diff --git a/module3/exo1/analyse-syndrome-grippal.ipynb b/module3/exo1/analyse-syndrome-grippal.ipynb
index 59d72b5b58a3ae26346460dd39e62a39c55243d7..5c8c27efd15cc5c8330f3979f10d78182b003e3a 100644
--- a/module3/exo1/analyse-syndrome-grippal.ipynb
+++ b/module3/exo1/analyse-syndrome-grippal.ipynb
@@ -34,7 +34,8 @@
    },
    "outputs": [],
    "source": [
-    "data_url = \"http://www.sentiweb.fr/datasets/incidence-PAY-3.csv\""
+    "#data_url = \"http://www.sentiweb.fr/datasets/incidence-PAY-3.csv\"\n",
+    "data_local = \"work/module3/exo1/inc-25-PAY.csv\""
    ]
   },
   {
@@ -364,7 +365,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.6.1"
+   "version": "3.6.4"
   }
  },
  "nbformat": 4,
diff --git a/module3/exo1/inc-3-PAY.csv b/module3/exo1/inc-3-PAY.csv
new file mode 100644
index 0000000000000000000000000000000000000000..41135bf267660655fac378472971fc4174331cfb
--- /dev/null
+++ b/module3/exo1/inc-3-PAY.csv
@@ -0,0 +1,2071 @@
+# {"source":"réseau Sentinelles, INSERM, Sorbonne Université, https:\/\/www.sentiweb.fr","meta":{"period":[198444,202425],"geo":["PAY",0],"geo_ref":"insee","indicator":"3","type":"all","conf_int":true,"compact":false,"age_group":false,"span":"all"},"date":"2024-06-26T20:50:14+02:00","bundle":"1719427814"}
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+202019,3,8590,6087,11093,13,9,17,FR,France
+202018,3,12223,9182,15264,19,14,24,FR,France
+202017,3,15685,12264,19106,24,19,29,FR,France
+202016,3,21122,17112,25132,32,26,38,FR,France
+202015,3,34593,29369,39817,53,45,61,FR,France
+202014,3,74213,66885,81541,113,102,124,FR,France
+202013,3,110261,101606,118916,167,154,180,FR,France
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+202011,3,112943,104468,121418,172,159,185,FR,France
+202010,3,105145,96812,113478,160,147,173,FR,France
+202009,3,110696,102066,119326,168,155,181,FR,France
+202008,3,143753,133984,153522,218,203,233,FR,France
+202007,3,183610,172812,194408,279,263,295,FR,France
+202006,3,206669,195481,217857,314,297,331,FR,France
+202005,3,187957,177445,198469,285,269,301,FR,France
+202004,3,122331,113492,131170,186,173,199,FR,France
+202003,3,78413,71330,85496,119,108,130,FR,France
+202002,3,53614,47654,59574,81,72,90,FR,France
+202001,3,36850,31608,42092,56,48,64,FR,France
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+201951,3,29786,25042,34530,45,38,52,FR,France
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+201945,3,10138,7160,13116,15,10,20,FR,France
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+201941,3,7122,4720,9524,11,7,15,FR,France
+201940,3,8505,5784,11226,13,9,17,FR,France
+201939,3,7091,4462,9720,11,7,15,FR,France
+201938,3,4897,2891,6903,7,4,10,FR,France
+201937,3,3172,1367,4977,5,2,8,FR,France
+201936,3,2295,728,3862,3,1,5,FR,France
+201935,3,1010,2,2018,2,0,4,FR,France
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+201932,3,1592,71,3113,2,0,4,FR,France
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+201929,3,2096,420,3772,3,0,6,FR,France
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+201927,3,2466,848,4084,4,2,6,FR,France
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+201924,3,876,17,1735,1,0,2,FR,France
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+201921,3,2585,1102,4068,4,2,6,FR,France
+201920,3,2891,1202,4580,4,1,7,FR,France
+201919,3,3221,1509,4933,5,2,8,FR,France
+201918,3,1385,278,2492,2,0,4,FR,France
+201917,3,3166,1348,4984,5,2,8,FR,France
+201916,3,3842,1973,5711,6,3,9,FR,France
+201915,3,5932,3669,8195,9,6,12,FR,France
+201914,3,12675,9167,16183,19,14,24,FR,France
+201913,3,16513,12530,20496,25,19,31,FR,France
+201912,3,22184,17786,26582,34,27,41,FR,France
+201911,3,31553,26556,36550,48,40,56,FR,France
+201910,3,49742,43268,56216,76,66,86,FR,France
+201909,3,88354,79564,97144,134,121,147,FR,France
+201908,3,172604,160024,185184,262,243,281,FR,France
+201907,3,307338,291220,323456,467,443,491,FR,France
+201906,3,394286,376782,411790,599,572,626,FR,France
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+200115,3,24188,17340,31036,41,29,53,FR,France
+200114,3,40429,31774,49084,68,53,83,FR,France
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+199508,3,38008,32225,43791,66,56,76,FR,France
+199507,3,30550,25479,35621,53,44,62,FR,France
+199506,3,37351,32007,42695,65,56,74,FR,France
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+199452,3,22036,17495,26577,38,30,46,FR,France
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+199450,3,28831,23470,34192,50,41,59,FR,France
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+199443,3,11254,8002,14506,20,14,26,FR,France
+199442,3,14406,10653,18159,25,18,32,FR,France
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+199439,3,15878,11643,20113,28,21,35,FR,France
+199438,3,15366,11100,19632,27,20,34,FR,France
+199437,3,5949,3561,8337,10,6,14,FR,France
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+199424,3,6288,3723,8853,11,7,15,FR,France
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+199421,3,2197,395,3999,4,1,7,FR,France
+199420,3,2217,852,3582,4,2,6,FR,France
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+199407,3,14639,11188,18090,25,19,31,FR,France
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+199239,3,13535,10301,16769,24,18,30,FR,France
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+199237,3,7480,5130,9830,13,9,17,FR,France
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+198916,3,10908,7494,14322,19,13,25,FR,France
+198915,3,9667,6209,13125,17,11,23,FR,France
+198914,3,15230,10469,19991,27,19,35,FR,France
+198913,3,10564,6767,14361,19,12,26,FR,France
+198912,3,13419,9542,17296,24,17,31,FR,France
+198911,3,16633,12140,21126,30,22,38,FR,France
+198910,3,12387,8750,16024,22,16,28,FR,France
+198909,3,12895,9183,16607,23,16,30,FR,France
+198908,3,19746,15258,24234,35,27,43,FR,France
+198907,3,27277,21760,32794,49,39,59,FR,France
+198906,3,47844,40320,55368,85,72,98,FR,France
+198905,3,52840,45665,60015,94,81,107,FR,France
+198904,3,54942,47750,62134,98,85,111,FR,France
+198903,3,66010,58065,73955,118,104,132,FR,France
+198902,3,112284,102003,122565,200,182,218,FR,France
+198901,3,202266,188305,216227,360,335,385,FR,France
+198852,3,467971,447033,488909,837,800,874,FR,France
+198851,3,872748,846468,899028,1562,1515,1609,FR,France
+198850,3,1001824,974799,1028849,1793,1745,1841,FR,France
+198849,3,966523,940068,992978,1729,1682,1776,FR,France
+198848,3,637811,614785,660837,1141,1100,1182,FR,France
+198847,3,246062,231234,260890,440,413,467,FR,France
+198846,3,92484,83160,101808,165,148,182,FR,France
+198845,3,53940,46148,61732,97,83,111,FR,France
+198844,3,42106,35336,48876,75,63,87,FR,France
+198843,3,38252,31909,44595,68,57,79,FR,France
+198842,3,45495,38467,52523,81,68,94,FR,France
+198841,3,46336,39344,53328,83,70,96,FR,France
+198840,3,39882,33507,46257,71,60,82,FR,France
+198839,3,43730,36755,50705,78,66,90,FR,France
+198838,3,35243,29367,41119,63,52,74,FR,France
+198837,3,15537,11911,19163,28,22,34,FR,France
+198836,3,7539,4840,10238,13,8,18,FR,France
+198835,3,7797,4762,10832,14,9,19,FR,France
+198834,3,4950,2005,7895,9,4,14,FR,France
+198833,3,7937,3861,12013,14,7,21,FR,France
+198832,3,7033,2595,11471,13,5,21,FR,France
+198831,3,8758,3591,13925,16,7,25,FR,France
+198830,3,4205,1224,7186,8,3,13,FR,France
+198829,3,6103,1013,11193,11,2,20,FR,France
+198828,3,8562,3483,13641,15,6,24,FR,France
+198827,3,4690,2196,7184,8,4,12,FR,France
+198826,3,7065,3905,10225,13,7,19,FR,France
+198825,3,7657,4664,10650,14,9,19,FR,France
+198824,3,6676,3978,9374,12,7,17,FR,France
+198823,3,8695,5755,11635,16,11,21,FR,France
+198822,3,11566,8282,14850,21,15,27,FR,France
+198821,3,11107,7742,14472,20,14,26,FR,France
+198820,3,14118,10223,18013,25,18,32,FR,France
+198819,3,18260,13847,22673,33,25,41,FR,France
+198818,3,20415,16281,24549,37,30,44,FR,France
+198817,3,21750,17436,26064,39,31,47,FR,France
+198816,3,33730,27496,39964,60,49,71,FR,France
+198815,3,70616,61754,79478,126,110,142,FR,France
+198814,3,123868,113211,134525,222,203,241,FR,France
+198813,3,193710,181519,205901,347,325,369,FR,France
+198812,3,283445,268834,298056,507,481,533,FR,France
+198811,3,316175,300858,331492,566,539,593,FR,France
+198810,3,235142,222004,248280,421,397,445,FR,France
+198809,3,135564,125263,145865,243,225,261,FR,France
+198808,3,87753,78449,97057,157,140,174,FR,France
+198807,3,77099,68423,85775,138,122,154,FR,France
+198806,3,69349,61502,77196,124,110,138,FR,France
+198805,3,72705,64952,80458,130,116,144,FR,France
+198804,3,72818,64944,80692,130,116,144,FR,France
+198803,3,68869,60922,76816,123,109,137,FR,France
+198802,3,59743,51907,67579,107,93,121,FR,France
+198801,3,60929,52573,69285,109,94,124,FR,France
+198753,3,47257,38170,56344,85,69,101,FR,France
+198752,3,11935,2353,21517,21,4,38,FR,France
+198751,3,47744,34266,61222,86,62,110,FR,France
+198750,3,57767,50181,65353,104,90,118,FR,France
+198749,3,49380,42461,56299,89,77,101,FR,France
+198748,3,41871,35115,48627,75,63,87,FR,France
+198747,3,29688,23465,35911,53,42,64,FR,France
+198746,3,37216,30199,44233,67,54,80,FR,France
+198745,3,35456,29024,41888,64,52,76,FR,France
+198744,3,41024,33829,48219,74,61,87,FR,France
+198743,3,46356,38370,54342,83,69,97,FR,France
+198742,3,38021,30236,45806,68,54,82,FR,France
+198741,3,42021,32016,52026,76,58,94,FR,France
+198740,3,24641,15930,33352,44,28,60,FR,France
+198739,3,32328,23548,41108,58,42,74,FR,France
+198738,3,16782,11870,21694,30,21,39,FR,France
+198737,3,11208,6542,15874,20,12,28,FR,France
+198736,3,7906,4014,11798,14,7,21,FR,France
+198735,3,6149,2970,9328,11,5,17,FR,France
+198734,3,6631,2734,10528,12,5,19,FR,France
+198733,3,6404,1834,10974,12,4,20,FR,France
+198732,3,7215,2353,12077,13,4,22,FR,France
+198731,3,8233,3655,12811,15,7,23,FR,France
+198730,3,4642,1301,7983,8,2,14,FR,France
+198729,3,4389,913,7865,8,2,14,FR,France
+198728,3,2702,138,5266,5,0,10,FR,France
+198727,3,10171,5904,14438,18,10,26,FR,France
+198726,3,12341,7824,16858,22,14,30,FR,France
+198725,3,23413,15490,31336,42,28,56,FR,France
+198724,3,11289,7282,15296,20,13,27,FR,France
+198723,3,15857,10943,20771,29,20,38,FR,France
+198722,3,14887,9743,20031,27,18,36,FR,France
+198721,3,17619,12649,22589,32,23,41,FR,France
+198720,3,10344,6454,14234,19,12,26,FR,France
+198719,3,12539,7943,17135,23,15,31,FR,France
+198718,3,16095,10330,21860,29,19,39,FR,France
+198717,3,21256,14850,27662,38,26,50,FR,France
+198716,3,32416,25100,39732,58,45,71,FR,France
+198715,3,44292,36456,52128,80,66,94,FR,France
+198714,3,50642,41866,59418,91,75,107,FR,France
+198713,3,62246,52749,71743,112,95,129,FR,France
+198712,3,59625,50653,68597,107,91,123,FR,France
+198711,3,53561,45035,62087,96,81,111,FR,France
+198710,3,93067,80519,105615,167,144,190,FR,France
+198709,3,147006,133519,160493,264,240,288,FR,France
+198708,3,217779,202179,233379,391,363,419,FR,France
+198707,3,288180,270718,305642,518,487,549,FR,France
+198706,3,296702,279051,314353,533,501,565,FR,France
+198705,3,236046,219483,252609,424,394,454,FR,France
+198704,3,158333,143625,173041,285,259,311,FR,France
+198703,3,103841,91699,115983,187,165,209,FR,France
+198702,3,74213,64014,84412,133,115,151,FR,France
+198701,3,69745,59207,80283,125,106,144,FR,France
+198652,3,76263,64958,87568,138,118,158,FR,France
+198651,3,72920,63047,82793,132,114,150,FR,France
+198650,3,73413,64019,82807,133,116,150,FR,France
+198649,3,56296,48229,64363,102,87,117,FR,France
+198648,3,46031,38578,53484,83,70,96,FR,France
+198647,3,36740,29710,43770,66,53,79,FR,France
+198646,3,32134,25327,38941,58,46,70,FR,France
+198645,3,38964,31382,46546,70,56,84,FR,France
+198644,3,28646,22048,35244,52,40,64,FR,France
+198643,3,27532,20842,34222,50,38,62,FR,France
+198642,3,31815,25124,38506,57,45,69,FR,France
+198641,3,32864,25939,39789,59,47,71,FR,France
+198640,3,33516,26776,40256,60,48,72,FR,France
+198639,3,28665,22477,34853,52,41,63,FR,France
+198638,3,26615,20479,32751,48,37,59,FR,France
+198637,3,15998,10802,21194,29,20,38,FR,France
+198636,3,9182,4982,13382,17,9,25,FR,France
+198635,3,10587,4470,16704,19,8,30,FR,France
+198634,3,5762,858,10666,10,1,19,FR,France
+198633,3,3115,554,5676,6,1,11,FR,France
+198632,3,1027,0,2311,2,0,4,FR,France
+198631,3,2247,0,4574,4,0,8,FR,France
+198630,3,2346,141,4551,4,0,8,FR,France
+198629,3,3654,931,6377,7,2,12,FR,France
+198628,3,2327,0,5318,4,0,9,FR,France
+198627,3,7529,3353,11705,14,6,22,FR,France
+198626,3,8778,5106,12450,16,9,23,FR,France
+198625,3,11075,6804,15346,20,12,28,FR,France
+198624,3,11160,7252,15068,20,13,27,FR,France
+198623,3,14372,9896,18848,26,18,34,FR,France
+198622,3,9717,5594,13840,18,11,25,FR,France
+198621,3,14460,9575,19345,26,17,35,FR,France
+198620,3,17133,12106,22160,31,22,40,FR,France
+198619,3,22177,16008,28346,40,29,51,FR,France
+198618,3,31736,24115,39357,57,43,71,FR,France
+198617,3,34874,27440,42308,63,50,76,FR,France
+198616,3,41196,32894,49498,74,59,89,FR,France
+198615,3,42659,33537,51781,77,61,93,FR,France
+198614,3,49792,39728,59856,90,72,108,FR,France
+198613,3,87249,63562,110936,157,114,200,FR,France
+198612,3,124777,97237,152317,225,175,275,FR,France
+198611,3,168146,151035,185257,303,272,334,FR,France
+198610,3,257305,231225,283385,464,417,511,FR,France
+198609,3,321140,296644,345636,580,536,624,FR,France
+198608,3,448786,419219,478353,810,757,863,FR,France
+198607,3,490723,460150,521296,886,831,941,FR,France
+198606,3,439300,411764,466836,793,743,843,FR,France
+198605,3,364727,339868,389586,658,613,703,FR,France
+198604,3,348509,322464,374554,629,582,676,FR,France
+198603,3,271539,248654,294424,490,449,531,FR,France
+198602,3,178138,159344,196932,322,288,356,FR,France
+198601,3,112614,96539,128689,203,174,232,FR,France
+198552,3,86452,72250,100654,157,131,183,FR,France
+198551,3,114666,99538,129794,208,181,235,FR,France
+198550,3,86031,73604,98458,156,133,179,FR,France
+198549,3,65931,55326,76536,120,101,139,FR,France
+198548,3,68291,57581,79001,124,105,143,FR,France
+198547,3,66177,55221,77133,120,100,140,FR,France
+198546,3,70534,58788,82280,128,107,149,FR,France
+198545,3,57514,47167,67861,104,85,123,FR,France
+198544,3,67356,55744,78968,122,101,143,FR,France
+198543,3,87402,74208,100596,158,134,182,FR,France
+198542,3,76218,64604,87832,138,117,159,FR,France
+198541,3,45712,36755,54669,83,67,99,FR,France
+198540,3,49739,40335,59143,90,73,107,FR,France
+198539,3,39819,31234,48404,72,56,88,FR,France
+198538,3,27605,20614,34596,50,37,63,FR,France
+198537,3,22219,15626,28812,40,28,52,FR,France
+198536,3,27986,18992,36980,51,35,67,FR,France
+198535,3,30215,18546,41884,55,34,76,FR,France
+198534,3,40389,24786,55992,73,45,101,FR,France
+198533,3,22611,8819,36403,41,16,66,FR,France
+198532,3,7488,1851,13125,14,4,24,FR,France
+198531,3,16958,8479,25437,31,16,46,FR,France
+198530,3,11598,5507,17689,21,10,32,FR,France
+198529,3,13054,6474,19634,24,12,36,FR,France
+198528,3,14588,7659,21517,26,13,39,FR,France
+198527,3,19670,11761,27579,36,22,50,FR,France
+198526,3,18609,12637,24581,34,23,45,FR,France
+198525,3,19362,12454,26270,35,22,48,FR,France
+198524,3,19855,13577,26133,36,25,47,FR,France
+198523,3,19373,10010,28736,35,18,52,FR,France
+198522,3,24099,17190,31008,44,31,57,FR,France
+198521,3,26096,19621,32571,47,35,59,FR,France
+198520,3,27896,20885,34907,51,38,64,FR,France
+198519,3,43154,32821,53487,78,59,97,FR,France
+198518,3,40555,29935,51175,74,55,93,FR,France
+198517,3,34053,24366,43740,62,44,80,FR,France
+198516,3,50362,36451,64273,91,66,116,FR,France
+198515,3,63881,45538,82224,116,83,149,FR,France
+198514,3,134545,114400,154690,244,207,281,FR,France
+198513,3,197206,176080,218332,357,319,395,FR,France
+198512,3,245240,223304,267176,445,405,485,FR,France
+198511,3,276205,252399,300011,501,458,544,FR,France
+198510,3,353231,326279,380183,640,591,689,FR,France
+198509,3,369895,341109,398681,670,618,722,FR,France
+198508,3,389886,359529,420243,707,652,762,FR,France
+198507,3,471852,432599,511105,855,784,926,FR,France
+198506,3,565825,518011,613639,1026,939,1113,FR,France
+198505,3,637302,592795,681809,1155,1074,1236,FR,France
+198504,3,424937,390794,459080,770,708,832,FR,France
+198503,3,213901,174689,253113,388,317,459,FR,France
+198502,3,97586,80949,114223,177,147,207,FR,France
+198501,3,85489,65918,105060,155,120,190,FR,France
+198452,3,84830,60602,109058,154,110,198,FR,France
+198451,3,101726,80242,123210,185,146,224,FR,France
+198450,3,123680,101401,145959,225,184,266,FR,France
+198449,3,101073,81684,120462,184,149,219,FR,France
+198448,3,78620,60634,96606,143,110,176,FR,France
+198447,3,72029,54274,89784,131,99,163,FR,France
+198446,3,87330,67686,106974,159,123,195,FR,France
+198445,3,135223,101414,169032,246,184,308,FR,France
+198444,3,68422,20056,116788,125,37,213,FR,France
diff --git a/module3/exo1/untitled.txt b/module3/exo1/untitled.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/module3/exo2/exercice.ipynb b/module3/exo2/exercice.ipynb
index 0bbbe371b01e359e381e43239412d77bf53fb1fb..6fc6f58ded97e3a22b07bf93a020afc6b91dc64c 100644
--- a/module3/exo2/exercice.ipynb
+++ b/module3/exo2/exercice.ipynb
@@ -1,5 +1,3422 @@
 {
- "cells": [],
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Incidence du syndrome de la varicelle\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "## import\n",
+    "%matplotlib inline\n",
+    "import matplotlib.pyplot as plt\n",
+    "import pandas as pd\n",
+    "import isoweek\n",
+    "import os.path\n",
+    "from urllib.request import urlretrieve"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Les données de l'incidence du syndrome de la varicelle sont disponibles du site Web du Réseau Sentinelles. Nous les récupérons sous forme d'un fichier en format CSV dont chaque ligne correspond à une semaine de la période demandée. Nous téléchargeons toujours le jeu de données complet, qui commence en 1991 et se termine avec une semaine récente.\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "data_url = \"https://www.sentiweb.fr/datasets/all/inc-7-PAY.csv\"   \n",
+    "data_local = \"inc-7-PAY.csv\"\n",
+    "if not os.path.isfile(data_local):\n",
+    "    urlretrieve(data_url, data_local)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {
+    "scrolled": true
+   },
+   "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>202425</td>\n",
+       "      <td>7</td>\n",
+       "      <td>12129</td>\n",
+       "      <td>8130</td>\n",
+       "      <td>16128</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>1</th>\n",
+       "      <td>202424</td>\n",
+       "      <td>7</td>\n",
+       "      <td>12731</td>\n",
+       "      <td>9438</td>\n",
+       "      <td>16024</td>\n",
+       "      <td>19</td>\n",
+       "      <td>14</td>\n",
+       "      <td>24</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>202423</td>\n",
+       "      <td>7</td>\n",
+       "      <td>14657</td>\n",
+       "      <td>11339</td>\n",
+       "      <td>17975</td>\n",
+       "      <td>22</td>\n",
+       "      <td>17</td>\n",
+       "      <td>27</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>202422</td>\n",
+       "      <td>7</td>\n",
+       "      <td>11628</td>\n",
+       "      <td>8361</td>\n",
+       "      <td>14895</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>202421</td>\n",
+       "      <td>7</td>\n",
+       "      <td>9701</td>\n",
+       "      <td>6851</td>\n",
+       "      <td>12551</td>\n",
+       "      <td>15</td>\n",
+       "      <td>11</td>\n",
+       "      <td>19</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>202420</td>\n",
+       "      <td>7</td>\n",
+       "      <td>13661</td>\n",
+       "      <td>10209</td>\n",
+       "      <td>17113</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>6</th>\n",
+       "      <td>202419</td>\n",
+       "      <td>7</td>\n",
+       "      <td>10083</td>\n",
+       "      <td>6413</td>\n",
+       "      <td>13753</td>\n",
+       "      <td>15</td>\n",
+       "      <td>9</td>\n",
+       "      <td>21</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>202418</td>\n",
+       "      <td>7</td>\n",
+       "      <td>13438</td>\n",
+       "      <td>9514</td>\n",
+       "      <td>17362</td>\n",
+       "      <td>20</td>\n",
+       "      <td>14</td>\n",
+       "      <td>26</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>202417</td>\n",
+       "      <td>7</td>\n",
+       "      <td>15303</td>\n",
+       "      <td>11219</td>\n",
+       "      <td>19387</td>\n",
+       "      <td>23</td>\n",
+       "      <td>17</td>\n",
+       "      <td>29</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>202416</td>\n",
+       "      <td>7</td>\n",
+       "      <td>18138</td>\n",
+       "      <td>13540</td>\n",
+       "      <td>22736</td>\n",
+       "      <td>27</td>\n",
+       "      <td>20</td>\n",
+       "      <td>34</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>202415</td>\n",
+       "      <td>7</td>\n",
+       "      <td>24929</td>\n",
+       "      <td>17315</td>\n",
+       "      <td>32543</td>\n",
+       "      <td>37</td>\n",
+       "      <td>26</td>\n",
+       "      <td>48</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>202414</td>\n",
+       "      <td>7</td>\n",
+       "      <td>16181</td>\n",
+       "      <td>12544</td>\n",
+       "      <td>19818</td>\n",
+       "      <td>24</td>\n",
+       "      <td>19</td>\n",
+       "      <td>29</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>202413</td>\n",
+       "      <td>7</td>\n",
+       "      <td>18322</td>\n",
+       "      <td>14206</td>\n",
+       "      <td>22438</td>\n",
+       "      <td>27</td>\n",
+       "      <td>21</td>\n",
+       "      <td>33</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>202412</td>\n",
+       "      <td>7</td>\n",
+       "      <td>12818</td>\n",
+       "      <td>9128</td>\n",
+       "      <td>16508</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>14</th>\n",
+       "      <td>202411</td>\n",
+       "      <td>7</td>\n",
+       "      <td>15973</td>\n",
+       "      <td>12400</td>\n",
+       "      <td>19546</td>\n",
+       "      <td>24</td>\n",
+       "      <td>19</td>\n",
+       "      <td>29</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>202410</td>\n",
+       "      <td>7</td>\n",
+       "      <td>14301</td>\n",
+       "      <td>10761</td>\n",
+       "      <td>17841</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>16</th>\n",
+       "      <td>202409</td>\n",
+       "      <td>7</td>\n",
+       "      <td>14337</td>\n",
+       "      <td>10871</td>\n",
+       "      <td>17803</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>17</th>\n",
+       "      <td>202408</td>\n",
+       "      <td>7</td>\n",
+       "      <td>15899</td>\n",
+       "      <td>11991</td>\n",
+       "      <td>19807</td>\n",
+       "      <td>24</td>\n",
+       "      <td>18</td>\n",
+       "      <td>30</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>202407</td>\n",
+       "      <td>7</td>\n",
+       "      <td>11294</td>\n",
+       "      <td>8226</td>\n",
+       "      <td>14362</td>\n",
+       "      <td>17</td>\n",
+       "      <td>12</td>\n",
+       "      <td>22</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>202406</td>\n",
+       "      <td>7</td>\n",
+       "      <td>12174</td>\n",
+       "      <td>9020</td>\n",
+       "      <td>15328</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>20</th>\n",
+       "      <td>202405</td>\n",
+       "      <td>7</td>\n",
+       "      <td>8814</td>\n",
+       "      <td>6110</td>\n",
+       "      <td>11518</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>21</th>\n",
+       "      <td>202404</td>\n",
+       "      <td>7</td>\n",
+       "      <td>9504</td>\n",
+       "      <td>6566</td>\n",
+       "      <td>12442</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>22</th>\n",
+       "      <td>202403</td>\n",
+       "      <td>7</td>\n",
+       "      <td>6948</td>\n",
+       "      <td>4633</td>\n",
+       "      <td>9263</td>\n",
+       "      <td>10</td>\n",
+       "      <td>7</td>\n",
+       "      <td>13</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>202402</td>\n",
+       "      <td>7</td>\n",
+       "      <td>7125</td>\n",
+       "      <td>4852</td>\n",
+       "      <td>9398</td>\n",
+       "      <td>11</td>\n",
+       "      <td>8</td>\n",
+       "      <td>14</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>202401</td>\n",
+       "      <td>7</td>\n",
+       "      <td>13305</td>\n",
+       "      <td>9214</td>\n",
+       "      <td>17396</td>\n",
+       "      <td>20</td>\n",
+       "      <td>14</td>\n",
+       "      <td>26</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>202352</td>\n",
+       "      <td>7</td>\n",
+       "      <td>11636</td>\n",
+       "      <td>7354</td>\n",
+       "      <td>15918</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>26</th>\n",
+       "      <td>202351</td>\n",
+       "      <td>7</td>\n",
+       "      <td>6912</td>\n",
+       "      <td>4227</td>\n",
+       "      <td>9597</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>27</th>\n",
+       "      <td>202350</td>\n",
+       "      <td>7</td>\n",
+       "      <td>8799</td>\n",
+       "      <td>6215</td>\n",
+       "      <td>11383</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>28</th>\n",
+       "      <td>202349</td>\n",
+       "      <td>7</td>\n",
+       "      <td>7817</td>\n",
+       "      <td>5362</td>\n",
+       "      <td>10272</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>29</th>\n",
+       "      <td>202348</td>\n",
+       "      <td>7</td>\n",
+       "      <td>7351</td>\n",
+       "      <td>4749</td>\n",
+       "      <td>9953</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>...</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>1721</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>1722</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>1723</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>1724</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>1725</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>1726</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>1727</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>1728</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>1729</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>1730</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>1731</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>1732</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>1733</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>1734</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>1735</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>1736</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>1737</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>1738</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>1739</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>1740</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>1741</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>1742</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>1743</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>1744</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>1745</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>1746</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>1747</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>1748</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>1749</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>1750</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>1751 rows × 10 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        week  indicator    inc  inc_low  inc_up  inc100  inc100_low  \\\n",
+       "0     202425          7  12129     8130   16128      18          12   \n",
+       "1     202424          7  12731     9438   16024      19          14   \n",
+       "2     202423          7  14657    11339   17975      22          17   \n",
+       "3     202422          7  11628     8361   14895      17          12   \n",
+       "4     202421          7   9701     6851   12551      15          11   \n",
+       "5     202420          7  13661    10209   17113      20          15   \n",
+       "6     202419          7  10083     6413   13753      15           9   \n",
+       "7     202418          7  13438     9514   17362      20          14   \n",
+       "8     202417          7  15303    11219   19387      23          17   \n",
+       "9     202416          7  18138    13540   22736      27          20   \n",
+       "10    202415          7  24929    17315   32543      37          26   \n",
+       "11    202414          7  16181    12544   19818      24          19   \n",
+       "12    202413          7  18322    14206   22438      27          21   \n",
+       "13    202412          7  12818     9128   16508      19          13   \n",
+       "14    202411          7  15973    12400   19546      24          19   \n",
+       "15    202410          7  14301    10761   17841      21          16   \n",
+       "16    202409          7  14337    10871   17803      21          16   \n",
+       "17    202408          7  15899    11991   19807      24          18   \n",
+       "18    202407          7  11294     8226   14362      17          12   \n",
+       "19    202406          7  12174     9020   15328      18          13   \n",
+       "20    202405          7   8814     6110   11518      13           9   \n",
+       "21    202404          7   9504     6566   12442      14          10   \n",
+       "22    202403          7   6948     4633    9263      10           7   \n",
+       "23    202402          7   7125     4852    9398      11           8   \n",
+       "24    202401          7  13305     9214   17396      20          14   \n",
+       "25    202352          7  11636     7354   15918      18          12   \n",
+       "26    202351          7   6912     4227    9597      10           6   \n",
+       "27    202350          7   8799     6215   11383      13           9   \n",
+       "28    202349          7   7817     5362   10272      12           8   \n",
+       "29    202348          7   7351     4749    9953      11           7   \n",
+       "...      ...        ...    ...      ...     ...     ...         ...   \n",
+       "1721  199126          7  17608    11304   23912      31          20   \n",
+       "1722  199125          7  16169    10700   21638      28          18   \n",
+       "1723  199124          7  16171    10071   22271      28          17   \n",
+       "1724  199123          7  11947     7671   16223      21          13   \n",
+       "1725  199122          7  15452     9953   20951      27          17   \n",
+       "1726  199121          7  14903     8975   20831      26          16   \n",
+       "1727  199120          7  19053    12742   25364      34          23   \n",
+       "1728  199119          7  16739    11246   22232      29          19   \n",
+       "1729  199118          7  21385    13882   28888      38          25   \n",
+       "1730  199117          7  13462     8877   18047      24          16   \n",
+       "1731  199116          7  14857    10068   19646      26          18   \n",
+       "1732  199115          7  13975     9781   18169      25          18   \n",
+       "1733  199114          7  12265     7684   16846      22          14   \n",
+       "1734  199113          7   9567     6041   13093      17          11   \n",
+       "1735  199112          7  10864     7331   14397      19          13   \n",
+       "1736  199111          7  15574    11184   19964      27          19   \n",
+       "1737  199110          7  16643    11372   21914      29          20   \n",
+       "1738  199109          7  13741     8780   18702      24          15   \n",
+       "1739  199108          7  13289     8813   17765      23          15   \n",
+       "1740  199107          7  12337     8077   16597      22          15   \n",
+       "1741  199106          7  10877     7013   14741      19          12   \n",
+       "1742  199105          7  10442     6544   14340      18          11   \n",
+       "1743  199104          7   7913     4563   11263      14           8   \n",
+       "1744  199103          7  15387    10484   20290      27          18   \n",
+       "1745  199102          7  16277    11046   21508      29          20   \n",
+       "1746  199101          7  15565    10271   20859      27          18   \n",
+       "1747  199052          7  19375    13295   25455      34          23   \n",
+       "1748  199051          7  19080    13807   24353      34          25   \n",
+       "1749  199050          7  11079     6660   15498      20          12   \n",
+       "1750  199049          7   1143        0    2610       2           0   \n",
+       "\n",
+       "      inc100_up geo_insee geo_name  \n",
+       "0            24        FR   France  \n",
+       "1            24        FR   France  \n",
+       "2            27        FR   France  \n",
+       "3            22        FR   France  \n",
+       "4            19        FR   France  \n",
+       "5            25        FR   France  \n",
+       "6            21        FR   France  \n",
+       "7            26        FR   France  \n",
+       "8            29        FR   France  \n",
+       "9            34        FR   France  \n",
+       "10           48        FR   France  \n",
+       "11           29        FR   France  \n",
+       "12           33        FR   France  \n",
+       "13           25        FR   France  \n",
+       "14           29        FR   France  \n",
+       "15           26        FR   France  \n",
+       "16           26        FR   France  \n",
+       "17           30        FR   France  \n",
+       "18           22        FR   France  \n",
+       "19           23        FR   France  \n",
+       "20           17        FR   France  \n",
+       "21           18        FR   France  \n",
+       "22           13        FR   France  \n",
+       "23           14        FR   France  \n",
+       "24           26        FR   France  \n",
+       "25           24        FR   France  \n",
+       "26           14        FR   France  \n",
+       "27           17        FR   France  \n",
+       "28           16        FR   France  \n",
+       "29           15        FR   France  \n",
+       "...         ...       ...      ...  \n",
+       "1721         42        FR   France  \n",
+       "1722         38        FR   France  \n",
+       "1723         39        FR   France  \n",
+       "1724         29        FR   France  \n",
+       "1725         37        FR   France  \n",
+       "1726         36        FR   France  \n",
+       "1727         45        FR   France  \n",
+       "1728         39        FR   France  \n",
+       "1729         51        FR   France  \n",
+       "1730         32        FR   France  \n",
+       "1731         34        FR   France  \n",
+       "1732         32        FR   France  \n",
+       "1733         30        FR   France  \n",
+       "1734         23        FR   France  \n",
+       "1735         25        FR   France  \n",
+       "1736         35        FR   France  \n",
+       "1737         38        FR   France  \n",
+       "1738         33        FR   France  \n",
+       "1739         31        FR   France  \n",
+       "1740         29        FR   France  \n",
+       "1741         26        FR   France  \n",
+       "1742         25        FR   France  \n",
+       "1743         20        FR   France  \n",
+       "1744         36        FR   France  \n",
+       "1745         38        FR   France  \n",
+       "1746         36        FR   France  \n",
+       "1747         45        FR   France  \n",
+       "1748         43        FR   France  \n",
+       "1749         28        FR   France  \n",
+       "1750          5        FR   France  \n",
+       "\n",
+       "[1751 rows x 10 columns]"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "raw_data = pd.read_csv(data_local, skiprows=1)\n",
+    "raw_data"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Y a-t-il des points manquants dans ce jeux de données ? - NON"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>week</th>\n",
+       "      <th>indicator</th>\n",
+       "      <th>inc</th>\n",
+       "      <th>inc_low</th>\n",
+       "      <th>inc_up</th>\n",
+       "      <th>inc100</th>\n",
+       "      <th>inc100_low</th>\n",
+       "      <th>inc100_up</th>\n",
+       "      <th>geo_insee</th>\n",
+       "      <th>geo_name</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "Empty DataFrame\n",
+       "Columns: [week, indicator, inc, inc_low, inc_up, inc100, inc100_low, inc100_up, geo_insee, geo_name]\n",
+       "Index: []"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "raw_data[raw_data.isnull().any(axis=1)]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "nous écrivons une petite fonction Python pour convertir les semaines encodees par le reseau sentinelles en format comprehensif pour pandas. Ensuite, nous l'appliquons à tous les points de nos donnés. Les résultats vont dans une nouvelle colonne 'period'."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "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": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>week</th>\n",
+       "      <th>indicator</th>\n",
+       "      <th>inc</th>\n",
+       "      <th>inc_low</th>\n",
+       "      <th>inc_up</th>\n",
+       "      <th>inc100</th>\n",
+       "      <th>inc100_low</th>\n",
+       "      <th>inc100_up</th>\n",
+       "      <th>geo_insee</th>\n",
+       "      <th>geo_name</th>\n",
+       "      <th>period</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>202425</td>\n",
+       "      <td>7</td>\n",
+       "      <td>12129</td>\n",
+       "      <td>8130</td>\n",
+       "      <td>16128</td>\n",
+       "      <td>18</td>\n",
+       "      <td>12</td>\n",
+       "      <td>24</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2024-06-17/2024-06-23</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>202424</td>\n",
+       "      <td>7</td>\n",
+       "      <td>12731</td>\n",
+       "      <td>9438</td>\n",
+       "      <td>16024</td>\n",
+       "      <td>19</td>\n",
+       "      <td>14</td>\n",
+       "      <td>24</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2024-06-10/2024-06-16</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>202423</td>\n",
+       "      <td>7</td>\n",
+       "      <td>14657</td>\n",
+       "      <td>11339</td>\n",
+       "      <td>17975</td>\n",
+       "      <td>22</td>\n",
+       "      <td>17</td>\n",
+       "      <td>27</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2024-06-03/2024-06-09</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>202422</td>\n",
+       "      <td>7</td>\n",
+       "      <td>11628</td>\n",
+       "      <td>8361</td>\n",
+       "      <td>14895</td>\n",
+       "      <td>17</td>\n",
+       "      <td>12</td>\n",
+       "      <td>22</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2024-05-27/2024-06-02</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>202421</td>\n",
+       "      <td>7</td>\n",
+       "      <td>9701</td>\n",
+       "      <td>6851</td>\n",
+       "      <td>12551</td>\n",
+       "      <td>15</td>\n",
+       "      <td>11</td>\n",
+       "      <td>19</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2024-05-20/2024-05-26</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>202420</td>\n",
+       "      <td>7</td>\n",
+       "      <td>13661</td>\n",
+       "      <td>10209</td>\n",
+       "      <td>17113</td>\n",
+       "      <td>20</td>\n",
+       "      <td>15</td>\n",
+       "      <td>25</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2024-05-13/2024-05-19</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>202419</td>\n",
+       "      <td>7</td>\n",
+       "      <td>10083</td>\n",
+       "      <td>6413</td>\n",
+       "      <td>13753</td>\n",
+       "      <td>15</td>\n",
+       "      <td>9</td>\n",
+       "      <td>21</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2024-05-06/2024-05-12</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>202418</td>\n",
+       "      <td>7</td>\n",
+       "      <td>13438</td>\n",
+       "      <td>9514</td>\n",
+       "      <td>17362</td>\n",
+       "      <td>20</td>\n",
+       "      <td>14</td>\n",
+       "      <td>26</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2024-04-29/2024-05-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>202417</td>\n",
+       "      <td>7</td>\n",
+       "      <td>15303</td>\n",
+       "      <td>11219</td>\n",
+       "      <td>19387</td>\n",
+       "      <td>23</td>\n",
+       "      <td>17</td>\n",
+       "      <td>29</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2024-04-22/2024-04-28</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>202416</td>\n",
+       "      <td>7</td>\n",
+       "      <td>18138</td>\n",
+       "      <td>13540</td>\n",
+       "      <td>22736</td>\n",
+       "      <td>27</td>\n",
+       "      <td>20</td>\n",
+       "      <td>34</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2024-04-15/2024-04-21</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>202415</td>\n",
+       "      <td>7</td>\n",
+       "      <td>24929</td>\n",
+       "      <td>17315</td>\n",
+       "      <td>32543</td>\n",
+       "      <td>37</td>\n",
+       "      <td>26</td>\n",
+       "      <td>48</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2024-04-08/2024-04-14</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>202414</td>\n",
+       "      <td>7</td>\n",
+       "      <td>16181</td>\n",
+       "      <td>12544</td>\n",
+       "      <td>19818</td>\n",
+       "      <td>24</td>\n",
+       "      <td>19</td>\n",
+       "      <td>29</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2024-04-01/2024-04-07</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>202413</td>\n",
+       "      <td>7</td>\n",
+       "      <td>18322</td>\n",
+       "      <td>14206</td>\n",
+       "      <td>22438</td>\n",
+       "      <td>27</td>\n",
+       "      <td>21</td>\n",
+       "      <td>33</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2024-03-25/2024-03-31</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>202412</td>\n",
+       "      <td>7</td>\n",
+       "      <td>12818</td>\n",
+       "      <td>9128</td>\n",
+       "      <td>16508</td>\n",
+       "      <td>19</td>\n",
+       "      <td>13</td>\n",
+       "      <td>25</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2024-03-18/2024-03-24</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>202411</td>\n",
+       "      <td>7</td>\n",
+       "      <td>15973</td>\n",
+       "      <td>12400</td>\n",
+       "      <td>19546</td>\n",
+       "      <td>24</td>\n",
+       "      <td>19</td>\n",
+       "      <td>29</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2024-03-11/2024-03-17</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>202410</td>\n",
+       "      <td>7</td>\n",
+       "      <td>14301</td>\n",
+       "      <td>10761</td>\n",
+       "      <td>17841</td>\n",
+       "      <td>21</td>\n",
+       "      <td>16</td>\n",
+       "      <td>26</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2024-03-04/2024-03-10</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>202409</td>\n",
+       "      <td>7</td>\n",
+       "      <td>14337</td>\n",
+       "      <td>10871</td>\n",
+       "      <td>17803</td>\n",
+       "      <td>21</td>\n",
+       "      <td>16</td>\n",
+       "      <td>26</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2024-02-26/2024-03-03</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>202408</td>\n",
+       "      <td>7</td>\n",
+       "      <td>15899</td>\n",
+       "      <td>11991</td>\n",
+       "      <td>19807</td>\n",
+       "      <td>24</td>\n",
+       "      <td>18</td>\n",
+       "      <td>30</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2024-02-19/2024-02-25</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>202407</td>\n",
+       "      <td>7</td>\n",
+       "      <td>11294</td>\n",
+       "      <td>8226</td>\n",
+       "      <td>14362</td>\n",
+       "      <td>17</td>\n",
+       "      <td>12</td>\n",
+       "      <td>22</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2024-02-12/2024-02-18</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>202406</td>\n",
+       "      <td>7</td>\n",
+       "      <td>12174</td>\n",
+       "      <td>9020</td>\n",
+       "      <td>15328</td>\n",
+       "      <td>18</td>\n",
+       "      <td>13</td>\n",
+       "      <td>23</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2024-02-05/2024-02-11</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>202405</td>\n",
+       "      <td>7</td>\n",
+       "      <td>8814</td>\n",
+       "      <td>6110</td>\n",
+       "      <td>11518</td>\n",
+       "      <td>13</td>\n",
+       "      <td>9</td>\n",
+       "      <td>17</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2024-01-29/2024-02-04</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>202404</td>\n",
+       "      <td>7</td>\n",
+       "      <td>9504</td>\n",
+       "      <td>6566</td>\n",
+       "      <td>12442</td>\n",
+       "      <td>14</td>\n",
+       "      <td>10</td>\n",
+       "      <td>18</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2024-01-22/2024-01-28</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>202403</td>\n",
+       "      <td>7</td>\n",
+       "      <td>6948</td>\n",
+       "      <td>4633</td>\n",
+       "      <td>9263</td>\n",
+       "      <td>10</td>\n",
+       "      <td>7</td>\n",
+       "      <td>13</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2024-01-15/2024-01-21</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>202402</td>\n",
+       "      <td>7</td>\n",
+       "      <td>7125</td>\n",
+       "      <td>4852</td>\n",
+       "      <td>9398</td>\n",
+       "      <td>11</td>\n",
+       "      <td>8</td>\n",
+       "      <td>14</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2024-01-08/2024-01-14</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>202401</td>\n",
+       "      <td>7</td>\n",
+       "      <td>13305</td>\n",
+       "      <td>9214</td>\n",
+       "      <td>17396</td>\n",
+       "      <td>20</td>\n",
+       "      <td>14</td>\n",
+       "      <td>26</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2024-01-01/2024-01-07</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>202352</td>\n",
+       "      <td>7</td>\n",
+       "      <td>11636</td>\n",
+       "      <td>7354</td>\n",
+       "      <td>15918</td>\n",
+       "      <td>18</td>\n",
+       "      <td>12</td>\n",
+       "      <td>24</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2023-12-25/2023-12-31</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>202351</td>\n",
+       "      <td>7</td>\n",
+       "      <td>6912</td>\n",
+       "      <td>4227</td>\n",
+       "      <td>9597</td>\n",
+       "      <td>10</td>\n",
+       "      <td>6</td>\n",
+       "      <td>14</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2023-12-18/2023-12-24</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>202350</td>\n",
+       "      <td>7</td>\n",
+       "      <td>8799</td>\n",
+       "      <td>6215</td>\n",
+       "      <td>11383</td>\n",
+       "      <td>13</td>\n",
+       "      <td>9</td>\n",
+       "      <td>17</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2023-12-11/2023-12-17</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>202349</td>\n",
+       "      <td>7</td>\n",
+       "      <td>7817</td>\n",
+       "      <td>5362</td>\n",
+       "      <td>10272</td>\n",
+       "      <td>12</td>\n",
+       "      <td>8</td>\n",
+       "      <td>16</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2023-12-04/2023-12-10</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>202348</td>\n",
+       "      <td>7</td>\n",
+       "      <td>7351</td>\n",
+       "      <td>4749</td>\n",
+       "      <td>9953</td>\n",
+       "      <td>11</td>\n",
+       "      <td>7</td>\n",
+       "      <td>15</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2023-11-27/2023-12-03</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1721</th>\n",
+       "      <td>199126</td>\n",
+       "      <td>7</td>\n",
+       "      <td>17608</td>\n",
+       "      <td>11304</td>\n",
+       "      <td>23912</td>\n",
+       "      <td>31</td>\n",
+       "      <td>20</td>\n",
+       "      <td>42</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>1991-06-24/1991-06-30</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1722</th>\n",
+       "      <td>199125</td>\n",
+       "      <td>7</td>\n",
+       "      <td>16169</td>\n",
+       "      <td>10700</td>\n",
+       "      <td>21638</td>\n",
+       "      <td>28</td>\n",
+       "      <td>18</td>\n",
+       "      <td>38</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>1991-06-17/1991-06-23</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1723</th>\n",
+       "      <td>199124</td>\n",
+       "      <td>7</td>\n",
+       "      <td>16171</td>\n",
+       "      <td>10071</td>\n",
+       "      <td>22271</td>\n",
+       "      <td>28</td>\n",
+       "      <td>17</td>\n",
+       "      <td>39</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>1991-06-10/1991-06-16</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1724</th>\n",
+       "      <td>199123</td>\n",
+       "      <td>7</td>\n",
+       "      <td>11947</td>\n",
+       "      <td>7671</td>\n",
+       "      <td>16223</td>\n",
+       "      <td>21</td>\n",
+       "      <td>13</td>\n",
+       "      <td>29</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>1991-06-03/1991-06-09</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1725</th>\n",
+       "      <td>199122</td>\n",
+       "      <td>7</td>\n",
+       "      <td>15452</td>\n",
+       "      <td>9953</td>\n",
+       "      <td>20951</td>\n",
+       "      <td>27</td>\n",
+       "      <td>17</td>\n",
+       "      <td>37</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>1991-05-27/1991-06-02</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1726</th>\n",
+       "      <td>199121</td>\n",
+       "      <td>7</td>\n",
+       "      <td>14903</td>\n",
+       "      <td>8975</td>\n",
+       "      <td>20831</td>\n",
+       "      <td>26</td>\n",
+       "      <td>16</td>\n",
+       "      <td>36</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>1991-05-20/1991-05-26</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1727</th>\n",
+       "      <td>199120</td>\n",
+       "      <td>7</td>\n",
+       "      <td>19053</td>\n",
+       "      <td>12742</td>\n",
+       "      <td>25364</td>\n",
+       "      <td>34</td>\n",
+       "      <td>23</td>\n",
+       "      <td>45</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>1991-05-13/1991-05-19</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1728</th>\n",
+       "      <td>199119</td>\n",
+       "      <td>7</td>\n",
+       "      <td>16739</td>\n",
+       "      <td>11246</td>\n",
+       "      <td>22232</td>\n",
+       "      <td>29</td>\n",
+       "      <td>19</td>\n",
+       "      <td>39</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>1991-05-06/1991-05-12</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1729</th>\n",
+       "      <td>199118</td>\n",
+       "      <td>7</td>\n",
+       "      <td>21385</td>\n",
+       "      <td>13882</td>\n",
+       "      <td>28888</td>\n",
+       "      <td>38</td>\n",
+       "      <td>25</td>\n",
+       "      <td>51</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>1991-04-29/1991-05-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1730</th>\n",
+       "      <td>199117</td>\n",
+       "      <td>7</td>\n",
+       "      <td>13462</td>\n",
+       "      <td>8877</td>\n",
+       "      <td>18047</td>\n",
+       "      <td>24</td>\n",
+       "      <td>16</td>\n",
+       "      <td>32</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>1991-04-22/1991-04-28</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1731</th>\n",
+       "      <td>199116</td>\n",
+       "      <td>7</td>\n",
+       "      <td>14857</td>\n",
+       "      <td>10068</td>\n",
+       "      <td>19646</td>\n",
+       "      <td>26</td>\n",
+       "      <td>18</td>\n",
+       "      <td>34</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>1991-04-15/1991-04-21</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1732</th>\n",
+       "      <td>199115</td>\n",
+       "      <td>7</td>\n",
+       "      <td>13975</td>\n",
+       "      <td>9781</td>\n",
+       "      <td>18169</td>\n",
+       "      <td>25</td>\n",
+       "      <td>18</td>\n",
+       "      <td>32</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>1991-04-08/1991-04-14</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1733</th>\n",
+       "      <td>199114</td>\n",
+       "      <td>7</td>\n",
+       "      <td>12265</td>\n",
+       "      <td>7684</td>\n",
+       "      <td>16846</td>\n",
+       "      <td>22</td>\n",
+       "      <td>14</td>\n",
+       "      <td>30</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>1991-04-01/1991-04-07</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1734</th>\n",
+       "      <td>199113</td>\n",
+       "      <td>7</td>\n",
+       "      <td>9567</td>\n",
+       "      <td>6041</td>\n",
+       "      <td>13093</td>\n",
+       "      <td>17</td>\n",
+       "      <td>11</td>\n",
+       "      <td>23</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>1991-03-25/1991-03-31</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1735</th>\n",
+       "      <td>199112</td>\n",
+       "      <td>7</td>\n",
+       "      <td>10864</td>\n",
+       "      <td>7331</td>\n",
+       "      <td>14397</td>\n",
+       "      <td>19</td>\n",
+       "      <td>13</td>\n",
+       "      <td>25</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>1991-03-18/1991-03-24</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1736</th>\n",
+       "      <td>199111</td>\n",
+       "      <td>7</td>\n",
+       "      <td>15574</td>\n",
+       "      <td>11184</td>\n",
+       "      <td>19964</td>\n",
+       "      <td>27</td>\n",
+       "      <td>19</td>\n",
+       "      <td>35</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>1991-03-11/1991-03-17</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1737</th>\n",
+       "      <td>199110</td>\n",
+       "      <td>7</td>\n",
+       "      <td>16643</td>\n",
+       "      <td>11372</td>\n",
+       "      <td>21914</td>\n",
+       "      <td>29</td>\n",
+       "      <td>20</td>\n",
+       "      <td>38</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>1991-03-04/1991-03-10</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1738</th>\n",
+       "      <td>199109</td>\n",
+       "      <td>7</td>\n",
+       "      <td>13741</td>\n",
+       "      <td>8780</td>\n",
+       "      <td>18702</td>\n",
+       "      <td>24</td>\n",
+       "      <td>15</td>\n",
+       "      <td>33</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>1991-02-25/1991-03-03</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1739</th>\n",
+       "      <td>199108</td>\n",
+       "      <td>7</td>\n",
+       "      <td>13289</td>\n",
+       "      <td>8813</td>\n",
+       "      <td>17765</td>\n",
+       "      <td>23</td>\n",
+       "      <td>15</td>\n",
+       "      <td>31</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>1991-02-18/1991-02-24</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1740</th>\n",
+       "      <td>199107</td>\n",
+       "      <td>7</td>\n",
+       "      <td>12337</td>\n",
+       "      <td>8077</td>\n",
+       "      <td>16597</td>\n",
+       "      <td>22</td>\n",
+       "      <td>15</td>\n",
+       "      <td>29</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>1991-02-11/1991-02-17</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1741</th>\n",
+       "      <td>199106</td>\n",
+       "      <td>7</td>\n",
+       "      <td>10877</td>\n",
+       "      <td>7013</td>\n",
+       "      <td>14741</td>\n",
+       "      <td>19</td>\n",
+       "      <td>12</td>\n",
+       "      <td>26</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>1991-02-04/1991-02-10</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1742</th>\n",
+       "      <td>199105</td>\n",
+       "      <td>7</td>\n",
+       "      <td>10442</td>\n",
+       "      <td>6544</td>\n",
+       "      <td>14340</td>\n",
+       "      <td>18</td>\n",
+       "      <td>11</td>\n",
+       "      <td>25</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>1991-01-28/1991-02-03</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1743</th>\n",
+       "      <td>199104</td>\n",
+       "      <td>7</td>\n",
+       "      <td>7913</td>\n",
+       "      <td>4563</td>\n",
+       "      <td>11263</td>\n",
+       "      <td>14</td>\n",
+       "      <td>8</td>\n",
+       "      <td>20</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>1991-01-21/1991-01-27</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1744</th>\n",
+       "      <td>199103</td>\n",
+       "      <td>7</td>\n",
+       "      <td>15387</td>\n",
+       "      <td>10484</td>\n",
+       "      <td>20290</td>\n",
+       "      <td>27</td>\n",
+       "      <td>18</td>\n",
+       "      <td>36</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>1991-01-14/1991-01-20</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1745</th>\n",
+       "      <td>199102</td>\n",
+       "      <td>7</td>\n",
+       "      <td>16277</td>\n",
+       "      <td>11046</td>\n",
+       "      <td>21508</td>\n",
+       "      <td>29</td>\n",
+       "      <td>20</td>\n",
+       "      <td>38</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>1991-01-07/1991-01-13</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1746</th>\n",
+       "      <td>199101</td>\n",
+       "      <td>7</td>\n",
+       "      <td>15565</td>\n",
+       "      <td>10271</td>\n",
+       "      <td>20859</td>\n",
+       "      <td>27</td>\n",
+       "      <td>18</td>\n",
+       "      <td>36</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>1990-12-31/1991-01-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1747</th>\n",
+       "      <td>199052</td>\n",
+       "      <td>7</td>\n",
+       "      <td>19375</td>\n",
+       "      <td>13295</td>\n",
+       "      <td>25455</td>\n",
+       "      <td>34</td>\n",
+       "      <td>23</td>\n",
+       "      <td>45</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>1990-12-24/1990-12-30</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1748</th>\n",
+       "      <td>199051</td>\n",
+       "      <td>7</td>\n",
+       "      <td>19080</td>\n",
+       "      <td>13807</td>\n",
+       "      <td>24353</td>\n",
+       "      <td>34</td>\n",
+       "      <td>25</td>\n",
+       "      <td>43</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>1990-12-17/1990-12-23</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1749</th>\n",
+       "      <td>199050</td>\n",
+       "      <td>7</td>\n",
+       "      <td>11079</td>\n",
+       "      <td>6660</td>\n",
+       "      <td>15498</td>\n",
+       "      <td>20</td>\n",
+       "      <td>12</td>\n",
+       "      <td>28</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>1990-12-10/1990-12-16</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1750</th>\n",
+       "      <td>199049</td>\n",
+       "      <td>7</td>\n",
+       "      <td>1143</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2610</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>5</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>1990-12-03/1990-12-09</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>1751 rows × 11 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        week  indicator    inc  inc_low  inc_up  inc100  inc100_low  \\\n",
+       "0     202425          7  12129     8130   16128      18          12   \n",
+       "1     202424          7  12731     9438   16024      19          14   \n",
+       "2     202423          7  14657    11339   17975      22          17   \n",
+       "3     202422          7  11628     8361   14895      17          12   \n",
+       "4     202421          7   9701     6851   12551      15          11   \n",
+       "5     202420          7  13661    10209   17113      20          15   \n",
+       "6     202419          7  10083     6413   13753      15           9   \n",
+       "7     202418          7  13438     9514   17362      20          14   \n",
+       "8     202417          7  15303    11219   19387      23          17   \n",
+       "9     202416          7  18138    13540   22736      27          20   \n",
+       "10    202415          7  24929    17315   32543      37          26   \n",
+       "11    202414          7  16181    12544   19818      24          19   \n",
+       "12    202413          7  18322    14206   22438      27          21   \n",
+       "13    202412          7  12818     9128   16508      19          13   \n",
+       "14    202411          7  15973    12400   19546      24          19   \n",
+       "15    202410          7  14301    10761   17841      21          16   \n",
+       "16    202409          7  14337    10871   17803      21          16   \n",
+       "17    202408          7  15899    11991   19807      24          18   \n",
+       "18    202407          7  11294     8226   14362      17          12   \n",
+       "19    202406          7  12174     9020   15328      18          13   \n",
+       "20    202405          7   8814     6110   11518      13           9   \n",
+       "21    202404          7   9504     6566   12442      14          10   \n",
+       "22    202403          7   6948     4633    9263      10           7   \n",
+       "23    202402          7   7125     4852    9398      11           8   \n",
+       "24    202401          7  13305     9214   17396      20          14   \n",
+       "25    202352          7  11636     7354   15918      18          12   \n",
+       "26    202351          7   6912     4227    9597      10           6   \n",
+       "27    202350          7   8799     6215   11383      13           9   \n",
+       "28    202349          7   7817     5362   10272      12           8   \n",
+       "29    202348          7   7351     4749    9953      11           7   \n",
+       "...      ...        ...    ...      ...     ...     ...         ...   \n",
+       "1721  199126          7  17608    11304   23912      31          20   \n",
+       "1722  199125          7  16169    10700   21638      28          18   \n",
+       "1723  199124          7  16171    10071   22271      28          17   \n",
+       "1724  199123          7  11947     7671   16223      21          13   \n",
+       "1725  199122          7  15452     9953   20951      27          17   \n",
+       "1726  199121          7  14903     8975   20831      26          16   \n",
+       "1727  199120          7  19053    12742   25364      34          23   \n",
+       "1728  199119          7  16739    11246   22232      29          19   \n",
+       "1729  199118          7  21385    13882   28888      38          25   \n",
+       "1730  199117          7  13462     8877   18047      24          16   \n",
+       "1731  199116          7  14857    10068   19646      26          18   \n",
+       "1732  199115          7  13975     9781   18169      25          18   \n",
+       "1733  199114          7  12265     7684   16846      22          14   \n",
+       "1734  199113          7   9567     6041   13093      17          11   \n",
+       "1735  199112          7  10864     7331   14397      19          13   \n",
+       "1736  199111          7  15574    11184   19964      27          19   \n",
+       "1737  199110          7  16643    11372   21914      29          20   \n",
+       "1738  199109          7  13741     8780   18702      24          15   \n",
+       "1739  199108          7  13289     8813   17765      23          15   \n",
+       "1740  199107          7  12337     8077   16597      22          15   \n",
+       "1741  199106          7  10877     7013   14741      19          12   \n",
+       "1742  199105          7  10442     6544   14340      18          11   \n",
+       "1743  199104          7   7913     4563   11263      14           8   \n",
+       "1744  199103          7  15387    10484   20290      27          18   \n",
+       "1745  199102          7  16277    11046   21508      29          20   \n",
+       "1746  199101          7  15565    10271   20859      27          18   \n",
+       "1747  199052          7  19375    13295   25455      34          23   \n",
+       "1748  199051          7  19080    13807   24353      34          25   \n",
+       "1749  199050          7  11079     6660   15498      20          12   \n",
+       "1750  199049          7   1143        0    2610       2           0   \n",
+       "\n",
+       "      inc100_up geo_insee geo_name                period  \n",
+       "0            24        FR   France 2024-06-17/2024-06-23  \n",
+       "1            24        FR   France 2024-06-10/2024-06-16  \n",
+       "2            27        FR   France 2024-06-03/2024-06-09  \n",
+       "3            22        FR   France 2024-05-27/2024-06-02  \n",
+       "4            19        FR   France 2024-05-20/2024-05-26  \n",
+       "5            25        FR   France 2024-05-13/2024-05-19  \n",
+       "6            21        FR   France 2024-05-06/2024-05-12  \n",
+       "7            26        FR   France 2024-04-29/2024-05-05  \n",
+       "8            29        FR   France 2024-04-22/2024-04-28  \n",
+       "9            34        FR   France 2024-04-15/2024-04-21  \n",
+       "10           48        FR   France 2024-04-08/2024-04-14  \n",
+       "11           29        FR   France 2024-04-01/2024-04-07  \n",
+       "12           33        FR   France 2024-03-25/2024-03-31  \n",
+       "13           25        FR   France 2024-03-18/2024-03-24  \n",
+       "14           29        FR   France 2024-03-11/2024-03-17  \n",
+       "15           26        FR   France 2024-03-04/2024-03-10  \n",
+       "16           26        FR   France 2024-02-26/2024-03-03  \n",
+       "17           30        FR   France 2024-02-19/2024-02-25  \n",
+       "18           22        FR   France 2024-02-12/2024-02-18  \n",
+       "19           23        FR   France 2024-02-05/2024-02-11  \n",
+       "20           17        FR   France 2024-01-29/2024-02-04  \n",
+       "21           18        FR   France 2024-01-22/2024-01-28  \n",
+       "22           13        FR   France 2024-01-15/2024-01-21  \n",
+       "23           14        FR   France 2024-01-08/2024-01-14  \n",
+       "24           26        FR   France 2024-01-01/2024-01-07  \n",
+       "25           24        FR   France 2023-12-25/2023-12-31  \n",
+       "26           14        FR   France 2023-12-18/2023-12-24  \n",
+       "27           17        FR   France 2023-12-11/2023-12-17  \n",
+       "28           16        FR   France 2023-12-04/2023-12-10  \n",
+       "29           15        FR   France 2023-11-27/2023-12-03  \n",
+       "...         ...       ...      ...                   ...  \n",
+       "1721         42        FR   France 1991-06-24/1991-06-30  \n",
+       "1722         38        FR   France 1991-06-17/1991-06-23  \n",
+       "1723         39        FR   France 1991-06-10/1991-06-16  \n",
+       "1724         29        FR   France 1991-06-03/1991-06-09  \n",
+       "1725         37        FR   France 1991-05-27/1991-06-02  \n",
+       "1726         36        FR   France 1991-05-20/1991-05-26  \n",
+       "1727         45        FR   France 1991-05-13/1991-05-19  \n",
+       "1728         39        FR   France 1991-05-06/1991-05-12  \n",
+       "1729         51        FR   France 1991-04-29/1991-05-05  \n",
+       "1730         32        FR   France 1991-04-22/1991-04-28  \n",
+       "1731         34        FR   France 1991-04-15/1991-04-21  \n",
+       "1732         32        FR   France 1991-04-08/1991-04-14  \n",
+       "1733         30        FR   France 1991-04-01/1991-04-07  \n",
+       "1734         23        FR   France 1991-03-25/1991-03-31  \n",
+       "1735         25        FR   France 1991-03-18/1991-03-24  \n",
+       "1736         35        FR   France 1991-03-11/1991-03-17  \n",
+       "1737         38        FR   France 1991-03-04/1991-03-10  \n",
+       "1738         33        FR   France 1991-02-25/1991-03-03  \n",
+       "1739         31        FR   France 1991-02-18/1991-02-24  \n",
+       "1740         29        FR   France 1991-02-11/1991-02-17  \n",
+       "1741         26        FR   France 1991-02-04/1991-02-10  \n",
+       "1742         25        FR   France 1991-01-28/1991-02-03  \n",
+       "1743         20        FR   France 1991-01-21/1991-01-27  \n",
+       "1744         36        FR   France 1991-01-14/1991-01-20  \n",
+       "1745         38        FR   France 1991-01-07/1991-01-13  \n",
+       "1746         36        FR   France 1990-12-31/1991-01-06  \n",
+       "1747         45        FR   France 1990-12-24/1990-12-30  \n",
+       "1748         43        FR   France 1990-12-17/1990-12-23  \n",
+       "1749         28        FR   France 1990-12-10/1990-12-16  \n",
+       "1750          5        FR   France 1990-12-03/1990-12-09  \n",
+       "\n",
+       "[1751 rows x 11 columns]"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "raw_data"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "nous trions les points par période, dans le sens chronologique."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "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>2023-11-27/2023-12-03</th>\n",
+       "      <td>202348</td>\n",
+       "      <td>7</td>\n",
+       "      <td>7351</td>\n",
+       "      <td>4749</td>\n",
+       "      <td>9953</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>2023-12-04/2023-12-10</th>\n",
+       "      <td>202349</td>\n",
+       "      <td>7</td>\n",
+       "      <td>7817</td>\n",
+       "      <td>5362</td>\n",
+       "      <td>10272</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>2023-12-11/2023-12-17</th>\n",
+       "      <td>202350</td>\n",
+       "      <td>7</td>\n",
+       "      <td>8799</td>\n",
+       "      <td>6215</td>\n",
+       "      <td>11383</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>2023-12-18/2023-12-24</th>\n",
+       "      <td>202351</td>\n",
+       "      <td>7</td>\n",
+       "      <td>6912</td>\n",
+       "      <td>4227</td>\n",
+       "      <td>9597</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>2023-12-25/2023-12-31</th>\n",
+       "      <td>202352</td>\n",
+       "      <td>7</td>\n",
+       "      <td>11636</td>\n",
+       "      <td>7354</td>\n",
+       "      <td>15918</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>2024-01-01/2024-01-07</th>\n",
+       "      <td>202401</td>\n",
+       "      <td>7</td>\n",
+       "      <td>13305</td>\n",
+       "      <td>9214</td>\n",
+       "      <td>17396</td>\n",
+       "      <td>20</td>\n",
+       "      <td>14</td>\n",
+       "      <td>26</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2024-01-08/2024-01-14</th>\n",
+       "      <td>202402</td>\n",
+       "      <td>7</td>\n",
+       "      <td>7125</td>\n",
+       "      <td>4852</td>\n",
+       "      <td>9398</td>\n",
+       "      <td>11</td>\n",
+       "      <td>8</td>\n",
+       "      <td>14</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2024-01-15/2024-01-21</th>\n",
+       "      <td>202403</td>\n",
+       "      <td>7</td>\n",
+       "      <td>6948</td>\n",
+       "      <td>4633</td>\n",
+       "      <td>9263</td>\n",
+       "      <td>10</td>\n",
+       "      <td>7</td>\n",
+       "      <td>13</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2024-01-22/2024-01-28</th>\n",
+       "      <td>202404</td>\n",
+       "      <td>7</td>\n",
+       "      <td>9504</td>\n",
+       "      <td>6566</td>\n",
+       "      <td>12442</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>2024-01-29/2024-02-04</th>\n",
+       "      <td>202405</td>\n",
+       "      <td>7</td>\n",
+       "      <td>8814</td>\n",
+       "      <td>6110</td>\n",
+       "      <td>11518</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>2024-02-05/2024-02-11</th>\n",
+       "      <td>202406</td>\n",
+       "      <td>7</td>\n",
+       "      <td>12174</td>\n",
+       "      <td>9020</td>\n",
+       "      <td>15328</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>2024-02-12/2024-02-18</th>\n",
+       "      <td>202407</td>\n",
+       "      <td>7</td>\n",
+       "      <td>11294</td>\n",
+       "      <td>8226</td>\n",
+       "      <td>14362</td>\n",
+       "      <td>17</td>\n",
+       "      <td>12</td>\n",
+       "      <td>22</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2024-02-19/2024-02-25</th>\n",
+       "      <td>202408</td>\n",
+       "      <td>7</td>\n",
+       "      <td>15899</td>\n",
+       "      <td>11991</td>\n",
+       "      <td>19807</td>\n",
+       "      <td>24</td>\n",
+       "      <td>18</td>\n",
+       "      <td>30</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2024-02-26/2024-03-03</th>\n",
+       "      <td>202409</td>\n",
+       "      <td>7</td>\n",
+       "      <td>14337</td>\n",
+       "      <td>10871</td>\n",
+       "      <td>17803</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>2024-03-04/2024-03-10</th>\n",
+       "      <td>202410</td>\n",
+       "      <td>7</td>\n",
+       "      <td>14301</td>\n",
+       "      <td>10761</td>\n",
+       "      <td>17841</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>2024-03-11/2024-03-17</th>\n",
+       "      <td>202411</td>\n",
+       "      <td>7</td>\n",
+       "      <td>15973</td>\n",
+       "      <td>12400</td>\n",
+       "      <td>19546</td>\n",
+       "      <td>24</td>\n",
+       "      <td>19</td>\n",
+       "      <td>29</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2024-03-18/2024-03-24</th>\n",
+       "      <td>202412</td>\n",
+       "      <td>7</td>\n",
+       "      <td>12818</td>\n",
+       "      <td>9128</td>\n",
+       "      <td>16508</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>2024-03-25/2024-03-31</th>\n",
+       "      <td>202413</td>\n",
+       "      <td>7</td>\n",
+       "      <td>18322</td>\n",
+       "      <td>14206</td>\n",
+       "      <td>22438</td>\n",
+       "      <td>27</td>\n",
+       "      <td>21</td>\n",
+       "      <td>33</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2024-04-01/2024-04-07</th>\n",
+       "      <td>202414</td>\n",
+       "      <td>7</td>\n",
+       "      <td>16181</td>\n",
+       "      <td>12544</td>\n",
+       "      <td>19818</td>\n",
+       "      <td>24</td>\n",
+       "      <td>19</td>\n",
+       "      <td>29</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2024-04-08/2024-04-14</th>\n",
+       "      <td>202415</td>\n",
+       "      <td>7</td>\n",
+       "      <td>24929</td>\n",
+       "      <td>17315</td>\n",
+       "      <td>32543</td>\n",
+       "      <td>37</td>\n",
+       "      <td>26</td>\n",
+       "      <td>48</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2024-04-15/2024-04-21</th>\n",
+       "      <td>202416</td>\n",
+       "      <td>7</td>\n",
+       "      <td>18138</td>\n",
+       "      <td>13540</td>\n",
+       "      <td>22736</td>\n",
+       "      <td>27</td>\n",
+       "      <td>20</td>\n",
+       "      <td>34</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2024-04-22/2024-04-28</th>\n",
+       "      <td>202417</td>\n",
+       "      <td>7</td>\n",
+       "      <td>15303</td>\n",
+       "      <td>11219</td>\n",
+       "      <td>19387</td>\n",
+       "      <td>23</td>\n",
+       "      <td>17</td>\n",
+       "      <td>29</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2024-04-29/2024-05-05</th>\n",
+       "      <td>202418</td>\n",
+       "      <td>7</td>\n",
+       "      <td>13438</td>\n",
+       "      <td>9514</td>\n",
+       "      <td>17362</td>\n",
+       "      <td>20</td>\n",
+       "      <td>14</td>\n",
+       "      <td>26</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2024-05-06/2024-05-12</th>\n",
+       "      <td>202419</td>\n",
+       "      <td>7</td>\n",
+       "      <td>10083</td>\n",
+       "      <td>6413</td>\n",
+       "      <td>13753</td>\n",
+       "      <td>15</td>\n",
+       "      <td>9</td>\n",
+       "      <td>21</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2024-05-13/2024-05-19</th>\n",
+       "      <td>202420</td>\n",
+       "      <td>7</td>\n",
+       "      <td>13661</td>\n",
+       "      <td>10209</td>\n",
+       "      <td>17113</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>2024-05-20/2024-05-26</th>\n",
+       "      <td>202421</td>\n",
+       "      <td>7</td>\n",
+       "      <td>9701</td>\n",
+       "      <td>6851</td>\n",
+       "      <td>12551</td>\n",
+       "      <td>15</td>\n",
+       "      <td>11</td>\n",
+       "      <td>19</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2024-05-27/2024-06-02</th>\n",
+       "      <td>202422</td>\n",
+       "      <td>7</td>\n",
+       "      <td>11628</td>\n",
+       "      <td>8361</td>\n",
+       "      <td>14895</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>2024-06-03/2024-06-09</th>\n",
+       "      <td>202423</td>\n",
+       "      <td>7</td>\n",
+       "      <td>14657</td>\n",
+       "      <td>11339</td>\n",
+       "      <td>17975</td>\n",
+       "      <td>22</td>\n",
+       "      <td>17</td>\n",
+       "      <td>27</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2024-06-10/2024-06-16</th>\n",
+       "      <td>202424</td>\n",
+       "      <td>7</td>\n",
+       "      <td>12731</td>\n",
+       "      <td>9438</td>\n",
+       "      <td>16024</td>\n",
+       "      <td>19</td>\n",
+       "      <td>14</td>\n",
+       "      <td>24</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2024-06-17/2024-06-23</th>\n",
+       "      <td>202425</td>\n",
+       "      <td>7</td>\n",
+       "      <td>12129</td>\n",
+       "      <td>8130</td>\n",
+       "      <td>16128</td>\n",
+       "      <td>18</td>\n",
+       "      <td>12</td>\n",
+       "      <td>24</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>1751 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",
+       "2023-11-27/2023-12-03  202348          7   7351     4749    9953      11   \n",
+       "2023-12-04/2023-12-10  202349          7   7817     5362   10272      12   \n",
+       "2023-12-11/2023-12-17  202350          7   8799     6215   11383      13   \n",
+       "2023-12-18/2023-12-24  202351          7   6912     4227    9597      10   \n",
+       "2023-12-25/2023-12-31  202352          7  11636     7354   15918      18   \n",
+       "2024-01-01/2024-01-07  202401          7  13305     9214   17396      20   \n",
+       "2024-01-08/2024-01-14  202402          7   7125     4852    9398      11   \n",
+       "2024-01-15/2024-01-21  202403          7   6948     4633    9263      10   \n",
+       "2024-01-22/2024-01-28  202404          7   9504     6566   12442      14   \n",
+       "2024-01-29/2024-02-04  202405          7   8814     6110   11518      13   \n",
+       "2024-02-05/2024-02-11  202406          7  12174     9020   15328      18   \n",
+       "2024-02-12/2024-02-18  202407          7  11294     8226   14362      17   \n",
+       "2024-02-19/2024-02-25  202408          7  15899    11991   19807      24   \n",
+       "2024-02-26/2024-03-03  202409          7  14337    10871   17803      21   \n",
+       "2024-03-04/2024-03-10  202410          7  14301    10761   17841      21   \n",
+       "2024-03-11/2024-03-17  202411          7  15973    12400   19546      24   \n",
+       "2024-03-18/2024-03-24  202412          7  12818     9128   16508      19   \n",
+       "2024-03-25/2024-03-31  202413          7  18322    14206   22438      27   \n",
+       "2024-04-01/2024-04-07  202414          7  16181    12544   19818      24   \n",
+       "2024-04-08/2024-04-14  202415          7  24929    17315   32543      37   \n",
+       "2024-04-15/2024-04-21  202416          7  18138    13540   22736      27   \n",
+       "2024-04-22/2024-04-28  202417          7  15303    11219   19387      23   \n",
+       "2024-04-29/2024-05-05  202418          7  13438     9514   17362      20   \n",
+       "2024-05-06/2024-05-12  202419          7  10083     6413   13753      15   \n",
+       "2024-05-13/2024-05-19  202420          7  13661    10209   17113      20   \n",
+       "2024-05-20/2024-05-26  202421          7   9701     6851   12551      15   \n",
+       "2024-05-27/2024-06-02  202422          7  11628     8361   14895      17   \n",
+       "2024-06-03/2024-06-09  202423          7  14657    11339   17975      22   \n",
+       "2024-06-10/2024-06-16  202424          7  12731     9438   16024      19   \n",
+       "2024-06-17/2024-06-23  202425          7  12129     8130   16128      18   \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",
+       "2023-11-27/2023-12-03           7         15        FR   France  \n",
+       "2023-12-04/2023-12-10           8         16        FR   France  \n",
+       "2023-12-11/2023-12-17           9         17        FR   France  \n",
+       "2023-12-18/2023-12-24           6         14        FR   France  \n",
+       "2023-12-25/2023-12-31          12         24        FR   France  \n",
+       "2024-01-01/2024-01-07          14         26        FR   France  \n",
+       "2024-01-08/2024-01-14           8         14        FR   France  \n",
+       "2024-01-15/2024-01-21           7         13        FR   France  \n",
+       "2024-01-22/2024-01-28          10         18        FR   France  \n",
+       "2024-01-29/2024-02-04           9         17        FR   France  \n",
+       "2024-02-05/2024-02-11          13         23        FR   France  \n",
+       "2024-02-12/2024-02-18          12         22        FR   France  \n",
+       "2024-02-19/2024-02-25          18         30        FR   France  \n",
+       "2024-02-26/2024-03-03          16         26        FR   France  \n",
+       "2024-03-04/2024-03-10          16         26        FR   France  \n",
+       "2024-03-11/2024-03-17          19         29        FR   France  \n",
+       "2024-03-18/2024-03-24          13         25        FR   France  \n",
+       "2024-03-25/2024-03-31          21         33        FR   France  \n",
+       "2024-04-01/2024-04-07          19         29        FR   France  \n",
+       "2024-04-08/2024-04-14          26         48        FR   France  \n",
+       "2024-04-15/2024-04-21          20         34        FR   France  \n",
+       "2024-04-22/2024-04-28          17         29        FR   France  \n",
+       "2024-04-29/2024-05-05          14         26        FR   France  \n",
+       "2024-05-06/2024-05-12           9         21        FR   France  \n",
+       "2024-05-13/2024-05-19          15         25        FR   France  \n",
+       "2024-05-20/2024-05-26          11         19        FR   France  \n",
+       "2024-05-27/2024-06-02          12         22        FR   France  \n",
+       "2024-06-03/2024-06-09          17         27        FR   France  \n",
+       "2024-06-10/2024-06-16          14         24        FR   France  \n",
+       "2024-06-17/2024-06-23          12         24        FR   France  \n",
+       "\n",
+       "[1751 rows x 10 columns]"
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "sorted_data = raw_data.set_index('period').sort_index()\n",
+    "sorted_data"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Nous vérifions la cohérence des données."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "PeriodIndex(['1990-12-03/1990-12-09', '1990-12-10/1990-12-16',\n",
+       "             '1990-12-17/1990-12-23', '1990-12-24/1990-12-30',\n",
+       "             '1990-12-31/1991-01-06', '1991-01-07/1991-01-13',\n",
+       "             '1991-01-14/1991-01-20', '1991-01-21/1991-01-27',\n",
+       "             '1991-01-28/1991-02-03', '1991-02-04/1991-02-10',\n",
+       "             ...\n",
+       "             '2024-04-15/2024-04-21', '2024-04-22/2024-04-28',\n",
+       "             '2024-04-29/2024-05-05', '2024-05-06/2024-05-12',\n",
+       "             '2024-05-13/2024-05-19', '2024-05-20/2024-05-26',\n",
+       "             '2024-05-27/2024-06-02', '2024-06-03/2024-06-09',\n",
+       "             '2024-06-10/2024-06-16', '2024-06-17/2024-06-23'],\n",
+       "            dtype='period[W-SUN]', name='period', length=1751, freq='W-SUN')"
+      ]
+     },
+     "execution_count": 13,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "periods = sorted_data.index\n",
+    "periods\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "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 periode non adjacente a la precedente - pas de donnees manquantes\n",
+    "\n",
+    "Donc on plot les data pour une 1ere vision puis zoom"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7fa403350f28>"
+      ]
+     },
+     "execution_count": 16,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sorted_data['inc'].plot()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7fa40324bb70>"
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sorted_data['inc'][-200:].plot()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Etude de l'incidence annuelle\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "On regarde l'incidence annuelle en commencant l'annee par la semaine contenant le 1er septembre - depuis 1991\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "first_sept_week = [pd.Period(pd.Timestamp(y, 9, 1), 'W')\n",
+    "                     for y in range(1991,\n",
+    "                                    sorted_data.index[-1].year)]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    " Nous calculons les sommes des incidences hebdomadaires pour toutes ces périodes."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "year = []\n",
+    "yearly_incidence = []\n",
+    "for week1, week2 in zip(first_sept_week[:-1],\n",
+    "                        first_sept_week[1:]):\n",
+    "    one_year = sorted_data['inc'][week1:week2-1]\n",
+    "    assert abs(len(one_year)-52) < 2\n",
+    "    yearly_incidence.append(one_year.sum())\n",
+    "    year.append(week2.year)\n",
+    "yearly_incidence = pd.Series(data=yearly_incidence, index=year)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "incidence annuelle"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7fa40323cc18>"
+      ]
+     },
+     "execution_count": 20,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "yearly_incidence.plot(style='*')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "2020    221186\n",
+       "2023    366227\n",
+       "2021    376290\n",
+       "2002    516689\n",
+       "2018    542312\n",
+       "2017    551041\n",
+       "1996    564901\n",
+       "2019    584066\n",
+       "2015    604382\n",
+       "2000    617597\n",
+       "2001    619041\n",
+       "2012    624573\n",
+       "2005    628464\n",
+       "2006    632833\n",
+       "2022    641397\n",
+       "2011    642368\n",
+       "1993    643387\n",
+       "1995    652478\n",
+       "1994    661409\n",
+       "1998    677775\n",
+       "1997    683434\n",
+       "2014    685769\n",
+       "2013    698332\n",
+       "2007    717352\n",
+       "2008    749478\n",
+       "1999    756456\n",
+       "2003    758363\n",
+       "2004    777388\n",
+       "2016    782114\n",
+       "2010    829911\n",
+       "1992    832939\n",
+       "2009    842373\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 21,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "yearly_incidence.sort_values()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
  "metadata": {
   "kernelspec": {
    "display_name": "Python 3",
@@ -16,10 +3433,9 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.6.3"
+   "version": "3.6.4"
   }
  },
  "nbformat": 4,
  "nbformat_minor": 2
 }
-
diff --git a/module3/exo2/inc-7-PAY.csv b/module3/exo2/inc-7-PAY.csv
new file mode 100644
index 0000000000000000000000000000000000000000..101f23f992ed1c983b2d949ff8d3c28069a5234f
--- /dev/null
+++ b/module3/exo2/inc-7-PAY.csv
@@ -0,0 +1,1753 @@
+# {"source":"r&#233;seau Sentinelles, INSERM, Sorbonne Universit&#233;, https:\/\/www.sentiweb.fr","meta":{"period":[199049,202425],"geo":["PAY",0],"geo_ref":"insee","indicator":"7","type":"all","conf_int":true,"compact":false,"age_group":false,"span":"all"},"date":"2024-06-26T20:50:29+02:00","bundle":"1719427814"}
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