From 552f7717f52c54bc135fff2ada911e265abc36ae Mon Sep 17 00:00:00 2001
From: 5edd760108f13e4fe736873bdc13d096
 <5edd760108f13e4fe736873bdc13d096@app-learninglab.inria.fr>
Date: Tue, 3 Jan 2023 13:14:49 +0000
Subject: [PATCH] local CSV with output

---
 module3/exo1/incidence-PAY-3.csv              | 1993 +++++++++++++++
 .../influenza-like-illness-analysis.ipynb     | 2222 ++++++++++++++++-
 2 files changed, 4171 insertions(+), 44 deletions(-)
 create mode 100644 module3/exo1/incidence-PAY-3.csv

diff --git a/module3/exo1/incidence-PAY-3.csv b/module3/exo1/incidence-PAY-3.csv
new file mode 100644
index 0000000..338cad2
--- /dev/null
+++ b/module3/exo1/incidence-PAY-3.csv
@@ -0,0 +1,1993 @@
+# @source="réseau Sentinelles, INSERM, Sorbonne Université, http://www.sentiweb.fr", @meta={"period":[198444,202251],"geo":["PAY","1"],"geo_ref":"insee","indicator":"3","type":"all","conf_int":true,"compact":false}, @date=2023-01-03T13:31:04+01:00
+week,indicator,inc,inc_low,inc_up,inc100,inc100_low,inc100_up,geo_insee,geo_name
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+199920,3,6073,2775,9371,10,4,16,FR,France
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+199918,3,3057,678,5436,5,1,9,FR,France
+199917,3,2904,701,5107,5,1,9,FR,France
+199916,3,7539,3360,11718,13,6,20,FR,France
+199915,3,11535,6814,16256,20,12,28,FR,France
+199914,3,18730,13131,24329,32,22,42,FR,France
+199913,3,38453,29560,47346,66,51,81,FR,France
+199912,3,58090,48072,68108,99,82,116,FR,France
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+199909,3,207450,188710,226190,355,323,387,FR,France
+199908,3,313293,292280,334306,536,500,572,FR,France
+199907,3,524136,496702,551570,896,849,943,FR,France
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+199905,3,476884,449696,504072,815,769,861,FR,France
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+199903,3,242388,224208,260568,414,383,445,FR,France
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+199849,3,33385,26332,40438,57,45,69,FR,France
+199848,3,22636,16668,28604,39,29,49,FR,France
+199847,3,14505,9746,19264,25,17,33,FR,France
+199846,3,13804,9049,18559,24,16,32,FR,France
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+199844,3,12631,7410,17852,22,13,31,FR,France
+199843,3,12180,7125,17235,21,12,30,FR,France
+199842,3,18885,12726,25044,32,21,43,FR,France
+199841,3,24196,17506,30886,42,31,53,FR,France
+199840,3,20235,14114,26356,35,25,45,FR,France
+199839,3,17075,11538,22612,29,20,38,FR,France
+199838,3,10837,6336,15338,19,11,27,FR,France
+199837,3,6968,3227,10709,12,6,18,FR,France
+199836,3,3033,580,5486,5,1,9,FR,France
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+199834,3,3853,589,7117,7,1,13,FR,France
+199833,3,2934,0,6598,5,0,11,FR,France
+199832,3,1308,0,2894,2,0,5,FR,France
+199831,3,12147,0,29237,21,0,50,FR,France
+199830,3,5309,1628,8990,9,3,15,FR,France
+199829,3,6486,2465,10507,11,4,18,FR,France
+199828,3,9577,4464,14690,16,7,25,FR,France
+199827,3,12358,7158,17558,21,12,30,FR,France
+199826,3,10415,6547,14283,18,11,25,FR,France
+199825,3,18246,13050,23442,31,22,40,FR,France
+199824,3,16263,11126,21400,28,19,37,FR,France
+199823,3,8553,4911,12195,15,9,21,FR,France
+199822,3,5181,2669,7693,9,5,13,FR,France
+199821,3,4751,2416,7086,8,4,12,FR,France
+199820,3,12129,8099,16159,21,14,28,FR,France
+199819,3,24118,17906,30330,41,30,52,FR,France
+199818,3,31612,24512,38712,54,42,66,FR,France
+199817,3,61148,51894,70402,105,89,121,FR,France
+199816,3,123195,109878,136512,211,188,234,FR,France
+199815,3,171603,156715,186491,294,268,320,FR,France
+199814,3,319092,298398,339786,547,512,582,FR,France
+199813,3,298212,278513,317911,512,478,546,FR,France
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+199810,3,202354,186304,218404,347,319,375,FR,France
+199809,3,227553,209970,245136,390,360,420,FR,France
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+199803,3,23900,18221,29579,41,31,51,FR,France
+199802,3,31143,23994,38292,53,41,65,FR,France
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+199752,3,29039,21984,36094,50,38,62,FR,France
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+199743,3,16707,11945,21469,29,21,37,FR,France
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+199741,3,16933,11941,21925,29,20,38,FR,France
+199740,3,13292,8709,17875,23,15,31,FR,France
+199739,3,10189,6279,14099,18,11,25,FR,France
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+199724,3,4696,1824,7568,8,3,13,FR,France
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+199715,3,9516,6192,12840,16,10,22,FR,France
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+199622,3,4005,1984,6026,7,4,10,FR,France
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+199614,3,44414,36774,52054,77,64,90,FR,France
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+199603,3,54691,48016,61366,94,82,106,FR,France
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+199544,3,13168,9820,16516,23,17,29,FR,France
+199543,3,16188,12389,19987,28,21,35,FR,France
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+199541,3,14980,10851,19109,26,19,33,FR,France
+199540,3,16245,11610,20880,28,20,36,FR,France
+199539,3,18499,13844,23154,32,24,40,FR,France
+199538,3,13123,9410,16836,23,17,29,FR,France
+199537,3,4895,2666,7124,8,4,12,FR,France
+199536,3,3659,1574,5744,6,2,10,FR,France
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+199533,3,905,0,2007,2,0,4,FR,France
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+199528,3,3312,1430,5194,6,3,9,FR,France
+199527,3,4853,2683,7023,8,4,12,FR,France
+199526,3,4986,2911,7061,9,5,13,FR,France
+199525,3,4571,2520,6622,8,4,12,FR,France
+199524,3,8058,5054,11062,14,9,19,FR,France
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+199522,3,14124,9999,18249,24,17,31,FR,France
+199521,3,11931,8655,15207,21,15,27,FR,France
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+199519,3,26261,21488,31034,45,37,53,FR,France
+199518,3,39231,33258,45204,68,58,78,FR,France
+199517,3,88640,79343,97937,153,137,169,FR,France
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+199515,3,181007,169110,192904,313,292,334,FR,France
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+199513,3,209839,197191,222487,363,341,385,FR,France
+199512,3,122434,112497,132371,212,195,229,FR,France
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+199443,3,11254,8002,14506,20,14,26,FR,France
+199442,3,14406,10653,18159,25,18,32,FR,France
+199441,3,14073,10341,17805,24,18,30,FR,France
+199440,3,15962,11850,20074,28,21,35,FR,France
+199439,3,15878,11643,20113,28,21,35,FR,France
+199438,3,15366,11100,19632,27,20,34,FR,France
+199437,3,5949,3561,8337,10,6,14,FR,France
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+199435,3,4556,2358,6754,8,4,12,FR,France
+199434,3,3459,1444,5474,6,2,10,FR,France
+199433,3,4272,977,7567,7,1,13,FR,France
+199432,3,4786,1613,7959,8,2,14,FR,France
+199431,3,5027,1580,8474,9,3,15,FR,France
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+199429,3,1188,0,2384,2,0,4,FR,France
+199428,3,1581,316,2846,3,1,5,FR,France
+199427,3,713,0,1459,1,0,2,FR,France
+199426,3,990,80,1900,2,0,4,FR,France
+199425,3,5431,3222,7640,9,5,13,FR,France
+199424,3,6288,3723,8853,11,7,15,FR,France
+199423,3,6440,1052,11828,11,2,20,FR,France
+199422,3,845,0,2449,1,0,4,FR,France
+199421,3,2197,395,3999,4,1,7,FR,France
+199420,3,2217,852,3582,4,2,6,FR,France
+199419,3,1483,406,2560,3,1,5,FR,France
+199418,3,3705,1940,5470,6,3,9,FR,France
+199417,3,2288,1064,3512,4,2,6,FR,France
+199416,3,5156,3176,7136,9,6,12,FR,France
+199415,3,6952,4678,9226,12,8,16,FR,France
+199414,3,4671,2784,6558,8,5,11,FR,France
+199413,3,3343,1641,5045,6,3,9,FR,France
+199412,3,4305,2412,6198,7,4,10,FR,France
+199411,3,5399,3327,7471,9,5,13,FR,France
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+199409,3,5635,3251,8019,10,6,14,FR,France
+199408,3,9539,6652,12426,17,12,22,FR,France
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+199406,3,17308,13395,21221,30,23,37,FR,France
+199405,3,18489,14290,22688,32,25,39,FR,France
+199404,3,23712,19048,28376,41,33,49,FR,France
+199403,3,29882,24817,34947,52,43,61,FR,France
+199402,3,47402,41415,53389,82,72,92,FR,France
+199401,3,118119,108182,128056,205,188,222,FR,France
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+199351,3,377472,359792,395152,658,627,689,FR,France
+199350,3,627639,607097,648181,1094,1058,1130,FR,France
+199349,3,898045,873419,922671,1565,1522,1608,FR,France
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+199347,3,241371,226769,255973,421,396,446,FR,France
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+199345,3,32289,27022,37556,56,47,65,FR,France
+199344,3,17832,14015,21649,31,24,38,FR,France
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+199342,3,19187,14893,23481,33,26,40,FR,France
+199341,3,18285,14384,22186,32,25,39,FR,France
+199340,3,13805,10348,17262,24,18,30,FR,France
+199339,3,14783,11173,18393,26,20,32,FR,France
+199338,3,10492,7329,13655,18,12,24,FR,France
+199337,3,7023,4503,9543,12,8,16,FR,France
+199336,3,4361,2445,6277,8,5,11,FR,France
+199335,3,5589,3066,8112,10,6,14,FR,France
+199334,3,2984,1209,4759,5,2,8,FR,France
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+199332,3,3755,1051,6459,7,2,12,FR,France
+199331,3,4163,1768,6558,7,3,11,FR,France
+199330,3,4055,1907,6203,7,3,11,FR,France
+199329,3,3714,1668,5760,6,2,10,FR,France
+199328,3,1774,484,3064,3,1,5,FR,France
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+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/influenza-like-illness-analysis.ipynb b/module3/exo1/influenza-like-illness-analysis.ipynb
index 87092fc..231cd02 100644
--- a/module3/exo1/influenza-like-illness-analysis.ipynb
+++ b/module3/exo1/influenza-like-illness-analysis.ipynb
@@ -9,10 +9,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {
-    "collapsed": true
-   },
+   "execution_count": 6,
+   "metadata": {},
    "outputs": [],
    "source": [
     "%matplotlib inline\n",
@@ -30,13 +28,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {
-    "collapsed": true
-   },
+   "execution_count": 7,
+   "metadata": {},
    "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_url = \"incidence-PAY-3.csv\""
    ]
   },
   {
@@ -63,9 +60,976 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 8,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>week</th>\n",
+       "      <th>indicator</th>\n",
+       "      <th>inc</th>\n",
+       "      <th>inc_low</th>\n",
+       "      <th>inc_up</th>\n",
+       "      <th>inc100</th>\n",
+       "      <th>inc100_low</th>\n",
+       "      <th>inc100_up</th>\n",
+       "      <th>geo_insee</th>\n",
+       "      <th>geo_name</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>202251</td>\n",
+       "      <td>3</td>\n",
+       "      <td>255228</td>\n",
+       "      <td>238612.0</td>\n",
+       "      <td>271844.0</td>\n",
+       "      <td>385</td>\n",
+       "      <td>360.0</td>\n",
+       "      <td>410.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>202250</td>\n",
+       "      <td>3</td>\n",
+       "      <td>234279</td>\n",
+       "      <td>219533.0</td>\n",
+       "      <td>249025.0</td>\n",
+       "      <td>353</td>\n",
+       "      <td>331.0</td>\n",
+       "      <td>375.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>202249</td>\n",
+       "      <td>3</td>\n",
+       "      <td>163421</td>\n",
+       "      <td>151727.0</td>\n",
+       "      <td>175115.0</td>\n",
+       "      <td>246</td>\n",
+       "      <td>228.0</td>\n",
+       "      <td>264.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>202248</td>\n",
+       "      <td>3</td>\n",
+       "      <td>121884</td>\n",
+       "      <td>111932.0</td>\n",
+       "      <td>131836.0</td>\n",
+       "      <td>184</td>\n",
+       "      <td>169.0</td>\n",
+       "      <td>199.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>202247</td>\n",
+       "      <td>3</td>\n",
+       "      <td>96447</td>\n",
+       "      <td>87259.0</td>\n",
+       "      <td>105635.0</td>\n",
+       "      <td>145</td>\n",
+       "      <td>131.0</td>\n",
+       "      <td>159.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>202246</td>\n",
+       "      <td>3</td>\n",
+       "      <td>67735</td>\n",
+       "      <td>60075.0</td>\n",
+       "      <td>75395.0</td>\n",
+       "      <td>102</td>\n",
+       "      <td>90.0</td>\n",
+       "      <td>114.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>202245</td>\n",
+       "      <td>3</td>\n",
+       "      <td>45306</td>\n",
+       "      <td>38909.0</td>\n",
+       "      <td>51703.0</td>\n",
+       "      <td>68</td>\n",
+       "      <td>58.0</td>\n",
+       "      <td>78.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>202244</td>\n",
+       "      <td>3</td>\n",
+       "      <td>34713</td>\n",
+       "      <td>28880.0</td>\n",
+       "      <td>40546.0</td>\n",
+       "      <td>52</td>\n",
+       "      <td>43.0</td>\n",
+       "      <td>61.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>202243</td>\n",
+       "      <td>3</td>\n",
+       "      <td>44769</td>\n",
+       "      <td>36884.0</td>\n",
+       "      <td>52654.0</td>\n",
+       "      <td>68</td>\n",
+       "      <td>56.0</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>202242</td>\n",
+       "      <td>3</td>\n",
+       "      <td>47462</td>\n",
+       "      <td>40773.0</td>\n",
+       "      <td>54151.0</td>\n",
+       "      <td>72</td>\n",
+       "      <td>62.0</td>\n",
+       "      <td>82.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>202241</td>\n",
+       "      <td>3</td>\n",
+       "      <td>48583</td>\n",
+       "      <td>42388.0</td>\n",
+       "      <td>54778.0</td>\n",
+       "      <td>73</td>\n",
+       "      <td>64.0</td>\n",
+       "      <td>82.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>202240</td>\n",
+       "      <td>3</td>\n",
+       "      <td>41927</td>\n",
+       "      <td>36115.0</td>\n",
+       "      <td>47739.0</td>\n",
+       "      <td>63</td>\n",
+       "      <td>54.0</td>\n",
+       "      <td>72.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>202239</td>\n",
+       "      <td>3</td>\n",
+       "      <td>39902</td>\n",
+       "      <td>34168.0</td>\n",
+       "      <td>45636.0</td>\n",
+       "      <td>60</td>\n",
+       "      <td>51.0</td>\n",
+       "      <td>69.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>202238</td>\n",
+       "      <td>3</td>\n",
+       "      <td>28781</td>\n",
+       "      <td>23733.0</td>\n",
+       "      <td>33829.0</td>\n",
+       "      <td>43</td>\n",
+       "      <td>35.0</td>\n",
+       "      <td>51.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>202237</td>\n",
+       "      <td>3</td>\n",
+       "      <td>21395</td>\n",
+       "      <td>17076.0</td>\n",
+       "      <td>25714.0</td>\n",
+       "      <td>32</td>\n",
+       "      <td>25.0</td>\n",
+       "      <td>39.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>202236</td>\n",
+       "      <td>3</td>\n",
+       "      <td>14120</td>\n",
+       "      <td>10487.0</td>\n",
+       "      <td>17753.0</td>\n",
+       "      <td>21</td>\n",
+       "      <td>16.0</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>202235</td>\n",
+       "      <td>3</td>\n",
+       "      <td>9283</td>\n",
+       "      <td>6485.0</td>\n",
+       "      <td>12081.0</td>\n",
+       "      <td>14</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>18.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>202234</td>\n",
+       "      <td>3</td>\n",
+       "      <td>7498</td>\n",
+       "      <td>4731.0</td>\n",
+       "      <td>10265.0</td>\n",
+       "      <td>11</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>202233</td>\n",
+       "      <td>3</td>\n",
+       "      <td>7586</td>\n",
+       "      <td>4442.0</td>\n",
+       "      <td>10730.0</td>\n",
+       "      <td>11</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>16.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>202232</td>\n",
+       "      <td>3</td>\n",
+       "      <td>12222</td>\n",
+       "      <td>7749.0</td>\n",
+       "      <td>16695.0</td>\n",
+       "      <td>18</td>\n",
+       "      <td>11.0</td>\n",
+       "      <td>25.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>202231</td>\n",
+       "      <td>3</td>\n",
+       "      <td>13257</td>\n",
+       "      <td>8905.0</td>\n",
+       "      <td>17609.0</td>\n",
+       "      <td>20</td>\n",
+       "      <td>13.0</td>\n",
+       "      <td>27.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>202230</td>\n",
+       "      <td>3</td>\n",
+       "      <td>15006</td>\n",
+       "      <td>10738.0</td>\n",
+       "      <td>19274.0</td>\n",
+       "      <td>23</td>\n",
+       "      <td>17.0</td>\n",
+       "      <td>29.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>202229</td>\n",
+       "      <td>3</td>\n",
+       "      <td>20801</td>\n",
+       "      <td>15829.0</td>\n",
+       "      <td>25773.0</td>\n",
+       "      <td>31</td>\n",
+       "      <td>24.0</td>\n",
+       "      <td>38.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>202228</td>\n",
+       "      <td>3</td>\n",
+       "      <td>23387</td>\n",
+       "      <td>17970.0</td>\n",
+       "      <td>28804.0</td>\n",
+       "      <td>35</td>\n",
+       "      <td>27.0</td>\n",
+       "      <td>43.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>202227</td>\n",
+       "      <td>3</td>\n",
+       "      <td>36015</td>\n",
+       "      <td>29709.0</td>\n",
+       "      <td>42321.0</td>\n",
+       "      <td>54</td>\n",
+       "      <td>44.0</td>\n",
+       "      <td>64.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>202226</td>\n",
+       "      <td>3</td>\n",
+       "      <td>29421</td>\n",
+       "      <td>24314.0</td>\n",
+       "      <td>34528.0</td>\n",
+       "      <td>44</td>\n",
+       "      <td>36.0</td>\n",
+       "      <td>52.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>202225</td>\n",
+       "      <td>3</td>\n",
+       "      <td>22887</td>\n",
+       "      <td>18582.0</td>\n",
+       "      <td>27192.0</td>\n",
+       "      <td>35</td>\n",
+       "      <td>29.0</td>\n",
+       "      <td>41.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>202224</td>\n",
+       "      <td>3</td>\n",
+       "      <td>19294</td>\n",
+       "      <td>15406.0</td>\n",
+       "      <td>23182.0</td>\n",
+       "      <td>29</td>\n",
+       "      <td>23.0</td>\n",
+       "      <td>35.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>202223</td>\n",
+       "      <td>3</td>\n",
+       "      <td>17159</td>\n",
+       "      <td>13450.0</td>\n",
+       "      <td>20868.0</td>\n",
+       "      <td>26</td>\n",
+       "      <td>20.0</td>\n",
+       "      <td>32.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>202222</td>\n",
+       "      <td>3</td>\n",
+       "      <td>14239</td>\n",
+       "      <td>10930.0</td>\n",
+       "      <td>17548.0</td>\n",
+       "      <td>21</td>\n",
+       "      <td>16.0</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1961</th>\n",
+       "      <td>198521</td>\n",
+       "      <td>3</td>\n",
+       "      <td>26096</td>\n",
+       "      <td>19621.0</td>\n",
+       "      <td>32571.0</td>\n",
+       "      <td>47</td>\n",
+       "      <td>35.0</td>\n",
+       "      <td>59.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1962</th>\n",
+       "      <td>198520</td>\n",
+       "      <td>3</td>\n",
+       "      <td>27896</td>\n",
+       "      <td>20885.0</td>\n",
+       "      <td>34907.0</td>\n",
+       "      <td>51</td>\n",
+       "      <td>38.0</td>\n",
+       "      <td>64.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1963</th>\n",
+       "      <td>198519</td>\n",
+       "      <td>3</td>\n",
+       "      <td>43154</td>\n",
+       "      <td>32821.0</td>\n",
+       "      <td>53487.0</td>\n",
+       "      <td>78</td>\n",
+       "      <td>59.0</td>\n",
+       "      <td>97.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1964</th>\n",
+       "      <td>198518</td>\n",
+       "      <td>3</td>\n",
+       "      <td>40555</td>\n",
+       "      <td>29935.0</td>\n",
+       "      <td>51175.0</td>\n",
+       "      <td>74</td>\n",
+       "      <td>55.0</td>\n",
+       "      <td>93.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1965</th>\n",
+       "      <td>198517</td>\n",
+       "      <td>3</td>\n",
+       "      <td>34053</td>\n",
+       "      <td>24366.0</td>\n",
+       "      <td>43740.0</td>\n",
+       "      <td>62</td>\n",
+       "      <td>44.0</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1966</th>\n",
+       "      <td>198516</td>\n",
+       "      <td>3</td>\n",
+       "      <td>50362</td>\n",
+       "      <td>36451.0</td>\n",
+       "      <td>64273.0</td>\n",
+       "      <td>91</td>\n",
+       "      <td>66.0</td>\n",
+       "      <td>116.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1967</th>\n",
+       "      <td>198515</td>\n",
+       "      <td>3</td>\n",
+       "      <td>63881</td>\n",
+       "      <td>45538.0</td>\n",
+       "      <td>82224.0</td>\n",
+       "      <td>116</td>\n",
+       "      <td>83.0</td>\n",
+       "      <td>149.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1968</th>\n",
+       "      <td>198514</td>\n",
+       "      <td>3</td>\n",
+       "      <td>134545</td>\n",
+       "      <td>114400.0</td>\n",
+       "      <td>154690.0</td>\n",
+       "      <td>244</td>\n",
+       "      <td>207.0</td>\n",
+       "      <td>281.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1969</th>\n",
+       "      <td>198513</td>\n",
+       "      <td>3</td>\n",
+       "      <td>197206</td>\n",
+       "      <td>176080.0</td>\n",
+       "      <td>218332.0</td>\n",
+       "      <td>357</td>\n",
+       "      <td>319.0</td>\n",
+       "      <td>395.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1970</th>\n",
+       "      <td>198512</td>\n",
+       "      <td>3</td>\n",
+       "      <td>245240</td>\n",
+       "      <td>223304.0</td>\n",
+       "      <td>267176.0</td>\n",
+       "      <td>445</td>\n",
+       "      <td>405.0</td>\n",
+       "      <td>485.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1971</th>\n",
+       "      <td>198511</td>\n",
+       "      <td>3</td>\n",
+       "      <td>276205</td>\n",
+       "      <td>252399.0</td>\n",
+       "      <td>300011.0</td>\n",
+       "      <td>501</td>\n",
+       "      <td>458.0</td>\n",
+       "      <td>544.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1972</th>\n",
+       "      <td>198510</td>\n",
+       "      <td>3</td>\n",
+       "      <td>353231</td>\n",
+       "      <td>326279.0</td>\n",
+       "      <td>380183.0</td>\n",
+       "      <td>640</td>\n",
+       "      <td>591.0</td>\n",
+       "      <td>689.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1973</th>\n",
+       "      <td>198509</td>\n",
+       "      <td>3</td>\n",
+       "      <td>369895</td>\n",
+       "      <td>341109.0</td>\n",
+       "      <td>398681.0</td>\n",
+       "      <td>670</td>\n",
+       "      <td>618.0</td>\n",
+       "      <td>722.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1974</th>\n",
+       "      <td>198508</td>\n",
+       "      <td>3</td>\n",
+       "      <td>389886</td>\n",
+       "      <td>359529.0</td>\n",
+       "      <td>420243.0</td>\n",
+       "      <td>707</td>\n",
+       "      <td>652.0</td>\n",
+       "      <td>762.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1975</th>\n",
+       "      <td>198507</td>\n",
+       "      <td>3</td>\n",
+       "      <td>471852</td>\n",
+       "      <td>432599.0</td>\n",
+       "      <td>511105.0</td>\n",
+       "      <td>855</td>\n",
+       "      <td>784.0</td>\n",
+       "      <td>926.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1976</th>\n",
+       "      <td>198506</td>\n",
+       "      <td>3</td>\n",
+       "      <td>565825</td>\n",
+       "      <td>518011.0</td>\n",
+       "      <td>613639.0</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>939.0</td>\n",
+       "      <td>1113.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1977</th>\n",
+       "      <td>198505</td>\n",
+       "      <td>3</td>\n",
+       "      <td>637302</td>\n",
+       "      <td>592795.0</td>\n",
+       "      <td>681809.0</td>\n",
+       "      <td>1155</td>\n",
+       "      <td>1074.0</td>\n",
+       "      <td>1236.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1978</th>\n",
+       "      <td>198504</td>\n",
+       "      <td>3</td>\n",
+       "      <td>424937</td>\n",
+       "      <td>390794.0</td>\n",
+       "      <td>459080.0</td>\n",
+       "      <td>770</td>\n",
+       "      <td>708.0</td>\n",
+       "      <td>832.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1979</th>\n",
+       "      <td>198503</td>\n",
+       "      <td>3</td>\n",
+       "      <td>213901</td>\n",
+       "      <td>174689.0</td>\n",
+       "      <td>253113.0</td>\n",
+       "      <td>388</td>\n",
+       "      <td>317.0</td>\n",
+       "      <td>459.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1980</th>\n",
+       "      <td>198502</td>\n",
+       "      <td>3</td>\n",
+       "      <td>97586</td>\n",
+       "      <td>80949.0</td>\n",
+       "      <td>114223.0</td>\n",
+       "      <td>177</td>\n",
+       "      <td>147.0</td>\n",
+       "      <td>207.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1981</th>\n",
+       "      <td>198501</td>\n",
+       "      <td>3</td>\n",
+       "      <td>85489</td>\n",
+       "      <td>65918.0</td>\n",
+       "      <td>105060.0</td>\n",
+       "      <td>155</td>\n",
+       "      <td>120.0</td>\n",
+       "      <td>190.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1982</th>\n",
+       "      <td>198452</td>\n",
+       "      <td>3</td>\n",
+       "      <td>84830</td>\n",
+       "      <td>60602.0</td>\n",
+       "      <td>109058.0</td>\n",
+       "      <td>154</td>\n",
+       "      <td>110.0</td>\n",
+       "      <td>198.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1983</th>\n",
+       "      <td>198451</td>\n",
+       "      <td>3</td>\n",
+       "      <td>101726</td>\n",
+       "      <td>80242.0</td>\n",
+       "      <td>123210.0</td>\n",
+       "      <td>185</td>\n",
+       "      <td>146.0</td>\n",
+       "      <td>224.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1984</th>\n",
+       "      <td>198450</td>\n",
+       "      <td>3</td>\n",
+       "      <td>123680</td>\n",
+       "      <td>101401.0</td>\n",
+       "      <td>145959.0</td>\n",
+       "      <td>225</td>\n",
+       "      <td>184.0</td>\n",
+       "      <td>266.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1985</th>\n",
+       "      <td>198449</td>\n",
+       "      <td>3</td>\n",
+       "      <td>101073</td>\n",
+       "      <td>81684.0</td>\n",
+       "      <td>120462.0</td>\n",
+       "      <td>184</td>\n",
+       "      <td>149.0</td>\n",
+       "      <td>219.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1986</th>\n",
+       "      <td>198448</td>\n",
+       "      <td>3</td>\n",
+       "      <td>78620</td>\n",
+       "      <td>60634.0</td>\n",
+       "      <td>96606.0</td>\n",
+       "      <td>143</td>\n",
+       "      <td>110.0</td>\n",
+       "      <td>176.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1987</th>\n",
+       "      <td>198447</td>\n",
+       "      <td>3</td>\n",
+       "      <td>72029</td>\n",
+       "      <td>54274.0</td>\n",
+       "      <td>89784.0</td>\n",
+       "      <td>131</td>\n",
+       "      <td>99.0</td>\n",
+       "      <td>163.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1988</th>\n",
+       "      <td>198446</td>\n",
+       "      <td>3</td>\n",
+       "      <td>87330</td>\n",
+       "      <td>67686.0</td>\n",
+       "      <td>106974.0</td>\n",
+       "      <td>159</td>\n",
+       "      <td>123.0</td>\n",
+       "      <td>195.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1989</th>\n",
+       "      <td>198445</td>\n",
+       "      <td>3</td>\n",
+       "      <td>135223</td>\n",
+       "      <td>101414.0</td>\n",
+       "      <td>169032.0</td>\n",
+       "      <td>246</td>\n",
+       "      <td>184.0</td>\n",
+       "      <td>308.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1990</th>\n",
+       "      <td>198444</td>\n",
+       "      <td>3</td>\n",
+       "      <td>68422</td>\n",
+       "      <td>20056.0</td>\n",
+       "      <td>116788.0</td>\n",
+       "      <td>125</td>\n",
+       "      <td>37.0</td>\n",
+       "      <td>213.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>1991 rows × 10 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        week  indicator     inc   inc_low    inc_up  inc100  inc100_low  \\\n",
+       "0     202251          3  255228  238612.0  271844.0     385       360.0   \n",
+       "1     202250          3  234279  219533.0  249025.0     353       331.0   \n",
+       "2     202249          3  163421  151727.0  175115.0     246       228.0   \n",
+       "3     202248          3  121884  111932.0  131836.0     184       169.0   \n",
+       "4     202247          3   96447   87259.0  105635.0     145       131.0   \n",
+       "5     202246          3   67735   60075.0   75395.0     102        90.0   \n",
+       "6     202245          3   45306   38909.0   51703.0      68        58.0   \n",
+       "7     202244          3   34713   28880.0   40546.0      52        43.0   \n",
+       "8     202243          3   44769   36884.0   52654.0      68        56.0   \n",
+       "9     202242          3   47462   40773.0   54151.0      72        62.0   \n",
+       "10    202241          3   48583   42388.0   54778.0      73        64.0   \n",
+       "11    202240          3   41927   36115.0   47739.0      63        54.0   \n",
+       "12    202239          3   39902   34168.0   45636.0      60        51.0   \n",
+       "13    202238          3   28781   23733.0   33829.0      43        35.0   \n",
+       "14    202237          3   21395   17076.0   25714.0      32        25.0   \n",
+       "15    202236          3   14120   10487.0   17753.0      21        16.0   \n",
+       "16    202235          3    9283    6485.0   12081.0      14        10.0   \n",
+       "17    202234          3    7498    4731.0   10265.0      11         7.0   \n",
+       "18    202233          3    7586    4442.0   10730.0      11         6.0   \n",
+       "19    202232          3   12222    7749.0   16695.0      18        11.0   \n",
+       "20    202231          3   13257    8905.0   17609.0      20        13.0   \n",
+       "21    202230          3   15006   10738.0   19274.0      23        17.0   \n",
+       "22    202229          3   20801   15829.0   25773.0      31        24.0   \n",
+       "23    202228          3   23387   17970.0   28804.0      35        27.0   \n",
+       "24    202227          3   36015   29709.0   42321.0      54        44.0   \n",
+       "25    202226          3   29421   24314.0   34528.0      44        36.0   \n",
+       "26    202225          3   22887   18582.0   27192.0      35        29.0   \n",
+       "27    202224          3   19294   15406.0   23182.0      29        23.0   \n",
+       "28    202223          3   17159   13450.0   20868.0      26        20.0   \n",
+       "29    202222          3   14239   10930.0   17548.0      21        16.0   \n",
+       "...      ...        ...     ...       ...       ...     ...         ...   \n",
+       "1961  198521          3   26096   19621.0   32571.0      47        35.0   \n",
+       "1962  198520          3   27896   20885.0   34907.0      51        38.0   \n",
+       "1963  198519          3   43154   32821.0   53487.0      78        59.0   \n",
+       "1964  198518          3   40555   29935.0   51175.0      74        55.0   \n",
+       "1965  198517          3   34053   24366.0   43740.0      62        44.0   \n",
+       "1966  198516          3   50362   36451.0   64273.0      91        66.0   \n",
+       "1967  198515          3   63881   45538.0   82224.0     116        83.0   \n",
+       "1968  198514          3  134545  114400.0  154690.0     244       207.0   \n",
+       "1969  198513          3  197206  176080.0  218332.0     357       319.0   \n",
+       "1970  198512          3  245240  223304.0  267176.0     445       405.0   \n",
+       "1971  198511          3  276205  252399.0  300011.0     501       458.0   \n",
+       "1972  198510          3  353231  326279.0  380183.0     640       591.0   \n",
+       "1973  198509          3  369895  341109.0  398681.0     670       618.0   \n",
+       "1974  198508          3  389886  359529.0  420243.0     707       652.0   \n",
+       "1975  198507          3  471852  432599.0  511105.0     855       784.0   \n",
+       "1976  198506          3  565825  518011.0  613639.0    1026       939.0   \n",
+       "1977  198505          3  637302  592795.0  681809.0    1155      1074.0   \n",
+       "1978  198504          3  424937  390794.0  459080.0     770       708.0   \n",
+       "1979  198503          3  213901  174689.0  253113.0     388       317.0   \n",
+       "1980  198502          3   97586   80949.0  114223.0     177       147.0   \n",
+       "1981  198501          3   85489   65918.0  105060.0     155       120.0   \n",
+       "1982  198452          3   84830   60602.0  109058.0     154       110.0   \n",
+       "1983  198451          3  101726   80242.0  123210.0     185       146.0   \n",
+       "1984  198450          3  123680  101401.0  145959.0     225       184.0   \n",
+       "1985  198449          3  101073   81684.0  120462.0     184       149.0   \n",
+       "1986  198448          3   78620   60634.0   96606.0     143       110.0   \n",
+       "1987  198447          3   72029   54274.0   89784.0     131        99.0   \n",
+       "1988  198446          3   87330   67686.0  106974.0     159       123.0   \n",
+       "1989  198445          3  135223  101414.0  169032.0     246       184.0   \n",
+       "1990  198444          3   68422   20056.0  116788.0     125        37.0   \n",
+       "\n",
+       "      inc100_up geo_insee geo_name  \n",
+       "0         410.0        FR   France  \n",
+       "1         375.0        FR   France  \n",
+       "2         264.0        FR   France  \n",
+       "3         199.0        FR   France  \n",
+       "4         159.0        FR   France  \n",
+       "5         114.0        FR   France  \n",
+       "6          78.0        FR   France  \n",
+       "7          61.0        FR   France  \n",
+       "8          80.0        FR   France  \n",
+       "9          82.0        FR   France  \n",
+       "10         82.0        FR   France  \n",
+       "11         72.0        FR   France  \n",
+       "12         69.0        FR   France  \n",
+       "13         51.0        FR   France  \n",
+       "14         39.0        FR   France  \n",
+       "15         26.0        FR   France  \n",
+       "16         18.0        FR   France  \n",
+       "17         15.0        FR   France  \n",
+       "18         16.0        FR   France  \n",
+       "19         25.0        FR   France  \n",
+       "20         27.0        FR   France  \n",
+       "21         29.0        FR   France  \n",
+       "22         38.0        FR   France  \n",
+       "23         43.0        FR   France  \n",
+       "24         64.0        FR   France  \n",
+       "25         52.0        FR   France  \n",
+       "26         41.0        FR   France  \n",
+       "27         35.0        FR   France  \n",
+       "28         32.0        FR   France  \n",
+       "29         26.0        FR   France  \n",
+       "...         ...       ...      ...  \n",
+       "1961       59.0        FR   France  \n",
+       "1962       64.0        FR   France  \n",
+       "1963       97.0        FR   France  \n",
+       "1964       93.0        FR   France  \n",
+       "1965       80.0        FR   France  \n",
+       "1966      116.0        FR   France  \n",
+       "1967      149.0        FR   France  \n",
+       "1968      281.0        FR   France  \n",
+       "1969      395.0        FR   France  \n",
+       "1970      485.0        FR   France  \n",
+       "1971      544.0        FR   France  \n",
+       "1972      689.0        FR   France  \n",
+       "1973      722.0        FR   France  \n",
+       "1974      762.0        FR   France  \n",
+       "1975      926.0        FR   France  \n",
+       "1976     1113.0        FR   France  \n",
+       "1977     1236.0        FR   France  \n",
+       "1978      832.0        FR   France  \n",
+       "1979      459.0        FR   France  \n",
+       "1980      207.0        FR   France  \n",
+       "1981      190.0        FR   France  \n",
+       "1982      198.0        FR   France  \n",
+       "1983      224.0        FR   France  \n",
+       "1984      266.0        FR   France  \n",
+       "1985      219.0        FR   France  \n",
+       "1986      176.0        FR   France  \n",
+       "1987      163.0        FR   France  \n",
+       "1988      195.0        FR   France  \n",
+       "1989      308.0        FR   France  \n",
+       "1990      213.0        FR   France  \n",
+       "\n",
+       "[1991 rows x 10 columns]"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "raw_data = pd.read_csv(data_url, skiprows=1)\n",
     "raw_data"
@@ -80,9 +1044,73 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 9,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>week</th>\n",
+       "      <th>indicator</th>\n",
+       "      <th>inc</th>\n",
+       "      <th>inc_low</th>\n",
+       "      <th>inc_up</th>\n",
+       "      <th>inc100</th>\n",
+       "      <th>inc100_low</th>\n",
+       "      <th>inc100_up</th>\n",
+       "      <th>geo_insee</th>\n",
+       "      <th>geo_name</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>1754</th>\n",
+       "      <td>198919</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        week  indicator  inc  inc_low  inc_up  inc100  inc100_low  inc100_up  \\\n",
+       "1754  198919          3    0      NaN     NaN       0         NaN        NaN   \n",
+       "\n",
+       "     geo_insee geo_name  \n",
+       "1754        FR   France  "
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "raw_data[raw_data.isnull().any(axis=1)]"
    ]
@@ -96,9 +1124,976 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 10,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>week</th>\n",
+       "      <th>indicator</th>\n",
+       "      <th>inc</th>\n",
+       "      <th>inc_low</th>\n",
+       "      <th>inc_up</th>\n",
+       "      <th>inc100</th>\n",
+       "      <th>inc100_low</th>\n",
+       "      <th>inc100_up</th>\n",
+       "      <th>geo_insee</th>\n",
+       "      <th>geo_name</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>202251</td>\n",
+       "      <td>3</td>\n",
+       "      <td>255228</td>\n",
+       "      <td>238612.0</td>\n",
+       "      <td>271844.0</td>\n",
+       "      <td>385</td>\n",
+       "      <td>360.0</td>\n",
+       "      <td>410.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>202250</td>\n",
+       "      <td>3</td>\n",
+       "      <td>234279</td>\n",
+       "      <td>219533.0</td>\n",
+       "      <td>249025.0</td>\n",
+       "      <td>353</td>\n",
+       "      <td>331.0</td>\n",
+       "      <td>375.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>202249</td>\n",
+       "      <td>3</td>\n",
+       "      <td>163421</td>\n",
+       "      <td>151727.0</td>\n",
+       "      <td>175115.0</td>\n",
+       "      <td>246</td>\n",
+       "      <td>228.0</td>\n",
+       "      <td>264.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>202248</td>\n",
+       "      <td>3</td>\n",
+       "      <td>121884</td>\n",
+       "      <td>111932.0</td>\n",
+       "      <td>131836.0</td>\n",
+       "      <td>184</td>\n",
+       "      <td>169.0</td>\n",
+       "      <td>199.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>202247</td>\n",
+       "      <td>3</td>\n",
+       "      <td>96447</td>\n",
+       "      <td>87259.0</td>\n",
+       "      <td>105635.0</td>\n",
+       "      <td>145</td>\n",
+       "      <td>131.0</td>\n",
+       "      <td>159.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>202246</td>\n",
+       "      <td>3</td>\n",
+       "      <td>67735</td>\n",
+       "      <td>60075.0</td>\n",
+       "      <td>75395.0</td>\n",
+       "      <td>102</td>\n",
+       "      <td>90.0</td>\n",
+       "      <td>114.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>202245</td>\n",
+       "      <td>3</td>\n",
+       "      <td>45306</td>\n",
+       "      <td>38909.0</td>\n",
+       "      <td>51703.0</td>\n",
+       "      <td>68</td>\n",
+       "      <td>58.0</td>\n",
+       "      <td>78.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>202244</td>\n",
+       "      <td>3</td>\n",
+       "      <td>34713</td>\n",
+       "      <td>28880.0</td>\n",
+       "      <td>40546.0</td>\n",
+       "      <td>52</td>\n",
+       "      <td>43.0</td>\n",
+       "      <td>61.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>202243</td>\n",
+       "      <td>3</td>\n",
+       "      <td>44769</td>\n",
+       "      <td>36884.0</td>\n",
+       "      <td>52654.0</td>\n",
+       "      <td>68</td>\n",
+       "      <td>56.0</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>202242</td>\n",
+       "      <td>3</td>\n",
+       "      <td>47462</td>\n",
+       "      <td>40773.0</td>\n",
+       "      <td>54151.0</td>\n",
+       "      <td>72</td>\n",
+       "      <td>62.0</td>\n",
+       "      <td>82.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>202241</td>\n",
+       "      <td>3</td>\n",
+       "      <td>48583</td>\n",
+       "      <td>42388.0</td>\n",
+       "      <td>54778.0</td>\n",
+       "      <td>73</td>\n",
+       "      <td>64.0</td>\n",
+       "      <td>82.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>202240</td>\n",
+       "      <td>3</td>\n",
+       "      <td>41927</td>\n",
+       "      <td>36115.0</td>\n",
+       "      <td>47739.0</td>\n",
+       "      <td>63</td>\n",
+       "      <td>54.0</td>\n",
+       "      <td>72.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>202239</td>\n",
+       "      <td>3</td>\n",
+       "      <td>39902</td>\n",
+       "      <td>34168.0</td>\n",
+       "      <td>45636.0</td>\n",
+       "      <td>60</td>\n",
+       "      <td>51.0</td>\n",
+       "      <td>69.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>202238</td>\n",
+       "      <td>3</td>\n",
+       "      <td>28781</td>\n",
+       "      <td>23733.0</td>\n",
+       "      <td>33829.0</td>\n",
+       "      <td>43</td>\n",
+       "      <td>35.0</td>\n",
+       "      <td>51.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>202237</td>\n",
+       "      <td>3</td>\n",
+       "      <td>21395</td>\n",
+       "      <td>17076.0</td>\n",
+       "      <td>25714.0</td>\n",
+       "      <td>32</td>\n",
+       "      <td>25.0</td>\n",
+       "      <td>39.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>202236</td>\n",
+       "      <td>3</td>\n",
+       "      <td>14120</td>\n",
+       "      <td>10487.0</td>\n",
+       "      <td>17753.0</td>\n",
+       "      <td>21</td>\n",
+       "      <td>16.0</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>202235</td>\n",
+       "      <td>3</td>\n",
+       "      <td>9283</td>\n",
+       "      <td>6485.0</td>\n",
+       "      <td>12081.0</td>\n",
+       "      <td>14</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>18.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>202234</td>\n",
+       "      <td>3</td>\n",
+       "      <td>7498</td>\n",
+       "      <td>4731.0</td>\n",
+       "      <td>10265.0</td>\n",
+       "      <td>11</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>202233</td>\n",
+       "      <td>3</td>\n",
+       "      <td>7586</td>\n",
+       "      <td>4442.0</td>\n",
+       "      <td>10730.0</td>\n",
+       "      <td>11</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>16.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>202232</td>\n",
+       "      <td>3</td>\n",
+       "      <td>12222</td>\n",
+       "      <td>7749.0</td>\n",
+       "      <td>16695.0</td>\n",
+       "      <td>18</td>\n",
+       "      <td>11.0</td>\n",
+       "      <td>25.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>202231</td>\n",
+       "      <td>3</td>\n",
+       "      <td>13257</td>\n",
+       "      <td>8905.0</td>\n",
+       "      <td>17609.0</td>\n",
+       "      <td>20</td>\n",
+       "      <td>13.0</td>\n",
+       "      <td>27.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>202230</td>\n",
+       "      <td>3</td>\n",
+       "      <td>15006</td>\n",
+       "      <td>10738.0</td>\n",
+       "      <td>19274.0</td>\n",
+       "      <td>23</td>\n",
+       "      <td>17.0</td>\n",
+       "      <td>29.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>202229</td>\n",
+       "      <td>3</td>\n",
+       "      <td>20801</td>\n",
+       "      <td>15829.0</td>\n",
+       "      <td>25773.0</td>\n",
+       "      <td>31</td>\n",
+       "      <td>24.0</td>\n",
+       "      <td>38.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>202228</td>\n",
+       "      <td>3</td>\n",
+       "      <td>23387</td>\n",
+       "      <td>17970.0</td>\n",
+       "      <td>28804.0</td>\n",
+       "      <td>35</td>\n",
+       "      <td>27.0</td>\n",
+       "      <td>43.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>202227</td>\n",
+       "      <td>3</td>\n",
+       "      <td>36015</td>\n",
+       "      <td>29709.0</td>\n",
+       "      <td>42321.0</td>\n",
+       "      <td>54</td>\n",
+       "      <td>44.0</td>\n",
+       "      <td>64.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>202226</td>\n",
+       "      <td>3</td>\n",
+       "      <td>29421</td>\n",
+       "      <td>24314.0</td>\n",
+       "      <td>34528.0</td>\n",
+       "      <td>44</td>\n",
+       "      <td>36.0</td>\n",
+       "      <td>52.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>202225</td>\n",
+       "      <td>3</td>\n",
+       "      <td>22887</td>\n",
+       "      <td>18582.0</td>\n",
+       "      <td>27192.0</td>\n",
+       "      <td>35</td>\n",
+       "      <td>29.0</td>\n",
+       "      <td>41.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>202224</td>\n",
+       "      <td>3</td>\n",
+       "      <td>19294</td>\n",
+       "      <td>15406.0</td>\n",
+       "      <td>23182.0</td>\n",
+       "      <td>29</td>\n",
+       "      <td>23.0</td>\n",
+       "      <td>35.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>202223</td>\n",
+       "      <td>3</td>\n",
+       "      <td>17159</td>\n",
+       "      <td>13450.0</td>\n",
+       "      <td>20868.0</td>\n",
+       "      <td>26</td>\n",
+       "      <td>20.0</td>\n",
+       "      <td>32.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>202222</td>\n",
+       "      <td>3</td>\n",
+       "      <td>14239</td>\n",
+       "      <td>10930.0</td>\n",
+       "      <td>17548.0</td>\n",
+       "      <td>21</td>\n",
+       "      <td>16.0</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1961</th>\n",
+       "      <td>198521</td>\n",
+       "      <td>3</td>\n",
+       "      <td>26096</td>\n",
+       "      <td>19621.0</td>\n",
+       "      <td>32571.0</td>\n",
+       "      <td>47</td>\n",
+       "      <td>35.0</td>\n",
+       "      <td>59.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1962</th>\n",
+       "      <td>198520</td>\n",
+       "      <td>3</td>\n",
+       "      <td>27896</td>\n",
+       "      <td>20885.0</td>\n",
+       "      <td>34907.0</td>\n",
+       "      <td>51</td>\n",
+       "      <td>38.0</td>\n",
+       "      <td>64.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1963</th>\n",
+       "      <td>198519</td>\n",
+       "      <td>3</td>\n",
+       "      <td>43154</td>\n",
+       "      <td>32821.0</td>\n",
+       "      <td>53487.0</td>\n",
+       "      <td>78</td>\n",
+       "      <td>59.0</td>\n",
+       "      <td>97.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1964</th>\n",
+       "      <td>198518</td>\n",
+       "      <td>3</td>\n",
+       "      <td>40555</td>\n",
+       "      <td>29935.0</td>\n",
+       "      <td>51175.0</td>\n",
+       "      <td>74</td>\n",
+       "      <td>55.0</td>\n",
+       "      <td>93.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1965</th>\n",
+       "      <td>198517</td>\n",
+       "      <td>3</td>\n",
+       "      <td>34053</td>\n",
+       "      <td>24366.0</td>\n",
+       "      <td>43740.0</td>\n",
+       "      <td>62</td>\n",
+       "      <td>44.0</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1966</th>\n",
+       "      <td>198516</td>\n",
+       "      <td>3</td>\n",
+       "      <td>50362</td>\n",
+       "      <td>36451.0</td>\n",
+       "      <td>64273.0</td>\n",
+       "      <td>91</td>\n",
+       "      <td>66.0</td>\n",
+       "      <td>116.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1967</th>\n",
+       "      <td>198515</td>\n",
+       "      <td>3</td>\n",
+       "      <td>63881</td>\n",
+       "      <td>45538.0</td>\n",
+       "      <td>82224.0</td>\n",
+       "      <td>116</td>\n",
+       "      <td>83.0</td>\n",
+       "      <td>149.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1968</th>\n",
+       "      <td>198514</td>\n",
+       "      <td>3</td>\n",
+       "      <td>134545</td>\n",
+       "      <td>114400.0</td>\n",
+       "      <td>154690.0</td>\n",
+       "      <td>244</td>\n",
+       "      <td>207.0</td>\n",
+       "      <td>281.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1969</th>\n",
+       "      <td>198513</td>\n",
+       "      <td>3</td>\n",
+       "      <td>197206</td>\n",
+       "      <td>176080.0</td>\n",
+       "      <td>218332.0</td>\n",
+       "      <td>357</td>\n",
+       "      <td>319.0</td>\n",
+       "      <td>395.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1970</th>\n",
+       "      <td>198512</td>\n",
+       "      <td>3</td>\n",
+       "      <td>245240</td>\n",
+       "      <td>223304.0</td>\n",
+       "      <td>267176.0</td>\n",
+       "      <td>445</td>\n",
+       "      <td>405.0</td>\n",
+       "      <td>485.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1971</th>\n",
+       "      <td>198511</td>\n",
+       "      <td>3</td>\n",
+       "      <td>276205</td>\n",
+       "      <td>252399.0</td>\n",
+       "      <td>300011.0</td>\n",
+       "      <td>501</td>\n",
+       "      <td>458.0</td>\n",
+       "      <td>544.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1972</th>\n",
+       "      <td>198510</td>\n",
+       "      <td>3</td>\n",
+       "      <td>353231</td>\n",
+       "      <td>326279.0</td>\n",
+       "      <td>380183.0</td>\n",
+       "      <td>640</td>\n",
+       "      <td>591.0</td>\n",
+       "      <td>689.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1973</th>\n",
+       "      <td>198509</td>\n",
+       "      <td>3</td>\n",
+       "      <td>369895</td>\n",
+       "      <td>341109.0</td>\n",
+       "      <td>398681.0</td>\n",
+       "      <td>670</td>\n",
+       "      <td>618.0</td>\n",
+       "      <td>722.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1974</th>\n",
+       "      <td>198508</td>\n",
+       "      <td>3</td>\n",
+       "      <td>389886</td>\n",
+       "      <td>359529.0</td>\n",
+       "      <td>420243.0</td>\n",
+       "      <td>707</td>\n",
+       "      <td>652.0</td>\n",
+       "      <td>762.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1975</th>\n",
+       "      <td>198507</td>\n",
+       "      <td>3</td>\n",
+       "      <td>471852</td>\n",
+       "      <td>432599.0</td>\n",
+       "      <td>511105.0</td>\n",
+       "      <td>855</td>\n",
+       "      <td>784.0</td>\n",
+       "      <td>926.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1976</th>\n",
+       "      <td>198506</td>\n",
+       "      <td>3</td>\n",
+       "      <td>565825</td>\n",
+       "      <td>518011.0</td>\n",
+       "      <td>613639.0</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>939.0</td>\n",
+       "      <td>1113.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1977</th>\n",
+       "      <td>198505</td>\n",
+       "      <td>3</td>\n",
+       "      <td>637302</td>\n",
+       "      <td>592795.0</td>\n",
+       "      <td>681809.0</td>\n",
+       "      <td>1155</td>\n",
+       "      <td>1074.0</td>\n",
+       "      <td>1236.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1978</th>\n",
+       "      <td>198504</td>\n",
+       "      <td>3</td>\n",
+       "      <td>424937</td>\n",
+       "      <td>390794.0</td>\n",
+       "      <td>459080.0</td>\n",
+       "      <td>770</td>\n",
+       "      <td>708.0</td>\n",
+       "      <td>832.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1979</th>\n",
+       "      <td>198503</td>\n",
+       "      <td>3</td>\n",
+       "      <td>213901</td>\n",
+       "      <td>174689.0</td>\n",
+       "      <td>253113.0</td>\n",
+       "      <td>388</td>\n",
+       "      <td>317.0</td>\n",
+       "      <td>459.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1980</th>\n",
+       "      <td>198502</td>\n",
+       "      <td>3</td>\n",
+       "      <td>97586</td>\n",
+       "      <td>80949.0</td>\n",
+       "      <td>114223.0</td>\n",
+       "      <td>177</td>\n",
+       "      <td>147.0</td>\n",
+       "      <td>207.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1981</th>\n",
+       "      <td>198501</td>\n",
+       "      <td>3</td>\n",
+       "      <td>85489</td>\n",
+       "      <td>65918.0</td>\n",
+       "      <td>105060.0</td>\n",
+       "      <td>155</td>\n",
+       "      <td>120.0</td>\n",
+       "      <td>190.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1982</th>\n",
+       "      <td>198452</td>\n",
+       "      <td>3</td>\n",
+       "      <td>84830</td>\n",
+       "      <td>60602.0</td>\n",
+       "      <td>109058.0</td>\n",
+       "      <td>154</td>\n",
+       "      <td>110.0</td>\n",
+       "      <td>198.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1983</th>\n",
+       "      <td>198451</td>\n",
+       "      <td>3</td>\n",
+       "      <td>101726</td>\n",
+       "      <td>80242.0</td>\n",
+       "      <td>123210.0</td>\n",
+       "      <td>185</td>\n",
+       "      <td>146.0</td>\n",
+       "      <td>224.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1984</th>\n",
+       "      <td>198450</td>\n",
+       "      <td>3</td>\n",
+       "      <td>123680</td>\n",
+       "      <td>101401.0</td>\n",
+       "      <td>145959.0</td>\n",
+       "      <td>225</td>\n",
+       "      <td>184.0</td>\n",
+       "      <td>266.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1985</th>\n",
+       "      <td>198449</td>\n",
+       "      <td>3</td>\n",
+       "      <td>101073</td>\n",
+       "      <td>81684.0</td>\n",
+       "      <td>120462.0</td>\n",
+       "      <td>184</td>\n",
+       "      <td>149.0</td>\n",
+       "      <td>219.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1986</th>\n",
+       "      <td>198448</td>\n",
+       "      <td>3</td>\n",
+       "      <td>78620</td>\n",
+       "      <td>60634.0</td>\n",
+       "      <td>96606.0</td>\n",
+       "      <td>143</td>\n",
+       "      <td>110.0</td>\n",
+       "      <td>176.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1987</th>\n",
+       "      <td>198447</td>\n",
+       "      <td>3</td>\n",
+       "      <td>72029</td>\n",
+       "      <td>54274.0</td>\n",
+       "      <td>89784.0</td>\n",
+       "      <td>131</td>\n",
+       "      <td>99.0</td>\n",
+       "      <td>163.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1988</th>\n",
+       "      <td>198446</td>\n",
+       "      <td>3</td>\n",
+       "      <td>87330</td>\n",
+       "      <td>67686.0</td>\n",
+       "      <td>106974.0</td>\n",
+       "      <td>159</td>\n",
+       "      <td>123.0</td>\n",
+       "      <td>195.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1989</th>\n",
+       "      <td>198445</td>\n",
+       "      <td>3</td>\n",
+       "      <td>135223</td>\n",
+       "      <td>101414.0</td>\n",
+       "      <td>169032.0</td>\n",
+       "      <td>246</td>\n",
+       "      <td>184.0</td>\n",
+       "      <td>308.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1990</th>\n",
+       "      <td>198444</td>\n",
+       "      <td>3</td>\n",
+       "      <td>68422</td>\n",
+       "      <td>20056.0</td>\n",
+       "      <td>116788.0</td>\n",
+       "      <td>125</td>\n",
+       "      <td>37.0</td>\n",
+       "      <td>213.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>1990 rows × 10 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        week  indicator     inc   inc_low    inc_up  inc100  inc100_low  \\\n",
+       "0     202251          3  255228  238612.0  271844.0     385       360.0   \n",
+       "1     202250          3  234279  219533.0  249025.0     353       331.0   \n",
+       "2     202249          3  163421  151727.0  175115.0     246       228.0   \n",
+       "3     202248          3  121884  111932.0  131836.0     184       169.0   \n",
+       "4     202247          3   96447   87259.0  105635.0     145       131.0   \n",
+       "5     202246          3   67735   60075.0   75395.0     102        90.0   \n",
+       "6     202245          3   45306   38909.0   51703.0      68        58.0   \n",
+       "7     202244          3   34713   28880.0   40546.0      52        43.0   \n",
+       "8     202243          3   44769   36884.0   52654.0      68        56.0   \n",
+       "9     202242          3   47462   40773.0   54151.0      72        62.0   \n",
+       "10    202241          3   48583   42388.0   54778.0      73        64.0   \n",
+       "11    202240          3   41927   36115.0   47739.0      63        54.0   \n",
+       "12    202239          3   39902   34168.0   45636.0      60        51.0   \n",
+       "13    202238          3   28781   23733.0   33829.0      43        35.0   \n",
+       "14    202237          3   21395   17076.0   25714.0      32        25.0   \n",
+       "15    202236          3   14120   10487.0   17753.0      21        16.0   \n",
+       "16    202235          3    9283    6485.0   12081.0      14        10.0   \n",
+       "17    202234          3    7498    4731.0   10265.0      11         7.0   \n",
+       "18    202233          3    7586    4442.0   10730.0      11         6.0   \n",
+       "19    202232          3   12222    7749.0   16695.0      18        11.0   \n",
+       "20    202231          3   13257    8905.0   17609.0      20        13.0   \n",
+       "21    202230          3   15006   10738.0   19274.0      23        17.0   \n",
+       "22    202229          3   20801   15829.0   25773.0      31        24.0   \n",
+       "23    202228          3   23387   17970.0   28804.0      35        27.0   \n",
+       "24    202227          3   36015   29709.0   42321.0      54        44.0   \n",
+       "25    202226          3   29421   24314.0   34528.0      44        36.0   \n",
+       "26    202225          3   22887   18582.0   27192.0      35        29.0   \n",
+       "27    202224          3   19294   15406.0   23182.0      29        23.0   \n",
+       "28    202223          3   17159   13450.0   20868.0      26        20.0   \n",
+       "29    202222          3   14239   10930.0   17548.0      21        16.0   \n",
+       "...      ...        ...     ...       ...       ...     ...         ...   \n",
+       "1961  198521          3   26096   19621.0   32571.0      47        35.0   \n",
+       "1962  198520          3   27896   20885.0   34907.0      51        38.0   \n",
+       "1963  198519          3   43154   32821.0   53487.0      78        59.0   \n",
+       "1964  198518          3   40555   29935.0   51175.0      74        55.0   \n",
+       "1965  198517          3   34053   24366.0   43740.0      62        44.0   \n",
+       "1966  198516          3   50362   36451.0   64273.0      91        66.0   \n",
+       "1967  198515          3   63881   45538.0   82224.0     116        83.0   \n",
+       "1968  198514          3  134545  114400.0  154690.0     244       207.0   \n",
+       "1969  198513          3  197206  176080.0  218332.0     357       319.0   \n",
+       "1970  198512          3  245240  223304.0  267176.0     445       405.0   \n",
+       "1971  198511          3  276205  252399.0  300011.0     501       458.0   \n",
+       "1972  198510          3  353231  326279.0  380183.0     640       591.0   \n",
+       "1973  198509          3  369895  341109.0  398681.0     670       618.0   \n",
+       "1974  198508          3  389886  359529.0  420243.0     707       652.0   \n",
+       "1975  198507          3  471852  432599.0  511105.0     855       784.0   \n",
+       "1976  198506          3  565825  518011.0  613639.0    1026       939.0   \n",
+       "1977  198505          3  637302  592795.0  681809.0    1155      1074.0   \n",
+       "1978  198504          3  424937  390794.0  459080.0     770       708.0   \n",
+       "1979  198503          3  213901  174689.0  253113.0     388       317.0   \n",
+       "1980  198502          3   97586   80949.0  114223.0     177       147.0   \n",
+       "1981  198501          3   85489   65918.0  105060.0     155       120.0   \n",
+       "1982  198452          3   84830   60602.0  109058.0     154       110.0   \n",
+       "1983  198451          3  101726   80242.0  123210.0     185       146.0   \n",
+       "1984  198450          3  123680  101401.0  145959.0     225       184.0   \n",
+       "1985  198449          3  101073   81684.0  120462.0     184       149.0   \n",
+       "1986  198448          3   78620   60634.0   96606.0     143       110.0   \n",
+       "1987  198447          3   72029   54274.0   89784.0     131        99.0   \n",
+       "1988  198446          3   87330   67686.0  106974.0     159       123.0   \n",
+       "1989  198445          3  135223  101414.0  169032.0     246       184.0   \n",
+       "1990  198444          3   68422   20056.0  116788.0     125        37.0   \n",
+       "\n",
+       "      inc100_up geo_insee geo_name  \n",
+       "0         410.0        FR   France  \n",
+       "1         375.0        FR   France  \n",
+       "2         264.0        FR   France  \n",
+       "3         199.0        FR   France  \n",
+       "4         159.0        FR   France  \n",
+       "5         114.0        FR   France  \n",
+       "6          78.0        FR   France  \n",
+       "7          61.0        FR   France  \n",
+       "8          80.0        FR   France  \n",
+       "9          82.0        FR   France  \n",
+       "10         82.0        FR   France  \n",
+       "11         72.0        FR   France  \n",
+       "12         69.0        FR   France  \n",
+       "13         51.0        FR   France  \n",
+       "14         39.0        FR   France  \n",
+       "15         26.0        FR   France  \n",
+       "16         18.0        FR   France  \n",
+       "17         15.0        FR   France  \n",
+       "18         16.0        FR   France  \n",
+       "19         25.0        FR   France  \n",
+       "20         27.0        FR   France  \n",
+       "21         29.0        FR   France  \n",
+       "22         38.0        FR   France  \n",
+       "23         43.0        FR   France  \n",
+       "24         64.0        FR   France  \n",
+       "25         52.0        FR   France  \n",
+       "26         41.0        FR   France  \n",
+       "27         35.0        FR   France  \n",
+       "28         32.0        FR   France  \n",
+       "29         26.0        FR   France  \n",
+       "...         ...       ...      ...  \n",
+       "1961       59.0        FR   France  \n",
+       "1962       64.0        FR   France  \n",
+       "1963       97.0        FR   France  \n",
+       "1964       93.0        FR   France  \n",
+       "1965       80.0        FR   France  \n",
+       "1966      116.0        FR   France  \n",
+       "1967      149.0        FR   France  \n",
+       "1968      281.0        FR   France  \n",
+       "1969      395.0        FR   France  \n",
+       "1970      485.0        FR   France  \n",
+       "1971      544.0        FR   France  \n",
+       "1972      689.0        FR   France  \n",
+       "1973      722.0        FR   France  \n",
+       "1974      762.0        FR   France  \n",
+       "1975      926.0        FR   France  \n",
+       "1976     1113.0        FR   France  \n",
+       "1977     1236.0        FR   France  \n",
+       "1978      832.0        FR   France  \n",
+       "1979      459.0        FR   France  \n",
+       "1980      207.0        FR   France  \n",
+       "1981      190.0        FR   France  \n",
+       "1982      198.0        FR   France  \n",
+       "1983      224.0        FR   France  \n",
+       "1984      266.0        FR   France  \n",
+       "1985      219.0        FR   France  \n",
+       "1986      176.0        FR   France  \n",
+       "1987      163.0        FR   France  \n",
+       "1988      195.0        FR   France  \n",
+       "1989      308.0        FR   France  \n",
+       "1990      213.0        FR   France  \n",
+       "\n",
+       "[1990 rows x 10 columns]"
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "data = raw_data.dropna().copy()\n",
     "data"
@@ -123,10 +2118,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {
-    "collapsed": true
-   },
+   "execution_count": 11,
+   "metadata": {},
    "outputs": [],
    "source": [
     "def convert_week(year_and_week_int):\n",
@@ -154,10 +2147,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {
-    "collapsed": true
-   },
+   "execution_count": 12,
+   "metadata": {},
    "outputs": [],
    "source": [
     "sorted_data = data.set_index('period').sort_index()"
@@ -180,9 +2171,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 13,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "1989-05-01/1989-05-07 1989-05-15/1989-05-21\n"
+     ]
+    }
+   ],
    "source": [
     "periods = sorted_data.index\n",
     "for p1, p2 in zip(periods[:-1], periods[1:]):\n",
@@ -200,9 +2199,32 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 14,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7f1aab73cdd8>"
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "sorted_data['inc'].plot()"
    ]
@@ -216,9 +2238,32 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 15,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7f1aa95eb7f0>"
+      ]
+     },
+     "execution_count": 15,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "sorted_data['inc'][-200:].plot()"
    ]
@@ -251,10 +2296,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {
-    "collapsed": true
-   },
+   "execution_count": 16,
+   "metadata": {},
    "outputs": [],
    "source": [
     "first_august_week = [pd.Period(pd.Timestamp(y, 8, 1), 'W')\n",
@@ -273,10 +2316,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {
-    "collapsed": true
-   },
+   "execution_count": 17,
+   "metadata": {},
    "outputs": [],
    "source": [
     "year = []\n",
@@ -299,9 +2340,32 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 18,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7f1aa95172e8>"
+      ]
+     },
+     "execution_count": 18,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "yearly_incidence.plot(style='*')"
    ]
@@ -315,9 +2379,56 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 19,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "2021     743449\n",
+       "2014    1600941\n",
+       "1991    1659249\n",
+       "1995    1840410\n",
+       "2020    2010315\n",
+       "2012    2175217\n",
+       "2003    2234584\n",
+       "2019    2254386\n",
+       "2006    2307352\n",
+       "2017    2321583\n",
+       "2001    2529279\n",
+       "1992    2574578\n",
+       "1993    2703886\n",
+       "2018    2705325\n",
+       "1988    2765617\n",
+       "2007    2780164\n",
+       "1987    2855570\n",
+       "2016    2856393\n",
+       "2011    2857040\n",
+       "2008    2973918\n",
+       "1998    3034904\n",
+       "2002    3125418\n",
+       "2009    3444020\n",
+       "1994    3514763\n",
+       "1996    3539413\n",
+       "2004    3567744\n",
+       "1997    3620066\n",
+       "2015    3654892\n",
+       "2000    3826372\n",
+       "2005    3835025\n",
+       "1999    3908112\n",
+       "2010    4111392\n",
+       "2013    4182691\n",
+       "1986    5115251\n",
+       "1990    5235827\n",
+       "1989    5466192\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 19,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "yearly_incidence.sort_values()"
    ]
@@ -332,9 +2443,32 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 20,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7f1aa94e75f8>"
+      ]
+     },
+     "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.hist(xrot=20)"
    ]
@@ -365,7 +2499,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.6.1"
+   "version": "3.6.4"
   }
  },
  "nbformat": 4,
-- 
2.18.1