</td>\n",
+       "      <td>23</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2021-02-01/2021-02-07</th>\n",
+       "      <td>202105</td>\n",
+       "      <td>7</td>\n",
+       "      <td>12210</td>\n",
+       "      <td>8988</td>\n",
+       "      <td>15432</td>\n",
+       "      <td>18</td>\n",
+       "      <td>13</td>\n",
+       "      <td>23</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2021-02-08/2021-02-14</th>\n",
+       "      <td>202106</td>\n",
+       "      <td>7</td>\n",
+       "      <td>13401</td>\n",
+       "      <td>9810</td>\n",
+       "      <td>16992</td>\n",
+       "      <td>20</td>\n",
+       "      <td>15</td>\n",
+       "      <td>25</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2021-02-15/2021-02-21</th>\n",
+       "      <td>202107</td>\n",
+       "      <td>7</td>\n",
+       "      <td>13561</td>\n",
+       "      <td>10315</td>\n",
+       "      <td>16807</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>2021-02-22/2021-02-28</th>\n",
+       "      <td>202108</td>\n",
+       "      <td>7</td>\n",
+       "      <td>11281</td>\n",
+       "      <td>8361</td>\n",
+       "      <td>14201</td>\n",
+       "      <td>17</td>\n",
+       "      <td>13</td>\n",
+       "      <td>21</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2021-03-01/2021-03-07</th>\n",
+       "      <td>202109</td>\n",
+       "      <td>7</td>\n",
+       "      <td>10988</td>\n",
+       "      <td>7938</td>\n",
+       "      <td>14038</td>\n",
+       "      <td>17</td>\n",
+       "      <td>12</td>\n",
+       "      <td>22</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2021-03-08/2021-03-14</th>\n",
+       "      <td>202110</td>\n",
+       "      <td>7</td>\n",
+       "      <td>9056</td>\n",
+       "      <td>6452</td>\n",
+       "      <td>11660</td>\n",
+       "      <td>14</td>\n",
+       "      <td>10</td>\n",
+       "      <td>18</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2021-03-15/2021-03-21</th>\n",
+       "      <td>202111</td>\n",
+       "      <td>7</td>\n",
+       "      <td>9501</td>\n",
+       "      <td>6752</td>\n",
+       "      <td>12250</td>\n",
+       "      <td>14</td>\n",
+       "      <td>10</td>\n",
+       "      <td>18</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2021-03-22/2021-03-28</th>\n",
+       "      <td>202112</td>\n",
+       "      <td>7</td>\n",
+       "      <td>14023</td>\n",
+       "      <td>9841</td>\n",
+       "      <td>18205</td>\n",
+       "      <td>21</td>\n",
+       "      <td>15</td>\n",
+       "      <td>27</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>1582 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",
+       "2020-08-31/2020-09-06  202036          7    919      100    1738       1   \n",
+       "2020-09-07/2020-09-13  202037          7   1584      405    2763       2   \n",
+       "2020-09-14/2020-09-20  202038          7   2251      781    3721       3   \n",
+       "2020-09-21/2020-09-27  202039          7   1049      237    1861       2   \n",
+       "2020-09-28/2020-10-04  202040          7   2078      675    3481       3   \n",
+       "2020-10-05/2020-10-11  202041          7   3961     2099    5823       6   \n",
+       "2020-10-12/2020-10-18  202042          7   4000     1979    6021       6   \n",
+       "2020-10-19/2020-10-25  202043          7   4376     2505    6247       7   \n",
+       "2020-10-26/2020-11-01  202044          7   4391     2375    6407       7   \n",
+       "2020-11-02/2020-11-08  202045          7   3696     2016    5376       6   \n",
+       "2020-11-09/2020-11-15  202046          7   3752     1963    5541       6   \n",
+       "2020-11-16/2020-11-22  202047          7   4999     2963    7035       8   \n",
+       "2020-11-23/2020-11-29  202048          7   6683     4312    9054      10   \n",
+       "2020-11-30/2020-12-06  202049          7   5026     3145    6907       8   \n",
+       "2020-12-07/2020-12-13  202050          7   7063     4744    9382      11   \n",
+       "2020-12-14/2020-12-20  202051          7  10564     7574   13554      16   \n",
+       "2020-12-21/2020-12-27  202052          7  12012     8285   15739      18   \n",
+       "2020-12-28/2021-01-03  202053          7  11978     8406   15550      18   \n",
+       "2021-01-04/2021-01-10  202101          7  10525     7750   13300      16   \n",
+       "2021-01-11/2021-01-17  202102          7   7795     5430   10160      12   \n",
+       "2021-01-18/2021-01-24  202103          7   8913     6375   11451      13   \n",
+       "2021-01-25/2021-01-31  202104          7  12026     8826   15226      18   \n",
+       "2021-02-01/2021-02-07  202105          7  12210     8988   15432      18   \n",
+       "2021-02-08/2021-02-14  202106          7  13401     9810   16992      20   \n",
+       "2021-02-15/2021-02-21  202107          7  13561    10315   16807      21   \n",
+       "2021-02-22/2021-02-28  202108          7  11281     8361   14201      17   \n",
+       "2021-03-01/2021-03-07  202109          7  10988     7938   14038      17   \n",
+       "2021-03-08/2021-03-14  202110          7   9056     6452   11660      14   \n",
+       "2021-03-15/2021-03-21  202111          7   9501     6752   12250      14   \n",
+       "2021-03-22/2021-03-28  202112          7  14023     9841   18205      21   \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",
+       "2020-08-31/2020-09-06           0          2        FR   France  \n",
+       "2020-09-07/2020-09-13           0          4        FR   France  \n",
+       "2020-09-14/2020-09-20           1          5        FR   France  \n",
+       "2020-09-21/2020-09-27           1          3        FR   France  \n",
+       "2020-09-28/2020-10-04           1          5        FR   France  \n",
+       "2020-10-05/2020-10-11           3          9        FR   France  \n",
+       "2020-10-12/2020-10-18           3          9        FR   France  \n",
+       "2020-10-19/2020-10-25           4         10        FR   France  \n",
+       "2020-10-26/2020-11-01           4         10        FR   France  \n",
+       "2020-11-02/2020-11-08           3          9        FR   France  \n",
+       "2020-11-09/2020-11-15           3          9        FR   France  \n",
+       "2020-11-16/2020-11-22           5         11        FR   France  \n",
+       "2020-11-23/2020-11-29           6         14        FR   France  \n",
+       "2020-11-30/2020-12-06           5         11        FR   France  \n",
+       "2020-12-07/2020-12-13           7         15        FR   France  \n",
+       "2020-12-14/2020-12-20          11         21        FR   France  \n",
+       "2020-12-21/2020-12-27          12         24        FR   France  \n",
+       "2020-12-28/2021-01-03          13         23        FR   France  \n",
+       "2021-01-04/2021-01-10          12         20        FR   France  \n",
+       "2021-01-11/2021-01-17           8         16        FR   France  \n",
+       "2021-01-18/2021-01-24           9         17        FR   France  \n",
+       "2021-01-25/2021-01-31          13         23        FR   France  \n",
+       "2021-02-01/2021-02-07          13         23        FR   France  \n",
+       "2021-02-08/2021-02-14          15         25        FR   France  \n",
+       "2021-02-15/2021-02-21          16         26        FR   France  \n",
+       "2021-02-22/2021-02-28          13         21        FR   France  \n",
+       "2021-03-01/2021-03-07          12         22        FR   France  \n",
+       "2021-03-08/2021-03-14          10         18        FR   France  \n",
+       "2021-03-15/2021-03-21          10         18        FR   France  \n",
+       "2021-03-22/2021-03-28          15         27        FR   France  \n",
+       "\n",
+       "[1582 rows x 10 columns]"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "sorted_data = raw_data.set_index('period').sort_index()\n",
+    "sorted_data"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Une dernière vérification : est-ce que les données sont complètes, c'est à dire est-ce que toutes les semaines sont présentes ? Pour cela on regarde le dernier jour d'une période et le premier de la période suivante qui doivent se suivre et donc avoir un écart très faible. On teste avec un écart de 1 seconde."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "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": "markdown",
+   "metadata": {},
+   "source": [
+    "Aucune date ne s'affiche à l'exécution du code précédent donc toutes les périodes de données sont cohérentes.\n",
+    "\n",
+    "On peut donc tester d'afficher les données en graphique"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7fc38978bf28>"
+      ]
+     },
+     "execution_count": 9,
+     "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": "markdown",
+   "metadata": {},
+   "source": [
+    "Je remarque que les pics d'incidence sont moins fins que pour le cas des syndromes grippaux.\n",
+    "JE zoome sur les dernières années"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7fc3875cfbe0>"
+      ]
+     },
+     "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'][-250:].plot()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Je note qu'il y a tout de même un creux chaque année autour de la semaine 36, ce qui correspond au début du mois de septembre. \n",
+    "\n",
+    "__Remarque 1 :__ je suis tentée de relier cette dynamique aux vacances estivales pendant lesquelles les enfants ont moins de contacts entre eux et se contaminent donc moins, l'épidémie reprenant au mois de septembre avec la rentrée scolaire. \n",
+    "\n",
+    "__Remarque 2 :__ l'année 2020 a un pic épidémique plus faible que d'habitude, je relie cette observation à la fermeture des écoles qui a eu lieu de mars à juin 2020 due à l'épidémie de Covid-19, ainsi qu'aux mesures d'hygiène et de distanciation renforcées dans les écoles, ce qui a fait baisser les contaminations à la varicelle"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Etude de l'incidence annuelle de la varicelle"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "On a pu noter précédemment que le creux de l'épidémie de varicelle se situe à la fin de l'été, je veux donc prendre une période de référence allant du __1er septembre__ de l'année $N$ au 1er septembre de l'année $N+1$.\n",
+    "Pour simplifier et s'adapter à nos données (fournies pour 1 semaine) on prendra comme premier jour de chaque période __le premier jour de la semaine qui contient le 1er septembre__.\n",
+    "Je suis consciente qu'en procédent comme cela les périodes de temps étudiées ne seront pas tout à fait égales et pourront comporter 51 ou 52 semaines. Cependant comme l'incidence est faible début septembre il y aura peu de consequences sur nos résultats.\n",
+    "\n",
+    "Les données commencent en décembre 1990 donc notre première période de référence n'est pas complète. On ne prendra en compte que les données à partir du 1er septembre 1991.\n",
+    "\n",
+    "On crée une liste des semaines qui contiennet un 1er septembre dans nos données :"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[Period('1991-08-26/1991-09-01', 'W-SUN'),\n",
+       " Period('1992-08-31/1992-09-06', 'W-SUN'),\n",
+       " Period('1993-08-30/1993-09-05', 'W-SUN'),\n",
+       " Period('1994-08-29/1994-09-04', 'W-SUN'),\n",
+       " Period('1995-08-28/1995-09-03', 'W-SUN'),\n",
+       " Period('1996-08-26/1996-09-01', 'W-SUN'),\n",
+       " Period('1997-09-01/1997-09-07', 'W-SUN'),\n",
+       " Period('1998-08-31/1998-09-06', 'W-SUN'),\n",
+       " Period('1999-08-30/1999-09-05', 'W-SUN'),\n",
+       " Period('2000-08-28/2000-09-03', 'W-SUN'),\n",
+       " Period('2001-08-27/2001-09-02', 'W-SUN'),\n",
+       " Period('2002-08-26/2002-09-01', 'W-SUN'),\n",
+       " Period('2003-09-01/2003-09-07', 'W-SUN'),\n",
+       " Period('2004-08-30/2004-09-05', 'W-SUN'),\n",
+       " Period('2005-08-29/2005-09-04', 'W-SUN'),\n",
+       " Period('2006-08-28/2006-09-03', 'W-SUN'),\n",
+       " Period('2007-08-27/2007-09-02', 'W-SUN'),\n",
+       " Period('2008-09-01/2008-09-07', 'W-SUN'),\n",
+       " Period('2009-08-31/2009-09-06', 'W-SUN'),\n",
+       " Period('2010-08-30/2010-09-05', 'W-SUN'),\n",
+       " Period('2011-08-29/2011-09-04', 'W-SUN'),\n",
+       " Period('2012-08-27/2012-09-02', 'W-SUN'),\n",
+       " Period('2013-08-26/2013-09-01', 'W-SUN'),\n",
+       " Period('2014-09-01/2014-09-07', 'W-SUN'),\n",
+       " Period('2015-08-31/2015-09-06', 'W-SUN'),\n",
+       " Period('2016-08-29/2016-09-04', 'W-SUN'),\n",
+       " Period('2017-08-28/2017-09-03', 'W-SUN'),\n",
+       " Period('2018-08-27/2018-09-02', 'W-SUN'),\n",
+       " Period('2019-08-26/2019-09-01', 'W-SUN'),\n",
+       " Period('2020-08-31/2020-09-06', 'W-SUN')]"
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "first_september_week = [pd.Period(pd.Timestamp(y, 9, 1), 'W')\n",
+    "                     for y in range(1991,\n",
+    "                                    sorted_data.index[-1].year)]\n",
+    "first_september_week"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Je vérifie que les périodes de référence font bien 51 ou 52 semaines. Je somme les incidences hebdomadaires sur chaque période de référence."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "1992    832939\n",
+       "1993    643387\n",
+       "1994    661409\n",
+       "1995    652478\n",
+       "1996    564901\n",
+       "1997    683434\n",
+       "1998    677775\n",
+       "1999    756456\n",
+       "2000    617597\n",
+       "2001    619041\n",
+       "2002    516689\n",
+       "2003    758363\n",
+       "2004    777388\n",
+       "2005    628464\n",
+       "2006    632833\n",
+       "2007    717352\n",
+       "2008    749478\n",
+       "2009    842373\n",
+       "2010    829911\n",
+       "2011    642368\n",
+       "2012    624573\n",
+       "2013    698332\n",
+       "2014    685769\n",
+       "2015    604382\n",
+       "2016    782114\n",
+       "2017    551041\n",
+       "2018    542312\n",
+       "2019    584066\n",
+       "2020    221186\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 21,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "year = []\n",
+    "yearly_incidence = []\n",
+    "for week1, week2 in zip(first_september_week[:-1], first_september_week[1:]):\n",
+    "    one_year = sorted_data['inc'][week1:week2-1]\n",
+    "    assert abs(len(one_year)-52)<2\n",
+    "    yearly_incidence.append(one_year.sum())\n",
+    "    year.append(week2.year)\n",
+    "yearly_incidence = pd.Series(data=yearly_incidence, index=year)\n",
+    "yearly_incidence"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "On trace les incidences annuelles :"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 45,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7fc3857f93c8>"
+      ]
+     },
+     "execution_count": 45,
+     "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='o' + 'g')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Je vois clairement que l'année 2020 a été une année de faible incidence de la varicelle, le point se détache clairement du reste des données.\n",
+    "\n",
+    "Je trie les données d'incidence annuelle selon leur valeur :"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 46,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "2020    221186\n",
+       "2002    516689\n",
+       "2018    542312\n",
+       "2017    551041\n",
+       "1996    564901\n",
+       "2019    584066\n",
+       "2015    604382\n",
+       "2000    617597\n",
+       "2001    619041\n",
+       "2012    624573\n",
+       "2005    628464\n",
+       "2006    632833\n",
+       "2011    642368\n",
+       "1993    643387\n",
+       "1995    652478\n",
+       "1994    661409\n",
+       "1998    677775\n",
+       "1997    683434\n",
+       "2014    685769\n",
+       "2013    698332\n",
+       "2007    717352\n",
+       "2008    749478\n",
+       "1999    756456\n",
+       "2003    758363\n",
+       "2004    777388\n",
+       "2016    782114\n",
+       "2010    829911\n",
+       "1992    832939\n",
+       "2009    842373\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 46,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "yearly_incidence.sort_values()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Enfin on peut montrer les résultats dans un histogramme :"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 51,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7fc385615860>"
+      ]
+     },
+     "execution_count": 51,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "yearly_incidence.hist(xrot=20)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Dans le cas de la varicelle, l'année 2020 est inédite. Les fortes épidémies sont courantes. "
+   ]
+  }
+ ],
  "metadata": {
   "kernelspec": {
    "display_name": "Python 3",
@@ -16,10 +2582,9 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.6.3"
+   "version": "3.6.4"
   }
  },
  "nbformat": 4,
  "nbformat_minor": 2
 }
-